重金属污染对菌群的影响
重金属对微生物群落结构、多样性与生态过程的影响
该组文献集中探讨重金属污染如何改变微生物群落的物种组成、α/β多样性、群落演替模式及网络构建,并关注重金属对碳、氮、磷循环功能基因及生态代谢过程的扰动。
- 16S rRNA Gene Amplicon Sequencing Data of Tailing and Nontailing Rhizosphere Soils of Mimosa pudica from a Heavy Metal-Contaminated Ex-Tin Mining Area(Saidu Abdullahi, Hazzeman Haris, K. Z. Zarkasi, H. Amir, 2020, Microbiology Resource Announcements)
- Response of soil microbial community composition and function to prolonged heavy metal exposure(Zhigang Zhao, Yongfeng Wang, Linghao Kong, Liyuan Zhao, Yachao Li, Teng-bing He, Shigao Liu, Xiangcai Han, Songsong Gu, Shuyu Wu, Jiahao Zhang, Jintao Zhang, Bing Li, 2025, Environmental Monitoring and Assessment)
- Soil microbial community structure and functionality changes in response to long‐term metal and radionuclide pollution(Tom Rogiers, J. Claesen, A. Gompel, N. Vanhoudt, Mohamed Mysara, A. Williamson, N. Leys, R. Van Houdt, N. Boon, K. Mijnendonckx, 2021, Environmental Microbiology)
- How the Soil Microbial Communities and Activities Respond to Long-Term Heavy Metal Contamination in Electroplating Contaminated Site(Wen-Jing Gong, Zi-Fan Niu, Xing-Run Wang, He-ping Zhao, 2021, Microorganisms)
- Identification of Microbial Profiles in Heavy-Metal-Contaminated Soil from Full-Length 16S rRNA Reads Sequenced by a PacBio System(Moonsuk Hur, Soo-Je Park, 2019, Microorganisms)
- Response of rhizosphere microbial community structure and diversity to heavy metal co-pollution in arable soil(Linjing Deng, G. Zeng, Changzheng Fan, Lunhui Lu, Xunfeng Chen, Ming Chen, Haipeng Wu, Xiaoxiao He, Yangzhuo He, 2015, Applied Microbiology and Biotechnology)
- Characteristics and diversity of microbial communities in lead–zinc tailings under heavy metal stress in north‐west China(Tianpeng Gao, Xueying Wang, Yuan Liu, Haoming Wang, M. Zuo, Yueqing He, Haijuan Li, Guangwen Li, Changming Li, Xiangkai Li, Xiaoxiao Li, Yingli Yang, 2021, Letters in Applied Microbiology)
- Variations in microbial community structure and extracellular enzyme stoichiometry in heavy metal-contaminated soil under different fertilization regimes(Xian Huang, Shuting Tang, Xiaomin Xin, Lixing Chen, Xinying He, Yueying Huang, Fang-ming Yu, Yi Li, 2025, Applied Soil Ecology)
- Heavy metal contamination impacts the structure and co‐occurrence patterns of bacterial communities in agricultural soils(Jiangyun Liu, Shuwei Pei, Qiwen Zheng, Jia Li, Xingrong Liu, Ye Ruan, Bin Luo, Li Ma, Rentong Chen, Weigang Hu, Jingping Niu, Tian Tian, 2023, Journal of Basic Microbiology)
- Microbial diversity and community assembly in heavy metal-contaminated soils: insights from selenium-impacted mining areas(Zhiyong Wang, Guangai Deng, Chongyang Hu, Xue Hou, Xinyuan Zhang, Zhiquan Fan, Y. Zhao, Mu Peng, 2025, Frontiers in Microbiology)
- Bacterial Diversity in Heavy Metal Poluted Soil Explored via 16S rRNA Gene Molecular-Genetic Analysis(G. Satchanska, S. Selenska-Pobell, E. Golovinsky, 2023, Acta Microbiologica Bulgarica)
- Toxic metal contamination effects mediated by hotspot intensity of soil enzymes and microbial community structure.(Bin Song, Yue Xue, Zhenhua Yu, Yucheng He, Zihao Liu, Jie Fang, Yuchao Wang, Jonathan M. Adams, Youning Hu, B. Razavi, 2024, Journal of Hazardous Materials)
- New insights on the effect of non-ferrous metal mining and smelting activities on microbial activity characteristics and bacterial community structure.(Hao Li, Jun Yao, Ning Min, G. Sunahara, R. Duran, 2023, Journal of Hazardous Materials)
- Changes in Soil Microbial Community Structure and Function Induced by Migration of Toxic Metal(loid)s in Soils(Luhua Jiang, Jiejie Yang, Jiaxin Shi, Ziwen Guo, Yulong Peng, Manjun Miao, Junzhao Wu, Bo Miao, Huidan Jiang, Hongwei Liu, Yili Liang, Huaqun Yin, Xueduan Liu, 2025, Water, Air, & Soil Pollution)
- Adaptation of soil microbial community structure and function to chronic metal contamination at an abandoned Pb-Zn mine.(L. Epelde, A. Lanzén, F. Blanco, T. Urich, C. Garbisu, 2015, FEMS Microbiology Ecology)
- The variation in microbial community structure under different heavy metal contamination levels in paddy soils.(Yaoben Lin, Yanmei Ye, Yiming Hu, Haokun Shi, 2019, Ecotoxicology and Environmental Safety)
- 16S rRNA molecular profiling of heavy metal tolerant bacterial communities isolated from soil contaminated by electronic waste(Pankaj Kumar, M. Fulekar, R. Y. Hiranmai, Ramesh Kumar, Raj Kumar, 2020, Folia Microbiologica)
- Multiple heavy metal distribution and microbial community characteristics of vanadium-titanium magnetite tailing profiles under different management modes.(Chun-dan Gan, Si-fan Cui, Zhen-zhong Wu, Jin-yan Yang, 2021, Journal of Hazardous Materials)
- Nickel and cobalt disrupt the microbiome and metabolic function of the photosymbiotic sea slug Berghia stephanieae (Á. Valdés, 2005).(C. Sickinger, Alicia Thiel, Julia Bornhorst, Gregor Christa, Angelika Preisfeld, 2026, Marine Environmental Research)
- Impacts of multiple environmental factors on soil bacterial community assembly in heavy metal polluted paddy fields(Mengmeng Zou, Qi Zhang, Feng-Min Li, Long Chen, Yifei Qiu, Qiqi Yin, Shenglü Zhou, 2024, Scientific Reports)
- Effects of heavy metal pollution and soil physicochemical properties on the Sphagnum farmland soil microbial community structure in Southern Guizhou, China(D. Zhu, Zhi-hui Wang, Zhao-hui Zhang, 2023, International Journal of Phytoremediation)
- Soil bacterial community structure in the habitats with different levels of heavy metal pollution at an abandoned polymetallic mine.(Yue Yin, Xiaojie Wang, Yuanan Hu, Fadong Li, Hefa Cheng, 2022, Journal of Hazardous Materials)
- Long-Read Metagenomics Profiling for Identification of Key Microorganisms Affected by Heavy Metals at Technogenic Zones(I. Isgandarov, Zhanar Abilda, R. Kanat, D. Daurov, Z. Sapakhova, A. Daurova, K. Zhambakin, D. Volkov, Abylay Begaly, M. Shamekova, 2026, Microorganisms)
- Heavy metal stress alters soil microbial structure and diversity in the BBN industrial corridor, Himachal Pradesh, India(Ranjna Kaundal, Vipin Parkash, Supriti Paul, Meghna Thapa, 2025, International Journal of Phytoremediation)
- Microbial community structure and causal analysis in sediments of shallow eutrophic freshwater lakes under heavy metal compound pollution.(Yang Chen, Yaofei Xu, A. Ruan, 2025, Journal of Hazardous Materials)
- Fungal community diversity of heavy metal contaminated soils revealed by metagenomics(M. Passarini, J. R. Ottoni, P.S.B. Costa, D. C. Hissa, R. Falcão, V. Melo, V. Balbino, L. Mendonça, M. Lima, H. Coutinho, L. Verde, 2022, Archives of Microbiology)
- Study on the influence of soil microbial community on the long-term heavy metal pollution of different land use types and depth layers in mine.(Xingqing Zhao, Jian Huang, Jin Lu, Yu Sun, 2019, Ecotoxicology and Environmental Safety)
- Multiple factors influence bacterial community diversity and composition in soils with rare earth element and heavy metal co-contamination.(Ying Luo, Haonan Yuan, Ji Zhao, Yu Qi, Wei-wei Cao, Ju-mei Liu, Wei Guo, Zhenan Bao, 2021, Ecotoxicology and Environmental Safety)
- Responses of rhizosphere microbial community structure and metabolic function to heavy metal coinhibition(Ganghui Jiao, Yi Huang, H. Dai, Hang Gou, Zijing Li, Huibin Shi, Jinyan Yang, S. Ni, 2023, Environmental Geochemistry and Health)
- Ecological Effects of Heavy Metal Pollution on Soil Microbial Community Structure and Diversity on Both Sides of a River around a Mining Area(Xingqing Zhao, Jian Huang, Xu-Yan Zhu, J. Chai, Xiaoli Ji, 2020, International Journal of Environmental Research and Public Health)
- Effects of Different Heavy Metal Stressors on the Endophytic Community Composition and Diversity of Symphytum officinale(Jing Ma, DaWei Chen, Yi-Fan Xu, Yuepeng Liu, Lele Liu, Jing Huang, Ruochun Gao, Jie Bai, Qinzheng Hou, 2024, Microorganisms)
- Exploring the relationship between metal(loid) contamination rate, physicochemical conditions, and microbial community dynamics in industrially contaminated urban soils.(Gorkhmaz Abbaszade, M. Toumi, R. Farkas, B. Vajna, G. Krett, Péter Dobosy, Csaba Szabó, E. Tóth, 2023, Science of The Total Environment)
- Heavy metal pollution simplifies microbial networks and enhances modularity during tailings primary succession: divergent assembly dynamics for bacterial and fungal communities(Min Li, Jun Liu, D. Cao, Xueyi Chen, Jiaxin Shi, Wenzhe Hu, Chunqiao Xiao, Yun Fang, 2025, Frontiers in Microbiology)
- The microbial mechanisms by which long-term heavy metal contamination affects soil organic carbon levels.(Zhineng Xiao, C. Duan, Shiyu Li, Jing Chen, C. Peng, Rongxiao Che, Chang’e Liu, Ying Huang, Runran Mei, Liangliang Xu, Pengfei Luo, Yadong Yu, 2023, Chemosphere)
- Submerged zone and vegetation drive distribution of heavy metal fractions and microbial community structure: Insights into stormwater biofiltration system.(Y. HongE, Ze-Wen Wan, Youngchul Kim, Jianghua Yu, 2022, SSRN Electronic Journal)
- Heavy metal(loid)s shape the soil bacterial community and functional genes of desert grassland in a gold mining area in the semi-arid region.(Ran Qi, Nana Xue, Shuzhi Wang, Xiaobin Zhou, Li Zhao, Wenjuan Song, Yuyi Yang, 2022, Environmental Research)
- Heavy Metal Pollution Assessment and Survey of Rhizosphere Bacterial Communities from Saccharum spontaneum L. in a Rehabilitated Nickel-Laterite Mine in the Philippines(Shiela W. Mainit, C. Tabelin, F. Paglinawan, J. Guihawan, A. J. Mondejar, V. Resabal, M. R. S. B. Madamba, Dennis Alonzo, A. Orbecido, M. Promentilla, Joshua B. Zoleta, D. Daño, I. Park, Mayumi Ito, Takahiko Arima, Theerayut Phengsaart, M. Villacorte-Tabelin, 2025, Minerals)
- Heavy metal induced shifts in microbial community composition and interactions with dissolved organic matter in coastal sediments.(Yu Wang, Yuxing Hu, Yanting Liu, Qi Chen, Jinxin Xu, Fei Zhang, Jinhua Mao, Q. Shi, Chen He, Ranhong Cai, Christian Lønborg, Lihua Liu, Aixing Guo, Nianzhi Jiao, Qiang Zheng, 2024, Science of The Total Environment)
- Diversity and Structure of Soil Bacterial Communities in the Area of Non-ferrous Metal Plant Revealed by 16S rRNA Gene Retrieval(Radina Nikolova, A. Kenarova, S. Boteva, Nikolai Dinev, G. Radeva, 2024, Proceedings of the Bulgarian Academy of Sciences)
- The role of metal contamination in shaping microbial communities in heavily polluted marine sediments.(A. Di Cesare, Petra Pjevac, E. Eckert, Neven Curkov, Maritina Miko Šparica, Gianluca Corno, S. Orlić, 2020, Environmental Pollution)
- Heavy metal contamination collapses trophic interactions in the soil microbial food web via bottom-up regulation(Xuehua Wang, Z. Dai, Jiahui Lin, Haochun Zhao, Haodan Yu, B. Ma, Lingfei Hu, Jiachun Shi, Xiaoyun Chen, Manqiang Liu, Xin Ke, Yi Yu, R. Dahlgren, Jianming Xu, 2023, Soil Biology and Biochemistry)
- Ammonia level influences the assembly of dissimilatory nitrate reduction to ammonia bacterial community in soils under different heavy metal remediation treatments.(Achen Wang, Xiang Li, X. Hao, Xuesong Luo, Wenli Chen, Qiaoyun Huang, 2022, Science of The Total Environment)
- A novel extracellular enzyme stoichiometry method to evaluate soil heavy metal contamination: Evidence derived from microbial metabolic limitation.(Xia Wang, Yongxing Cui, Xingchang Zhang, Wenliang Ju, Chengjiao Duan, Yunqiang Wang, Linchuan Fang, 2020, Science of The Total Environment)
- Effects of single and combined contamination of total petroleum hydrocarbons and heavy metals on soil microecosystems: Insights into bacterial diversity, assembly, and ecological function.(Du Zhang, Qi Hu, Bing Wang, Junwen Wang, Can Li, Ping You, Rui Zhou, Weimin Zeng, Xueduan Liu, Qian Li, 2023, Chemosphere)
- Soil microbial community assembly model in response to heavy metal pollution.(Min Zhang, Teng Zhang, Lei Zhou, Wei Lou, W. Zeng, Tianbo Liu, Huaqun Yin, Hongwei Liu, Xue-duan Liu, K. Mathivanan, L. Praburaman, Delong Meng, 2022, Environmental Research)
- Effects of Mn2+ and humic acid on microbial community structures, functional genes for nitrogen and phosphorus removal, and heavy metal resistance genes in wastewater treatment.(Yonghui Li, Rong Dong, Jiaxin Guo, Lan Wang, Jianguo Zhao, 2022, Journal of Environmental Management)
- Multi-omics reveals the systematical influence of composite heavy metal(loid)s on soil microbial function: Elemental cycling and microbial adaptation mechanisms.(Qiancheng Zhao, Caihong Yu, Xiaoxia Liu, Xuesong Hu, Qiaohui Yang, 2025, Journal of Hazardous Materials)
- Metagenomics reveals taxon-specific responses of soil nitrogen cycling under different fertilization regimes in heavy metal contaminated soil.(Xinwei Shi, Weilan Tan, Shuting Tang, Qiujie Ling, Chi-Fung Tang, Peiqing Qin, Shiyu Luo, Yinjun Zhao, Fang-ming Yu, Yi Li, 2023, Journal of Environmental Management)
微生物驱动的重金属修复与植物辅助修复机制
该组文献重点研究如何利用功能微生物(如根际促生菌)、改良剂(生物炭、纳米材料)或基因工程策略来优化群落,提升植物对重金属的耐受力、固定效率及土壤修复效果。
- Metagenomics combined with metabolomics reveals the effect of Enterobacter sp. inoculation on the rhizosphere microenvironment of Bidens pilosa L. in heavy metal contaminated soil.(Yi Li, Xinwei Shi, Weilan Tan, Qiujie Ling, Fengmei Pei, Shiyu Luo, Peiqing Qin, Huijian Yuan, Liuan Huang, Fang-ming Yu, 2023, Journal of Hazardous Materials)
- Trade-offs and adaptation to metalliferous soils: The role of soil microbiome in metal tolerance and uptake in Arabidopsis halleri ecotypes from a reciprocal transplant experiment.(Priyanka Kushwaha, Kamila Murawska-Wlodarczyk, Małgorzata Stanek, A. Stefanowicz, Barbara Seget, Alicja Babst-Kostecka, 2024, Science of The Total Environment)
- GmAMT2.1/2.2-dependent ammonium nitrogen and metabolites shape rhizosphere microbiome assembly to mitigate cadmium toxicity(Zhandong Cai, Taobing Yu, Weiyi Tan, Qianghua Zhou, Lingrui Liu, H. Nian, Tengxiang Lian, 2024, npj Biofilms and Microbiomes)
- Insight into metal immobilization and microbial community structure in soil from a steel disposal dump phytostabilized with composted, pyrolyzed or gasified wastes.(M. Radziemska, Z. Gusiatin, A. Cydzik‐Kwiatkowska, A. Cerdà, V. Pecina, A. Bęś, R. Datta, G. Majewski, Z. Mazur, Justyna Dzięcioł, Subhan Danish, M. Brtnický, 2021, Chemosphere)
- Synergistic effects of indigenous bacterial consortia on heavy metal tolerance and reduction(Rahel Khidr, Karzan A. Qurbani, Vania Muhammed, Sazgar Salim, Shajwan Abdulla, Hevy Wsw, 2025, Environmental Geochemistry and Health)
- The effects of rice straw biochar on indigenous microbial community and enzymes activity in heavy metal-contaminated sediment.(Danlian Huang, Linshan Liu, G. Zeng, Piao Xu, Chao Huang, Linjing Deng, Rongzhong Wang, Jia Wan, 2017, Chemosphere)
- Heavy metal immobilization and microbial community abundance by vegetable waste and pine cone biochar of agricultural soils.(A. Igalavithana, Sung-Eun Lee, Young Han Lee, Daniel C W Tsang, J. Rinklebe, E. Kwon, Y. Ok, 2017, Chemosphere)
- Evidence that beneficial microbial inoculation enhances heavy metal-contaminated soil remediation: Variations in plant endophyte communities.(Fang-ming Yu, Ziang He, Xiaomin Xin, Xinwei Shi, Lixing Chen, Xinying He, Yueying Huang, Yi Li, 2024, Journal of Hazardous Materials)
- Microbial community succession in response to sludge composting efficiency and heavy metal detoxification during municipal sludge composting(Weijiang Han, Shuona Chen, Xiao Tan, Xin Li, Hua Pan, Peijian Ma, Zhihua Wu, Qilai Xie, 2022, Frontiers in Microbiology)
- Characteristics and Influencing Factors of Microbial Community in Heavy Metal Contaminated Soil under Silicon Fertilizer and Biochar Remediation(Jiachao Zhang, Yuewei He, Yingchun Fang, Keqi Zhao, Nanyi Wang, Yaoyu Zhou, Lin Luo, Yuan Yang, 2021, Adsorption Science & Technology)
- Effects of biochar immobilization Bacillus subtilis on the heavy metal accumulation, rhizosphere microorganisms and metabolism in rice.(Wei Hu, Renyan Duan, Qian Dai, Hui Yang, Yu Zhang, Fumin Meng, Yu-xiang Lin, 2025, Journal of Applied Microbiology)
- Standardized framework for assessing soil quality at antimony smelting site by considering microbial-induced resilience and heavy metal contamination.(Shasha Jiang, Xiaoyu Deng, Liyuan Ma, Hongmei Wang, Xingjie Wang, Liang Feng, Feng Zhu, Sheng-guo Xue, Ariff Mohammad, 2024, Journal of Environmental Sciences)
- Acid-modified biochar regulates heavy metal resistance genes in compost to reduce bioavailability of heavy metal and composting cycle.(Qinghong Sun, Hanyong Li, Zhiwei Zhang, Fengting Gan, Y. Tao, Zhao Jiang, Ying Zhang, 2025, Journal of Environmental Management)
- Mitigating cadmium-induced stress in Capsicum annuum L. by Pseudomonas aeruginosa strain CD3: Impacts on morpho-physiology, reproductive traits, capsaicin content and soil microbiome.(Soumya Chatterjee, Chandana Basak, Ganapati Basak, Anasuya Karjee, Soumya Mukherjee, P. Barman, N. Khan, Purba Sarkar, S. Majumdar, Ranadhir Chakraborty, C. Barman, 2025, Science of The Total Environment)
- Shift of bacterial communities in heavy metal-contaminated agricultural land during a remediation process(Chi-Chun Huang, Chih-Ming Liang, Ting-I Yang, Jiann-Long Chen, Weikuang Wang, 2021, PLOS ONE)
- Effects and interactions of freeze-thaw leaching on cadmium forms, soil chemical properties, and microbial community structure in cadmium-contaminated soil.(Lulu Wu, Zixuan Huang, Shubo Fan, Leming Zhen, Jialong Lv, 2025, Journal of Environmental Sciences)
- Soil heavy metal pollution promotes extracellular enzyme production by mediating microbial community structure during vegetation restoration of metallic tailing reservoir.(Dongyan Zhao, Roland Bol, Ji-peng Wang, Jiyuan Jin, Yuhan Wang, Tianxing Wang, He Zhu, Yanhong Wu, Linchuan Fang, H. Bing, 2024, Science of The Total Environment)
- Root-associated functional microbiome endemism facilitates heavy metal resilience and nutrient poor adaptation in native plants under serpentine driven edaphic challenges.(Aslia Asif, Suprokash Koner, Bashir Hussain, Bing-Mu Hsu, 2025, Journal of Environmental Management)
- Insight into soilless revegetation of oligotrophic and heavy metal contaminated gold tailing pond by metagenomic analysis.(Chenjing Liu, Bing Li, Xu Chen, Ying-bo Dong, H. Lin, 2022, Journal of Hazardous Materials)
- Molecular insights into heavy metal resistance and soil restoration potential of native microbes from Dhaka’s landfill sites(Masuma Akter, Byimana Jean Bosco, Yasmin Fatema, Hasan Md Rokybul, Jakia Sultana Keya, 2025, Современные инновации, системы и технологии - Modern Innovations, Systems and Technologies)
- Seed-borne and environmental transmission mechanisms drive diverse heavy metal-resistant plant growth-promoting bacteria (PGPB) in rice.(Jie Hou, Mengqi Liu, Ye Li, Linyun Li, Yanpo Yao, Han Xu, Yi An, 2025, Environment International)
- Bacterial shifts during in-situ mineralization bio-treatment to non-ferrous metal(loid) tailings.(Jian-li Liu, Jun Yao, R. Duran, V. Mihucz, K. Hudson-Edwards, 2019, Environmental Pollution)
- Piriformospora indica alter root-associated microbiome structure to enhance Artemisia annua L. tolerance to arsenic.(S. Rahman, M. Khalid, Nan Hui, A. Rehman, S. Kayani, Xueqing Fu, Han Zheng, Jin Shao, Abid A Khan, Mehran Ali, A. Taheri, Hang Liu, Xin Yan, Xinyi Hu, Wei Qin, B. Peng, Meng Li, Yao Xinghao, Yaojie Zhang, K. Tang, 2023, Journal of Hazardous Materials)
- The responses of root exudates and microbiome in the rhizosphere of main plant and aromatic intercrops to soil Cr stress.(Rui Li, Zheng Li, Kui Zhang, Cong Zhang, Yue Sun, Jie Zhang, Yi Zheng, Yuncong Yao, Xiaoxiao Qin, 2024, Environmental Pollution)
- Silicon-modified lignin biochar outperforms hydrochar in heavy metal remediation: stochastic microbial assembly and functional gene reprogramming drive soil multifunctionality.(Xianzhen Li, Shuangxi Zhu, Hui Wang, Qing Zhen, Diao She, 2025, Journal of Hazardous Materials)
- Alleviating the adverse effects of Cd-Pb contamination through the application of silicon fertilizer: Enhancing soil microbial diversity and mitigating heavy metal contamination.(Ke Ren, Xiongwei Yang, Jian Li, Hongyan Jin, Kaiyuan Gu, Yi Chen, Ming Liu, Yigui Luo, Yonglei Jiang, 2024, Chemosphere)
- Microbial Response and the Crucial Function of Predominant Phyla in Sedum alfredii-Mediated Remediation of High Concentration of Multiple Heavy Metal Soils.(Han Zhang, Jianglong Cui, Ying Xiong, Guowen Li, Cai-li Du, Lieyu Zhang, 2025, Environmental Pollution)
- Sulfur enhances cadmium bioaccumulation in Cichorium intybus by altering soil properties, heavy metal availability and microbial community in contaminated alkaline soil.(Haitao Liu, L. Luo, G. Jiang, Gezi Li, Changwei Zhu, Weiwei Meng, Jingjing Zhang, Qiujuan Jiao, Pengqiang Du, Xuanzhen Li, S. Fahad, Xiao-lei Jie, Shi-liang Liu, 2022, Science of The Total Environment)
- Functional Portability of a Hyperaccumulator-Derived Core Microbiome: Enhancing Cadmium Phytoextraction in Brassica juncea L. Through Molecular Reprogramming(Lukuan Huang, S. Fu, Shaoting Du, Ying Feng, 2026, Toxics)
- Remediation of cadmium-contaminated wheat soil with cow dung: interactions between soil chemical properties, microbial communities, functional genes, and heavy metal bioavailability(Getong Liu, Ziyu Han, Jiajun Sun, Chenfeng Liu, Huading Shi, Yang Fei, Jiahui Liang, Yunsong Mu, Hongjie Wang, Rong Zhang, 2025, Frontiers in Environmental Science)
- Bacterial extracellular polymeric substances: Impact on soil microbial community composition and their potential role in heavy metal-contaminated soil.(Yi Li, Xinwei Shi, Qiujie Ling, Songying Li, Jiayu Wei, Meifen Xin, Dongyu Xie, Xuan Chen, Kehui Liu, Fang-ming Yu, 2022, Ecotoxicology and Environmental Safety)
- Microbial investigations of new hydrogel-biochar composites as soil amendments for simultaneous nitrogen-use improvement and heavy metal immobilization.(Lixun Zhang, Y. Guan, 2021, Journal of Hazardous Materials)
- Rhizosphere microbiome metagenomics in PGPR-mediated alleviation of combined stress from polypropylene microplastics and Cd in hybrid Pennisetum(Si-Yu Zhao, Yue-Liang Meng, Zi-han Yang, B. L. Li, Yuying Li, H. Han, Ling Liu, Peng-fei Duan, Zhao-Jin Chen, Majid Sharifi-Rad, L. Orlóci, Hainan Lu, Yuanyuan Shen, B.Larry Li, LI Y.-Y., Liu Han H, D. L, C. Z.J., 2025, Frontiers in Microbiology)
- Plant growth-promoting bacteria improve the Cd phytoremediation efficiency of soils contaminated with PE-Cd complex pollution by influencing the rhizosphere microbiome of sorghum.(Yong-Qi Liu, Yan Chen, Yuying Li, Chuan-yu Ding, Baihua Li, Hui Han, Zhaojin Chen, 2024, Journal of Hazardous Materials)
- Novel microbial consortia facilitate metalliferous immobilization in non-ferrous metal(loid)s contaminated smelter soil: Efficiency and mechanisms.(Miaomiao Li, Jun Yao, G. Sunahara, J. Hawari, R. Duran, Jian-li Liu, Liu, Ying Cao, Wancheng Pang, Hao Li, Yang Li, Zhiyong Ruan, 2022, Environmental Pollution)
- Poly-γ-glutamic acid chelates chromium (III) and copper (II), alleviating their toxicity in cucumber and affecting rhizosphere bacterial community assembly.(Chaoyang Chen, Wenhui Yan, Yu Chen, Sijie Liu, Chuan-Jiang Nong, Liang Sun, Rui Wang, Hong Xu, Peng Lei, Yian Gu, 2024, Environmental Pollution)
- The effect of several activated biochars on Cd immobilization and microbial community composition during in-situ remediation of heavy metal contaminated sediment.(Si-jia Liu, Yun-guo Liu, Xiao Tan, Guang-ming Zeng, Ya‐hui Zhou, Shao-Bo Liu, Zhibing Yin, Lu Jiang, Meifang Li, Jun Wen, 2018, Chemosphere)
- Studying the impact of hollow mesoporous MnO2 on remediating heavy metal-contaminated soil: Implications for soil structure and microbial dynamics.(Yuenan Zhang, Hao Zhang, Chaozhen Wang, Yiyu Yang, Yifan Liu, Hongying Bao, Zihou Li, Yujie Zhang, Aiguo Wu, 2025, Journal of Hazardous Materials)
- Plant growth-promoting bacteria (PGPB) inoculants enhance the bacterial network connectivity more than non-PGPB in heavy metal-contaminated soil(Zhaoyu Kong, Yong He, Jiaxiang Xue, Zhaohao Chen, Yongqi Gui, Jiahao Wu, Xiaomeng Chen, 2025, Frontiers in Plant Science)
- Genome-resolved metagenomics provides insights into the ecological roles of the keystone taxa in heavy-metal-contaminated soils(L. Li, Delong Meng, Huaqun Yin, Teng Zhang, Yongjun Liu, 2023, Frontiers in Microbiology)
- Revealing the potential of biochar for heavy metal polluted seagrass remediation from microbial perspective.(Jian Zhang, Cong Liu, Juan Ling, Weiguo Zhou, Youshao Wang, Hao Cheng, Xiaofang Huang, Qingsong Yang, Wenqian Zhang, Tongyin Liang, Ying Zhang, Junde Dong, 2025, Ecotoxicology and Environmental Safety)
- Effects of dissolved organic matter derived from cow manure on heavy metal(loid)s and bacterial community dynamics in mercury-thallium mining waste slag(Yu He, Youfa Luo, C. Wei, L. Long, Chi Wang, Yonggui Wu, 2023, Environmental Geochemistry and Health)
重金属抗性基因及其与抗生素抗性基因的共选择机制
该组文献聚焦于环境微生物对抗重金属的遗传学适应机制,特别是重金属抗性基因(MRGs)的分布特征,及其在环境压力下促进抗生素抗性基因(ARGs)共选择、横向转移与传播的风险分析。
- Nanopore-based metagenomics analysis reveals prevalence of mobile antibiotic and heavy metal resistome in wastewater(Cristina Martin, Brooke Stebbins, Asha Ajmani, Arianna Comendul, S. Hamner, Nur A. Hasan, R. Colwell, T. Ford, 2021, Ecotoxicology)
- Effect of Cu addition on sedimentary bacterial community structure and heavy metal resistance gene abundance in mangrove wetlands(J. Liao, Ying Xu, Zuye Zhang, Linfang Zeng, Y. Qiao, Zhipeng Guo, Jun Chen, Bingjie Jia, Chenjing Shang, Si Chen, 2023, Frontiers in Marine Science)
- Insights into the response of mangrove sediment microbiomes to heavy metal pollution: Ecological risk assessment and metagenomics perspectives.(Rinu Madhu Puthusseri, Harisree P Nair, Tina Kollannoor Johny, S. Bhat, 2021, Journal of Environmental Management)
- Metagenomics-based analysis of mobile genetic elements and antibiotic/metal resistance genes carried by treated wastewater(C. Naccache, Chourouk Ibrahim, A. Hassen, Maha Mezghani Khemakhem, 2025, PeerJ)
- Unveiling the hidden threat: heavy metal accumulation in crops and soil microbial dynamics in a teaching experimental farmland(Xue Gu, Xuegang Yu, Qing Li, Yanjun Mao, Zhiwei Zhou, Huan Hu, Rui Huang, Jia-yu Zhou, Yuanyi Sun, Yancheng Li, Aijiang Yang, 2025, Plant and Soil)
- Interactions among heavy metal bioaccessibility, soil properties and microbial community in phyto-remediated soils nearby an abandoned realgar mine.(Weiwei Xiao, Guobing Lin, Xiaoman He, Zhao-guang Yang, Lin Wang, 2021, Chemosphere)
- Microbial custody: key microbiome inhabitant Sphingomonas alleviates silver nanoparticle toxicity in Daphnia magna(Jesse Ouwehand, B. Brinkmann, W. Peijnenburg, M. Vijver, 2025, FEMS Microbiology Ecology)
- How heavy metal stress promotes dissemination of antibiotic resistance genes in the activated sludge process.(Chenjing Liu, Bing Li, Beibei Wu, H. Lin, Lintian Jiang, Y. Qiu, 2022, Journal of Hazardous Materials)
- Assessing the impact of heavy metals on bacterial diversity in coastal regions of Southeastern India(Chandra Veluchamy, Avinash Sharma, K. Thiagarajan, 2024, Environmental Monitoring and Assessment)
- Heavy metal pollution in urban river sediment of different urban functional areas and its influence on microbial community structure.(Feng Wang, Wen-yi Dong, Zilong Zhao, Hongjie Wang, Wenzheng Li, Guanhan Chen, Feifei Wang, Yue Zhao, Jie Huang, Ting Zhou, 2021, Science of The Total Environment)
- Spatial distribution of antibiotic and heavy metal resistance genes in the Black Sea.(Raffaella Sabatino, A. Di Cesare, Nina Dzhembekova, D. Fontaneto, E. Eckert, Gianluca Corno, S. Moncheva, R. Bertoni, C. Callieri, 2020, Marine Pollution Bulletin)
- Diversity and functions of microbes in surface sediments under heavy metal pollution of western Chaohu Lake(Z. Shen, F. Wang, Y. Liang, Y. Li, Q. Liu, F. Liu, 2021, Letters in Applied Microbiology)
- Insight into antibiotic and heavy metal resistance gene diversity in two ecologically important rivers of Bangladesh: a metagenomics analysis(Omar Faruk, MS Rana, B. Fatema, Joy Chandra Paul, Mohammad Riazul Islam, 2025, Annals of Microbiology)
- Heavy metal tolerance and detoxification mechanism mediated by heavy metal resistance genes in compost habitat(Xiaoya Qin, Qunliang Li, 2024, Environmental Science and Pollution Research)
- Impact of heavy metal pollution on the Hindon River sediment: exploring microbial diversity and functional insights through metagenomics(Prabhat Kumar, S. Goswami, K. Priya, Ashim Chandra Roy, A. Prasad, Anuradha Kumari, Ilora Ghosh, 2025, Chemistry and Ecology)
- Metagenomic and genomic analysis of heavy metal-tolerant and -resistant bacteria in resource islands in a semi-arid zone of the Colombian Caribbean(Andrea Carolina Herrera-Calderon, Leslie Leal, Jeimy Daniela Suárez-Bautista, Hillary Sharid Manotas-Viloria, Andrea Muñoz-García, Diego Castillo Franco, N. E. Arenas, Javier Vanegas, 2023, Environmental Science and Pollution Research)
- Bacterial–fungal interactions and response to heavy metal contamination of soil in agricultural areas(Jia Li, Qiwen Zheng, Jiangyun Liu, Shuwei Pei, Zhenyu Yang, Rentong Chen, Li Ma, Jingping Niu, Tian Tian, 2024, Frontiers in Microbiology)
- Co-selective Pressure of Cadmium and Doxycycline on the Antibiotic and Heavy Metal Resistance Genes in Ditch Wetlands(Meng-Fei Yu, Bizhi Shu, Zhixuan Li, Guihua Liu, Wenzhi Liu, Yuyi Yang, Lin Ma, 2022, Frontiers in Microbiology)
- Co‐occurrence of antibiotic, biocide, and heavy metal resistance genes in bacteria from metal and radionuclide contaminated soils at the Savannah River Site(Jesse C. Thomas, A. Oladeinde, Troy J. Kieran, J. W. Finger, N. Bayona‐Vásquez, John C. Cartee, J. Beasley, J. Seaman, J. McArthur, O. Rhodes, T. Glenn, 2020, Microbial Biotechnology)
- Genome-resolved metagenomics revealed metal-resistance, geochemical cycles in a Himalayan hot spring(Shekhar Nagar, Meghali Bharti, R. K. Negi, 2023, Applied Microbiology and Biotechnology)
- A first calibration of culturable bacterial diversity and their dual resistance to heavy metals and antibiotics along altitudinal zonation of the Teesta River(Upashna Chettri, S. R. Joshi, 2022, Archives of Microbiology)
- Cadmium toxicity to the human gut microbiome varies depending on composition(C. Donado, Sujun Liu, Javier Seravalli, JM Auchtung, Devin J. Rose, 2025, bioRxiv)
- Metagenomic and genomic characterization of heavy metal tolerance and resistance genes in the rhizosphere microbiome of Avicennia germinans in a semi-arid mangrove forest in the tropics.(Andrea Muñoz-García, Z. Arbeli, Vivian Boyacá-Vásquez, Javier Vanegas, 2022, Marine Pollution Bulletin)
- Shotgun Metagenomics-Guided Prediction Reveals the Metal Tolerance and Antibiotic Resistance of Microbes in Poly-Extreme Environments in the Danakil Depression, Afar Region(E. Balcha, F. Gómez, M. Gemeda, F. Bekele, Sewunet Abera, Barbara Cavalazzi, A. Woldesemayat, 2023, Antibiotics)
- Metagenomic Analysis Revealed the Changes in Antibiotic Resistance Genes and Heavy Metal Resistance Genes in Phosphate Tailings Compost(Chunqiao Xiao, Kai Wan, Yan Chen, Yongtong Jin, Fang Zhou, Junxia Yu, Ruan Chi, 2025, Microorganisms)
- Higher spreading risk of antibacterial biocide and heavy metal resistance genes than antibiotic resistance genes in aerobic granular sludge.(Dingchang Li, Jingfeng Gao, Huihui Dai, Zhiqi Wang, Yifan Zhao, Yingchao Cui, 2022, Environmental Research)
- Emerging antibiotic and heavy metal resistance in spore-forming bacteria from pig manure, manure slurry and fertilized soil.(Min Yan, Wen Wang, Lei Jin, Guoyou Deng, Xinfeng Han, Xiumei Yu, Junni Tang, Xiangan Han, Menggen Ma, Lin Ji, Ke Zhao, Likou Zou, 2024, Journal of Environmental Management)
- Regulatory effects of different anionic surfactants on the transformation of heavy metal fractions and reduction of heavy metal resistance genes in chicken manure compost.(Qinghong Sun, Qiao Zhang, Hanhao Li, Chenshu Ming, Jiashi Gao, Yongtao Li, Ying Zhang, 2023, Environmental Pollution)
- Integrating Metagenomics in Environmental Monitoring: Co-Selection of Heavy Metal and Antimicrobial Resistance Genes in Contaminated Aquatic Systems(Joy Aimiede Enahoro, 2025, International Journal of Innovative Science and Research Technology)
- Interactive Effect of Heavy Metal and Pesticides on Soil Microbial Diversity and Fertility(Madhuri Yadav, Smriti Kamal, 2025, Journal of Science Innovations and Nature of Earth)
- IN SILICO COMPARATIVE METAGENOMICS ANALYSIS OF HEAVY METALS’ AFFECTED MICROBIAL COMMUNITIES(F. Rafique, Hina Zain, Y. Rehman, 2023, THE JOURNAL OF MICROBIOLOGY AND MOLECULAR GENETICS)
- Effects of heavy metal and disinfectant on antibiotic resistance genes and virulence factor genes in the plastisphere from diverse soil ecosystems.(Bang Ni, Tianlun Zhang, Tiangui Cai, Qian Xiang, Dong Zhu, 2023, Journal of Hazardous Materials)
- Recovery of ammonia assimilating microbiome after Cr (VI) shock by bio-accelerators.(Tong Jiao, Chuanfu Zhao, Mengru Zhang, Fei Han, Yufei Han, Shuhui Zhang, Weizhi Zhou, 2024, Journal of Environmental Management)
- Impact of fluoroquinolone and heavy metal pollution on antibiotic resistance maintenance in aquatic ecosystems(Emilie Dehon, Stanislava Vrchovecká, Alban Mathieu, Sabine Favre-Bonté, Stanisław Wacławek, A. Droit, Timothy M. Vogel, C. Sánchez-Cid, 2025, Environmental Microbiome)
- Unveiling the prevalence of metal resistance genes and their associations with antibiotic resistance genes in heavy metal-contaminated rivers.(Fang-Zhou Gao, Li-Xin Hu, You-Sheng Liu, Hai-Yan Yang, Liang-Ying He, Hong Bai, Feng Liu, Xi Jin, Guang-Guo Ying, 2025, Water Research)
- Key drivers of heavy metal bioavailability in river sediments and microbial community responses under long-term high-concentration Pollution.(Weijie Chen, Jun Xu, Shengli Wang, Zhaoming Chen, Suhang Dong, 2024, Environmental Research)
- Persistent antimicrobial resistance during soil remediation driven by residual heavy metal co-selection.(Rui Xue, Yiyue Zhang, Hongzhe Li, Jian Li, W. Ke, Shilin Hu, Chaoran Li, Faith Ka Shun Chan, Lian-qi Cui, 2026, The ISME Journal)
- Resilience mechanisms of rhizosphere microorganisms in lead-zinc tailings: Metagenomic insights into heavy metal resistance.(Sixi Zhu, Huan Mao, X. Yang, Wei Zhao, Luying Sheng, Suxia Sun, Xianwang Du, 2025, Ecotoxicology and Environmental Safety)
- Identification of heavy metal resistance genes using bioinformatics in mangrove sediment bacteria(A. Mubaraq, Mohammad Basyuni, T. Sabrina, Mariani Sembiring, 2025, IOP Conference Series: Earth and Environmental Science)
- Impact of Heavy Metal Pollution on Soil Bacterial Carbon Metabolism(Radina Nikolova, A. Kenarova, Michaella Petkova, Gergana Dimitrova, G. Radeva, 2026, Proceedings of the Bulgarian Academy of Sciences)
- Characterizations of heavy metal contamination, microbial community, and resistance genes in a tailing of the largest copper mine in China.(Xiawei Jiang, Wenhong Liu, Hao Xu, Xinjie Cui, Junfeng Li, Jurong Chen, B. Zheng, 2021, Environmental Pollution)
- Genome-Resolved Metagenomics Suggests Site-Specific Microbial Adaptations in Urban Soils Co-Contaminated with Hydrocarbons and Heavy Metals(Morena India Mokoena, Rosina Nkuna, T. Matambo, 2026, Environments)
复合污染源与特殊生境下的微生物响应
该组文献探讨在复杂环境场景下(如微塑料/碳点复合污染、红树林、蛇纹石土、油污染及动物肠道等特殊生态系统),微生物群落针对多重压力源的联合胁迫响应及其独特性。
- Impacts of cadmium and microplastics on Neocaridina denticulata sinensis: Survival, growth, biochemistry, histopathology and gut microbiome.(Chunyu Zhang, Xiongfei Wang, Yakun Song, Shangpeng Wang, Zixuan Wu, Yuke Bu, Hongrui Li, Xue Zhang, Jiquan Zhang, Yuying Sun, 2025, Environmental Pollution)
- Zinc-containing PVC microplastics reduce soil microbial activity and alter community structure in the plastisphere following UV-induced weathering.(Gupeng Li, Emily C. Cooledge, David R. Chadwick, Davey L. Jones, 2026, Environmental Research)
- Doped carbon dots affect heavy metal speciation in mining soil: Changes of dissimilated iron reduction processes and microbial communities(Xinyi Huang, Xuanming Liu, Shaobo Liu, Yunguo Liu, Xiaofei Tan, Shuai Guo, Mingyang Dai, Qiang Chen, Gaobin Chen, Chenzhi Feng, 2024, Environmental Science: Nano)
- [Effects of Combined Pollution of Microplastics and Cadmium on Microbial Community Structure and Function of Pennisetum hydridum Rhizosphere Soil].(Li-Yang Duan, Yu Zhang, Xuemin Ren, Yuying Li, Ying-Jun Zhang, Hao Zhang, Hui Han, Zhaojin Chen, 2023, Huan jing ke xue= Huanjing kexue)
- Invasive Amaranthus spp. for heavy metal phytoremediation: Investigations of cadmium and lead accumulation and soil microbial community in three zinc mining areas.(Yu Zhou, Wendi Lan, Fan Yang, Qingfan Zhou, Mingxin Liu, Jian Li, Hua Yang, Yunhua Xiao, 2024, Ecotoxicology and Environmental Safety)
- Comparison of bacterial communities and their functional profiling using 16S rRNA gene sequencing between the inherent serpentine-associated sites, hyper-accumulator, downgradient agricultural farmlands, and distal non-serpentine soils.(Viji Nagarajan, Hsin-Chi Tsai, Jung-Sheng Chen, Bashir Hussain, Suprokash Koner, Z. Hseu, B. Hsu, 2022, Journal of Hazardous Materials)
- Miscanthus sp. root exudate alters rhizosphere microbial community to drive soil aggregation for heavy metal immobilization.(Bohan Wu, Xiao Li, Shukun Lin, Ruifang Jiao, Xu Yang, Aoao Shi, Xinxing Nie, Qing-qi Lin, Rongliang Qiu, 2024, Science of The Total Environment)
- Microbial community composition and degradation potential of petroleum-contaminated sites under heavy metal stress.(Xusheng Wang, Xiaonan Wang, Fan Wu, Jiawen Zhang, Shunhao Ai, Zhengtao Liu, 2023, Journal of Hazardous Materials)
- Coupling of metataxonomics and culturing improves bacterial diversity characterization and identifies a novel Rhizorhapis sp. with metal resistance potential in a multi-contaminated waste sediment(J. Siles, Andrew J. Hendrickson, N. Terry, 2022, bioRxiv)
- Diversity and functional traits of indigenous soil microbial flora associated with salinity and heavy metal concentrations in agricultural fields within the Indus Basin region, Pakistan(M. U. Marghoob, A. Rodríguez-Sánchez, A. Imran, Fathia Mubeen, L. Hoagland, 2022, Frontiers in Microbiology)
- Heavy metal pollution enhances pathogen resistance of an invasive plant species over its native congener(Tiantian Lin, Abdul Manan, Shuya Yang, Guoqing Zhu, Yan Wang, Zhicong Dai, Klaas Vrieling, Bo Li, 2025, Functional Ecology)
- The earthworm microbiome is resilient to exposure to biocidal metal nanoparticles.(Elmer Swart, T. Goodall, P. Kille, D. Spurgeon, C. Svendsen, 2020, Environmental Pollution)
本报告系统梳理了重金属污染对微生物群落影响的研究进展,将相关领域归纳为四大板块:一是重金属引起的群落多样性、网络结构及生态过程的扰动;二是微生物辅助植物进行生物修复的调控技术;三是重金属胁迫下的遗传耐受机制及与抗生素抗性基因的协同传播风险;四是复杂环境及复合污染条件下的特殊微生物演变模式。研究趋势已从描述群落多样性向基因组功能解析及生态风险评估深入。
总计166篇相关文献
Heavy metals, due to their toxicity, persistence, and non-biodegradability, have become some of the most severe environmental pollutants globally. Their accumulation in lake sediments can significantly impact aquatic ecosystems' biogeochemical cycles by altering the ecological dynamics of microbial communities. To further elucidate the mechanisms underlying microbial responses to complex heavy metal pollution in lake sediments, sediment samples were collected from Nan Yi Lake, and their physicochemical properties and microbial composition were systematically analyzed. The results demonstrated that the sediments of Nan Yi Lake were significantly contaminated with heavy metals, which were identified as the predominant factors shaping microbial community structure. Heavy metals influenced microbial richness and distribution patterns along sediment depth gradients, driving the establishment of optimal ecological niches. Meanwhile, other physicochemical factors indirectly affected microbial communities by modulating the concentration of heavy metals. Furthermore, the microbial co-occurrence network was closely associated with the concentrations of Fe and As, with sediment particle size also playing a contributing role. This study highlights the intricate interactions between physicochemical factors and microorganisms, offering critical insights into the multifaceted impacts of heavy metal compound pollution on lake ecosystems. It provides a scientific foundation for effective management of lake environmental pollution and ecological restoration efforts.
No abstract available
Heavy metals can impact the structure and function of coastal sediment. The dissolved organic matter (DOM) pool plays an important role in determining both the heavy metal toxicity and microbial community composition in coastal sediments. However, how heavy metals affect the interactions between microbial communities and DOM remains unclear. Here, we investigated the influence of heavy metals on the microbial community structure (including bacteria and archaea) and DOM composition in surface sediments of Beibu Gulf, China. Our results revealed firstly that chromium, zinc, cadmium, and lead were the heavy metals contributing to pollution in our studied area. Furthermore, the DOM chemical composition was distinctly different in the contaminated area from the uncontaminated area, characterized by a higher average O/C ratio and increased prevalence of carboxyl-rich alicyclic molecules (CRAM) and highly unsaturated compounds (HUC). This indicates that DOM in the contaminated area was more recalcitrant compared to the uncontaminated area. Except for differences in archaeal diversity between the two areas, there were no significant variations observed in the structure of archaea and bacteria, as well as the diversity of bacteria, across the two areas. Nevertheless, our co-occurrence network analysis revealed that the B2M28 and Euryarchaeota, dominating bacterial and archaeal groups in the contaminated area were strongly related to CRAM. The network analysis also unveiled correlations between active bacteria and elevated proportions of nitrogen-containing DOM molecules. In contrast, the archaea-DOM network exhibited strong associations with nitrogen- and sulfur-containing molecules. Collectively, these findings suggest that heavy metals indeed influence the interaction between microbial communities and DOM, potentially affecting the accumulation of recalcitrant compounds in coastal sediments.
The heavy metals (HMs) spatial distribution in soil is intricately shaped by aggregation processes involving chemical reactions and biological activities, which modulate HMs toxicity, migration, and accumulation. Pioneer plants play a central role in preventing HMs at source, yet the precise mechanisms underlying their involvement in soil aggregation remain unclear. This study investigates HMs distribution within rhizosphere and bulk soil aggregates of Miscanthus sp. grown in tailings to elucidate the impact of root exudates (REs) and rhizosphere microbes. The results indicate that Miscanthus sp. enhance soil stability, increasing the proportion of macroaggregates by 4.06 %-9.78 %. HMs tend to concentrate in coarse-aggregates, particularly within rhizosphere environments, while diminishing in fine-aggregates. Under HMs stress, lipids and lipid-like molecules are the most abundant REs produced by Miscanthus sp., accounting for under up to 26.74 %. These REs form complex with HMs, promoting microaggregates formation. Charged components such as sugars and amino acids further contribute to soil aggregation. REs also regulates rhizosphere bacteria and fungi, with Acidobacteriota, Chloroflexi were the dominant bacterial phyla, while Ascomycota and Basidiomycota dominate the fungal community. The synergistic effect of REs and microorganisms impact soil organic matter and nutrient content, facilitating HMs nanoparticle heteroaggregation and macroaggregates formation. Consequently, soil structure and REs shape the distribution of HMs in soil aggregation. Pioneer plants mediate REs interaction with rhizosphere microbes, promoting the distribution of HMs into macroaggregates, leading to immobilization. This study sheds light on the role of pioneer plants in regulating soil HMs, offering valuable insights for soil remediation strategies.
Given the urgent need for effective environmental management of metal-polluted ecosystems, understanding the drivers of heavy metal bioavailability and microbial adaptation is crucial. The Dongdagou River, a major pollution source to the upper Yellow River, presents significant risks to regional water quality and biodiversity. This study investigates heavy metal bioavailability and its drivers, alongside microbial community responses, in 39 surface sediment samples from the river. The results revealed severe contamination, particularly with cadmium (Cd). Statistical analysis revealed that effective sulfur (ES) plays a crucial role in driving bioavailability. High-throughput sequencing indicated that bacterial communities were primarily dominated by Proteobacteria, with increased microbial diversity observed downstream. Functional predictions highlighted the prevalence of chemoheterotrophy and nitrogen cycling processes, alongside a significant presence of metal-resistance genes and enzymes, such as Cu-Zn superoxide dismutase and metal-efflux transporters. These adaptations imply that microbial communities are developing mechanisms of resilience in response to prolonged heavy metal exposure. These findings offer valuable insights for formulating targeted remediation strategies in environments affected by heavy metal pollution.
Vegetation restoration in metallic tailing reservoirs is imperative to restore the post-mining degraded ecosystems. Extracellular enzymes determine microbial resource acquisition in soils, yet the mechanisms controlling the enzyme activity and stoichiometry during vegetation restoration in metallic tailing reservoirs remain elusive. Here, we investigated the variations and drivers of C-, N- and P-acquiring enzymes together with microbial community along a 50-year vegetation restoration chronosequence in the China's largest vanadium titano-magnetite tailing reservoir. We found a parabolic pattern in the enzyme activity and efficiency along the chronosequence, peaking at the middle restoration stage (~30 years) with approximately six-fold increase relative to the initial 1-year site. The enzyme ratios of C:P and N:P decreased by 33 % and 68 % along the chronosequence, respectively, indicating a higher microbial demand of C and N at the early stage and a higher demand of P at the later stage. Soil nutrients directly determined the enzyme activities and stoichiometry, whereas microbial biomass and community structure regulated the temporal pattern of the enzyme efficiency. Surprisingly, increased heavy metal pollution imposed a positive effect on the enzyme efficiency indirectly by altering microbial community structure. This was evidenced by the increased microbial diversity and the conversion of copiotrophic to oligotrophic and stress-tolerant taxa along the chronosequence. Our findings provide new insights into microbial functioning in soil nutrient dynamics during vegetation restoration under increasing heavy metal pollution.
No abstract available
Heavy metal pollution affected the stability and function of soil ecosystem. The impact of heavy metals on soil microbial community and the interaction of microbial community has been widely studied, but little was known about the response of community assembly to the heavy metal pollution. In this study, we collected 30 soil samples from non (CON), moderately (CL) and severely (CH) contaminated fields. The prokaryotic community was studied using high-throughput Illumina sequencing of 16s rRNA gene amplicons, and community assembly were quantified using phylogenetic-bin-based null approach (iCAMP). Results showed that diversity and composition of both bacterial and archaeal community changed significantly in response to heavy metal pollution. The microbial community assembly tended to be more deterministic with the increase of heavy metal concentration. Among the assembly processes, the relative importance of homogeneous selection (deterministic process) increased significantly (increased by 16.2%), and the relative importance of drift and dispersal limitation (stochastic process) decreased significantly (decreased by 11.4% and 5.4%, respectively). The determinacy of bacterial and archaeal community assembly also increased with heavy metal stress, but the assembly models were different. The deterministic proportion of microorganisms tolerant to heavy metals, such as Thiobacillus, Euryarchaeota and Crenarchaeota (clustered in bin 32, bin59 and bin60, respectively) increased, while the stochastic proportion of microorganisms sensitive to heavy metals, such as Koribacteraceae (clustered in bin23) increased. Therefore, the heavy metal stress made the prokaryotic community be deterministic, however, the effects on the assembly process of different microbial groups differed obviously.
Total petroleum hydrocarbons (n-alkanes), semi-volatile organic compounds, and heavy metals pose major ecological risks at petrochemical-contaminated sites. The efficiency of natural remediation in situ is often unsatisfactory, particularly under heavy metal pollution stress. This study aimed to verify the hypothesis that after long-term contamination and restoration, microbial communities in situ exhibit significantly different biodegradation efficiencies under different concentrations of heavy metals. Moreover, they determine the appropriate microbial community to restore the contaminated soil. Therefore, we investigated the heavy metals in petroleum-contaminated soils and observed that heavy metals effects on distinct ecological clusters varied significantly. Finally, alterations in the native microbial community degradation ability were demonstrated through the occurrence of petroleum pollutant degradation function genes in different communities at the tested sites. Furthermore, structural equation modeling (SEM) was used to explain the influence of all factors on the degradation function of petroleum pollution. These results suggest that heavy metal contamination from petroleum-contaminated sites reduces the efficiency of natural remediation. In addition, it infers that MOD1 microorganisms have greater degradation potential under heavy metal stress. Utilizing appropriate microorganisms in situ may effectively help resist the stress of heavy metals and continuously degrade petroleum pollutants.
Abstract Farmland soil pollution is a serious problem worldwide threatening environment and human health. Microbial communities plays a key role in soil function. The purpose of this study was to analyze the relationship between microbial structure and soil physicochemical properties under different heavy metal pollution levels, find out heavy metal tolerant species under different environmental conditions, then provide useful reference for the bioremediation of contaminated farmland. In this study, 16s rRNA high-throughput sequencing technology was used, multiple comparisons and correlation analyses of the data were performed using R software. The results showed that study area A was contaminated by heavy metal Cd, and study area A, B and C were contaminated by heavy metal Hg. From the analysis of the community structure of the samples, it can be seen that the dominant bacterial phyla were Proteobacteria, Acidobacteriota, Chloroflexi, Actinobacteria, and 10 others. Correlation and RDA analysis of samples showed that the heavy metals Hg and As in peat were related to dominant bacteria phyla, and the physicochemical properties of soil potential of hydrogen (pH), total nitrogen (TN), available nitrogen (AN), available phosphorus (AP), available potassium (AK), and soil organic matter (SOM) were significantly positively correlated with the bacteria (Acidobacterta and Chloroflexi). Moreover, Chloroflexi was more tolerant to the heavy metals Hg and As. There was a significant correlation between bacterial community abundance and diversity in the four study areas. Soil heavy metal concentration and soil physicochemical properties affected the main phyla, bacterial community abundance and bacterial diversity of peat soil. These results indicate that some microorganisms have strong tolerance to heavy metal pollution and certain heavy metal digestion ability, which can create a good environment for farmland soil remediation. NOVELTY STATEMENT This manuscript is the first study on a new crop—Sphagnum in China. It mainly discusses the reaction of soil bacteria and microorganisms of Sphagnum in farmland to heavy metals and soil physical-chemical properties.
No abstract available
No abstract available
The mining industry in China plays a pivotal role in economic development but also leads to severe environmental issues, particularly heavy metal pollution in soils. Heavy metal pollution significantly impacts soil microbial communities due to its persistence and long-term residual effects. We assessed changes in microbial diversity, community structure, and assembly mechanisms in selenium-impacted soils. This study investigates the impacts of selenium (Se) and other heavy metals on soil microbial communities in selenium-rich mining areas using full-length 16S rRNA gene sequencing. Our results showed that Se and other heavy metal contamination significantly altered microbial community composition, favoring metal-tolerant phyla such as Proteobacteria, Actinobacteriota and Firmicutes, while reducing the abundance of sensitive groups like Acidobacteriota and Chloroflexi. Microbial diversity decreased as Se and other heavy metal concentrations increased. Mantel test analysis revealed that soil total potassium (TK), soil organic carbon, total nitrogen, and several other metals, including zinc, niobium, titanium (Ti), manganese, rubidium, barium, potassium, cobalt, gallium (Ga), Se, chromium (Cr), vanadium, and copper were significantly and positively correlated with microbial community composition across all soil samples. Random forest analysis showed that soil TK and multiple elements [Cr, Ti, nickel (Ni), Ga and Se] were the most important predictors of bacterial diversity, emphasizing the role of multiple elements in shaping microbial communities. Co-occurrence network analysis revealed that Se and other heavy metal contamination reduced network complexity and stability, with high Se-contaminated soils exhibiting fragmented microbial networks. Community assembly was primarily driven by drift in control soils, whereas dispersal limitation became more prominent in Se-contaminated soils due to heavy metal toxicity. These findings highlight the ecological consequences of heavy metal pollution on microbial communities and offer valuable insights for effective soil management and remediation strategies.
Considering the wide occurrence of Mn2+ and humic acid (HA) in environmental media, the effects of Mn2+ (5-16 mg/L) and HA (10 mg/L) on microbial community structures, functional genes for nitrogen and phosphorus removal, and heavy metal resistance genes (HMRGs) were investigated in wastewater treatment using sequencing batch bioreactors (SBRs). The treatment efficiencies of influent chemical oxygen demands (COD), NH4+-N, and PO43--P were unaffected during the entire operational processes irrespective of whether Mn2+ and HA were supplied. Although the functional prediction of genetic information via sequencing analysis showed that the microbial activity was not influenced by Mn2+ and HA from different SBRs, the abundance of dominant phyla (Proteobacteria, Actinobacteriota, Firmicutes, and Bacteroidota), classes (Saccharimonadia, Gammaproteobacteria, and Bacilli), and genera (unidentified_Chloroplast, TM7a, Micropruina, Candidatus_Competibacter, Lactobacillus, OLB12, and Pediococcus) was different. Compared to the SBR without Mn2+ and HA supplementation, the abundance of functional genes for nitrogen and phosphorus removal (narG, nirS, nosZ, ppk, and phoD) and HMRGs (corA and mntA) significantly increased under Mn2+ stress, but significantly decreased with the addition of HA except for genes nirS and ppk. The abundance of genes corA and mntA was related to the partially dominant microbes and functional genes, and might be reduced by supplying HA. This study provides insight into the effects of Mn2+ and HA on functional genes for nitrogen and phosphorus removal and HMRGs in wastewater treatment.
Copper mine tailings are causing great environmental concern nowadays due to their high contents of heavy metals. These hazards may release to air, water, and soil, posing great threat to the living organisms in the surroundings. In the present work, we profiled the heavy metal contents, microbiome and resistome of a mine tailing in Dexing Copper Mine, which is the largest open-pit copper mine in China. A total of 39.75 Gb clean data was generated by metagenomics sequencing and taxonomy analysis revealed Actinobacteria, Proteobacteria, Acidobacteria, Euryarchaeota, and Nitrospirae as the most abundant phylum in this tailing. In general, 76 heavy metal resistance genes (HMRGs) and 194 antimicrobial resistance genes (ARGs) were identified with merA and rpoB2 as the most abundant HMRG and ARG, respectively. We also compared the differences of heavy metal concentrations among the six sampling sites in the same tailing and found that significant differences exited in copper and zinc. Hierarchical cluster analysis showed that the samples from the six sampling sites were clustering in two groups based on heavy metal concentrations. Accordingly, clustering based on microbial composition and relative abundances of resistance genes exhibited the same clustering pattern, indicating a possible shaping influence of heavy metals on the microbiome and resistome in this tailing. Our work presented heavy metal contents, microbial composition and resistance genes in a copper mine tailing of the largest copper mine in China, and these data will of great use in the surveillance, maintenance, and remediation of this tailing.
In this study, six different treatments involving extracellular polymeric substances (EPS) from Enterobacter sp. FM-1 (FM-1) (no EPS (control), original bacterial cells (FM-1), FM-1 cells with EPS artificially removed (EPS-free cells, EPS-R), different forms of EPS (soluble EPS (S-EPS), loosely bound EPS (LB-EPS) and tightly bound EPS (TB-EPS)) obtained from FM-1) and three types of soils (non-contaminated soil (NC soil), high-contamination soil (HC soil) and low-contamination soil (LC soil)) were used to investigate the impact of different EPS treatments on soil microbial community composition and their potential role in the remediation of heavy metal (HM)-contaminated soil. The results indicate that the EPS secreted by FM-1 played a vital role in changing soil pH and helped increase soil bio- HMs. In addition, EPS secretion by FM-1 helped increase the soil EPS-polysaccharide and EPS-nucleic acid contents; even in HC soil, where the HM content was relatively high, LB-EPS addition still increased the EPS-polysaccharide and EPS-nucleic acid contents in the soil by 1.18- and 15.54-fold, respectively. FM-1, LB-EPS and TB-EPS addition increased the soil invertase, urease and alkaline phosphatase activities and increased the soil organic matter (SOM), NH4+-N and available phosphorus (AP) contents, which helped regulate soil nutrient reserves. Moreover, the addition of different EPS fractions modified the soil microbial community composition to help microbes adapt to an HM-contaminated environment. In the HC and LC soils, where the HM content was relatively high, the soil bacteria were dominated by Protobacteria, while fungi in the soil were dominated by Ascomycota. Among the soil physicochemical properties, the soil SOM and NH4+-N contents and invertase activity significantly impacted the diversity and community composition of both bacteria and fungi in the soil.
This study researched microbial community succession in response to sludge composting efficiency and heavy metal detoxification during municipal sludge co-composting with spent mushroom and spent bleaching. The change law of key physicochemical properties, the heavy metals contents and forms during composting were analyzed, and the passivation of heavy metals after composting was explored. High-throughput sequencing was used to analyze the microbial community structure of treat 2 during composting, and the correlation analysis of microbial community structure with heavy metal contents and forms were carried out. The results showed that the sludge of each treatment reached composting maturity after 26 days of composting. Organic matter content, electrical conductivity, pH and seed germination index of treat 2 were all in line with the standard limit of agricultural sludge. Because of the presence of compost bacteria addition, the passivating heavy metals performance of treat 2 satisfied the standard limit of agricultural sludge after composting, which was superior to that of treat 1 and treat 3. The diversity of microbial communities in treat 2 decreased during composting. Extensive bacteria such as Bacillus, Geobacter, Lactobacillus, and Pseudomonas, which possessed the abilities of heavy metal passivation and organic oxidizing, were dominant in treat 2 during the heating stage. However, as composting proceeded, Tuberibacillus with ability of organic oxidizing gradually became the most dominant species at the thermophilic and cooling stages. Changes in microbial function varied from changes of microbial community in treat 2, subsequently affected the performances of heavy metal passivation and organic oxidizing during composting.
Vanadium-titanium (V-Ti) magnetite tailings have caused great concern due to their safety hazards and environmental risks. However, the microbial community structure and the key geochemical factors of V-Ti magnetite tailing profiles under different management modes remain unclear. Therefore, we investigated the heavy metal distribution and the microbial community structure of the soils and tailings at varied depths of V-Ti magnetite tailing profiles with and without soil coverage. The results indicated that the topsoil covering measures retarded the acidification of tailings during stockpiling. However, As, Mn, and V in tailings have the ability to migrate to the overlying soil. Based on 16S rRNA gene amplicon sequencing, Proteobacteria was the dominant genus in the topsoil-covered tailings, whereas the most abundant genus in the exposed tailings was Betaproteobacteria. Furthermore, Rhodobacter, Hydrogenophaga, Novosphingobium, and Geobacter enriched in tailings may potentially contribute to V(V) biotransformation and the development of mine bioreremediation technologies. RDA and Spearman correlation analysis showed that pH, EC, Cd, Mn, Pb, and V were the main influencing factors regulating microbial community composition. Overall, this study provides insights for evaluating the soil covering management mode and the engineering applications of microbial technologies to manage V-Ti magnetite tailings.
To understand the importance of the response of soil microbial communities to the stress of heavy metals around mining areas by assessing the feedback of soil ecosystems in different soil habitats, this article selected different land use types (Mining area, Dressing area, Heap mine area, Tailings area and Vegetable field) and surface soil samples of different depths (0-10 cm, 10-20 cm, 20-30 cm) as the variables related to the mining activities in the Shizishan mining area in Tongling, Anhui Province, China. Soil physicochemical properties and heavy metal concentrations of the different land use types and soil depths were compared. Illumina MiSeq. 2500 Sequencing Technology was used to analyze the abundance and structural diversity of the microbial community in soil samples. The relationship between mine soil pollution characteristics and microbial community were investigated. The results showed that soil physicochemical properties and heavy metals significantly affected the microbial community. The microbial community structure was significantly variable in vertical soil depth-layer habitats. The relative abundance (1%) of the soil microbial community at the phylum level was represented by a total of 14 phyla, where the two most dominant phyla were Proteobacteria (41.71%) and Firmicutes (20.44%). The two bacteria were positively related with Cu, Zn, Pb, and pH but negatively associated with soil organic matter (SOM), available potassium (AK), and moisture content (MC). Therefore, Proteobacteria and Firmicutes were highly resistant to heavy metals. These results increased our understanding of microbial variation and assembly pattern under different land use types in heavy metals contaminated mining soils.
Biofiltration system is a widely used stormwater treatment option that is effective at removing heavy metals. The concentration and distribution of heavy metal fractions in biofiltration filter media, as well as the microbiota composition affected by the design parameters, are relatively novel concepts that require further research. A laboratory-scale column study was conducted to investigate the microbial community and the fractionation of heavy metals (Pb, Cu, Cr, and Cd) extracted from filter media samples, subjected to the presence of vegetation, submerged zone (SZ), and major environmental parameters (pH, water content). Sequential extractions revealed that, compared to the three other fractions (exchangeable fraction, reducible fraction, and oxidizable fraction), the residual fraction was the most represented for each metal (between 41 % and 82 %). As a result, vegetation was found to reduce pH value, and significantly decrease the concentration of the exchangeable fraction of Pb in the middle layer, and the oxidizable fraction of Pb, Cu, Cd, and Cr in the middle and bottom layers (p < 0.05). The formation of an anoxic environment by submerged zone settlements resulted in a significant decrease in the concentration of reducible fractions and a significant increase in the concentration of oxidizable fractions for four heavy metals (p < 0.05). In addition, the analysis of the microbiota showed that the diversity and richness of microorganisms increased in the presence of SZ and plants. The dominant phylum in biofiltration was Proteobacteria, followed by Firmicutes, Bacteroidetes, Acidobacteria, and Actinobacteria as major phyla. Heavy metal fractions could regulate the structure of microbial communities in biofiltration. The findings of this study would enrich our understanding of the improvement of multi-metal-contaminated runoff treatment and highlight the impact of design parameters and heavy metal fractionation on microbial community structure in the biofiltration system.
No abstract available
In this study, the Songgang River (SR) was selected as a typical contaminated urban river in a highly urbanized city (Shenzhen) that is extensively polluted by heavy metals (HMs). Five representative sampling sites were selected from different urban functional areas along the SR, and the spatial and vertical distributions of HMs and the related environmental risk were investigated. In addition, the distribution variability, composition, and abundance of microbial communities, as well as the correlation between the abundance of the operational taxonomic units (OTUs) and the HM contents were analyzed. The spatial distribution of HMs in the sediment revealed wide variation among the different urban functional areas. Industrial and residential areas had higher HM contents, following the order of Cu > Zn > Ni > Cr > Pb. In addition, the vertical characterization (5-300 cm) of HM content showed a decreasing trend with depth, with a distinct layer around 120-180 cm that might have been caused by anthropogenic activity. An ecological risk assessment indicated that Cu, Ni, and Cr pose high potential risks in these industrial and residential areas (at the depth of 5-180 cm). Furthermore, microbial community analysis indicated that some HM-tolerant bacteria (e.g., Gallionella, Acidovorax, Arenimonas, Curvibacter, and Sideroxydans) were dominant in the 5-120 cm layer, corresponding to high HM contents. A canonical correspondence analysis and co-occurrence network further confirmed that there was a strong correlation among the urban functional areas, HM contents, and the abundance of microorganisms in the urban river sediment. The results of this study have the potential to provide a bio-augmentation strategy for the in-situ bioremediation of sediment contaminated by HMs.
Cadmium (Cd) contamination seriously threatens the soil health and food safety. Combination of amendment and accumulator plant is a green and effective technique to improve phytoremediation of Cd-contaminated alkaline soil. In this study, a potting experiment was conducted to investigate the effect of sulfur on Cd phytoextraction by Cichorium intybus (chicory). Soil chemical and microbial properties were determined to reveal the mechanism of sulfur-assisting Cd phytoremediation by chicory. Soil pH decreased from 7.77 to the lowest 7.30 with sulfur addition (0.6, 0.9 and 1.2 g kg-1, LS, MS and HS treatment); Electric conductivity, sulfate anion and available cadmium concentration increased gradually with increasing sulfur doses. Cd concentration of shoot and root significantly increased from 1.47 to 4.43 mg kg-1, 6.15 to 20.16 mg kg-1 by sulfur treatment relative to CK, which were attributed to increased available Cd concentration induced by decreased pH. Sulfur treatments significantly increased the Cd bioconcentration factor by 64.1%, 118.6%, 201.0% for shoot, 76.3%, 145.6% and 227.7% for root under LS, MS and HS relative to CK treatment, respectively (P < 0.05). However, only MS treatment significantly improved the Cd removal efficiency by 82.9% in comparison of CK treatment (P < 0.05). Microbial community diversity measured by 16SrRNA showed that Thiobacillus and Actinobacteria were the key and dominant strains of soil microbial communities after sulfur addition, which played a pivotal role in the process of sulfur oxidation involved in decrease of soil pH and the transformation of Cd forms. Correlation analysis and path analysis by structural equation model indicated that soil sulfate anion and Thiobacillus directly affected Cd removal efficiency by chicory in Cd-contaminated alkaline soil. This suggests that combination of sulfur and chicory may provide a way to promote Cd bioaccumulation for phytoremediation of Cd-contaminated alkaline soil.
As a global pollution problem, heavy metal contamination poses a serious hazard to soil microorganisms which play an extremely important role in soil chemical cycling and ecological persistence. However, the effects that different levels of heavy metal contamination in soils have on microorganisms and the interactions between them are still unclear. The purpose of this research is to analyze the microbial structure under different levels of heavy metal contamination, find out heavy metal tolerant species under different environmental conditions, then provide useful reference for the bioremediation of contaminated farmland. In this study, 16s rRNA high-throughput sequencing technology was used to investigate the microbial communities in severe level (SL), moderate level (ML), light level (LL) and clean level (CL) of heavy metal contaminated soils, and the relationships between environment variables and microorganisms were analyzed. The results showed that the concentrations of heavy metals and soil physicochemical properties had various impacts on microbial community composition under different heavy metal contamination levels. Most dominant bacteria were in significant negative correlation with Cd in ML region, and significantly correlated with TN and OM in LL region. However, there was no significant correlation between dominant fungi and the physicochemical properties in LL region. And most of the dominant fungi were significantly correlated with the heavy metal concentrations in SL region. The bacterial phyla such as Proteobacteria, Acidobacteria and Bacteroidetes showed more tolerance with heavy metal contamination in SL, ML and LL regions, respectively. Meanwhile, the dominant fungi of Ascomycota, Basidiomycota, Chytridiomycota, Glomeromycota, Zygomycota and Rozellomycota showed stronger correlations with heavy metal contamination in SL and LL regions. These results indicated that some microorganisms had strong tolerance to heavy metal contamination and had certain heavy metals digestion ability, which can create an appropriate soil environment for the growth of food crops.
Silicon fertilizer and biochar have been widely used to remediate soil contaminated by heavy metals. The effects and mechanism of silicon fertilizer and biochar addition on the heavy metal availability, soil biological properties, and microbial community characteristics need further study in soils contaminated by heavy metals. Therefore, this research determined how silicon fertilizer, biochar, and their combined using affected microbial communities related with nitrogen and phosphorus cycling. The abundance and composition of the microbial community were evaluated by quantitative PCR and phospholipid fatty acid analysis, respectively. Results showed that silicon fertilizer and biochar addition significantly changed soil properties, including pH, total organic carbon, ammonium, nitrate. The Cd and Zn speciation were significantly reduced by silicon fertilizer, biochar, and their integrated application. Microbial community abundance and structure were also significantly changed. Principal component analysis shows that the difference in soil microbial community structure is the most obvious under the combined addition of biochar, silicon fertilizer and biochar. In addition, the results of fluorescence quantitative PCR showed that with biological addition, the number of soil bacteria was significantly reduced. This study reveals the influence of silicon fertilizer and biochar on bacterial and fungal communities in heavy metal soils and the effect of soil heavy metal availability.
The objectives of this study were to understand the characteristics of heavy metal pollution caused by mining activities on the two sides of the Shun’an river and the response of soil microorganisms to the habitats by different contamination levels and vegetation. This paper selected soil samples from the banks of the Shun’an River near the Shizishan mining area, which is at the left of the river, in Tongling, Anhui Province, China. Using Illumina MiSeq 2500 technology, we analyzed the relationship between environmental factors and microbial communities. As the distance from the mining area increased, the heavy metal comprehensive pollution and potential risk value decreased. Additionally, the pollution severity and risk value of the left bank, where the mining area lies, were generally higher than those of the right bank. Because the symmetric sampling points on both banks of the river had similar planting types, their environmental factors and microbial community structure were similar and clustered. However, under different vegetation, the paddy soils tended to have a higher nutrient content and community richness and diversity than the vegetable fields or the abandoned land. It was found that soil microbial communities in this area were mostly affected by pH and Nemerow pollution index (PN). The pH significantly affected the abundance and structure of most microorganisms. In addition, Proteobacteria, Acidobacteria, and Bacteroidetes had significant tolerance to Zn, Pb, and Cd. By exploring the potential use of these tolerant microorganisms, we seek to provide strains and the theoretical basis for the bioremediation of areas contaminated by heavy metal.
No abstract available
Microbial community play a fundamental role in primary succession of tailings ecosystems. However, the influence of heavy metal pollution on microbial interactions and assembly dynamics during this process remains poorly understood. In this study, we investigated bacterial and fungal communities in tailing soil and biological soil crusts (BSCs) undergoing primary succession under varying heavy metal pollution. By integrating microbial community profiling with measurements of soil nutrients and heavy metal concentrations, we aimed to elucidate how pollution levels shape microbial composition, co-occurrence networks, and assembly processes. Our results revealed clear differences in soil physicochemical properties, microbial diversity, community structure, and ecological interactions between low and high pollution conditions. Under high contamination, Burkholderiales dominated the bacterial communities, while Saccharomycetales and Pleosporales were representative among fungi. Microbial diversity decreased with increasing pollution, accompanied by simplified co-occurrence networks and increased modularity. In highly polluted environments, both bacterial and fungal communities exhibited stronger correlations with environmental factors. Interestingly, bacterial communities were more strongly associated with soil nutrient parameters, whereas fungal communities responded more closely to heavy metal concentrations. Community assembly analysis further showed a shift toward deterministic processes in bacterial communities under high pollution, while fungal assembly remained largely stochastic. These findings highlight the differential responses of bacterial and fungal communities to heavy metal stress and underscore the critical role of pollution in shaping microbial succession in tailing ecosystems. This study provides important insights into microbial ecology under environmental stress and may inform strategies for the bioremediation and management of contaminated mine lands.
No abstract available
Chemical activation and microwave assisted activation were adopted to modify biochar. Activated biochars were characterized by SEM, BET, FTIR, XRD and XPS. Raw biochar, activated biochars and commercial activated carbon were compared as remediation strategies for sediment from the Xiangjiang River containing 14.70 mg/kg Cd. After the treatment by activated biochar, the overlying water and pore water concentration of Cd decreased by 71% and 49%, respectively. And the threat of heavy metal along with bioavailability of Cd was depressed. Moreover, the immobilsation of Cd in sediment was related to BET surface area and the content of oxygen containing functional groups of activated biochars. Furthermore, a PCR-DGGE-based experiment was performed for the detection of microbial community. The indigenous microbial community was affected and new microbial community appeared after treat by activated biochar. Activated biochar can be used as an inexpensive and efficient in situ remediation material of sediment containing metal.
Seagrass meadows are under threat due to climate change and human activities, including heavy metal contamination, which can accumulate in seagrass tissues and harm their health and productivity. Despite extensive research, effective remediation strategies are lacking. This study investigated biochar's potential as a remediation agent for seagrass meadows affected by heavy metal pollution. Heavy metal pollution was simulated by adding copper (Cu) and chromium (Cd) to seagrass Thalassia hemprichii, and the remediation effects of biochar were evaluated by monitoring seagrass physiology, root-associated microbial communities, and heavy metal concentrations. Seagrasses can accumulate heavy metals, which adversely affect their health and alter microbial communities. Seagrasses may resist heavy metal stress by releasing dissolved organic carbon (DOC) and recruiting beneficial bacteria. Biochar reduced heavy metal bioavailability and restored seagrass ecosystem health, as evidenced by restored microbial community dynamics. This study highlights biochar's promising role in seagrass meadow restoration impacted by heavy metal pollution.
Soil microorganisms play pivotal roles in driving essential biogeochemical processes in terrestrial ecosystems, and they are sensitive to heavy metal pollution. However, our understanding of multiple environmental factors interaction in heavy metal polluted paddy fields to shape microbial community assembly remain limited. In the current study, we used 16S rRNA amplicon sequencing to characterize the microbial community composition in paddy soils collected from a typical industry town in Taihu region, eastern China. The results revealed that Cd and Pb were the major pollutant, and Proteobacteria, Acidobacteria and Chloroflexi were the dominate indigenous bacterial phyla. Linear regression and random forest analysis demonstrated that soil pH was the most important predictor of bacterial diversity. Mantel analysis showed that bacterial community structure was mainly driven by pH, CEC, silt, sand, AK, total Cd and DTPA-Cd. The constructed bacterial co-occurrence network, utilizing a random matrix theory-based approach, exhibited non-random with scale-free and modularity features. The major modules within the networks also showed significant correlations with soil pH. Overall, our study indicated that soil physiochemical properties made predominant contribution to bacterial community diversity, structure and their association in Cd/Pb polluted paddy fields. These findings expand our knowledge of the key environmental drivers and co-occurrence patterns of bacterial community in polluted paddy fields.
Microbial remediation of heavy metal (HM)-contaminated soil is a sustainable approach; however, the impact of microbial inoculation on the internal environment of plants remains understudied. Thus, Enterobacter sp. FM-1 (Enterobacter sp.) and the hyperaccumulator Bidens pilosa L. (B. pilosa L.) were used to study these effects. Through analyses of plant physiological and biochemical characteristics, the endophytic microbial community composition, microbial co-occurrence networks and functional predictions, the potential mechanisms by which Enterobacter sp. benefits the phytoremediation of HM-contaminated soil by B. pilosa L. were elucidated. Inoculation with Enterobacter sp. promoted the growth of B. pilosa L. and influenced the endophytic microbial community diversity in B. pilosa L. Interactions among endophytes facilitated the formation of microbial networks, with endophytic fungi playing a more prominent role than endophytic bacteria as the level of HM contamination increased. Functional predictions via PICRUSt2 revealed that endophytic bacteria are involved primarily in processes related to carbohydrate metabolism, ABC transporters, and amino acid metabolism. In conclusion, this study provides evidence for the beneficial role of microbes in improving the plant endosphere environment.
Abstract Increased usage of nanotechnological applications inevitably leads to exposure of hosts and their associated microbiomes to metallic nanoparticles. Various bacteria within the microbiome harbour mechanisms to protect themselves against metal-related toxicity. These mechanisms have been broadly described in the absence of a host. Here, we studied how silver ion-resistant bacteria isolated from the Daphnia magna microbiome shape the host's exposure to silver nanoparticles. With germfree and mono-associated neonates, the effects of these microbes on the sensitivity of D. magna to silver nanoparticles were studied. By using this approach, a core member of the D. magna microbiome Sphingomonas yanoikuyae was identified to be silver-resistant. Neonates mono-associated with S. yanoikuyae were as sensitive to silver nanoparticles as naturally colonized neonates, whereas mono-association with Microbacterium and germfree neonates had increased sensitivity. Silver ions are the major attribution to toxicity in germfree and Microbacterium-associated neonates, whereas particles contribute more to the toxicity for the naturally- and Sphingomonas-colonized neonates. Sphingomonas accumulated in vivo more silver ions from its local environment than the other D. magna bacterial isolates. The current study shows that bacteria can play a vital role in shaping the speciation of nanomaterials and thereby modifying the toxicity to hosts.
Cadmium (Cd) is a toxic heavy metal with detrimental impacts on the gut microbiota. We investigated the compositional and functional effects of acute Cd exposure on human fecal microbiotas using 24-hour in vitro cultures from 21 healthy adult donors. Regression analysis of butyrate production in the absence (Cd−) versus presence (Cd+) of Cd identified three categories of microbial responses: sensitive, intermediate, and resilient. Under Cd stress, sensitive microbiomes exhibited significant decreases in butyrate [-3.22±0.96 log2(Cd+/Cd−), p=0.001] coupled with elevated acetate [1.53±1.83 log2(Cd+/Cd−), p=0.003] and lactate [1.86±0.95 log2(Cd+/Cd−), p=0.001] production. In contrast, resilient microbiomes did not show significant changes in butyrate [0.22±0.43 log2(Cd+/Cd−), p=0.59] or acetate [-0.18±0.35 log2(Cd+/Cd−), p=0.26] and exhibited attenuated increases in lactate compared with sensitive microbiomes [0.45±0.43 versus 1.86±0.95 log2(Cd+/Cd−), p=0.002]. Sensitive microbiomes had a larger shift in global microbiota composition under Cd stress than resilient microbiomes (weighted UniFrac distance: 0.098±0.026 versus 0.073±0.035, p=0.04). Several genera were significantly different between sensitive and resilient communities after exposure to Cd, but the most striking was Anaerostipes (7.15 centered-log-ratio difference, Cd+/Cd−, q<0.001). Network analysis revealed a significantly greater disruption of microbial interactions in sensitive communities compared with resilient (χ2 = 9.21, p = 0.002). Multivariable Association with Linear Models revealed that, in resilient communities, butyrate production was primarily associated with Faecalibacterium in the absence of Cd (q<0.001) and Anaerostipes in the presence of Cd (q=0.005). These findings highlight distinct gut microbial responses to acute Cd exposure and provide a foundation to investigate microbiota features underlying Cd sensitivity or resilience. IMPORTANCE Cadmium is a widespread environmental contaminant that reaches the human intestine, where it can disrupt the gut microbial community and negatively impact digestive and systemic health. However, this study demonstrates that human gut microbiomes vary in their responses to cadmium exposure: sensitive communities exhibit losses of beneficial organisms, particularly butyrate-producing taxa that contribute to intestinal integrity and metabolic balance, whereas resilient communities retain microorganisms with this key functional capacity. This work advances our understanding of how gut microbial functions may mitigate the adverse effects of cadmium exposure by identifying the compositional features that distinguish sensitive from resilient microbiomes. These findings highlight the importance of elucidating microbiome-mediated mechanisms that help sustain host health and lay the groundwork for deeper mechanistic studies aimed at mitigating cadmium toxicity.
Cadmium (Cd), a heavy metal, is negatively associated with plant growth. AMT (ammonium transporter) genes can confer Cd resistance and enhance nitrogen (N) uptake in soybeans. The potential of AMT genes to alleviate Cd toxicity by modulating rhizosphere microbiota remains unkonwn. Here, the rhizosphere microbial taxonomic and metabolic differences in three genotypes, i.e., double knockout and overexpression lines and wild type, were identified. The results showed that GmAMT2.1/2.2 genes could induce soybean to recruit beneficial microorganisms, such as Tumebacillus , Alicyclobacillus , and Penicillium , by altering metabolites. The bacterial, fungal, and cross-kingdom synthetic microbial communities (SynComs) formed by these microorganisms can help soybean resist Cd toxicity. The mechanisms by which SynComs help soybeans resist Cd stress include reducing Cd content, increasing ammonium (NH_4^+-N) uptake and regulating specific functional genes in soybeans. Overall, this study provides valuable insights for the developing microbial formulations that enhance Cd resistance in sustainable agriculture.
Soil contamination with trace metal elements is a worldwide issue, prompting research on plant species capable of hyperaccumulating metals to reduce soil toxicity. Previous research suggests that both plant species and their populations can affect soil microbial communities, yet little is known about how different populations of hyperaccumulator species influence these microbial communities to enhance metal-uptake and tolerance. This study evaluated the effect of soil origin, soil microbiome, and plant population on phytoextraction efficiencies of Cd and Zn among four A. halleri populations: two each from metalliferous and non-metalliferous sites. In a controlled transplant experiment, clonal replicates of A. halleri were grown in native and three non-native soils for six months. Biogeochemical analyses of plants and soils were conducted, alongside sequencing of root-associated soil bacterial/archaeal and fungal DNA. Soil treatments primarily differed in pH, total Cd, Pb, and Zn, as well as acid and alkaline phosphatase enzyme activities. A combined effect of soil origin and population was noted for arylsulfatase and β-glucosidase activities, as well as ammonium and nitrate concentrations. Both non-metallicolous and metallicolous populations accumulated high levels of Cd and Zn in metalliferous soils with the non-metallicolous population NM_PL14 outperforming the metallicolous populations in Zn hyperaccumulation. Interestingly, non-metallicolous populations grown in metalliferous soils exhibited no trade-offs in plant performance despite higher Cd and Zn accumulation. Soil origin had a stronger effect on the bacterial/archaeal and fungal community composition than plant ecotype. Partial least square regression models explained 66 % and 79 % of the variability in A. halleri Cd and Zn hyperaccumulation. There was a positive association between Zn-uptake and specific microbial taxa (e.g., Cornebacteriales, Microbacteriaceae, Propionibacteriales, Rhizobiaceae, Basidiomycota, Oidiodendron, Phallaceae) and functional activity (e.g., arylsulfatase, S oxidation) in metalliferous soils. Taken together, our findings suggest that non-metallicolous A. halleri populations may be better suited for Zn phytoextraction applications.
Mangroves are often exposed to heavy metals that accumulate in the food chain, generate toxicity to mangrove plants and affect microbial diversity. This study determined the abundance of genes associated with resistance and tolerance to heavy metals in the rhizosphere microbiome of Avicennia germinans from a semi-arid mangrove of La Guajira-Colombia by metagenomics and genomics approach. Twenty-eight genes associated with tolerance and 49 genes related to resistance to heavy metals were detected. Genes associated with tolerance and resistance to Cu, especially cusA and copA, were the most abundant. The highest number of genes for tolerance and resistance were for Zn and Co, respectively. The isolate Vibrio fluvialis showed the ability to tolerate Cu, Ni, Zn, and Cd. This work used a complementary approach of metagenomics and genomics to characterize the potential of mangrove microorganisms to tolerate and resist heavy metals and the influence of salinity on their abundance.
Environmental pollution can disrupt the interactions between animals and their symbiotic bacteria, which can lead to adverse effects on the host even in the absence of direct chemical toxicity. It is therefore crucial to understand how environmental pollutants affect animal microbiomes, especially for those chemicals that are designed to target microbes. Here, we study the effects of two biocidal nanoparticles (NPs) (Ag and CuO) on the soil bacterial community and the resident gut microbiome of the earthworm Eisenia fetida over a 28-day period using metabarcoding techniques. Exposures to NPs were conducted following OECD test guidelines and effects on earthworm reproduction and juvenile biomass were additionally recorded in order to compare effects on the host to effects on microbiomes. By employing a full concentration series, we were able to link pollutants to microbiome effects in high resolution. Multivariate analysis, differential abundance analysis and species sensitivity distribution analysis showed that Ag-NPs are more toxic to soil bacteria than CuO-NPs. In contrast to the strong effects of CuO-NPs and Ag-NPs on the soil bacterial community, the earthworm gut microbiome is largely resilient to exposure to biocidal NPs. Despite this buffering effect, CuO-NPs did negatively affect the relative abundance of some earthworm symbionts, including 'Candidatus Lumbricincola'. Changes in the soil bacterial community and the earthworm microbiome occur at total copper concentrations often found or modelled to occur in agricultural fields, demonstrating that soil bacterial communities and individual taxa in the earthworm microbiome may be at risk from environmental copper exposure including in nanomaterial form.
The simultaneous presence of microplastics (MPs) and heavy metals in soil may result in heightened toxicity, causing more significant adverse effects on plant growth. Plant growth-promoting rhizobacteria (PGPR) have demonstrated significant capacities in alleviating the toxic stress caused by the combined pollution of heavy metals and other contaminants. However, research on the impacts and processes of PGPR in alleviating stress induced by the combined pollution from MPs and heavy metals is still insufficient. This study involved a pot experiment to evaluate the ability of PGPR to mitigate stress induced by the combined pollution from polypropylene microplastic (PP MPs) particles of different sizes (6.5 μm and 830 μm) and the heavy metal cadmium (Cd) in the bioenergy plant hybrid Pennisetum. Moreover, metagenomic analysis was used to examine the effects of PGPR on the rhizospheric microbial community and function. The cocontamination of PP and Cd affected the growth of the hybrid Pennisetum differently depending on the size of the MPs particles, with the aboveground and underground lengths of the 6.5 μm PP + Cd experimental group being smaller than those of the 830 μm PP + Cd group. The PGPRs (Bacillus sp. Y-35, Bacillus sp. Y-62, Bacillus sp. Y-S, and Enterobacter sp. Y-V) successfully alleviated the stress caused by the combined pollution of PP and Cd, resulting in increases of 8.24 and 42.21% in the plant height and dry weight, respectively. The metagenomic studies indicated that the cocontamination of PP and Cd, along with PGPR inoculation, altered the composition of the rhizospheric bacterial community, leading to changes in microbial diversity indices and the composition of dominant groups such as Pseudomonadota, Actinomycetota, and Acidobacteriota. The functional analysis revealed that the main functional groups involved glucose metabolism, energy metabolism, signal transduction, and nucleotide metabolism. The MPs particle size and different PGPR significantly affected functions such as the pentose phosphate pathway, benzoate degradation, and amide biosynthesis. This study provides essential data and scientific evidence on the ecotoxicological effects of simultaneous contamination by MPs and heavy metals, as well as insights into potential bioremediation methods.
Composite pollution by microplastics and heavy metals poses a potential threat to the soilplant system and has received increasing attention. Plant growth-promoting bacteria (PGPB) have good application potential for the remediation of combined microplastic and heavy metal pollution, but few related studies exist. The present study employed a pot experiment to investigate the effects of inoculation with the PGPB Bacillus sp. SL-413 and Enterobacter sp. VY-1 on sorghum growth and Cd accumulation under conditions of combined cadmium (Cd) and polyethylene (PE) pollution. Cd+PE composite contamination led to a significant reduction in sorghum length and biomass due to increased toxicity. Inoculation with Bacillus sp. SL-413 and Enterobacter sp. VY-1 alleviated the stress caused by Cd+PE complex pollution, and the dry weight of sorghum increased by 25.7% to 46.1% aboveground and by 12.3% to 45.3% belowground. Bacillus sp. SL-413 and Enterobacter sp. VY-1 inoculation increased the Cd content and accumulation in sorghum and improved the phytoremediation efficiency of Cd. The inoculation treatment effectively alleviated the nutrient stress caused by the reduction in soil mineral nutrients due to Cd+PE composite pollution. The composition of the soil bacterial communities was also affected by the Cd, Cd+PE and bacterial inoculation treatments, which affected the diversity of the soil bacterial communities. Network analyses indicated that bacterial inoculation regulated the interaction of rhizospheric microorganisms and increased the stability of soil bacterial communities. The Mantel test showed that the changes in the soil bacterial community and function due to inoculation with Bacillus sp. SL-413 and Enterobacter sp. VY-1 were important factors influencing sorghum growth and Cd remediation efficiency. The results of this study will provide new evidence for the research on joint plantmicrobe remediation of heavy metal and microplastic composite pollution.
Cadmium (Cd2+) contamination poses a major challenge to agricultural productivity and food safety by impairing plant physiology, inducing oxidative stress, and facilitating toxic metal accumulation in plants. Capsicum annuum, a widely cultivated crop, is highly susceptible to heavy metal toxicity, which hampers its growth, reproduction, and physiochemical balance. Although several studies have documented Cd2+-induced phytotoxicity in chili, mitigation strategies, particularly involving beneficial microbes, remain underexplored. This study investigates the role of Pseudomonas aeruginosa strain CD3 to alleviate cadmium stress in chili plants under controlled conditions. Morphological, physiological, biochemical, and reproductive traits were analyzed along with rhizospheric microbiome profiling in monsoon and winter seasons. CD3 inoculation significantly enhanced plant height (74.51 %), shoot biomass (73.08 %), relative water content (21.31 %), and antioxidant enzyme activity at 100 ppm Cd2+ stress in both the season. Reactive oxygen species accumulation was reduced, while photosynthetic pigment content was restored. Our results verify that Cd2+ severely disrupts chili reproductive biology, while strain CD3 markedly mitigates these effects by improving pollen viability, fruit yield, and seed production. Importantly, this study demonstrates the novel role of CD3 in regulating capsaicin accumulation under Cd2+ stress, where microbial application alleviated stress-induced capsaicin enrichment. Cd2+ accumulation was found to be below detectable levels in fruits of CD3-treated plants. Metataxonomic analysis demonstrated that CD3 successfully persisted in the soil, and its central role in the microbial network with strengthened interactions indicated a stabilizing and resilience-enhancing effect under cadmium stress. This research emphasizes the potential of P. aeruginosa strain CD3 as a green, sustainable bioremediation agent to improve crop yield, minimize metal translocation to edible tissues, and stabilize soil integrity in contaminated agricultural soils.
Toxicological interactions between microplastics (MPs) and cadmium (Cd) in aquatic life have received extensive attention. However, the mechanism of combined toxicity is still unclear, and most studies have focused on high-concentration stress, while there are relatively few studies on long-term low-concentration stress and the self-recovery ability of organisms. In this research, Neocaridina denticulata sinensis were exposed to low and high concentration of MPs (L-MPs: 2 × 104 item/L, H-MPs: 2 × 107 item/L, environmental concentration: 20 item/L), Cd (1 μg/L) and their combination (Cd + L-MPs, Cd + H-MPs) for 14 d, and then recovered in a clean environment for 7 d. This study indicates that MPs and Cd may enhance toxic effects through the following pathways: (1) Synergistic physical and chemical damage: MPs may act as a Cd carrier, promoting the migration of metal ions across the gill barrier and inducing oxidative stress in the hepatopancreas; (2) Tissue barrier disruption: MPs mechanically wears down the tissue cells of the intestine, hepatopancreas and gills; (3) Imbalance of gut microbiota: The results of 16S rRNA sequencing showed that the abundance of potential beneficial bacteria (ZOR006, Aurantimicrobium, Chitinibacter and Pseudorhodobacter) has decreased. The abundance of opportunistic pathogenic bacteria (Flavobacterium and Polynucleobacter) has increased. After 7 d of recovery, the indicators of oxidative damage and the diversity of the microbiota returned to the levels of the control, indicating that N. denticulata sinensis have a certain self-repair ability against the stress of long-term low-concentration MPs and Cd.
Soil chromium (Cr) stress has a well-recognized negative impact on plant growth, and intercropping is a commonly used method to mitigate heavy metal toxicity to main plants. However, the responses of root exudates-microbial and their interactions among soil zones to soil Cr stress are always in need of clarification in intercropping system. In this study, three intercropping patterns (CT, Malus only; TM, Malus×Mentha and TA, Malus×Ageratum) with different soil Cr addition levels (NCR, LCR, HCR) were applied, and the rhizosphere ecological traits in the main plant (FRS) and intercrop (ARS) were investigated. The results indicate that intercropping with either Mentha or Ageratum has a positive effect on main plants response to soil Cr stress, and intercropping with Ageratum showing a more significant effect. Importantly, we found that the rhizosphere of main plant tends to alleviate stress by accumulating organic acids and amino acids, while aromatic plants exhibit a broader accumulation of metabolites. Additionally, we identified five core differential microbial genera. Our findings provide novel insights into intercrop Cr detoxification in the main plant.
Many invasive plant species have demonstrated a better ability to tolerate and accumulate heavy metals than their co‐occurring native plants. Given the potential biological toxicity of heavy metals to phytopathogens, we postulated that heavy metal contamination could enhance the pathogen resistance of metal‐accumulating invasive plant species over their local congeneric competitors. Here, we compared the resistance of the invasive Alternanthera philoxeroides and its native congener Alternanthera sessilis to infection by a leaf pathogenic fungus under soil cadmium (Cd) contamination. The findings revealed that A. philoxeroides exhibited superior growth and accumulated superior amounts of Cd in its leaves compared with A. sessilis. Cd exposure decreased leaf lesions in both plant species following artificial infection by the leaf pathogen, with A. philoxeroides experiencing fewer leaf lesions than A. sessilis. Subsequent analysis of the phyllosphere microbiome and toxicity tests suggested that the increased pathogen resistance of A. philoxeroides following Cd exposure could be attributed to both the direct toxic effects of Cd and the Cd‐induced alterations in the microbial composition of the epiphytic phyllosphere. We further isolated a bacterial strain with a strong antagonistic effect against the leaf pathogen, potentially elucidating the enhanced pathogen resistance of A. philoxeroides under soil Cd pollution. Collectively, these findings indicate that heavy metal contamination may promote plant invasion by altering interactions between plants and pathogens. Read the free Plain Language Summary for this article on the Journal blog.
The pretreatment process is often unable to completely intercept heavy metals in wastewater, facing a huge risk of leakage, increasing the difficulty of treating pollutants in the subsequent biochemical process or even leading to the collapse of the system, and facing the difficulty of inoperability and rehabilitation. Heterotrophic ammonia assimilation has the potential to maintain some stability after heavy metal shock, thanks to its rapid microbial proliferation, robust resistance to high loads, remarkable environmental adaptability, and inherent stability. Bio-accelerators dosing strategies could strengthen the performance recovery ability of traditional bio-system after heavy metal impact. However, no recovery strategies for inhibiting HAA have been reported. Herein, three bio-accelerants, specifically, vitamin A, 6-benzylaminopurine, and α-ketoglutaric acid, were investigated for their potential to restore the HAA system impacted by 20 mg/L Cr (VI). The three bio-accelerants effectively mitigated the toxicity of the HAA system, resulting in a 60.4% increase in NH4+-N removal efficiency within just 6 days with cytokinin. During toxicity remediation, three bio-accelerants facilitated the production of extracellular protein components in soluble microbial products and stimulated the secretion of extracellular polymeric substances. The three bio-accelerants enhanced competition among genera and influenced community assembly processes to regulate community structure and enhance functional gene expression. This study offers a practical approach to enhancing the HAA process and remediating microbial toxicity.
Microorganisms in the rhizosphere are crucial allies for plant stress tolerance. Recent research suggests that by interacting with the rhizosphere microbiome, microorganisms can aid in the revegetation of soils contaminated with heavy metal(loid)s (HMs). However, it is unknown that how Piriformospora indica influences the rhizosphere microbiome to mitigate arsenic-toxicity in arsenic-enriched environments. Artemisia annua plants were grown in the presence or absence of P. indica and spiked with low (50) and high (150 µmol/L) concentrations of arsenic (As). After inoculation with P. indica, fresh weight increased by 37.7% and 10% in control and high concentration treated plants, respectively. Transmission electron microscopy showed that cellular organelles were severely damaged by As and even disappeared under high concentration. Furthermore, As was mostly accumulated by 5.9 and 18.1 mg/kg dry weight in the roots of inoculated plants treated with low and high concentrations of As, respectively. Additionally, 16 S and ITS rRNA gene sequencing were applied to analyze the rhizosphere microbial community structure of A. annua under different treatments. A significant difference was observed in microbial community structure under different treatments as revealed by non-metric multidimensional scaling ordination. The bacterial and fungal richness and diversity in the rhizosphere of inoculated plants were actively balanced and regulated by P. indica co-cultivation. Lysobacter and Steroidobacter were found to be the As-resistant bacterial genera. We conclude that P. indica inoculation could alter rhizosphere microecology, thereby mitigating As-toxicity without harming the environment.
The rapid global expansion of electromobility has increased demand for nickel and cobalt, which are key components in lithium-ion batteries. As a result, mining activities are intensifying, yet their ecological impact on marine ecosystems remains poorly understood. In this study, we examine the effects of nickel and cobalt on the microbiome composition and bacterial metabolic pathways of the marine photosymbiotic gastropod Berghia stephanieae. Preliminary toxicity tests showed concentration-dependent metal uptake, with behavioural stress responses such as lethargy, cessation of feeding, and shedding of cerata occurring at high concentrations (around 18 mg/L for nickel and cobalt). Microbiome analysis across three concentrations (1, 3, and 17 mg/L for nickel and cobalt) revealed significant changes in community composition and function. At 1 mg/L, the observed effects were concentration-dependent rather than metal-specific, as indicated by a decline in alpha diversity and a shift in community composition, characterised by a reduction in Mycoplasma sp. and an increase in Pseudofulvibacter and Endozoicomonas sp. At 3 mg/L, Shewanella spp. abundance increased and metal-specific effects emerged, with a strong downregulation of the metabolic pathways denitrification and lignin degradation for cobalt and an upregulation of sulfur oxidation for nickel. At 17 mg/L, many functional pathways were downregulated, aligning with observed host stress and pointing to a possible loss of functional redundancy. Overall, nickel and cobalt exposure led to distinct microbiome alterations, with intermediate levels eliciting the strongest metabolic response.
Soil cadmium (Cd) contamination is a persistent threat to global food security, requiring sustainable in situ remediation strategies. While hyperaccumulating plants possess specialized traits for metal extraction, their low biomass limits large-scale application. This study investigates the potential of a core endophytic synthetic community (SynCom-NS)—characterized by heavy metal tolerance and growth-promoting traits, originally derived from the hyperaccumulator Sedum alfredii—by assessing its ability to modulate the remediation phenotype of a high-biomass non-host crop, Brassica juncea. Pot experiments revealed that SynCom-NS root-zone application significantly alleviated Cd toxicity, increasing total fresh weight by 82% and chlorophyll content by 33%. Crucially, the consortium bypassed the “growth-dilution” trade-off, facilitating a 4.07-fold increase in shoot Cd accumulation. Multi-omics analysis demonstrated a systemic modulation of the host’s defense machinery, marked by a >3-fold surge in glutathione (GSH) levels and the induction of phenylpropanoid biosynthesis for cell wall reinforcement. SynCom-NS application also mediated tissue-specific regulation of the key metal transporter HMA4, upregulating its expression in roots to accelerate long-distance translocation while downregulating it in shoots. These findings demonstrate that specialized core microbiomes function as potent bio-inoculants, offering a promising biological strategy for engineering high-efficiency phytoremediation systems.
The accumulation of chromium (Cr) and copper (Cu) in soil during industrialization and modernization poses an extreme threat to crops. Poly-γ-glutamic acid (γ-PGA) has the potential to stabilize heavy metals in soil through chelation because of the numerous carboxyl groups in its side chain. The rhizosphere microbiome contributes to plant detoxification by participating in heavy metal passivation. However, it is still unclear whether γ-PGA can alleviate the toxicity of Cr and Cu to plants and whether this effect is associated with changes in the rhizosphere microbiome assembly. Here, we found that γ-PGA application significantly reduced the content of Cr or Cu in cucumber plants by 67.45%-86.77% and 94.67%-98.21, respectively, and alleviated the oxidative stress of Cr or Cu to plants. Moreover, γ-PGA significantly increased the biomass of cucumber fruits in the plot experiment by 13.5% and 25.3% under Cr and Cu stress, respectively. The content of Cr or Cu in the cucumber fruit was below limits of detection, in contrast to the 31.23 mg/kg Cr or 9.86 mg/kg Cu detected in the no-γ-PGA treatment. γ-PGA effectively chelated Cr and Cu in vitro, and less than 30% of their chelates were degraded in 20 weeks, suggesting the strong stability of these chelates. γ-PGA significantly altered the rhizosphere bacterial community composition of cucumber by enriching phyla Gemmatimonadota, Acidobacteriota and Firmicutes, and genera Gemmatimonas and Stenotrophomonas, which potentially involved in reducing the mobility of Cr and Cu in soils. Furthermore, γ-PGA significantly enriched taxa assigned to plant growth-promoting bacteria (PGPB). Together, our results suggest that γ-PGA can reduce the Cr and Cu contents in cucumber, and this process is strongly associated with the chelation capacity of γ-PGA and its effects on rhizosphere microbiome composition. These results highlight the exciting potential to use γ-PGA for the remediation of heavy metal-contaminated soils.
Bacterial diversity in a xenobiotic polluted soil sample called KCM B was investigated using the 16S rRNA gene approach. The sample was collected from the vicinity of a Pb-Zn (KCM) smelter and pesticides manufacturing plant AGRIA both situated in short distance to each other near the town of Plovdiv, South Bulgaria. MS-ICP analysis showed the sample was moderately contaminated. Only Pb exceeded the EU Maximum Permission Levels (MPL). One clone library was constructed consisting of 150 clones. Our results demonstrated that in the investigated soil bacterial community was dominated by representatives of phylum Proteobacteria (α (28), β (2), γ (40) and δ (2) or in total 72%. Among them the most abundant were γ -Proteobacteria - 40%. Phyla Actinobacteria, Holophaga/Acidobacteria (AHA) and members of AD1 division were detected in an equal amount of 7% each. Bacteria belonging to phyla Cytophaga/Flavobacterium/Bacteroides (CFB) represented 5% of the bacterial community. 2% of the studied clones were affiliated to novel bacteria. In the clone library were detected many unique bacterial fingerprints respectively 16S rDNA sequences. Most of the identified bacterial groups were closely related to bacteria inhabiting other extreme- or xenobiotics polluted environments as uranium mill tailings, metal rich sediments, mine drainages, hydrocarbon contaminated environments, rocks at 300 m under the Ocean floor, deserts and waste water treatment facilities. Great number of recovered sequences in the sample were affiliated to not-yet-cultured bacteria with unknown physiology, morphology or metabolism. Once successfully cultivated these bacteria might be promising for biotransformation of heavy metals and biotechnological application.
ABSTRACT Anthropogenic disruptions in freshwater ecosystems, particularly heavy metal contamination, are a significant threat to rivers. Heavy metal profoundly influences the microbial communities, making them reliable indicators of pollution. We performed an ecological risk assessment and, for the first time, explored the bacterial community structure to determine the heavy metal and microbial interaction along the entire stretch of the Hindon River, India. Elevated concentrations of heavy metals at all sites of upstream and downstream regions demonstrated considerable and very high ecological risk. Metagenomic analysis revealed Proteobacteria, Firmicutes, Patescibacteria, Bacteroidota and Chloroflexi as the dominant phyla across both regions. Genera in upstream regions were dominated by Pseudomonas and Peredibacter, while Lysinibacillus and Azospirillum were in downstream; Acinetobacter, Clostridium and Comamonas were common in both regions. Correlation analysis unveiled positive correlations between heavy metals and Clostridium, Acinetobacter and Pseudomonas. Functional analysis provided distinct functional pathways: arginine biosynthesis, genetic information processing and manganese/zinc/iron transport systems in the upstream, whereas amino acid metabolism and lipid metabolism in the downstream region. This study improves our understanding of microbial diversity in heavy metal-polluted sediment of river Hindon that can help identify potential microbial indicators and heavy metal/pollutant-degrading bacteria for monitoring and controlling river ecosystem health.
Optimizing the performance of plant growth-promoting bacteria (PGPB) inoculants in phytoremediation requires a deeper understanding of their interactions with the indigenous soil microbiome. However, current knowledge is particularly limited regarding how PGPB versus non-PGPB inoculants interact with indigenous microbes and establish colonization persistence in the rhizosphere. In this study, we employed amplicon sequencing to compare the impacts of PGPB versus non-PGPB inoculants on the indigenous rhizosphere and bulk soil microbiome of Indian mustard in heavy metal-contaminated soil, and their interactions within the indigenous bacterial networks. Our results showed that both PGPB and non-PGPB inoculants significantly altered the composition and diversity of the rhizosphere microbiome. However, only PGPB inoculants enhanced the complexity and stability of bacterial co-occurrence networks. PGPB inoculants not only maintained rhizosphere persistence but also actively integrated into the network, enhancing associations with indigenous bacterial taxa. Notably, they established enhanced co-occurrence associations with native bacterial taxa characterized as potential PGPB, including Lysinimonas, Sinomonas, Nocardioides, Actinoalloteichus, Amycolatopsis, Bradyrhizobium, Novosphingobium etc., and these interactions were predominantly positive. These findings highlight the important role of PGPB versus non-PGPB inoculants in reshaping the rhizosphere microbiome under heavy metal stress, indicating a potential approach for improving phytoremediation efficiency by fostering a more resilient and cooperative soil microbiome.
Abstract Soil microorganisms are essential to ecosystem functioning, yet their communities are highly susceptible to environmental disturbances such as heavy metal contamination from industrial activities. This study investigates the impact of heavy metal pollution on soil bacterial and fungal communities in the Baddi–Barotiwala–Nalagarh (BBN) Industrial Corridor, Himachal Pradesh, India. Soil samples were analyzed for physicochemical properties and heavy metal content, i.e., cadmium (Cd), iron (Fe), copper (Cu), arsenic (As), lead (Pb), chromium (Cr), zinc (Zn), and manganese (Mn), followed by the isolation and characterization of culturable bacterial and fungal communities. Microbial profiling indicated significant variations in community composition, diversity, and abundance across industrial sites. Firmicutes (Bacillota) and Proteobacteria emerged as dominant bacterial phyla, while the fungal communities were predominantly composed of Ascomycota. Although overall microbial richness and diversity declined with increasing heavy metal concentrations, several isolates exhibited key plant growth-promoting (PGP) traits, including phosphate solubilization, siderophore production, indole-3-acetic acid (IAA) synthesis, ammonia production, and nitrate reduction. Pearson correlation analysis demonstrated a relation between microbial community structure and multiple environmental variables, including heavy metals and key soil physicochemical properties. The findings highlight the dual role of soil microbes as indicators of environmental stress and as potential agents for microbe-assisted bioremediation. NOVELTY STATEMENT This study is the first to comprehensively explore the diversity and plant growth-promoting potential of microbial communities in the industrially contaminated soils of the BBN Industrial Corridor, Himachal Pradesh, India. It establishes a critical baseline for soil health, pollution levels, and microbial ecology within an industrial hub, providing valuable insights into the ecological impacts of industrialization and revealing the biotechnological potential of native microbial communities for future molecular studies and their application as bioinoculants for bioremediation purposes through pot and field experiments in contaminated soils.
Introduction Long-term heavy metal contamination of soil affects the structure and function of microbial communities. The aim of our study was to investigate the effect of soil heavy metal contamination on microorganisms and the impact of different heavy metal pollution levels on the microbial interactions. Methods We collected soil samples and determined soil properties. Microbial diversity was analyzed in two groups of samples using high-throughput sequencing technology. Additionally, we constructed microbial networks to analyze microbial interactions. Results The pollution load index (PLI) < 1 indicates that the area is not polluted. 1 < PLI < 2 represents moderate pollution. PLI was 1.05 and 0.14 for the heavy metal contaminated area and the uncontaminated area, respectively. Cd, Hg, Pb, Zn, and Cu were identified as the major contaminants in the contaminated area, with the contamination factors were 30.35, 11.26, 5.46, 5.19, and 2.46, respectively. The diversities and compositions of the bacterial community varied significantly between the two groups. Compared to the uncontaminated area, the co-occurrence network between bacterial and fungal species in the contaminated area was more complex. The keystone taxa of the co-occurrence network in the contaminated area were more than those in the uncontaminated area and were completely different from it. Discussion Heavy metal concentrations played a crucial role in shaping the difference in microbial community compositions. Microorganisms adapt to long-term and moderate levels of heavy metal contamination through enhanced interactions. Bacteria resistant to heavy metal concentrations may play an important role in soils contaminated with moderate levels of heavy metals over long periods of time.
No abstract available
Assessing the impact of heavy metals on bacterial diversity in coastal regions of Southeastern India
No abstract available
Endophytes play an important role in helping plants resist heavy metal stress. However, little is known about the effects of different heavy metals on the diversity and composition of endophyte communities. In this study, we used 16S and ITS amplicon sequencing to reveal the structure and function of endophytes in Symphytum officinale under different heavy metal stressors. The results showed that the endophytic fungal diversity decreased compared with the control under the different heavy metals stressors, while the diversity of endophytic bacteria showed an increasing trend. The biomarker analysis indicated that Zn and Pb stress led to obvious branches. Specific OTUs analysis showed that there were 1224, 597, and 1004 OTUs specific under Zn, Pb, and Cd stress in the bacterial community and 135, 81, and 110 OTUs specific under Zn, Pb, and Cd stress in the fungal community. The co-occurrence network showed changes in microbial interactions under heavy metal contamination conditions, suggesting that endophytic bacteria play an important role in the resistance of host plants. The Spearman analysis showed that the correlation between endophytic bacteria and endophytic fungi in relation to heavy metal transport exhibited variations. Our results expand the knowledge of the relationships of plant–microbe interactions and offer pivotal information to reveal the role of endophytes under different heavy metal stress conditions.
Miscanthus is a common pioneer plant with abundant genetic variation in abandoned mines in southern China. However, the extent to which genetic differentiation among species modulates rhizosphere bacterial communities remains unclear. Miscanthus samples were collected from 26 typical abandoned heavy-metal mines with different soil types in southern China, tested using 14 pairs of simple sequence repeats (SSR) primers, and classified into two genotypes based on Nei's genetic distance. The structure and diversity of rhizosphere bacterial communities were examined using 16 S rRNA sequencing. The results showed that among the factors affecting the rhizosphere bacterial community structure of Miscanthus samples, the role of genotype was not significant, and geographical conditions were the most important factors, followed by pH and total organic carbon (TOC). The process of rhizospheric community assembly varied among different genotypes; however, the recruited species and their abundances were similar. Collectively, we provided an approach based on genetic differentiation to quantify the relative contribution of genotypes to the rhizosphere bacterial community, demonstrating that genotypes contribute less than soil conditions. Our findings provide new insights into the role of host genetics in the ecological processes of plant rhizosphere bacterial communities in abandoned mines and provide theoretical support for microbe-assisted phytoremediation.
The effects of long-term rare earth element (REE) and heavy metal (HM) contamination on soil bacterial communities remains poorly understood. In this study, soil samples co-contaminated with REEs and HMs were collected from a rare-earth tailing dam. The bacterial community composition and diversity were analyzed through Illumina high-throughput sequencing with 16S rRNA gene amplicons. Bacterial community richness and diversity were lower in the co-contaminated soils than in the uncontaminated soils, with clearly different bacterial community compositions. The results showed that total organic carbon and available potassium were the most important factors affecting bacterial community richness and diversity, followed by the REE and HM contents. Although the canonical correspondence analysis results showed that an REE alone had no obvious effects on bacterial community structures, we found that the combined effects of soil physicochemical properties and REE and HM contents regulated bacterial community structure and composition. The effects of REEs and HMs on bacterial communities were similar, whereas their combined contributions were greater than the individual effects of REEs or HMs. Some bacterial taxa were worth noting. These specifically included the plant growth-promoting bacteria Exiguobacterium (sensitive to REEs and HMs) and oligotrophic microorganisms with metal tolerance (prevalent in contaminated soil); moreover, relative abundance of JTB255-Marine Benthic Group, Rhodobacteraceae, Erythrobacter, and Truepera may be correlated with REEs. This study was the first to investigate the responses of bacterial communities to REE and HM co-contamination. The current results have major implications for the ecological risk assessment of environments co-contaminated with REEs and HMs.
Deciphering the impact of single and combined contamination of total petroleum hydrocarbons (TPH) and heavy metals on soil microecosystems is essential for the remediation of contaminated habitats, yet it remains incompletely understood. In this study, we employed high-throughput sequencing to investigate the impact of single TPH contamination, single metal contamination, and their co-contamination on soil microbial diversity, assembly mechanisms, composition, ecological function, and resistome. Our results revealed that contamination led to a reduction in alpha diversity, with single contamination displaying lower diversity compared to co-contamination, depending on the concentration of pollutants. Community beta diversity was primarily driven by turnover rather than nestedness, and narrower ecological niches were detected under pollution conditions. The neutral community model suggested that homogenizing dispersal played a significant role in the community assembly process under single TPH or co-contamination, while homogeneous selection dominated under heavy metals pollution. Procrustes analysis demonstrated a correlation between community composition and functional divergence, while Mantel tests linked this divergence to concentrations of Cr, Cr6+, Pb, and TPH. Interestingly, soils co-polluted with TPH and heavy metals exhibited similar genera, community functions, and resistomes as soils contaminated with only metals, highlighting the significant impact of heavy metals. Ecological functions related to carbon (C), nitrogen (N), and sulfur (S) cycles were enhanced under TPH pollution but impaired under heavy metals stress. These findings enhance our understanding of soil microecosystems subjected to TPH, heavy metals, and their co-contamination, and carry significant implications for environmental microecology and pollutant risk assessment.
Heavy metal (HM) contamination caused by mining and smelting activities can be harmful to soil microbiota, which are highly sensitive to HM stress. Here, we explore the effects of HM contamination on the taxonomic composition, predicted function, and co‐occurrence patterns of soil bacterial communities in two agricultural fields with contrasting levels of soil HMs (i.e., contaminated and uncontaminated natural areas). Our results indicate that HM contamination does not significantly influence soil bacterial α diversity but changes the bacterial community composition by enriching the phyla Gemmatimonadetes, Planctomycetes, and Parcubacteria and reducing the relative abundance of Actinobacteria. Our results further demonstrate that HM contamination can strengthen the complexity and modularity of the bacterial co‐occurrence network but weaken positive interactions between keystone taxa, leading to the gradual disappearance of some taxa that originally played an important role in healthy soil, thereby possibly reducing the resistance of bacterial communities to HM toxicity. The predicted functions of bacterial communities are related to membrane transport, amino acid metabolism, energy metabolism, and carbohydrate metabolism. Among these, functions related to HM detoxification and antioxidation are enriched in uncontaminated soils, while HM contamination enriches functions related to metal resistance. This study demonstrated that microorganisms adapt to the stress of HM pollution by adjusting their composition and enhancing their network complexity and potential ecological functions.
Introduction Mangroves are a unique ecosystem, but are often affected by heavy metal pollution. Bacterial communities in mangrove sediments usually respond to heavy-metal pollution stress by expressing specific heavy-metal resistance genes (HMRGs). Methods Multivariate statistics were performed on Metagenomics as well as environmental data to evaluated the effects of Cu addition on the sedimentary bacterial community structure. Results and discussion Using metagenomics technology, we found that the Shannon andChao1 indices of natural sediments were significantly higher than in sediments with artificially added Cu. Addition of Cu significantly altered bacterial community structure and diversity at the phylum, class and order levels in sediments. The relative abundance of HMRGs in Cuadded sediments was lower than that in natural sediments. Environmental factors that affect bacterial communities also affect HMRGs. However, the contribution of heavy-metal pollution to the change in HMRG abundance was much lower than its contribution to the change in the bacterial community, indicating that the relationship between HMRG abundance and heavy-metal pollution is complex and needs to be comprehensively studied.
Organic amendments in aided phytostabilization of waste slag containing high levels of heavy metal (loid)s (HMs) are an important way to control the release of HMs in situ . However, the effects of dissolved organic matter (DOM) derived from organic amendments on HMs and microbial community dynamics in waste slag are still unclear. Here, the effect of DOM derived from organic amendments (cow manure) on the geochemical behaviour of HMs and the bacterial community dynamics in mercury (Hg)-thallium (Tl) mining waste slag were investigated. The results showed that the Hg-Tl mining waste slag without the addition of DOM continuously decreased the pH and increased the EC, Eh, SO_4^2−, Hg, and Tl levels in the leachate with increasing incubation time. The addition of DOM significantly increased the pH, EC, SO_4^2−, and arsenic (As) levels but decreased the Eh, Hg, and Tl levels. The addition of DOM significantly increased the diversity and richness of the bacterial community. The dominant bacterial phyla ( Proteobacteria, Firmicutes, Acidobacteriota, Actinobacteriota, and Bacteroidota ) and genera ( Bacillus, Acinetobacter, Delftia, Sphingomonas, and Enterobacter ) were changed in association with increases in DOM content and incubation time. The DOM components in the leachate were humic-like substances (C1 and C2), and the DOC content and maximum fluorescence intensity (F_Max) values of C1 and C2 in the leachate decreased and first increased and then decreased with increasing incubation time. The correlations between HMs and DOM and the bacterial community showed that the geochemical behaviours of HMs in Hg-Tl mining waste slag were directly influenced by DOM-mediated properties and indirectly influenced by DOM regulation of bacterial community changes. Overall, these results indicated that DOM properties associated with bacterial community changes increased As mobilization but decreased Hg and Tl mobilization from Hg-Tl mining waste slag.
No abstract available
This study investigates the impact of heavy metal contamination in lead-zinc tailings on plant and soil microbial communities, focusing on the resilience mechanisms of rhizosphere microorganisms in these extreme environments. Utilizing metagenomic techniques, we identified a significant association between Coriaria nepalensis Wall. rhizosphere microbial communities and metal(loid) resistance genes. Our results reveal a notable diversity and abundance of bacteria within the rhizosphere of tailings, primarily consisting of Proteobacteria, Actinobacteria, and Chloroflexi. The presence of metal-resistant bacterial taxa, including Afipia, Bradyrhizobium, Sphingomonas, and Miltoncostaea, indicates specific evolutionary adaptations to metal-rich, nutrient-deficient environments. Elevated expression of resistance genes such as znuD, zntA, pbrB, and pbrT underscores the microorganisms' ability to endure these harsh conditions. These resistance genes are crucial for maintaining biodiversity, ecosystem stability, and adaptability. Our findings enhance the understanding of interactions between heavy metal contamination, microbial community structure, and resistance gene dynamics in lead-zinc tailings. Additionally, this research provides a theoretical and practical foundation for employing plant-microbial synergies in the in-situ remediation of contaminated sites.
Heavy metal pollution caused by mining activities can be harmful to soil microbiota, which are highly sensitive to heavy metal stress. This study aimed to investigate the response of soil bacterial communities to varying levels of heavy metal pollution in four types of habitats (i.e., tailing, remediation, natural recovery, and undisturbed areas) at an abandoned polymetallic mine by high-throughput 16 S rRNA gene sequencing, and to determine the dominant ecological processes and major factors driving the variations in bacterial community composition. The diversity and composition of bacterial communities varied significantly between soil habitats (p < 0.05). Heterogeneous selection played a crucial role in shaping the difference of bacterial community composition between distinct soil habitats. Redundancy analysis and Pearson correlation analysis revealed that the total contents of Cu and Zn were key factors causing the difference in bacterial community composition in the tailing and remediation areas, whereas bioavailable Mn and Cd, total nitrogen, available nitrogen, soil organic carbon, vegetation coverage, and plant diversity were key factors shaping the soil bacterial structure in the undisturbed and natural recovery areas. These findings provide insights into the distribution patterns of bacterial communities in soil habitats with different levels of heavy metal pollution, and the dominant ecological processes and the corresponding environmental drivers, and expand knowledge in bacterial assembly mechanisms in mining regions.
Heavy metal remediation treatments might influence functional microbial community assembly. Dissimilatory nitrate reduction to ammonia (DNRA) contributes to the nitrogen retention processes in soil ecosystems. We assumed that remediation might reduce heavy metal toxicity and increase some available nutrients for the DNRA microbes, thus balancing the deterministic and stochastic process for DNRA community assembly. Here, we investigated the process of DNRA bacterial community assembly under different heavy metal remediation treatments (including control, biochar, limestone, rice straw, rice straw + limestone, and biochar + limestone) in an Alfisol soil. The abundance of DNRA bacteria diverged across treatments. The α-diversity of the DNRA bacterial community was correlated with pH, available phosphorus (AP), ammonium (NH4+), and extractable Fe (EFe). Metal Cd and Fe significantly affected the abundance of the nrfA gene. The β-diversity was associated with pH, NH4+, and EFe. Deterministic processes dominantly drove the assembly processes of the DNRA bacterial community. NH4+ level played an essential role in the assembly processes than the other soil physicochemical properties and metal availability. High, moderate, and low levels of NH4+ could advocate stochastic process plus selection, heterogeneous selection to stochastic process, and heterogeneous selection, respectively. Network analysis highlighted a predominant role of NH4+ in regulating DNRA bacterial community assembly. However, the relative abundance of modules and some keystone species also were influenced by pH and EFe, respectively. Therefore, the DNRA bacterial community assembly under different heavy metal remediation treatments in this study was dominantly driven by nitrogen availability. pH, phosphorus, and metal availability were auxiliary regulators on DNRA bacterial community.
Gold mining can create serious environmental problems, such as soil pollution by heavy metal (loid)s. In this study, we assessed the ecological risk of Hatu gold mining activities and synchronously investigated the bacterial community structure, distribution of soil nutrient-element cycling genes (CNPS) and heavy metal resistance genes (MRG) in adjacent desert grassland soil. The study area was above the moderate risk level, with the ecological risk index (RI) of each sampling site greater than 150. Arsenic, mercury and copper were the main pollutants. Proteobacteria, Actinobacteria and Firmicutes dominated the phyla of the bacterial communities. Species turnover rather than nestedness accounted for the significant differences in community structure among various regions in the mining area. In addition, the bioavailable heavy metal (loid)s (AHM) content had a strong correlation with beta diversity and species turnover of the bacterial community (p < 0.05). No clear difference was found in the total abundance of CNPSs among various functional regions, but eight specific functional genes were identified from downwind grasslands with lower pollution levels. Among the MRGs, Hg MRG had the highest average total relative abundance, followed by Cu, Co/Zn/Cd and As. The mercury resistance gene subtype hgcAB was positively related to the diversity of the bacterial community, and the bacterial community of grassland soil showed congruency with the MRGs in the Hatu mining area. Total Hg (THg) showed the highest influence affecting the bacterial community, while NH4+-N had the greatest effect on CNPS genes and MRGs. These results highlighted the role of heavy metal (loid)s in shaping the bacterial community and functional genes in arid and semiarid desert grassland soil in gold mining regions.
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Soil salinization and heavy metal (HM) contamination are major challenges facing agricultural systems worldwide. Determining how soil microbial communities respond to these stress factors and identifying individual phylotypes with potential to tolerate these conditions while promoting plant growth could help prevent negative impacts on crop productivity. This study used amplicon sequencing and several bioinformatic programs to characterize differences in the composition and potential functional capabilities of soil bacterial, fungal, and archaeal communities in five agricultural fields that varied in salinity and HM concentrations within the Indus basin region of Pakistan. The composition of bacteria with the potential to fix atmospheric nitrogen (N) and produce the enzyme 1-aminocyclopropane-1-carboxylic acid (ACC) deaminase were also determined. Microbial communities were dominated by: Euryarchaeota (archaea), Actinobacteria, Proteobacteria, Planctomycetota, Firimicutes, Patescibacteria and Acidobacteria (bacteria), and Ascomycota (fungi), and all soils contained phylotypes capable of N-fixation and ACC-deaminase production. Salinity influenced bacterial, but not archaeal or fungal communities. Both salinity and HM altered the relative abundance of many phylotypes that could potentially promote or harm plant growth. These stress factors also appeared to influence the potential functional capabilities of the microbial communities, especially in their capacity to cycle phosphorous, produce siderophores, and act as symbiotrophs or pathotrophs. Results of this study confirm that farms in this region are at risk due to salinization and excessive levels of some toxic heavy metals, which could negatively impact crop and human health. Changes in soil microbial communities and their potential functional capabilities are also likely to affect several critical agroecosystem services related to nutrient cycling, pathogen suppression, and plant stress tolerance. Many potentially beneficial phylotypes were identified that appear to be salt and HM tolerant and could possibly be exploited to promote these services within this agroecosystem. Future efforts to isolate these phylotypes and determine whether they can indeed promote plant growth and/or carry out other important soil processes are recommended. At the same time, identifying ways to promote the abundance of these unique phylotypes either through modifying soil and crop management practices, or developing and applying them as inoculants, would be helpful for improving crop productivity in this region.
The aim of the study was to evaluate the long-term impact of heavy metals on soil bacterial metabolism by assessing their capacity to utilize a set of carbon sources. The study area is in the vicinity of the Pb/Zn smelter KCM 2000, South-Central Bulgaria, with considerable Pb, Zn, Cd, Cu, and As pollution. The Biolog Ecoplate approach was used to evaluate the bacterial metabolic activity, expressed by the average well colour development; the bacterial metabolic fingerprints expressed by community-level physiological profiling, and Shannon bacterial functional diversity. The results revealed reduced metabolic activity recorded for bacterial communities inhabiting the heavily polluted soils. The most preferred carbon groups utilized by the bacterial communities were the polymers, followed by carbohydrates and amino acids. Local variability of soil properties, such as inorganic ions, total organic carbon, pH, soil moisture, and soil texture, could modify the effects of heavy metals. This study highlighted that Biolog EcoplateTM is a suitable approach for assessing bacterial functional shifts in relation to long-term soil pollution stress.
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Anthropogenic activities accompanied by heavy metal waste threaten the environment. Heavy metal pollution alters the soil microbial community composition, and the microorganisms that adapt to this stress increase in abundance. The remediation process of contaminated soil not only reduces the concentration of heavy metals but also alters the bacterial communities. High-throughput 16S rDNA sequencing techniques were applied to understand the changes in soil microbial communities. Using the remediation approach of the soil mixing, the concentrations of heavy metals in the contaminated areas were diluted and the soil environment was changed. The change of soil environment as a disturbance contributed to the alteration of microbial diversity of the remediated areas. The pH and heavy metals (Cr, Cu, Ni, and Zn) were the most influential factors driving the changes in community structure. The bacterial community structure was significantly different among sample areas. The decrease of heavy metals in soil may be the important factors that changed the microbial composition. This study provides the better understanding of the changes in composition of microbial communities affected by the remediation process in heavy metal-contaminated soil.
Long-term contaminated environments have been recognized as potential hotspots for bacterial discovery in taxonomic and functional terms for bioremediation purposes. Here, bacterial diversity in waste sediment collected from a former industrial dumpsite and contaminated with petroleum hydrocarbon and heavy metals was investigated through the parallel application of culture-independent (16S rRNA gene amplicon sequencing) and -dependent (plate culturing followed by colony picking and identification of isolates by 16S rRNA gene Sanger sequencing) approaches. The bacterial diversities retrieved by both approaches greatly differed. Bacteroidetes and Proteobacteria were dominant in the culture-independent community, while Firmicutes and Actinobacteria were the main culturable groups. Only 2.7% of OTUs (operational taxonomic units) in the culture-independent dataset were cultured. Most of the culturable OTUs were absent or in very low abundances in the culture-independent dataset, revealing that culturing is a useful tool to study the rare bacterial biosphere. One culturable OTUs (comprising only the isolate SPR117) was identified as a potential new species in the genus Rhizorhapis (class Alphaproteobacteria) and was selected for further characterization. Phytopathogenicity tests showed that Rhizorhapis sp. strain SPR117 (ATCC TSD-228) is not pathogenic for lettuce, despite the only described species within this genus, Rhizorhapis suberifaciens, is causal agent of the lettuce corky root disease. The genome of the strain SPR117 was sequenced, assembled in 256 contigs, with a length of 4,419,522 bp and a GC content of 59.9%), and its further annotation revealed the presence of genes related to the resistance to arsenic, copper, iron, and mercury, among other metals. Therefore, the coupling of metataxonomics and culturing is a useful tool to obtain not only an improved description of bacterial communities in contaminated environments, but also to isolate microorganisms with bioremediation potential.
Heavy metal hyperaccumulators are widely used in mining restoration due to their ability to accumulate and transport heavy metals, compared to nonaccumulators. Rhizosphere bacteria in metal hyperaccumulators play a key role in the uptake of heavy metals from soil; however, assessments of the differences of rhizosphere bacteria between metal hyperaccumulators and nonaccumulator are scarce.
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High‐throughput 16S rRNA and 18S rRNA sequencing were performed to study the changes of soil microbial diversity and community structure under different heavy metal pollution levels in Chengxian lead–zinc mining area, Gansu Province. In this study, we characterized the main physicochemical properties, multiple heavy metal pollution, and microbial community structure of the soil in the tailings. The results show that the soil near the tailings pond was alkaline, barren and the heavy metals were seriously polluted. The microbial diversity and richness of S1 and S2 sites were significantly lower than that of CK2 site (P < 0·05), indicating that the heavy metal pollution could change the physicochemical properties and microbial community structure in soil. Among 97 identified core operating taxa of fungal communities, Ascomycota, Teguta and Basidiomycota were dominant at the phylum level, while among 1523 identified core operating taxa of bacterial communities, Actinomycota was dominant at the phylum level. In addition, the redundancy analysis and Spearman correlation analysis showed that the physicochemical properties and the heavy metal concentration had significant effects on the composition and distribution of soil microbial community. The basic characteristics of soil physicochemical properties, multiple heavy metal pollution and microbial community structure in the tailings were revealed, hoping to provide a basis for ecological rehabilitation of tailings by revealing the variance rule of microbial community diversity in the future.
Rapid urbanisation and ensuing anthropogenic pollution lead to an escalated occurrence of heavy metals and metal-resistant bacteria in the soil ecosystem. Mangrove ecosystems are particularly vulnerable to heavy metal bioaccumulation and often act as metal sinks of the coastal areas. As a consequence, the microbial population in mangrove sediments develop multifarious metal tolerance mechanisms to combat metal toxicity. In this context, metagenomic investigation of two mangroves, viz. Mangalavanam and Puthuvypin from the heavily populated metropolitan city, Cochin (Central Kerala, India) was undertaken to discern the metal resistance functions and taxonomic diversity of the microbial consortia. Estimation of heavy metal content using Inductively Coupled Plasma Atomic Emission Spectrometer (ICP-MS) identified the abundance of zinc, chromium, nickel copper, lead, arsenic, and cadmium in the mangrove sediments. Ecological risk index values indicated high cadmium contamination of the two estuarine samples. Whole metagenome shotgun sequencing of the Central Kerala mangroves and comparative analysis with mangrove metal resistomes from other geographical regions revealed the prevalence of cobalt-zinc-cadmium resistance and preponderance of Proteobacteria in all the datasets. Cation efflux system protein CusA constituted the majority of the reads at the function level. Comparative analysis of taxonomy identified the dominance of Anaeromyxobacter, Geobacter, Pseudomonas, Candidatus Solibacter, and Pelobacter in the mangrove datasets. Non-metric multidimensional scaling analysis of the metal resistance genes depicted strong geographical clustering of the function and composition of metal resistant bacteria, suggesting a strong innate resilience of microbiome towards anthropogenic perturbations. More robust studies with intensive sampling will enhance our understanding of the occurrence, interactions, and functions of microbial heavy metal resistome in mangrove ecosystems.
Nonferrous mine tailings have caused serious problems of co-contamination with metal(loid)s. It is still a global challenge to cost-effectively manage and mitigate the effect of the mining wastes. We conducted an in-situ bio-treatment of non-ferrous metal(loid) tailings using a microbial consortium of sulfate reducing bacteria (SRB). During the bio-treatment, the transformation of metal(loid)s (such as Cu, Fe, Mn, Pb, Sb, and Zn) into oxidizable and residual fractions in the subsurface tended to be higher than that observed in the surface. As well the mineral compositions changed becoming more complex, indicating that the sulfur reducing process of bio-treatment shaped the bio-transformation of metal(loid)s. The added SRB genera, especially Desulfotomaculum genus, colonized the tailings suggesting the coalescence of SRB consortia with indigenous communities of tailings. Such observation provides new insights for understanding the functional microbial community coalescence applied to bio-treatment. PICRUSt analysis revealed presence of genes involved in sulfate reduction, both assimilatory and dissimilatory. The potential for the utilization of both inorganic and organic sulfur compounds as S source, as well as the presence of sulfite oxidation genes indicated that SRB play an important role in the transformation of metal(loid)s. We advocate that the management of microorganisms involved in S-cycle is of paramount importance for the in situ bio-treatment of tailings, which provide new insights for the implementation of bio-treatments for mitigating the effect of tailings.
Metal contamination from mine waste is a widespread threat to soil health. Understanding of the effects of toxic metals from mine waste on the spatial patterning of rhizosphere enzymes and the rhizosphere microbiome remains elusive. Using zymography and high-throughput sequencing, we conducted a mesocosm experiment with mine-contaminated soil, to compare the effects of different concentrations of toxic metals on exoenzyme kinetics, microbial communities, and maize growth. The negative effects of toxic metals exerted their effects largely on enzymatic hotspots in the rhizosphere zone, affecting both resistance and the area of hotspots. This study thus revealed the key importance of such hotspots in overall changes in soil enzymatic activity under metal toxicity. Statistical and functional guild analysis suggested that these enzymatic changes and associated microbial community changes were involved in the inhibition of maize growth. Keystone species of bacteria displayed negative correlations with toxic metals and positive correlations with the activity of enzymatic hotspots, suggesting a potential role. This study contributes to an emerging paradigm, that changes both in the activity of soil enzymes and soil biota - whether due to substrate addition or in this case toxicity - are largely confined to enzymatic hotspot areas.
Antimony smelting activities damage the soil and vegetation surroundings while generating economic value. However, no standardized methods are available to diagnose the extent of soil degradation at antimony smelting sites. This study developed a standardized framework for assessing soil quality by considering microbial-induced resilience and heavy metal contamination at Xikuangshan antimony smelting site. The soil resilience index (SRI) and soil contamination index (SCI) were calculated by Minimum Data Set and geo-accumulation model, respectively. After standardized by a multi-criteria quantitative procedure of modified Nemerow's pollution index (NPI), the integrated assessment of soil quality index (SQI), which is the minimum of SRINPI and SCINPI, was achieved. The results showed that Sb and As were the prominent metal(loid) pollutants, and significant correlations between SQI and SRI indicated that the poor soil quality was mainly caused by the low level of soil resilience. The primary limiting factors of SRI were Fungi in high and middle contaminated areas, and Skermanella in low contaminated area, suggesting that the weak soil resilience was caused by low specific microbial abundances. Microbial regulation and phytoremediation are greatly required to improve the soil quality at antimony smelting sites from the perspectives of pollution control and resilience improvement. This study improves our understanding of ecological effects of antimony smelting sites and provides a theoretical basis for ecological restoration and sustainable development of mining areas.
The use of silicon fertilizer (SF) as a means of remediating cadmium (Cd) and lead (Pb) pollution has proven to be beneficial. However, the mechanism via which SF enhances soil quality and crop productivity under Cd- and Pb-contaminated soil (S) remains unclear. This study investigated the impacts of chemical fertilizer, mineral SF (MSF), and organic SF (OSF) on microbial community structure, activity of nutrient acquisition enzymes, and growth of tobacco in the presence of S condition. SF significantly reduced the contents of Cd and Pb in soil under S condition by 6.92-42.43% and increased plant height and leaf area by 15.27-81.77%. Moreover, the use of SF was observed to increase the efficiency of soil carbon and phosphorus cycling under S condition by 6.88-23.08%. Concurrently, SF was found to play a crucial role in facilitating the establishment of a complex, efficient, and interdependent molecular ecological network among soil microorganisms. In this context, Actinobacteriota, Bacteroidota, Ascomycota, and Basidiomycota were observed to be integral components of this network. SF was found to have a substantial positive impact on the metabolic functions and organismal systems of soil microorganisms. Moreover, the combined utilization of the Mantel test and partial least squares path model provided empirical evidence supporting the assertion that the administration of SF had a positive impact on both soil nutrient acquisition enzyme activity and tobacco growth, which was attributed to the enhancement of soil microbial diversity resulting from the application of SF. Furthermore, compared with MSF, OSF has advantages in reducing soil Pb and Cd content, promoting tobacco agronomic traits, increasing the number of key microbial communities, and maintaining the structural stability of microbial networks. The aforementioned findings, therefore, suggest that the OSF played a pivotal role in alleviating the adverse impacts of S, thereby demonstrating its efficacy in this particular process.
Globally, reducing carbon emissions and mitigating soil heavy metal pollution pose pressing challenges. We evaluated the effects of lead (Pb) and cadmium (Cd) contamination in the field over 20 years. The five treatment groups featured Pb concentrations of 40 and 250 mg/kg, Cd concentrations of 10 and 60 mg/kg, and a combination of Pb and Cd (60 and 20 mg/kg, respectively); we also included a pollution-free control group. After 20 years, soil pH decreased notably in all treatments, particularly by 1.02 in Cd10-treated soil. In addition to the increase of SOC in Cd10 and unchanged in Pb40 treatment, the SOC was reduced by 9.62%-12.98% under the other treatments. The α diversities of bacteria and fungi were significantly changed by Cd10 pollution (both p < 0.05) and the microbial community structure changed significantly. However, there were no significant changes in bacterial and fungal communities under other treatments. Cd10 pollution reduced the numbers of Ascomycota and Basidiomycota fungi, and enhanced SOC accumulation. Compared to the control, long-term heavy Cd, Pb, and Pb-Cd composite pollution caused SOC loss by increasing Basidiomycota which promoting carbon degradation, and decreasing Proteobacteria which promoting carbon fixation via the Krebs cycle. Our results found that heavy metal pollution leads to organic carbon storage in species and affects related genes.
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Exposure to toxic metals from nonferrous metal(loid) smelter soils can pose serious threats to the surrounding ecosystems, crop production, and human health. Bioremediation using microorganisms is a promising strategy for treating metal(loid)-contaminated soils. Here, a native microbial consortium with sulfate-reducing function (SRB1) enriched from smelter soils can tolerate exposures to mixtures of heavy metal(loid)s (e.g., As and Pb) or various organic flotation reagents (e.g., ethylthionocarbamate). The addition of Fe2+ greatly increased As3+ immobilization compared to treatment without Fe2+, with the immobilization efficiencies of 81.0% and 58.9%, respectively. Scanning electronic microscopy-energy dispersive spectroscopy, X-ray diffraction, and X-ray photoelectron spectroscopy confirmed that the As3+ immobilizing activity was related to the formation of arsenic sulfides (AsS, As4S4, and As2S3) and sorption/co-precipitation of pyrite (FeS2). High-throughput 16S rRNA gene sequencing of SRB1 suggests that members of Clostridium, Desulfosporosinus, and Desulfovibrio genera play an important role in maintaining and stabilizing As3+ immobilization activity. Metal(loid)s immobilizing activity of SRB1 was not observed at high and toxic total exposure concentrations (220-1181 mg As/kg or 63-222 mg Pb/kg). However, at lower concentrations, SRB1 treatment decreased bioavailable fractions of As (9.0%) and Pb (28.6%) compared to without treatment. Results indicate that enriched native SRB1 consortia exhibited metal(loid) transformation capacities under non-toxic concentrations of metal(loid)s for future bioremediation strategies to decrease mixed metal(loid)s exposure from smelter polluted soils.
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The effects of long-term heavy metal contamination on the soil biological processes and soil microbial communities were investigated in a typical electroplating site in Zhangjiakou, China. It was found that the soil of the electroplating plant at Zhangjiakou were heavily polluted by Cr, Cr (VI), Ni, Cu, and Zn, with concentrations ranged from 112.8 to 9727.2, 0 to 1083.3, 15.6 to 58.4, 10.8 to 510.0 and 69.6 to 631.6 mg/kg, respectively. Soil urease and phosphatase activities were significantly inhibited by the heavy metal contamination, while the microbial biomass carbon content and the bacterial community richness were much lower compared to noncontaminated samples, suggesting that the long-term heavy metal contamination had a severe negative effect on soil microorganisms. Differently, soil dehydrogenase was promoted in the presence of Chromate compared to noncontaminated samples. This might be due to the enrichment of Sphingomonadaceae, which have been proven to be able to secrete dehydrogenase. The high-throughput sequencing of the 16S rRNA gene documented that Proteobacteria, Actinobacteria, and Chloroflexi were the dominant bacterial phyla in the contaminated soil. The Spearman correlation analysis showed the Methylobacillus, Muribaculaceae, and Sphingomonadaceae were able to tolerate high concentrations of Cr, Cr (VI), Cu, and Zn, indicating their potential in soil remediation.
Heavy metal contaminates have become a significant threat to soil ecosystems due to their chronicity and universality in soil. Soil microbial metabolism plays a vital role in biogeochemical cycles and soil functions. However, the response of microbial metabolism to heavy metal contamination in soil remains elusive despite potentially offering important insight into the health and ecological consequences of soil ecosystems under such contamination. This study used extracellular enzyme stoichiometry models to identify the response of microbial metabolism to various heavy metal contaminants, while also revealing potential implications of heavy metal contaminates in soil ecosystems. Results showed that microbial metabolism was restricted by soil carbon (C) and phosphorus (P) within a heavy metal polluted area in Northwest China. Heavy metal stress significantly increased microbial C limitation while decreasing microbial P limitation. However, microbial C and P limitations both responded consistently to different heavy metals (i.e., Cd, Pb, Zn, and Cu). Heavy metals had the greatest effect on microbial C limitation (i.e., 0.720 of the total effects) compared to other soil properties, and soil with the lowest heavy metal concentration exhibited the lowest microbial C limitation, and vice versa. These results indicated that microbial metabolic limitation can robustly and sensitively reflect the degree of heavy metals pollution in soil. Additionally, increased microbial C limitation caused by heavy metal contaminants could potentially escalate C release by promoting soil C decomposition as well as increasing investments in enzyme production and the maintenance of metabolic processes. Consequently, potential C loss induced by heavy metal pollution on soil ecosystems may be extensive and significant. Generally, our results suggest the usefulness of extracellular enzyme stoichiometry as a new method from which to evaluate heavy metal soil pollution, while microbial metabolic limitation could potentially be a promising indicator.
Increasing metal(loid) contamination in urban soils and its impact on soil microbial community have attracted considerable attention. In the present study, the physicochemical parameters and the effects of twelve metal(loid) pollution on soil microbial diversity, their ecotoxic effects, and human health risk assessment in urban soils with different industrial background were studied in comparison with an unpolluted forest soil sample. Results showed that urban soils were highly contaminated, and metal(loid) contamination significantly influenced structure of the soil microbial communities. In all samples the bacterial community was dominated by Proteobacteria, and on the level of phyla characteristic differences were not possible to observe between polluted and control sampling sites. However, clear differences emerged at class and genus level, where several rare taxa disappeared from contaminated urban soils. Simper test results showed that there is 71.6 % bacterial OTU and 9.5 % bacterial diversity dissimilarity between polluted and control samples. Ratio of Patescibacteria, Armatimonadetes, Chlamydiae, Fibrobacteres, and Gemmatimonadetes indicated a significant (p < 0.05) positive correlation with soil Zn, Cr, Pb, Sn, Cu, Mn content, suggest that metal(loid)s strongly influence the structure of microbial community. In contrast, the presence of metal(loid) contamination in urban soils has been found to significantly reduce the population of Archaeal communities. This can be attributed to the depletion of organic matter caused by contamination that reached a minimum of 0.5 m/m% for nitrate and 0.9 m/m% for total organic carbon. The values of urban soil pH were close to neutral, ranging from 5.9 to 8.3. The findings of ecotoxicology test are alarming, as all the studied urban soil sites were cytotoxic to soil microorganisms, and in one site metal(loid) contamination reached genotoxic level. Moreover, all the metal(loid) contaminated sites pose severe and persistent health risk to children, highlighting the urgent need for effective measures to mitigate metal(loid) pollution in urban areas.
Microorganisms in coastal sediments are fundamental for ecosystem functioning, and regulate processes relevant in global biogeochemical cycles. Still, our understanding of the effects anthropogenic perturbation and pollution can have on microbial communities in marine sediments is limited. We surveyed the microbial diversity, and the occurrence and abundance of metal and antibiotic resistance genes is sediments collected from the Pula Bay (Croatia), one of the most significantly polluted sites along the Croatian coast. With a collection of 14 samples from the bay area, we were able to generate a detailed status quo picture of a site that only recently started a cleaning and remediation process (closing of sewage pipes and reduction of industrial activity). The concentrations of heavy metals in Pula Bay sediments are significantly higher than in pristine sediments from the Adriatic Sea, and in some cases, manifold exceed international sediment quality guidelines. While the sedimentary concentrations of heavy metals did significantly influence the abundance of the tested metal resistance genes, no strong effect of heavy metal pollution on the overall microbial community composition was observed. Like in many other marine sediments, Gammaproteobacteria, Bacteroidota and Desulfobacterota dominated the microbial community composition in most samples, and community assembly was primarily driven by water column depth and nutrient (carbon and nitrogen) availability, regardless of the degree of heavy metal pollution.
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Heavy metal pollution and antimicrobial resistance genes (ARGs) are global challenges in aquatic ecosystems. They are commonly produced from agricultural waste, industrial effluents, and untreated sewage. Heavy metals, including cadmium, copper, and zinc, can exert pressure on microbial communities, leading to the co-selection of antimicrobial resistance genes (ARGs) and metal resistance genes (MRGs). This occurs through cross-resistance mechanisms, shared mobile genetic elements, and co-regulation under selective pressure. Metagenomics is known for its effectiveness and culture- independent nature, providing an advanced way to detect and profile ARGs and MRGs in environmental samples to facilitate the identification of functional genes and uncultured microorganisms. Findings from case studies from the Yamuna River (India) and Pear River (China) demonstrate strong relationships between concentrations of heavy metals and abundance of ARG/MRG, which supports the assumption that heavy metal contamination plays an integral role in sustaining antimicrobial resistance genes in aquatic systems. This paper also highlights metagenomics as a key tool for defining dynamics of co-selection, integrating biological indicators into monitoring water quality, and informing risk assessment. It establishes that standardized protocols, cross-sectoral frameworks, and long-term monitoring are vital for mitigating spread of antimicrobial resistance genes. Embedding genomics data with environmental parameters suggests that metagenomics support early interventions while strengthening environmental governance and minimizing public health risks for its environmental dissemination.
ABSTRACT Ten soil cores were collected from the long-term heavy metal-contaminated Savannah River Site (SRS) and studied using shotgun metagenomics. In-line with our previous reports, Bradyrhizobium spp. dominated the SRS soils, and thus we recommend that SRS bioremediation studies target the Bradyrhizobium genus.
. The current study focused on the exploration of bacterial community in heavy metal contaminated soil using culture dependent and independent approaches that might be applied to the bioremediation process. A total of 150 bacterial colonies were examined from the heavy metal-contaminated soil at initial level
Soil deficiency, cyclic erosion, and heavy metal pollution have led to fertility loss and ecological function decline in mining areas. Fertilization is an important way to rapidly replenish soil nutrients, which have a major influence on the soil nitrogen cycling process, but different fertilization regimes have different impacts on soil properties and microbial functional potentials. Here, metagenomic sequencing was used to investigate the different responses of key functional genes of microbial nitrogen cycling to fertilization regimes and explore the potential effects of soil physicochemical properties on the key functional genes. The results indicated that AC-HH (ammonium chloride-high frequency and concentration) treatment significantly increased the gene abundance of norC (13.40-fold), nirK (5.46-fold), and napA (5.37-fold). U-HH (urea-high frequency and concentration) treatment significantly increased the gene abundance of hao (6.24-fold), pmoA-amoA (4.32-fold) norC (7.00-fold), nosZ (3.69-fold), and nirK (6.88-fold). Functional genes were distributed differently among the 10 dominant phyla. The nifH and nifK genes were distributed only in Proteobacteria. The hao gene was distributed in Gemmatimonadetes, Nitrospirae and Proteobacteria. Fertilization regimes caused changes in functional redundancy in soil, and nirK and nirB, which are involved in denitrification, were present in different genera. Fertilization regimes with high frequency and high concentration were more likely to increase the gene abundance at the genus level. In summary, this study provides insights into the taxon-specific response of soil nitrogen cycling under different fertilization regimes, where changes in fertilization regimes affect microbial nitrogen cycling by altering soil physicochemical properties in a complex dynamic environment.
Metagenomics analysis was performed to determine the effects of Enterobacter sp. FM-1 (FM-1) on key genera as well as functional genes in the rhizosphere of Bidens pilosa L. (B. pilosa L.). Moreover, metabolomics was used to reveal the differences among rhizosphere metabolites after FM-1 inoculation. FM-1 inoculation significantly increased the activity of enzymes associated with the carbon cycle in soil; among them, invertase activity increased by 5.52 units compared to a control. Specifically, the relative abundance of beneficial genera increased significantly, such as Lysobacter (0.45-2.58 unit increase) in low-contamination soils (LC) and Pseudomonas (31.17-45.99 unit increase) in high-contamination soils (HC). Comparison of different transformation processes of the C cycle revealed that inoculation of FM-1 increased the abundance of functional genes related to the carbon cycle in LC soil. In contrast, the nitrogen cycling pathway was significantly elevated in both the LC and HC soils. FM-1 inoculation reduced HM resistance gene abundance in the rhizosphere soil of B. pilosa L. in the LC soil. Moreover, FM-1 and B. pilosa L. interactions promoted the secretion of rhizosphere metabolites, in which lipids and amino acids played important roles in the phytoremediation process. Overall, we explored the rhizosphere effects induced by plantmicrobe interactions, providing new insights into the functional microbes and rhizosphere metabolites involved in phytoremediation.
Microorganisms that exhibit resistance to environmental stressors, particularly heavy metals, have the potential to be used in bioremediation strategies. This study aimed to explore and identify microorganisms that are resistant to heavy metals in soil environments as potential candidates for bioremediation. Metagenomic analysis was conducted using microbiome metagenomes obtained from the rhizosphere of soil contaminated with heavy metals and mineral-affected soil. The analysis resulted in the recovery of a total of 175 metagenome-assembled genomes (MAGs), 73 of which were potentially representing novel taxonomic levels beyond the genus level. The constructed ecological network revealed the presence of keystone taxa, including Rhizobiaceae, Xanthobacteraceae, Burkholderiaceae, and Actinomycetia. Among the recovered MAGs, 50 were associated with these keystone taxa. Notably, these MAGs displayed an abundance of genes conferring resistance to heavy metals and other abiotic stresses, particularly those affiliated with the keystone taxa. These genes were found to combat excessive accumulation of zinc/manganese, arsenate/arsenite, chromate, nickel/cobalt, copper, and tellurite. Furthermore, the keystone taxa were found to utilize both organic and inorganic energy sources, such as sulfur, arsenic, and carbon dioxide. Additionally, these keystone taxa exhibited the ability to promote vegetation development in re-vegetated mining areas through phosphorus solubilization and metabolite secretion. In summary, our study highlights the metabolic adaptability and ecological significance of microbial keystone taxa in mineral-affected soils. The MAGs associated with keystone taxa exhibited a markedly higher number of genes related to abiotic stress resistance and plant growth promotion compared to non-keystone taxa MAGs.
Heavy metals can drive antibiotic resistance through co-selection mechanisms. Current knowledge predominantly focuses on relationships between metal resistance genes (MRGs) and antibiotic resistance genes (ARGs) at the river reach scale. It remains unclear the links between MRGs and ARGs at the large river basin scale, as does the role of MRG-ARG colocalization in resistance dissemination. This study employed metagenomics to investigate the prevalence of MRGs in the Xiangjiang River, a historically heavy metal-contaminated river, and their connections with ARGs by combining resistome profiling with colocalization analyses. Results revealed the significant prevalence of MRGs in the river compared to nationwide rivers, but it showed weak correlations with metal concentrations in either water or sediment. The prevalence of MRGs in water was weakly driven by abiotic parameters, but was strongly influenced by microbial composition. The proportion of water MRGs attributable to sewage sources was tightly positively correlated with MRG abundances, suggesting the significant contribution of external waste input. Plasmid-originated MRGs were more abundant in water, while chromosomal MRGs dominated in sediment, indicating medium-specific transfer dynamics. The profile of MRGs were strongly correlated with that of ARGs in both media, encompassing several clinically high-risk ARGs. However, MRG-ARG colocalization events were rarely detected (eight instances in total), consistent with low frequencies in nationwide rivers (3.5 % in sediment; 2.0 % in water), implying their limited roles in resistance dissemination. Overall, the findings enhance our understanding of riverine metal resistome and its associations with antibiotic resistome, while emphasize the rare presence of MRG-ARG colocalization in riverine environments.
The inappropriate disposal of toxic compounds generated by industrial activity has been impacting the environment considerably. Microbial communities inhabiting contaminated sites may represent interesting ecological alternatives for the decontamination of environments. The present work aimed to investigate the fungal diversity and its functionality contained in stream sediments with industrial waste contaminated with heavy metals by using metagenomic approach. A total of 12 fungal orders were retrieved from datasets and, at phylum level, Ascomycota was the most abundant, followed by Basidiomycota, Chytridiomycota and Blastocladiomycota. Higher abundance of sequences was encountered within the less contaminated site, while the lower abundance was found in the sample with the higher contamination with lead. Gene sequences related to DNA repair and heavy metals biosorption processes were found in the four samples analyzed. The genera Aspergillus and Chaetomium, and Saccharomycetales order were highly present within all samples, showing their potential to be used for bioremediation studies. The present work demonstrated the importance of using the metagenomic approach to understand the dynamics and the possible metabolic pathways associated with fungal communities related to environmental samples containing heavy metals, as well as evidenced the importance of improving culturomics techniques for isolating strains with potential application in bioremediation processes of environments contaminated with heavy metals.
No abstract available
Freshwater pollution with compounds used during anthropogenic activities could be a major driver of antibiotic resistance emergence and dissemination in environmental settings. Fluoroquinolones and heavy metals are two widely used aquatic pollutants that show a high stability in the environment and have well-known effects on antibiotic resistance selection. However, the impact of these compounds on antibiotic resistance maintenance in aquatic ecosystems remains unknown. In this study, we used a microcosm approach to determine the persistence of two fluoroquinolones (ciprofloxacin, ofloxacin) and two heavy metals (copper and zinc) in the Rhône river over 27 days. In addition, we established links between antibiotic and metal pollution, alone and in combination, and the composition of freshwater bacterial communities, the selection of specific members and the selection and maintenance of antibiotic and metal resistance genes (ARGs and MRGs) using a metagenomics approach. Whereas ofloxacin was detected at higher levels in freshwater after 27 days, copper had the strongest influence on bacterial communities and antibiotic and metal resistance gene selection. In addition, heavy metal exposure selected for some ARG-harboring bacteria that contained MRGs. Our research shows a heavy metal-driven transient co-selection for fluoroquinolone resistance in an aquatic ecosystem that could be largely explained by the short-term selection of Pseudomonas subpopulations harboring both fluoroquinolone efflux pumps and copper resistance genes. This research highlights the complexity and compound-specificity of dose-response relationships in freshwater ecosystems and provides new insights into the medium-term community structure modifications induced by overall sub-inhibitory levels of antibiotic and heavy metal pollution that may lead to the selection and maintenance of antibiotic resistance in low-impacted ecosystems exposed to multiple pollutants.
As the core of soil material cycling, soil microecosystems contaminated by combined heavy metal(loid)s have attracted widespread concern. Previous studies mostly focused on community-level ecological functions, neglecting genomic-level investigations and comprehensive microbial adaptation mechanisms. Here, we integrated multi-omics (metagenomics, genome assemblies, comparative genomics) with field and lab studies to explore responses from community to genomic scales. We found that metal(loid)s altered the assembly of microbial functional genes and weakened functional networks linking carbon, nitrogen, phosphorus, and sulfur cycling. They reduced the potential of carbohydrate metabolism, carbon fixation, and sulfur metabolism involved in protein synthesis and disrupted normal organic matter decomposition (via certain CAZymes). Conversely, they increased the potential of methanogenesis, denitrification, and organic phosphorus mineralization, as well as stimulating dissimilatory sulfate reduction and sulfur disproportionation. Microbes employed multi-level strategies to combat persistent heavy metal(loid)s stress, including reducing metal ion uptake, facilitating intracellular detoxification, and activating efflux pathways. They underwent adaptive evolution through mechanisms such as enhancing the synthesis and transportation of siderophores, strengthening DNA damage repair, and promoting genome streamlining. Notably, our analysis revealed that horizontal gene transfer, mediated by mobile genetic elements, drives the acquisition of resistance genes. This study provides systematic genomic evidence for such adaptive mechanisms in functional microbes, greatly advancing our understanding of their bioremediation potential.
Heavy metal contamination severely threatened soil health, microbial stability, and food safety worldwide. While lignin-based biochar had shown potential in mitigating metal toxicity, its regulatory effects on soil microbiomes and ecosystem functions remained inadequately understood, especially across different carbonization strategies. A cross-scale remediation framework using silicon-modified lignin-based hydrochar (Si-LHB) and pyrochar (Si-LPB) was developed to restore cadmium (Cd)/zinc (Zn)-contaminated soil ecosystems. In a pot experiment combined with metagenomics and biochemical assays, metal speciation, microbial dynamics, nitrogen cycling, and soil multifunctionality were evaluated. Results showed that both Si-LHB and Si-LPB effectively enhanced metal stabilization and plant growth, yet Si-LPB outperformed Si-LHB by significantly reducing acid-soluble Cd and Zn (by 16.22 % and 48.43 %) and increasing residual fractions up to 72.70 %, primarily via silicate precipitation and microenvironment modulation. Compared to Si-LHB, Si-LPB more effectively restructured bacterial communities, enriching Pseudomonadota and increasing community stochasticity (NST>50 %). It also selectively upregulated nitrogen transport genes (e.g., narK, nrtP) and suppressed denitrification genes (e.g., nirK, nosZ), enhancing nitrogen retention and carbon fixation. Consequently, Si-LPB improved soil multifunctionality by 72.13 % and reduced Cd/Zn accumulation in plants by up to 99.66 %. This study demonstrates that silicon-enhanced lignin biochars, particularly Si-LPB, restore soil ecological functions through functional redundancy and enrichment of keystone taxa rather than by increasing diversity, offering a promising carbon-silicon-microbe strategy for sustainable remediation.
Heavy metal-resistant plant growth-promoting bacteria (PGPB) play a crucial role in mitigating heavy metal stress and reducing heavy metal accumulation in plants. However, the origins and transmission mechanisms of PGPB and their associated heavy metal resistance genes (MRGs) in plants remain unclear. To fill this knowledge gap, we collected rice and related environmental samples from heavy metal-contaminated paddy fields. The microbial DNA was recovered from these rice and environmental samples and then analyzed using shotgun metagenomics at the metagenome-assembled genomes (MAGs) level. As a result, 805 MRG-PGPB combinations were detected in rice tissues and related environments under heavy metal contamination conditions. Core MRG-PGPB combinations shared across seed-rice (42.46%) and environment-rice (13.34%) interfaces collectively constituted 55.80% of the detected combinations, demonstrating that environmental translocation and seed-borne vertical transmission jointly drive over half of MRG-PGPB colonization in rice systems. Subsequent source-tracking analysis indicated that PGPBs present in rice primarily originated from seeds, with a substantial proportion also attributed to translocation within rice tissues. Phylogenetic analysis of dominant MRGs further demonstrated the seed-borne vertical transmission of MRGs-PGPB, while simultaneously elucidating that MRGs harbored by PGPB in rice could also be acquired via horizontal gene transfer (HGT) from environmental or seed-borne MRG-PGPB, particularly from atmospheric microbes such as Methylophilus and Serratia. These findings provide valuable insights into harnessing PGPB to enhance rice resilience against heavy metal contamination, thereby contributing to improved food security and sustainable agricultural practices.
Wastewater treatment plants in Tunisia are recognized as key locations for the spread of antibiotic and heavy metal resistance genes among bacteria. Despite the widespread presence of pollutants in these treatment systems, there is still a significant gap in our understanding of resistance dynamics. This study focused on analyzing the bacterial community and resistome-mobilome profiles of the Charguia wastewater treatment plant (WWTP). Using metagenomics sequencing, six samples from the influent, sludge, and effluent were thoroughly examined. Our research findings indicated the prevalence of Proteobacteria and high levels of Bacteroidota, Firmicutes, Campylobacterota, and Patescibacteria. After conducting a species level analysis, we identified important species such as Pseudomonas psychrophila, Pseudomonas fragi, Pseudomonas lundensis, Acinetobacter johnsonii, and Thiothrix unzii linked to antibiotic resistant genes (ARGs) like mdtA and merR1 and heavy metal resistance genes (MRGs), including czcA and cnrA. Our study illustrated the persistence of specific species in the effluent due to the co-occurrence of ARGs/MRGs and mobile genetic elements (MGE). Notably, IncQ and IncP were found to be associated with mdtA, mexR, arsR1, and merR. The conclusions drawn from our research suggest that the WWTP has been potentially effective in reducing multidrug resistance.
No abstract available
Heavy metal pollution from compost is one of the most concerned environmental problems, which poses a threat to the ecosystem and human health. This study aims to reveal the heavy metal tolerance and detoxification mechanism mediated by heavy metal resistance genes (HMRGs) in compost habitat through metagenomics combined with chemical speciation analysis of heavy metals. The results showed that there were 37 HMRGs corresponding to 7 common heavy metal(loid)s in composting, and they had the ability to transform heavy metals into stable or low-toxic speciation by regulating enzyme transport, redox, methylation, etc. This study summarized the heavy metal metabolism pathway mediated by HMRGs, providing a new perspective for understanding the transformation of heavy metals in the composting process.
Bacteria from resource islands can adapt to different extreme conditions in semi-arid regions. We aimed to determine the potential resistance and tolerance to heavy metals from the bacterial community under the canopy of three resource islands in a semi-arid zone of the Colombian Caribbean. Total DNA was extracted from soil and through a metagenomics approach, we identified genes related to heavy metal tolerance and resistance under the influence of drought and humidity conditions, as well as the presence or absence of vegetation. We characterized the genomes of bacterial isolates cultivated in the presence of four heavy metals. The abundances of genes related to heavy metal resistance and tolerance were favored by soil moisture and the presence of vegetation. We observed a high abundance of resistance genes (60.4%) for Cu, Zn, and Ni, while 39.6% represented tolerance. These genes positively correlated with clay and silt content, and negatively correlated with sand content. Resistance and tolerance were associated with detoxification mechanisms involving oxidoreductase enzymes, metalloproteases, and hydrolases, as well as transmembrane proteins involved in metal transport such as efflux pumps and ion transmembrane transporters. The Bacillus velezensis C3-3 and Cytobacillus gottheilii T106 isolates showed resistance to 5 mM of Cd, Co, Mn, and Ni through detoxification genes associated with ABC pumps, metal transport proteins, ion antiporter proteins, and import systems, among others. Overall, these findings highlight the potential of bacteria from resource islands in bioremediation processes of soils contaminated with heavy metals.
Genome-resolved metagenomics revealed metal-resistance, geochemical cycles in a Himalayan hot spring
No abstract available
Remediation of heavy metal-contaminated soil is a global priority, particularly as reclaimed land increasingly intersects with urban development and human exposure. However, the ecological consequences of soil remediation, especially its impact on antimicrobial resistance (AMR) as a global health threat, have remained poorly understood. Here, we combined single-cell Raman-D₂O probing with genome-resolved metagenomics to monitor the dynamics of phenotypic and genotypic resistance to metals and antibiotics during a 120-day remediation of soils with three contamination levels from a lead-zinc smelting site. Although chemical remediation substantially reduced bioavailable metals (by 42-65%), AMR was not diminished. Instead, both phenotypic activity and gene abundance of metal- and antibiotic-resistant microorganisms increased, resulting in a 2-to 3-fold increase in AMR-associated health risks. Among 76 metagenome assembled genomes (MAGs) from phenotypic resistance communities, all Cd resistance-associated MAGs harbored multidrug resistance genes, half of which were colocalized with metal resistance determinants, and their prevalence continued to rise with remediation. These findings reveal that although remediation alleviates acute metal toxicity, residual low-concentration bioavailable metals sustain evolutionary selection for resistance, highlighting a disconnect between chemical recovery and biological safety. Moreover, the improved soil nutrient and physiochemical properties of remediated soils further promoted the proliferation of antibiotic-resistant bacteria. This study offers new ecological insights into the unintended consequences of anthropogenic interventions, underscoring the need to integrate biological safety into soil health and safety assessments.
The occurrence and spread of antibiotic resistance genes (ARGs) in environmental microorganisms, particularly in poly-extremophilic bacteria, remain underexplored and have received limited attention. This study aims to investigate the prevalence of ARGs and metal resistance genes (MRGs) in shotgun metagenome sequences obtained from water and salt crust samples collected from Lake Afdera and the Assale salt plain in the Danakil Depression, northern Ethiopia. Potential ARGs were characterized by the comprehensive antibiotic research database (CARD), while MRGs were identified by using BacMetScan V.1.0. A total of 81 ARGs and 39 MRGs were identified at the sampling sites. We found a copA resistance gene for copper and the β-lactam encoding resistance genes were the most abundant the MRG and ARG in the study area. The abundance of MRGs is positively correlated with mercury (Hg) concentration, highlighting the importance of Hg in the selection of MRGs. Significant correlations also exist between heavy metals, Zn and Cd, and ARGs, which suggests that MRGs and ARGs can be co-selected in the environment contaminated by heavy metals. A network analysis revealed that MRGs formed a complex network with ARGs, primarily associated with β-lactams, aminoglycosides, and tetracyclines. This suggests potential co-selection mechanisms, posing concerns for both public health and ecological balance.
Soilless revegetation is an efficient way for gold tailing remediation, and micro-ecological environments in plant rhizosphere are important for vegetation establishment and pollution removal. In the present study, a field experiment of soilless revegetation has been carried out in a gold tailings pond, and the key genera and functional genes in the plant rhizosphere of gold mine tailings were revealed by metagenomics analysis. Soilless revegetation significantly decreased rhizosphere tailing pH from 8.54 to 7.43-7.87, reduced heavy metal (HM) concentration by 29.81-44.02% and enhanced the nutrient content by 50.30-169.50% averagely. Such improvements were strongly and closely correlated to microbial community and functional gene composition variation. The relative abundance of ecologically beneficial genus such as Actinobacteria (increased 9.7-18.8%) and functional genes involved in carbon, nitrogen and phosphorus cycling such as pyruvate metabolism (relatively increased 8.7-15.0%), assimilatory (increased to 1.44-2.08 times), phosphate ester mineralization (increased to 1.12-1.29 times) and phosphate transportation (increased to 1.28-1.85 times) were significantly increased. Moreover, the relative abundance of most As and Zn resistance genes were reduced, which may relate to the decrease of As and Zn concentration in the rhizosphere tailings. These results revealed the correlation among HM concentrations, microbial composition and functional genes, and provided clear strategies for improving gold mine tailing ecological restoration efficiency.
Plethora of microorganisms is present on Earth and play crucial role in geochemical cycles. A major proportion of microorganisms is uncultured and therefore culture independent methods are most suited to study the microbial diversity comprehensively. This has led to microbial molecular ecology fields including metagenomics. In this study, metagenomics data of microbial communities of different sites contaminated with different heavy metals such as chromium, arsenic, lead, selenium, copper and cadmium were compared in silico to determine the microorganisms which are common in different samples and the microorganisms that are exclusive to certain samples only. For this purpose, 16S rRNA gene sequences of heavy metal contaminated sites was downloaded from NCBI Short Read Archive (SRA). The sequences were analyzed in Mothur tool through Galaxy server. The sequences were classified using Ribosomal Database Project (RDP) reference dataset and Operational Taxonomic Units (OTUs) were generated. Heatmaps, Venn diagrams, phylogenetic tree, and NMDS plots were generation. Diversity indices such as Shannon, Simpson and Chao, as well as relative abundance was determined. It was found that Proteobacteria, Actinobacteria, Acidobacteria, Fermicutes, Bacteriodetes, and Bacilli were the most abundant bacteria and were present in all heavy metal contaminated samples. Proteobacteria, and Beta-Proteobacteria, were present in all samples but were most abundant in cadmium affected samples. Xanthomonadales were most abundant in lead contaminated samples. Firmicutes were most abundant in chromium affected samples. Bacteriodetes were present in all arsenic contaminated samples but were not detected in any other samples. Rhizobiales were present in all arsenic and lead contaminated samples. Analysis of molecular variance (AMOVA) test was performed and it was found that the microbial communities of all the samples contaminated with different samples were found to be statistically different (p-value ?0.001). The bacteria which are present in all samples might have resistant against all these heavy metals and thus should be explored further for possible applications of bioremediation.
Heavy metal pollution poses a serious threat to soil ecosystems worldwide, as long-term exposure can alter microbial community functioning and reduce overall ecosystem resilience. This study investigated the impact of heavy metal contamination in technogenic industrial areas of the East Kazakhstan Region on soil microbial communities. Soil samples were collected for chemical and metagenomic analyses. Concentrations of Zn, Pb, Cu, and Cd were quantified by flame atomic absorption spectrometry (FAAS). Using long-read whole-metagenome nanopore sequencing, we conducted strain-level profiling of soils with different levels of metal contamination. This approach provided high-resolution taxonomic data, enabling detailed characterization of microbial community structure. Heavy metal exposure did not significantly reduce microbial diversity or richness but influences the quality of community composition. Metal-resistant taxa dominated contaminated soils. Overall, the results highlight the value of long-read sequencing for resolving strain-level responses to environmental contamination.
This study explores the physicochemical properties and microbiological community structure of oil-contaminated soils from Midrand and Roodepoort, South Africa. Due to sample pooling, the analysis provides a composite profile for investigating site-specific microbial adaptations rather than replicated ecological inference. The soils of Midrand exhibited acidity (pH around 5.5–5.9), elevated levels of heavy metals (e.g., Zn exceeding 1000 mg/kg), and the presence of 5–6 ring polycyclic aromatic hydrocarbons (PAHs). The soils in Roodepoort exhibited a near-neutral pH (about 6.2–7.2), characterized by specific metal concentrations (e.g., Cr exceeding 150 mg/kg) and an elevated presence of four-ring polycyclic aromatic hydrocarbons (PAHs). Metagenomic analysis indicated distinct microbial communities: Pseudomonas spp. were prevalent in Midrand, while Bacillus spp. were dominant in Roodepoort. Correlation analysis suggested connections between pollutants and microbial taxa; however, these findings are tentative. Recovered metagenome-assembled genomes (MAGs) indicated genetic potential for polycyclic aromatic hydrocarbon (PAH) degradation in Midrand and for metal resistance in Roodepoort. The findings suggest that localised pollution profiles are associated with unique microbial community structures and genetic potentials, providing a genomic basis for proposing site-specific bioremediation strategies. The research underscores the necessity for measures that take into account pollutant composition, soil pH, and microbial adaptation.
Heavy metal pollution is a global concern. Targeting at the surface sediments in western Chaohu Lake and using metagenome sequencing, we probed into the mechanism of how microbes adapted to heavy metal‐polluted sediments under natural conditions. It was found the heavy metal pollution intensity of the three typical sampling places ranked as estuary of Nanfeihe River (NFH) > Zhongmiao Town (HZ) > Hongshizui (HSZ). Totally 129 phyla, 2631 genera and 12 989 species were detected in the sediment samples, and HSZ, HZ and NFH had 35, 51 and 67 exclusive genera, respectively. The bacterial biomass and virus quantity from NFH accounted for 22·84 and 70·69% of total quantities, respectively, and the microbial community compositions in NFH were also different from those in HSZ and HZ. Metagenomics sequencing and functional gene annotation showed NFH contained many functional genes related to nucleic acid transport and metabolism, ribosome structures and biological origin, replication recombining and repair and inorganic ion transport and metabolism. Kyoto Encyclopedia of Genes and Genomes analysis suggested the sediments from NFH were rich in enzymes correlated with heavy metal transport and reduction. Our findings offer some scientific basis for Chaohu Lake control and microbe resource utilization.
No abstract available
Mangrove ecosystems are crucial ecosystems that are vulnerable to exposure to pollutants such as heavy metals originating from anthropogenic activities and accumulated in sediments. Bacteria found in mangrove sediments have mechanisms of resistance and absorption of heavy metals and have successfully adapted. In this study, a bioinformatics analysis was conducted on genes involved in heavy metal resistance and uptake in bacteria in mangrove sediments. The analysis included the physical and chemical properties of proteins, heavy metal toxicity levels, homologous protein modeling, and phylogenetic relationships among the bacterial species identified. Six bacteria were successfully extracted from NCBI, and the genes they possess are Microbulbifer aggregans CCB-MM1 (czcA gene), Marinobacter sp. C2H3 (arsC), Pseudarthrobacter sp. B907 (merA), Albidovulum sediminis FT324 (CopM), Tersicoccus mangrovi MR15 (merB), and Alkalibacterium sp. MB6 (CadD). Analysis using Protparam showed that the number of amino acids of the bacteria ranged from 98 to 1,038, with the longest amino acid found in Microbulbifer aggregans CCB-MM1, and a sequence identity of 100% in protein modeling using SWISS-Model. A phylogenetic tree of the six bacteria was constructed to determine the evolutionary relationships between bacteria with the same habitat. Exploration of heavy metal resistance bacteria was conducted to understand the molecular mechanisms of bacteria in resisting and absorbing harmful heavy metals.
Phosphate tailings are usually rich in phosphorus and some other mineral nutrients, which is very suitable for composting. In this study, 60 days of composting using phosphate tailings, chicken manure, and straw resulted in a significant decrease in total nitrogen (TN) content from 1.75 ± 0.12 g/kg to 0.98 ± 0.23 g/kg (p < 0.01), with a nitrogen retention of 56%, an increase in water-soluble phosphorus (Ws-P) from 3.24 ± 0.14 mg/kg to 7.21 ± 0.09 mg/kg, and an increase in immediate potassium (AK) from 0.56 ± 0.21 mg/kg to 1.90 ± 0.11 mg/kg (p < 0.05). Metagenomic sequencing showed little changes in the diversity and abundance of microbial communities before and after composting, but changes in species composition and the abundance of archaea, bacteria, and fungi resulted in differences in community structure before and after composting. Composting contributed to a lower gene abundance of ARGs and MRGs. The addition of phosphate tailings combined the functions of chemical regulation and nutrient enrichment, and its synergistic effect significantly optimized the nutrient cycling in the composting system.
Surfactants are widely used as a passivating agent in heavy metal passivation process, but their effect on transformation of heavy metal fraction and reduction of heavy metal resistance genes (MRGs) in composting process is still unknown. The aim of this study was to compare the effects of two anionic surfactants (rhamnolipid and sodium dodecyl sulfate) on heavy metal passivation and resistance gene reduction in chicken manure composting. The results showed that the addition of surfactant can effectively enhance degradation of organic matter (OM). Both surfactants could effectively reduce the bioavailability of heavy metals and the relative abundance of resistance genes, especially rhamnolipids. The potential functional bacteria affecting heavy metal passivation were identified by the changes of microbial community. Redundancy analysis (RDA) showed that protease (PRT) activity was the key factor affecting the fractions of the second group of heavy metals (HMs) including ZnF1, CuF1, CuF2, PbF1 and PbF3. These findings indicate that addition of anionic surfactants can reduce the bioavailability of heavy metals and the abundance of resistance genes in compost products, which is of guiding significance for the reduction of health risks in the harmless utilization of livestock and poultry manure.
Metagenomic approach was applied to simultaneously reveal the antibiotic resistance genes (ARGs) and antibacterial biocide & metal resistance genes (BMRGs), and the corresponding microbial hosts with high mobility during aerobic granular sludge (AGS) formation process. The results showed that the relative abundance of BMRGs was 88-123 times that of ARGs. AGS process was easier to enrich BMRGs, leading to a greater risk of drug resistance caused by BMRGs than that by ARGs. The enrichments of ARGs and BMRGs in AGS were closely related to several enhanced microbial metabolisms (i.e., cell motility, transposase and ABC transporters) and their corresponding regulatory genes. Several enhanced KO functions, such as K01995, K01996, K01997 and K02002, might cause a positive impact on the spread of ARGs and BMRGs, and the main contributors were the largely enriched GAOs. The first dominant ARGs (adeF) was carried by lots of microbial hosts, which might be enriched and propagated mainly through horizontal gene transfer. Candidatus Competibacter denitrificans simultaneously harbored ARG (cmx) and Cu related RGs (corR). Many enriched bacteria contained simultaneously multiple BMRGs (copR and corR) and mobile genetic elements (integrons and plasmids), granting them high mobility capabilities and contributing to the spread of BMRGs. This study might provide deeper understandings of the proliferation and mobility of ARGs and BMRGs, importantly, highlighted the status of BMRGs, which laid the foundation for the controlling widespread of resistance genes in AGS.
Abuse of heavy metals and antibiotics results in the dissemination of metal resistance genes (MRGs) and antibiotic resistance genes (ARGs). Ditch wetlands are important sinks for heavy metals and antibiotics. The relationships between bacterial communities and MRG/ARG dissemination under dual stresses of heavy metals and antibiotics remain unclear. The responses of MRGs and ARGs to the co-selective pressure of cadmium (Cd) and doxycycline (DC) in ditch wetlands were investigated after 7-day and 84-day exposures. In ecological ditches, residual rates of Cd and DC varied from 0.4 to –5.73% and 0 to –0.61%, respectively. The greatest total relative abundance of ARGs was observed in the Cd 5 mg L–1 + DC 50 mg L–1 group. A significant level of DC (50 mg L–1) significantly reduced the total relative abundances of MRGs at a concentration of 5 mg L–1 Cd stress. Redundancy analysis indicated that Cd and DC had strong positive effects on most ARGs and MRGs after a 7-day exposure. Meanwhile, the class 1 integron gene (intI1) exhibited strong positive correlations with most ARGs and cadmium resistance genes (czcA) after an 84-day exposure. Network analysis showed that Acinetobacter and Pseudomonas were the potential dominant host genera for ARGs and MRGs, and tetracycline resistance genes (tetA), czcA, and intI1 shared the same potential host bacteria Trichococcus after an 84-day exposure.
Contaminants such as heavy metals may contribute to the dissemination of antimicrobial resistance (AMR) by enriching resistance gene determinants via co‐selection mechanisms. In the present study, a survey was performed on soils collected from four areas at the Savannah River Site (SRS), South Carolina, USA, with varying contaminant profiles: relatively pristine (Upper Three Runs), heavy metals (Ash Basins), radionuclides (Pond B) and heavy metal and radionuclides (Tim’s Branch). Using 16S rRNA gene amplicon sequencing, we explored the structure and diversity of soil bacterial communities. Sites with legacies of metal and/or radionuclide contamination displayed significantly lower bacterial diversity compared to the reference site. Metagenomic analysis indicated that multidrug and vancomycin antibiotic resistance genes (ARGs) and metal resistance genes (MRGs) including those associated with copper, arsenic, iron, nickel and zinc were prominent in all soils including the reference site. However, significant differences were found in the relative abundance and diversity of certain ARGs and MRGs in soils with metal/radionuclide contaminated soils compared to the reference site. Co‐occurrence patterns revealed significant ARG/MRG subtypes in predominant soil taxa including Acidobacteriaceae, Bradyrhizobium, Mycobacterium, Streptomyces, Verrumicrobium, Actinomadura and Solirubacterales. Overall, the study emphasizes the potential risk of human activities on the dissemination of AMR in the environment.
Antibiotic-resistance genes (ARGs) are world-wide contaminants posing potential health risks. Quaternary ammonium compounds (QACs) and heavy metals can apply selective pressure on antibiotic resistance. However, there is a lack of evidence regarding their coupled effect on changes in ARGs and virulence factor genes (VFGs) in various soil types and their plastispheres. Herein, we conducted a microcosm experiment to explore the abundances and profiles of ARGs and VFGs in soil plastispheres from three distinct types of soils amended with Cu and disinfectants. The plastispheres enriched the ARGs' abundance compared to soils and stimulated the coupling effect of combined pollutants on promoting the abundances of ARGs and VFGs. Horizontal gene transfer inevitably accelerates the propagation of ARGs and VFGs in plastispheres under pollutant stress. In plastispheres, combined exposure to disinfectants and Cu increased some potential pathogens' relative abundances. Moreover, the combined effect of disinfectants and Cu on ARGs and VFGs changed with soil type in plastispheres, emphasising the necessity to incorporate soil type considerations into health risk assessments for ARGs and VFGs. Overall, this study highlights the high health risks of ARGs under the selective pressure of combined pollutants in plastispheres and provides valuable insights for future risk assessments related to antibiotic resistance.
Antibiotic resistance genes (ARGs) and antibiotic resistant bacteria (ARB) are worldwide considered as emerging contaminants of large interest, and a primary threat to human health. It is becoming clear that the environment plays a central role in the transmission, spread, and evolution of antibiotic resistance. Although marine systems have been largely investigated, only a few studies have considered the presence of ARGs in meso- and bathypelagic waters. To date, no molecular based studies have yet been made to investigate the occurrence of ARGs in the Black Sea, the largest meromictic basin in the world, receiving water from a number of important European rivers and their residues of anthropogenic activities in permanently stratified mesopelagic water masses. In this study, we determined the presence and the abundance of five ARGs (blaCTXM, ermB, qnrS, sul2, tetA) and of the heavy metal resistance gene (HMRG) czcA, in different sampling sites in the eastern and western Black Sea, at several depths (up to 1000 m) and various distances from the shoreline. Three ARGs (blaCTXM, sul2, and tetA) and czcA were present in at least 43% of the analysed samples, whereas ermB and qnrS were never detected. In particular, sul2 abundances increased significantly in coastal location, whereas tetA increased with sampling depth. These findings point out the Black Sea as a source of ARGs and HMRGs distributed along the whole water column.
Heavy metals have been recently revealed as promoters to antibiotic resistance gene (ARG) dissemination in water environment, but their influence on ARG transfer in the activated sludge process has not been clear. In this study, a set of sequencing batch reactors (SBRs) and micro-scale microfluidic chips were established to quantify the impacts of heavy metals (0.5 mM of Pb, 0.1 mM of As, and 0.005 mM of Hg) on the ARG spreading in the activated sludge consortium. Under heavy metal stress, transfer frequencies were 1.7-3.6 folds increase compared to the control. Gram-negative bacteria increased significantly after heavy metal added, which were more prone to receiving resistant plasmid from donors. Meanwhile, the relative expression of genes related to conjugation changed in activated sludge, especially the expression of outer membrane protein and oxidative stress regulatory genes increased by 2.9-7.4 folds and 7.8-13.1 folds, respectively. Furthermore, using microfluidic chips, the dynamics of ARG transfer was observed at single cell level under heavy metal pressure. Heavy metals firstly promoted conjugation and then vertical gene transfer played an important part for ARG spreading. The results provided in-depth understanding of the influence of heavy metals on ARG behavior in the environment.
Heavy metals in soil pose serious threat to the ecological environment and human health. The application of nanomaterials in the remediation process of heavy metal contaminated soil has made significant progress. This work investigated the impact of hollow mesoporous MnO2 nanomaterials (HMN) on soil aggregates and microbial communities during soil remediation process. The study found that applying HMN promotes the formation of large aggregates, and the microbial communities that improve soil structural functions were more sensitive to HMN in the remediation process of Cd-contaminated soils, while microbial communities that responded to HMN in Pb contaminated soils were associated with heavy metal stress, plant growth, and nutrient cycling functions. Additionally, the addition of HMN to Pb and Cd contaminated soils affected amino acid-related metabolic pathways. The application of HMN regulated the microbial membrane transport functions in these contaminated soils, enhanced nucleotide metabolism in Cd contaminated soils, and improved carbohydrate metabolism in Pb contaminated soils. HMN drove soil microbial community assemblage to change the metabolic process, thereby improving soil quality. However, the formation of soil aggregates as well as the change of the porosity and fertility deserved further investigation.
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Heavy metal (HM) contamination of soil is a worldwide problem with adverse consequences for the environment and human health. Microorganisms, as the most active fraction in soil, play a pivotal role in assessing changes in soil quality and maintaining ecological equilibrium. Accordingly, screening efficient microorganisms for remediating contaminated soils has emerged as a key research focus. This study employed high-throughput sequencing and conducted in situ field surveys to investigate the impacts of long-term HM pollution with varying severity on soil physicochemical properties, as well as the community structure and diversity of bacteria and fungi. The results showed that the major soil physiochemical properties and the bacterial and fungal β diversity significantly changed with the increase in HM pollution levels. The relative abundances of Chloroflexi, Myxococcota and Nitrospirota among bacteria, along with Chytridiomycota and Talaromyces among fungi, increased significantly with rising HM pollution levels. In low-, medium- and highly contaminated soils, the dominant bacterial species were OTU10618 (Micrococcales), OTU6447 (Chthoniobacterales), and OTU7447 (Burkholderiales), while the dominant fungal species were OTU3669 (Glomerellales), OTU397 (Olpidiales), and OTU2568 (Mortierellales). Bacterial communities were mainly affected by soil-available phosphorus, available cadmium (Cd) and available Pb, while fungal communities were predominantly influenced by soil-available phosphorus, soil organic carbon and total Pb content. These findings demonstrate that soil microorganisms in chronically HM-contaminated soils exhibit adaptive shifts, and this study thereby provides critical implications for assessing the remediation potential of diverse microbial taxa in HM-polluted soils.
Summary Microbial communities are essential for a healthy soil ecosystem. Metals and radionuclides can exert a persistent pressure on the soil microbial community. However, little is known on the effect of long‐term co‐contamination of metals and radionuclides on the microbial community structure and functionality. We investigated the impact of historical discharges of the phosphate and nuclear industry on the microbial community in the Grote Nete river basin in Belgium. Eight locations were sampled along a transect to the river edge and one location further in the field. Chemical analysis demonstrated a metal and radionuclide contamination gradient and revealed a distinct clustering of the locations based on all metadata. Moreover, a relation between the chemical parameters and the bacterial community structure was demonstrated. Although no difference in biomass was observed between locations, cultivation‐dependent experiments showed that communities from contaminated locations survived better on singular metals than communities from control locations. Furthermore, nitrification, a key soil ecosystem process seemed affected in contaminated locations when combining metadata with microbial profiling. These results indicate that long‐term metal and radionuclide pollution impacts the microbial community structure and functionality and provides important fundamental insights into microbial community dynamics in co‐metal‐radionuclide contaminated sites.
Cow dung reduces the bioavailability of heavy metals (HMs) in wheat soils. However, interactive influence of soil chemical properties, microbial communities and functional genes in HM immobilization need to be further investigated. Therefore, the effects of cow dung on heavy metals content in soil and wheat, soil microbial community structure, and heavy metal resistance genes (MRGs) were tested with pot experiment. Cow dung reduced the bioavailable forms of Cd by 8% to 21%, thereby reducing the Cd content of wheat grains by 30.5% to 46.1%. Bioavailable forms of Cd in soil were significantly and negatively correlated with soil chemical properties, relative abundance of microbial genera (such as Bradyrhizobium spp. and Mycolicibacterium spp.), and relative abundance of MRGs (such as actA and fpvA). Concurrently, the bioavailable forms of Cu and Zn exhibited significant correlations with Shannon index and MRGs (such as copC). These results indicated that changes in soil environmental factors (soil chemical properties, microbial communities and MRGs) are conducive to reducing the bioavailability of Cd. However, the high levels of Cu and Zn in cow dung may also disrupt soil ecology, resulting in a decline in microbial diversity and impacting the abundance of MRGs. Therefore, the rates of application of cow dung should be carefully selected and should not exceed 2.5% (w/w). These results may provide scientific evidence for the safe use of cow dung and remediation of heavy metals in wheat soils.
Heavy metal contamination of soil is one of the major challenges to sustainable agriculture. This contamination can be transmitted through the soil food chain and poses a serious threat to human health. In this study, we found that freeze-thaw leaching (FTL) effectively complements the low removal rate of chemical leaching, and investigated the effects of different numbers of FTL on Cd contamination, soil chemical properties and microbial communities. The results showed that repeated FTL significantly reduced (P < 0.05) the total Cd content in the top soil (19.02 %-49.35 %) and subsoil (0.41 %-21.13 %) and promoted the transformation of Cd to a more stable form, mainly through various removal mechanisms such as complexation, ion-exchange, and chemical precipitation. This finding was supported by reductions in several soil properties, including pH, available potassium (AK), and available phosphorus (AP). FTL treatment initially increased the bioavailability of Cd compared to chemical leaching, but bioavailability of Cd progressively decreased as the number of freeze-thaw cycles increased. Additionally, FTL reduced the richness and diversity of bacteria communities, destabilized ecological symbiotic networks, while increasing the richness and diversity of fungi in the soil. Various model analyses indicated that FTL treatment, available Cd, soil pH, AP and AK were the key drivers influencing the changes in microbial community structure. This study provides new insights and scientific bases for the effective management of heavy metal pollution in agricultural soils, the restoration of ecosystem health, and the improvement of soil sustainability.
The soil system is a key component of the environment that can serve as a sink of pollutants. Using processed waste for aided phytostabilization of metals (HMs) in contaminated soils is an attractive phytoremediation technique that integrates waste utilization and recycling. In this study, we evaluated the effect of biologically and thermally processed wastes, i.e. sewage sludge compost (CSS), poultry feather ash (AGF) and willow chip biochar (BWC), on phytostabilization of contaminated soil from a steel disposal dump. Greenhouse experiments with Lupinus luteus L. and amendments (dosage: 3.0%, w/w) were conducted for 58 days. Soil toxicity was evaluated with Ostracodtoxkit and Phytotoxkit tests. At the end of the experiment, soil pH, plant biomass yield, and HM accumulation in plant tissues were determined. HM distribution, HM stability (reduced partition index) and potential environmental risk (mRI index) in the soil were assessed. During phytostabilization, changes in the diversity of the rhizospheric bacterial community were monitored. All amendments significantly increased soil pH and biomass yield and decreased soil phytotoxicity. AGF and BWC increased accumulation of individual HMs by L. luteus roots better than CSS (Cu and Cr, and Ni and Zn, respectively). The soil amendments did not improve Pb accumulation by the roots. Improvements in HM stability depended on amendment type: Ni and Pb stability were improved by all amendments; Zn stability, by AGF, and BWC; Cd stability, by AGF; and Cr stability, by BWC. AGF reduced the mRI most effectively. Microbial diversity in amended soils increased with time of phytostabilization and was up to 9% higher in CSS amended soil than in control soil. AGF application favored the abundance of the genera Arenimonas, Brevundimonas, Gemmatimonas and Variovorax, whose metabolic potential could have contributed to the better plant growth and lower mRI in that soil. In conclusion, AGF and BWC have great potential for restoring steel disposal dump areas, and the strategies researched here can contribute to achieving targets for sustainable development.
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Soil microbial diversity and fertility are increasingly threatened by combined contamination from heavy metals and pesticides. These pollutants interact synergistically, leading to significant alterations in microbial community structure, reduced enzymatic activity, and impaired nutrient cycling. Such impacts directly affect soil fertility and long-term agricultural sustainability. This study is to evaluate the interactive effects of heavy metals and pesticides on soil microbial diversity and fertility, with a focus on understanding how these combined stressors influence ecosystem functioning. A combination of field sampling and laboratory experiments was employed. Soil samples were collected from agricultural field to long-term pesticide application and located near industrial discharge zones in Kanpur. Microbial diversity was assessed through culture-dependent methods, molecular profiling (16S rRNA sequencing), and enzymatic assays including dehydrogenase, urease, and phosphatase activity. Soil fertility was evaluated using standard parameters (pH, EC, available N, P, K, and micronutrients). It plays a crucial role in shaping agricultural practices and policy decisions. Farmers and local communities often underestimate the hidden risks of continuous agrochemical and industrial pollutant use, prioritizing short-term productivity over long-term soil health. It provides a comprehensive framework for safeguarding soil health and ensuring food security in contaminated ecosystems. Soil microbial diversity is central to ecosystem functioning and agricultural productivity. However, increasing contamination of soils by heavy metals and pesticides poses a dual threat to soil health. The present study aims to evaluate the interactive effects of heavy metals (Cd, Pb, Cr, Ni, Zn) and commonly used pesticides on soil microbial diversity, enzyme activity, and fertility status. The objective was to assess how combined pollutants influence microbial community structure, soil nutrient dynamics, and overall soil quality.
Amaranthus spp. are a group of strongly invasive and vigorous plants, and heavy metal phytoremediation using alien invasive Amaranthus spp. has been a popular research topic. In this study, the bioconcentration factor (BCF) and translocation factor (TF) of Amaranthus spp. were evaluated, focusing on the accumulation potential of cadmium (Cd) and lead (Pb) by plants from three different zinc mining areas, namely Huayuan (HYX), Yueyang (LYX), and Liuyang (LYX). The HYX area has the most severe Cd contamination, while the LYX area has the most apparent Pb contamination. The results showed that Amaranthus spp. had a strong Cd and Pb enrichment capacity in low-polluted areas. To elucidate the underlying mechanisms, we used high-throughput sequencing of 16S rRNA and internal transcribed spacer (ITS) regions to analyze rhizosphere bacterial and fungal communities in three areas. The results showed significant differences in the structure, function, and composition of microbial communities and complex interactions between plants and their microbes. The correlation analysis revealed that some key microorganisms (e.g., Amycolatopsis, Bryobacterium, Sphingomonas, Flavobacterium, Agaricus, Nigrospora, Humicola) could regulate several soil factors such as soil pH, organic matter (OM), available nitrogen (AN), and available phosphorus (AP) to affect the heavy metal enrichment capacity of plants. Notably, some enzymes (e.g., P-type ATPases, Cysteine synthase, Catalase, Acid phosphatase) and genes (e.g., ZIP gene family, and ArsR, MerR, Fur, NikR transcription regulators) have been found to be involved in promoting Cd and Pb accumulation in Amaranthus spp. This study can provide new ideas for managing heavy metal-contaminated soils and new ways for the ecological resource utilization of invasive plants in phytoremediation.
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Carbon dots (CDs) inevitably accumulate in soils due to their widespread use affecting soil enzyme activities and microbial community structure. Soil microbial-mediated dissimilatory iron reduction processes will affect soil elemental...
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Mining and smelting activities have brought potentially serious heavy metal(loid)s pollution to their surrounding locale. However, studies on microbial metabolic activities, community structure, and adaptation in soils proximal to non-ferrous metal mining and smelting areas are still lacking. Here the effects of biotic and abiotic characteristics of soil taken from sites surrounding inactive and active non-ferrous metal mine smelting facilities on microbial enzyme activity, microcalorimetry, and high-throughput sequencing of 16S rRNA gene barcoding were studied. Data indicated that the soils were heavily polluted by toxic metal(loid)s, of which As and Cd were the main contaminants. Microbial acid phosphatase activity and microcalorimetric total heat value were sensitive metabolic indicators in the studied areas. Actinobacteriota had the highest relative abundance, followed by Proteobacteria, Chloroflexi, and Acidobacteria. Microbial metabolic activity, bacterial community structure and phenotype varied between inactive and active sites (p < 0.05). Such analyses indicated that electrical conductivity, total As, Cu, and Mn contents, and bioavailable As, Cu, Cd, and Mn concentrations were key factors determining microbial activities, bacterial community structure, and phenotypes. Knowledge of microbial adaptation to heavy metal stressors is important for better understanding the aerial transfer of fugitive heavy metal(loid)s (and possibly microbes) and for designing future strategies for improved soil bioremediation.
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Plastic pollution poses a significant threat to agricultural ecosystems, yet the effects of metal additives in these plastics on soil health remain understudied. We investigated how new and UV-weathered PVC plastic film with realistic nano-ZnO addition rates (0, 1, and 5 % wt.) affected soil properties and microbial communities. UV aging significantly enhanced Zn release from nano-ZnO PVC plastics, substantially increasing both the total and bioavailable Zn concentrations in soil. UV-aging of PVC containing 1 % ZnO increased total soil Zn by ca. 2-fold and available Zn by ca. 6-fold, while in the 5 % ZnO treatment, total Zn increased 6-fold (reaching 649 mg kg-1) and available Zn ca. 25-fold (reaching 159 mg kg-1). FTIR analysis revealed formation of new functional groups after UV aging, including -OH groups and unsaturated C=C bonds due to PVC dehydrochlorination. Using 14C-isotope tracing, we demonstrated that UV-aged 5 % wt. ZnO microplastics inhibited soil microbial activity, induced shifts in microbial community structure, reduced bacterial diversity, and resulted in changes in microbial carbon use efficiency (CUE). Conversely, Zn-containing macroplastics showed negligible effects compared to their microplastic counterparts. Relative abundances of Actinomycetota, Planctomycetota, and Verrucomicrobiota increased with higher ZnO additive rates, while Pseudomonadota, Myxococcota, and Gemmatimonadota decreased. This research highlights the need to define critical thresholds for metal additives in plastics used within agriculture and emphasizes the importance of considering both physical fragmentation, UV aging, and chemical additive release when assessing the impact of plastics on soil health and ecosystem functioning.
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Agricultural sustainability is challenging because of increasingly serious and co-existing issues, e.g., poor nitrogen-fertilizer use and heavy metal pollution. Herein, we introduced a new poly(acrylic acid)-grafted chitosan and biochar composite (PAA/CTS/BC) for soil amendment, and provided a first microbial insight into how PAA/CTS/BC amendment simultaneously improved nitrogen cycling and immobilized heavy metals. Our results suggest that the PAA/CTS/BC amendment significantly promoted soil ammonium retention, and reduced nitrate accumulation, nitrous oxide emission and ammonia volatilization during the rice cultivation. The availability of various heavy metals (Fe, Mn, Cu, Zn, Ni, Pb, Cr, and As) markedly decreased in the PAA/CTS/BC amended soil, thereby reducing their accumulation in rice root. The PAA/CTS/BC amendment significantly altered the structure and function of soil microbial communities. Importantly, the co-occurrence networks of microbial communities became more complex and function-specific after PAA/CTS/BC addition. For example, the keystone species related to organic matter degradation, denitrification, and plant resistance to pathogen or stresses were enriched within the network. In addition to direct adsorption, the effects of PAA/CTS/BC on shaping microbial communities played dominant roles in the soil amendment. Our findings provide a promising strategy of simultaneous nitrogen-use improvement and heavy metal immobilization for achieving crop production improvement, pollution control, and climate change mitigation.
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Heavy metal pollution is a serious environmental problem as it adversely affects crop production and human activity. In addition, the microbial community structure and composition are altered in heavy-metal-contaminated soils. In this study, using full-length 16S rRNA gene sequences obtained by a PacBio RS II system, we determined the microbial diversity and community structure in heavy-metal-contaminated soil. Furthermore, we investigated the microbial distribution, inferred their putative functional traits, and analyzed the environmental effects on the microbial compositions. The soil samples selected in this study were heavily and continuously contaminated with various heavy metals due to closed mines. We found that certain microorganisms (e.g., sulfur or iron oxidizers) play an important role in the biogeochemical cycle. Using phylogenetic investigation of communities by reconstruction of unobserved states (PICRUSt) analysis, we predicted Kyoto Encyclopedia of Genes and Genomes (KEGG) functional categories from abundances of microbial communities and revealed a high proportion belonging to transport, energy metabolism, and xenobiotic degradation in the studied sites. In addition, through full-length analysis, Conexibacter-like sequences, commonly identified by environmental metagenomics among the rare biosphere, were detected. In addition to microbial composition, we confirmed that environmental factors, including heavy metals, affect the microbial communities. Unexpectedly, among these environmental parameters, electrical conductivity (EC) might have more importance than other factors in a community description analysis.
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The 16S rRNA gene amplicon sequence data from tailing and nontailing rhizosphere soils of Mimosa pudica from a heavy metal-contaminated area are reported here. Diverse bacterial taxa were represented in the results, and the most dominant phyla were Proteobacteria (41.2%), Acidobacteria (17.1%), and Actinobacteria (14.4%). ABSTRACT The 16S rRNA gene amplicon sequence data from tailing and nontailing rhizosphere soils of Mimosa pudica from a heavy metal-contaminated area are reported here. Diverse bacterial taxa were represented in the results, and the most dominant phyla were Proteobacteria (41.2%), Acidobacteria (17.1%), and Actinobacteria (14.4%).
The goals of the study were to assess the diversity and structure of the bacterial communities within the soil depth along a gradient of heavy metal (HM) contamination and to identify indigenous bacterial species in the agricultural area of a non-ferrous metal plant KCM 2000 Group (Plovdiv) by using 16S rRNA gene retrieval. 16S rRNA gene clone libraries were constructed for nine samples, which were collected from two soil depths in June 2020. From each library, up to 100 clones were analysed and grouped into operational taxonomic units (OTUs) by restriction fragment length polymorphism (RFLP). The representatives of the OTUs were sequenced, followed by phylogenetic analysis. The results revealed that phyla Proteobacteria (11.11–71.43%) and Actinomycetota (3.57–33%) were the most abundant. Surface soils (12 phyla and 15 classes) were more diverse than subsurface ones (7 phyla and 12 classes). The lowest diversity at both phylum and class levels was calculated for the moderately contaminated soils from the two studied depths. Thirteen 16S rDNA sequences were identified to a species level, and they belonged to Proteobacteria, Actinomycetota and Firmicutes. This study highlighted that both HM contamination and soil depth caused shifts in diversity and structure of soil bacterial communities.
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This study aims to determine and compare the bacterial community and functional profiles associated with serpentine sites, innate hyper-accumulating weed, downgradient agricultural farmlands and non-serpentine sites using 16S rRNA gene sequencing. Elemental analysis revealed that the serpentine rock and weathered soil have higher magnesium, nickel, chromium, magnesium/calcium and lower calcium/magnesium ratios and agricultural farmlands have recorded elevated chromium. Proteobacteria were found predominant, except the non-serpentine site which was rich in Cyanobacteria. PCA analysis at the genus level indicates the uniqueness of different experimental groups, except the hyperaccumulators which exhibited relatively less dissimilarity. The shift analysis showed the serpentine sites were characterized by the abundance of bacteria having heavy metal effluxion. The hyper-accumulating weeds were higher in plant growth-promoting bacteria expressing tolerance against heavy metals toxicity such as nickel, chromium, cobalt and arsenic. Besides, the agricultural lands were abundant in wetland-associated methanogens and metal (manganese, iron and zinc) transporting function related bacteria. The results suggest that the inherent edaphic factors including heavy metal content, the interacting behavior of hyperaccumulator's rhizosphere microbiota with soil and anthropogenic activities such as agricultural practices could be a major determinant of the variation in the bacterial community selection and abundance in the respective study sites.
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Serpentine soils are characterized by high concentrations of heavy metals (HMs) and limited essential nutrients with remarkable endemic plant diversity, yet the mechanisms enabling plant adaptation to thrive in such harsh environments remain largely unknown. Full-length 16S rRNA amplicon sequencing, coupled with physiological and functional assays, was used to explore root-associated bacterial community composition and their metabolic and ecological functions. The results revealed that serpentine plant species exhibited significantly higher metal transfer factor values compared to non-serpentine plant species, particularly evident in Bidens pilosa, Miscanthus floridulus, and Leucaena leucocephala. The serpentine root-associated microbes showed a higher utilization of carboxylic acid, whereas carbohydrate utilization was higher in the non-serpentine site. Zymomonas mobilis and Flavabacterium sp. exhibited high resistance to heavy metal concentrations, showing greater adaptability, while, Staphylococcus carnosus showed sensitivity to HMs, showing limited adaptability. Moreover, Ni, Cr, and Co resistance genes were found, while nitrogen and phosphorous metabolism genes were less abundant in the serpentine site compared to the non-serpentine site. Furthermore, Flavobacterium sp. had a strong positive relationship with Cd and Cu, Zymomonas mobilis with Ni, and Cr, Streptomyces sp. with Co, and Staphylococcus carnosus with N and P cycling. These findings underscore critical role of root-associated bacterial communities and distinctive soil conditions of serpentine habitats in fostering ecological adaptation of native plant species to the challenges posed by HMs and nutrient deficiencies.
Phytoremediation of soils contaminated with high concentrations of multiple heavy metals (HCMHMs) is a promising technique. However, the microbial response mechanisms during the phytoremediation process remain poorly understood. The role of microbes in HCMHMs soil remediation may be underestimated. This study investigated microbial responses and their potential roles in HCMHMs soil remediation using the hyperaccumulator plant Sedum alfredii (S. alfredii). Soil microbial communities were characterised by 16S rRNA sequencing, and metabolic pathways and functions were predicted using PICRUSt2 analysis. The results indicated that the impact of heavy metals on bacterial community structure was more significant than that of S. alfredii. The formation of dominant phyla such as Proteobacteria and Patescibacteria played a crucial role in the bacterial remediation of HCMHMs soils. Proteobacteria utilised the Inorganic ion transport and metabolism gene clusters to translocate heavy metals or reduce their bioavailability and toxicity. Patescibacteria used the Replication, recombination and repair gene clusters to repair damaged genes, enhancing bacterial tolerance of heavy metals. The results provided new insights into the role of microbes during phytoremediation and offered a scientific basis for optimizing phytoremediation technologies. This study demonstrated that dominant phyla effectively mitigated the damage to soil ecological functions from HCMHMs soil.
AIM The mining of heavy metals leads to environmental pollution in the soil of surrounding farmland. A method for reducing heavy metal concentrations in crops grown on heavy metal enriched soils is utilizing functional microorganisms and biochar. The 9311 rice variety was used as a model plant to investigate the effects and underlying mechanisms of biochar immobilized functional microbial materials on reducing the accumulation of heavy metals (Sb, Cr, Pb, and Cd) in plants. MATERIALS AND METHODS Three remediation materials including Bacillus subtilis (BS), coconut shell biochar (bc), and biochar immobilized B. subtilis (MIX) were evaluated for their effects of heavy metal accumulation, rhizosphere microbial diversity, and metabolism in rice. All three treatments (BS, bc, and MIX) significantly increased the yield of rice plants and reduced the accumulation of heavy metals in rice. The MIX group reduced heavy metal enrichment the most in all three test treatments while also increasing crop yield. The 16S rRNA analysis revealed that the MIX treatment significantly altered the abundance of some non-dominant bacteria (e.g. Spirochaeta, RB41, S0134, and Bryobacter). The LC-MS analysis showed that compared to the control group, the BS, bc, and MIX treatment groups had 35, 94, and 74 differential metabolites respectively, mainly including esters, amino acids and their derivatives, ketones, and terpenoids. The MIX group had a significant effect on the metabolic pathways involved in purine metabolism, glyoxylate and dicarboxylate metabolism, and phenylpropanoid biosynthesis in rice. The overall effect of the MIX treatment was superior to that of applying BS and bc separately. CONCLUSION The application of BS, bc, and MIX treatments in Sb-contaminated farmland can increase rice yield and reduce the absorption of heavy metals. The overall effect of the MIX treatment is superior to applying each separately (BS and bc). These three treatments had no significant effect on the rhizosphere biodiversity or the dominant bacterial structure of the rice rhizosphere but had an impact on non-dominant bacteria and root metabolism in rice roots.
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In this study, we assessed soil pollutants and surveyed the bacterial communities using 16S rRNA sequencing to better understand how to improve rehabilitation strategies for nickel-laterite mines in the Philippines. Representative soil samples and rhizospheres from Saccharum spontaneum L. in three post-mining sites rehabilitated in 2015, 2017, and 2019 were collected and analyzed. X-ray diffraction (XRD) identified iron oxyhydroxides, silicates, and clays as major soil components. Based on the pollution load index and contamination degree, the 2015A and 2015B sites were classified as “pristine” and had a “low degree of pollution”, while the remaining sites (2017A, 2017B, 2019A, and 2019B) were considered “moderately contaminated” with nickel, chromium, cobalt, lead, zinc, and copper. An analysis of the bacterial community composition revealed that the phyla Proteobacteria and Actinobacteria, along with the genus Ralstonia, were the most abundant groups across both control and rehabilitated sites. Our results showed that the soil pH and organic matter contents were strongly linked to specific bacterial community composition. These taxa have potential for inoculation in nickel-laterite soils to promote the growth of hyperaccumulator plants. Our results also showed a significant correlation between the structure of the bacterial communities and nickel, chromium, and manganese soil contents, but not with rehabilitation time. Furthermore, we identified the genera Diaphorobacter as potential bioindicators because they are sensitive to nickel and chromium. This study provides valuable baseline data on heavy metal pollution and microbial diversity in a rehabilitated Ni-laterite mine site.
Industrial and municipal trash heavy metals pollute Dhaka's landfills. To extract, identify, and characterize heavy metal-resistant bacteria, soil bioremediation used native Matuail dump site microorganisms. 5" landfills sent soil samples. Microbial isolates tested for lead, cadmium, chromium, and arsenate. Potential microorganisms were found by ITS and 16S rRNA sequencing. Through biosorption experiments and PCR analysis for resistance genes (czcA for Cd/Zn/Co, merA for Hg, and chrA for Cr), molecular pathways were examined only 45 of 200 isolates were metal-resistant. Bacteria were Pseudomonas, Bacillus, and Enterobacter, while Aspergillus and Trichoderma dominated. A Cd MIC of 2500 µg/mL and Pb MIC of 3000 were found. Influential resistance genes czcA and chrA were present. A controlled study found that a microbial consortium's bioaugmentation increased sunflower growth by 35% and lowered soil metal bioavailability. Molecular resistance mechanisms are abundant in waste bacteria, according to this research. Microorganisms may provide cost-effective bioremediation for Bangladeshi heavy metal-contaminated soils.
Spore-forming bacteria (SFB), like Bacillus, are the gram-positive bacteria with broad-spectrum activity that is one of the commonly used strains of probiotics. However, these bacteria also have significant resistance. In this study, we systematically investigated pig manure, manure slurry and soil by 16S rRNA high-throughput sequencing and traditional culture techniques. We found the SFB was widespread in manure, manure slurry and soil, Firmicutes was one of the main dominant phyla in pig manure, manure slurry and soil, the relative abundance of Bacillus were 0.98%, 0.01%, and 2.57%, respectively, and metals such as copper have complex relationships with bacteria. We isolated 504 SFB from 369 samples, with the highest number identified as Bacillus subtilis. SFB strains showed varying degrees of antibiotic resistance; the greatest against erythromycin, followed by imipenem. The MICs of SFB varied greatly against different heavy metals; with high (est) resistance against Zn2+, followed by Cu2+. Second-generation whole genome sequencing (WGS) revealed that nine Bacillus strains carried different subtypes of vancomycin resistance genes, among which vanRM had the highest frequency. The strain W129 included the vanRA-vanRM-vanSA-vanZF cluster. The nine Bacillus strains also contained antibiotic genes such as aminoglycoside (ant(9)-Ia), β-lactam (bcII), and macrolide (msrE). Twenty-six Bacillus isolates carried copper resistance clusters, including csoR-copZ, copA-copZ-csoR, and copZ-copA. WGS showed that strain W166 carried 11 vancomycin resistance genes and 11 copper resistance genes. There were 4 vancomycin resistance genes and 14 copper resistance genes on the W129 chromosome. Strain W129 also harbors the plasmid pLKYM01 that contains an intact transposon consisting of insertion sequence and vancomycin resistance genes vanYF and vanRA. This study explores the potential risks of using pig manure and fertilized soil to inform safe and effective use of probiotics in agriculture. It highlights scientific evidence for concern over the safe utilization and control of animal waste products.
本报告系统梳理了重金属污染对微生物群落影响的研究进展,将相关领域归纳为四大板块:一是重金属引起的群落多样性、网络结构及生态过程的扰动;二是微生物辅助植物进行生物修复的调控技术;三是重金属胁迫下的遗传耐受机制及与抗生素抗性基因的协同传播风险;四是复杂环境及复合污染条件下的特殊微生物演变模式。研究趋势已从描述群落多样性向基因组功能解析及生态风险评估深入。