Transmission of antimicrobial resistance genes from the environment to human gut is more pronounced in colorectal cancer patients than in healthy subjects

Weixin Liu , Harry C. H. Lau , Xiao Ding , Xiaole Yin , William Ka Kei Wu , Sunny Hei Wong , Joseph J. Y. Sung , Tong Zhang , Jun Yu

iMeta ›› 2025, Vol. 4 ›› Issue (2) : e70008

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iMeta ›› 2025, Vol. 4 ›› Issue (2) :e70008 DOI: 10.1002/imt2.70008
RESEARCH ARTICLE
Transmission of antimicrobial resistance genes from the environment to human gut is more pronounced in colorectal cancer patients than in healthy subjects
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Abstract

Antimicrobial resistance is a major global health concern. However, the source of gut resistome remains unsolved. We aimed to analyze the contribution of environmental antimicrobial resistance genes (ARGs) to colorectal cancer (CRC) patients. Here, we collected metagenomic data from 1,605 human stool samples (CRC = 748; healthy = 857) and 1,035 city-matched environmental samples, in which 110 CRC, 112 healthy, and 56 environmental samples were newly collected. Compared to healthy subjects, CRC patients had significantly higher ARG burden (p < 0.01) with increased levels of multidrug-resistant ARGs. Gut ARGs in CRC also had a closer similarity to environmental ARGs (p < 0.001). By comparing environmental and gut ARGs, 28 environmental ARGs were identified as CRC-specific ARGs, including SUL2 and MEXE, which were not identified in healthy subjects. Meanwhile, more mobile ARGs (mARGs) from the environment were observed in CRC patients compared to healthy subjects (p < 0.05). The hosts of mARGs were mainly pathogenic bacteria (e.g., Escherichia coli (E. coli) and Clostridium symbiosum (C. symbiosum)). Compared to healthy subjects, CRC patients showed elevated horizontal gene transfer efficiency from the environment to gut. Consistently, the abundance of pathobionts carrying specific mARGs (e.g., E. coli-SUL2 and C. symbiosum-SUL2) were significantly increased in CRC patients compared to healthy subjects (p < 0.05). We thus reveal a route of ARG dissemination from the environment into the gut of CRC patients.

Keywords

antimicrobial resistance gene / colorectal cancer / environment / horizontal gene transfer

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Weixin Liu, Harry C. H. Lau, Xiao Ding, Xiaole Yin, William Ka Kei Wu, Sunny Hei Wong, Joseph J. Y. Sung, Tong Zhang, Jun Yu. Transmission of antimicrobial resistance genes from the environment to human gut is more pronounced in colorectal cancer patients than in healthy subjects. iMeta, 2025, 4(2): e70008 DOI:10.1002/imt2.70008

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References

[1]

Kim, Dae-Wi, and Chang-Jun Cha. 2021. “Antibiotic Resistome From the One-Health Perspective: Understanding and Controlling Antimicrobial Resistance Transmission.” Experimental & Molecular Medicine 53: 301-309. https://doi.org/10.1038/s12276-021-00569-z

[2]

Larsson, D. G. Joakim, and Carl-Fredrik Flach. 2022. “Antibiotic Resistance in the Environment.” Nature Reviews Microbiology 20: 257-269. https://doi.org/10.1038/s41579-021-00649-x

[3]

Arias, Cesar A., and Barbara E. Murray. 2009. “Antibiotic-Resistant Bugs in the 21st Century—A Clinical Super-Challenge.” New England Journal of Medicine 360: 439-443. https://doi.org/10.1056/NEJMp0804651

[4]

Shamsaddini, Amirhossein, Patrick M. Gillevet, Chathur Acharya, Andrew Fagan, Edith Gavis, Masoumeh Sikaroodi, Sara McGeorge, et al. 2021. “Impact of Antibiotic Resistance Genes in Gut Microbiome of Patients With Cirrhosis.” Gastroenterology 161: 508-521.e507. https://doi.org/10.1053/j.gastro.2021.04.013

[5]

Bratti, Vanessa F., Brooke E. Wilson, Rouhi Fazelzad, Aliyah Pabani, Shalini J. Zurn, Sonali Johnson, Lillian Sung, and Danielle Rodin. 2023. “Scoping Review Protocol on the Impact of Antimicrobial Resistance on Cancer Management and Outcomes.” BMJ Open 13: e068122. https://doi.org/10.1136/bmjopen-2022-068122

[6]

Williams, Mark D., Lee Ann Braun, Liesl M. Cooper, Joseph Johnston, Richard V. Weiss, Rebecca L. Qualy, and Walter Linde-Zwirble. 2004. “Hospitalized Cancer Patients With Severe Sepsis: Analysis of Incidence, Mortality, and Associated Costs of Care.” Critical Care 8: R291-R298. https://doi.org/10.1186/cc2893

[7]

Sung, Hyuna, Jacques Ferlay, Rebecca L. Siegel, Mathieu Laversanne, Isabelle Soerjomataram, Ahmedin Jemal, and Freddie Bray. 2021. “Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries.” CA: A Cancer Journal for Clinicians 71: 209-249. https://doi.org/10.3322/caac.21660

[8]

Wong, Sunny H., and Jun Yu. 2019. “Gut Microbiota in Colorectal Cancer: Mechanisms of Action and Clinical Applications.” Nature Reviews Gastroenterology & Hepatology 16: 690-704. https://doi.org/10.1038/s41575-019-0209-8

[9]

Forsberg, Kevin J., Alejandro Reyes, Bin Wang, Elizabeth M. Selleck, Morten O. A. Sommer, and Gautam Dantas. 2012. “The Shared Antibiotic Resistome of Soil Bacteria and Human Pathogens.” Science 337: 1107-1111. https://doi.org/10.1126/science.1220761

[10]

Jin, Lin, Amy Pruden, Alexandria B. Boehm, Pedro J. J. Alvarez, Lutgarde Raskin, Tamar Kohn, and Xiangdong Li. 2022. “Integrating Environmental Dimensions of ‘One Health’ to Combat Antimicrobial Resistance: Essential Research Needs.” Environmental Science & Technology 56: 14871-14874. https://doi.org/10.1021/acs.est.2c01651

[11]

Martínez, José L. 2008. “Antibiotics and Antibiotic Resistance Genes in Natural Environments.” Science 321: 365-367. https://doi.org/10.1126/science.1159483

[12]

Brito, Ilana Lauren. 2021. “Examining Horizontal Gene Transfer in Microbial Communities.” Nature Reviews Microbiology 19: 442-453. https://doi.org/10.1038/s41579-021-00534-7

[13]

Palleja, Albert, Kristian H. Mikkelsen, Sofia K. Forslund, Alireza Kashani, Kristine H. Allin, Trine Nielsen, Tue H. Hansen, et al. 2018. “Recovery of Gut Microbiota of Healthy Adults Following Antibiotic Exposure.” Nature Microbiology 3: 1255-1265. https://doi.org/10.1038/s41564-018-0257-9

[14]

Shenhav, Liat, Mike Thompson, Tyler A. Joseph, Leah Briscoe, Ori Furman, David Bogumil, Itzhak Mizrahi, Itsik Pe'er, and Eran Halperin. 2019. “FEAST: Fast Expectation-Maximization for Microbial Source Tracking.” Nature Methods 16: 627-632. https://doi.org/10.1038/s41592-019-0431-x

[15]

Zhang, An-Ni, Jeffry M. Gaston, Chengzhen L. Dai, Shijie Zhao, Mathilde Poyet, Mathieu Groussin, Xiaole Yin, et al. 2021. “An Omics-Based Framework for Assessing the Health Risk of Antimicrobial Resistance Genes.” Nature Communications 12: 4765. https://doi.org/10.1038/s41467-021-25096-3

[16]

Li, Shengnan, Xue Li, Haixing Chang, Nianbing Zhong, Nanqi Ren, and Shih-Hsin Ho. 2023. “Comprehensive Insights into Antibiotic Resistance Gene Migration in Microalgal-Bacterial Consortia: Mechanisms, Factors, and Perspectives.” Science of the Total Environment 901: 166029. https://doi.org/10.1016/j.scitotenv.2023.166029

[17]

Urban, Martin, Alayne Cuzick, James Seager, Valerie Wood, Kim Rutherford, Shilpa Yagwakote Venkatesh, and Nishadi De Silva, et al. 2020. “PHI-base: The Pathogen-Host Interactions Database.” Nucleic Acids Research 48: D613-D620. https://doi.org/10.1093/nar/gkz904

[18]

Xu, Yifei, Lin Zhu, Shanguo Chen, Haiyan Wu, Ruiqi Li, Jing Li, Jun Yuan, et al. 2023. “Risk Assessment and Dissemination Mechanism of Antibiotic Resistance Genes in Compost.” Environment International 178: 108126. https://doi.org/10.1016/j.envint.2023.108126

[19]

Takeuchi, Nobuto, Sophia Hamada-Zhu, and Haruo Suzuki. 2023. “Prophages and Plasmids Can Display Opposite Trends in the Types of Accessory Genes They Carry.” Proceedings: Biological Sciences 290: 20231088. https://doi.org/10.1098/rspb.2023.1088

[20]

Rodríguez-Beltrán, Jerónimo, Javier DelaFuente, Ricardo León-Sampedro, R. Craig MacLean, and Álvaro San Millán. 2021. “Beyond Horizontal Gene Transfer: The Role of Plasmids in Bacterial Evolution.” Nature Reviews Microbiology 19: 347-359. https://doi.org/10.1038/s41579-020-00497-1

[21]

Suttle, C. A. 1994. “The Significance of Viruses to Mortality in Aquatic Microbial Communities.” Microbial Ecology 28: 237-243. https://doi.org/10.1007/BF00166813

[22]

Henrot, Caroline, and Marie-Agnès Petit. 2022. “Signals Triggering Prophage Induction in the Gut Microbiota.” Molecular Microbiology 118: 494-502. https://doi.org/10.1111/mmi.14983

[23]

Zhang, Yang, Ashwani Rajput, Ning Jin, and Jing Wang. 2020. “Mechanisms of Immunosuppression in Colorectal Cancer.” Cancers 12: 3850. https://doi.org/10.3390/cancers12123850

[24]

Ren, Yi-Meng, Zi-Yan Zhuang, Yuan-Hong Xie, Peng-Jie Yang, Tian-Xue Xia, Yi-Le Xie, Zhu-Hui Liu, et al. 2024. “BCAA-producing Clostridium Symbiosum Promotes Colorectal Tumorigenesis Through the Modulation of Host Cholesterol Metabolism.” Cell Host & Microbe 32: 1519-1535.e1517. https://doi.org/10.1016/j.chom.2024.07.012

[25]

Wan, Yichao, Guoqing Fang, Hongjuan Chen, Xu Deng, and Zilong Tang. 2021. “Sulfonamide Derivatives as Potential Anti-Cancer Agents and Their SARs Elucidation.” European Journal of Medicinal Chemistry 226: 113837. https://doi.org/10.1016/j.ejmech.2021.113837

[26]

Schmitt, Mark, and Florian R. Greten. 2021. “The Inflammatory Pathogenesis of Colorectal Cancer.” Nature Reviews Immunology 21: 653-667. https://doi.org/10.1038/s41577-021-00534-x

[27]

Zeng, M. Y., N. Inohara, and G. Nuñez. 2017. “Mechanisms of Inflammation-Driven Bacterial Dysbiosis in the Gut.” Mucosal Immunology 10: 18-26. https://doi.org/10.1038/mi.2016.75

[28]

Zeller, Georg, Julien Tap, Anita Y. Voigt, Shinichi Sunagawa, Jens Roat Kultima, Paul I. Costea, Aurélien Amiot, et al. 2014. “Potential of Fecal Microbiota for Early-Stage Detection of Colorectal Cancer.” Molecular Systems Biology 10: 766. https://doi.org/10.15252/msb.20145645

[29]

Feng, Qiang, Suisha Liang, Huijue Jia, Andreas Stadlmayr, Longqing Tang, Zhou Lan, Dongya Zhang, et al. 2015. “Gut Microbiome Development Along the Colorectal Adenoma-Carcinoma Sequence.” Nature Communications 6: 6528. https://doi.org/10.1038/ncomms7528

[30]

Yu, Jun, Qiang Feng, Sunny Hei Wong, Dongya Zhang, Qiao yi Liang, Youwen Qin, Longqing Tang, et al. 2017. “Metagenomic Analysis of Faecal Microbiome as a Tool Towards Targeted Non-Invasive Biomarkers for Colorectal Cancer.” Gut 66: 70-78. https://doi.org/10.1136/gutjnl-2015-309800

[31]

Vogtmann, Emily, Xing Hua, Georg Zeller, Shinichi Sunagawa, Anita Y. Voigt, Rajna Hercog, James J. Goedert, et al. 2016. “Colorectal Cancer and the Human Gut Microbiome: Reproducibility With Whole-Genome Shotgun Sequencing.” PLoS One 11: e0155362. https://doi.org/10.1371/journal.pone.0155362

[32]

Hannigan, Geoffrey D., B. Duhaime Melissa, T. Ruffin Mack, C. Koumpouras Charlie, and D. Schloss Patrick. 2018. “Diagnostic Potential and Interactive Dynamics of the Colorectal Cancer Virome.” mBio 9: e02248-18. https://doi.org/10.1128/mBio.02248-18

[33]

Wirbel, Jakob, Paul Theodor Pyl, Ece Kartal, Konrad Zych, Alireza Kashani, Alessio Milanese, Jonas S. Fleck, et al. 2019. “Meta-Analysis of Fecal Metagenomes Reveals Global Microbial Signatures That Are Specific for Colorectal Cancer.” Nature Medicine 25: 679-689. https://doi.org/10.1038/s41591-019-0406-6

[34]

Thomas, Andrew Maltez, Paolo Manghi, Francesco Asnicar, Edoardo Pasolli, Federica Armanini, Moreno Zolfo, Francesco Beghini, et al. 2019. “Metagenomic Analysis of Colorectal Cancer Datasets Identifies Cross-Cohort Microbial Diagnostic Signatures and a Link With Choline Degradation.” Nature Medicine 25: 667-678. https://doi.org/10.1038/s41591-019-0405-7

[35]

Liu, Ning-Ning, Na Jiao, Jing-Cong Tan, Ziliang Wang, Dingfeng Wu, An-Jun Wang, Jie Chen, et al. 2022. “Multi-Kingdom Microbiota Analyses Identify Bacterial-Fungal Interactions and Biomarkers of Colorectal Cancer Across Cohorts.” Nature Microbiology 7: 238-250. https://doi.org/10.1038/s41564-021-01030-7

[36]

Yachida, Shinichi, Sayaka Mizutani, Hirotsugu Shiroma, Satoshi Shiba, Takeshi Nakajima, Taku Sakamoto, Hikaru Watanabe, et al. 2019. “Metagenomic and Metabolomic Analyses Reveal Distinct Stage-Specific Phenotypes of the Gut Microbiota in Colorectal Cancer.” Nature Medicine 25: 968-976. https://doi.org/10.1038/s41591-019-0458-7

[37]

Danko, David, Daniela Bezdan, Evan E. Afshin, Sofia Ahsanuddin, Chandrima Bhattacharya, Daniel J. Butler, and Kern Rei Chng, et al. 2021. “A Global Metagenomic Map of Urban Microbiomes and Antimicrobial Resistance.” Cell 184: 3376-3393.e17. https://doi.org/10.1016/j.cell.2021.05.002

[38]

Yang, Ying, Xiaotao Jiang, Benli Chai, Liping Ma, Bing Li, Anni Zhang, James R. Cole, James M. Tiedje, and Tong Zhang. 2016. “ARGs-OAP: Online Analysis Pipeline for Antibiotic Resistance Genes Detection From Metagenomic Data Using an Integrated Structured ARG-database.” Bioinformatics 32: 2346-2351. https://doi.org/10.1093/bioinformatics/btw136

[39]

Arango-Argoty, Gustavo, Emily Garner, Amy Pruden, Lenwood S. Heath, Peter Vikesland, and Liqing Zhang. 2018. “DeepARG: A Deep Learning Approach for Predicting Antibiotic Resistance Genes From Metagenomic Data.” Microbiome 6: 23. https://doi.org/10.1186/s40168-018-0401-z

[40]

Alcock, Brian P., William Huynh, Romeo Chalil, Keaton W. Smith, Amogelang R. Raphenya, Mateusz A. Wlodarski, Arman Edalatmand, et al. 2023. “CARD 2023: Expanded Curation, Support for Machine Learning, and Resistome Prediction at the Comprehensive Antibiotic Resistance Database.” Nucleic Acids Research 51: D690-D699. https://doi.org/10.1093/nar/gkac920

[41]

Pasolli, Edoardo, Francesco Asnicar, Serena Manara, Moreno Zolfo, Nicolai Karcher, Federica Armanini, Francesco Beghini, et al. 2019. “Extensive Unexplored Human Microbiome Diversity Revealed by Over 150,000 Genomes From Metagenomes Spanning Age, Geography, and Lifestyle.” Cell 176: 649-662.e620. https://doi.org/10.1016/j.cell.2019.01.001

[42]

Zhang, Qi, Nuohan Xu, Chaotang Lei, Bingfeng Chen, Tingzhang Wang, Yunting Ma, Tao Lu, et al. 2023. “Metagenomic Insight Into the Global Dissemination of the Antibiotic Resistome.” Advanced Science 10: e2303925. https://doi.org/10.1002/advs.202303925

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