An omics-based framework for assessing the health risk of antimicrobial resistance genes

被引:553
作者
Zhang, An-Ni [1 ,2 ]
Gaston, Jeffry M. [3 ]
Dai, Chengzhen L. [2 ]
Zhao, Shijie [2 ]
Poyet, Mathilde [2 ,4 ,5 ]
Groussin, Mathieu [2 ,4 ,5 ]
Yin, Xiaole [1 ]
Li, Li-Guan [1 ]
van Loosdrecht, Mark C. M. [6 ]
Topp, Edward [7 ]
Gillings, Michael R. [8 ]
Hanage, William P. [9 ]
Tiedje, James M. [10 ,11 ]
Moniz, Katya [2 ]
Alm, Eric J. [2 ,4 ,5 ]
Zhang, Tong [1 ,12 ,13 ]
机构
[1] Univ Hong Kong, Dept Civil Engn, Environm Microbiome Engn & Biotechnol Lab, Hong Kong, Peoples R China
[2] MIT, Dept Biol Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[3] Google, Cambridge, MA USA
[4] MIT, Ctr Microbiome Informat & Therapeut, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[5] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[6] Delft Univ Technol, Dept Biotechnol, Delft, Netherlands
[7] Agr & Agri Food Canada, London Res & Dev Ctr LRDC, London, ON, Canada
[8] Macquarie Univ, Dept Biol Sci, Sydney, NSW, Australia
[9] Harvard TH Chan Sch Publ Hlth, Ctr Communicable Dis Dynam, Dept Epidemiol, Boston, MA USA
[10] Michigan State Univ, Dept Plant Soil & Microbial Sci, E Lansing, MI 48824 USA
[11] Michigan State Univ, Dept Microbiol & Mol Genet, E Lansing, MI 48824 USA
[12] Univ Hong Kong, Sch Publ Hlth, Hong Kong, Peoples R China
[13] Univ Hong Kong, Ctr Environm Engn Res, Hong Kong, Peoples R China
关键词
ANTIBIOTIC-RESISTANCE; ESCHERICHIA-COLI; DISSEMINATION; MCR-1;
D O I
10.1038/s41467-021-25096-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Antibiotic resistance genes (ARGs) are widespread among bacteria. However, not all ARGs pose serious threats to public health, highlighting the importance of identifying those that are high-risk. Here, we developed an 'omics-based' framework to evaluate ARG risk considering human-associated-enrichment, gene mobility, and host pathogenicity. Our framework classifies human-associated, mobile ARGs (3.6% of all ARGs) as the highest risk, which we further differentiate as 'current threats' (Rank I; 3%) - already present among pathogens - and 'future threats' (Rank II; 0.6%) - novel resistance emerging from non-pathogens. Our framework identified 73 'current threat' ARG families. Of these, 35 were among the 37 high-risk ARGs proposed by the World Health Organization and other literature; the remaining 38 were significantly enriched in hospital plasmids. By evaluating all pathogen genomes released since framework construction, we confirmed that ARGs that recently transferred into pathogens were significantly enriched in Rank II ('future threats'). Lastly, we applied the framework to gut microbiome genomes from fecal microbiota transplantation donors. We found that although ARGs were widespread (73% of genomes), only 8.9% of genomes contained high-risk ARGs. Our framework provides an easy-to-implement approach to identify current and future antimicrobial resistance threats, with potential clinical applications including reducing risk of microbiome-based interventions. Antibiotic resistance genes are common but not all are of high risk to human health. Here, the authors develop an omics-based framework for ranking genes by risk that incorporates level of enrichment in human associated environments, gene mobility, and host pathogenicity.
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页数:11
相关论文
共 50 条
[1]  
[Anonymous], 2018, WHO Report on Surveillance of Antibiotic Consumption: 2016-2018 Early Implementation
[2]  
[Anonymous], 2019, Antibiotic resistance threats in the United States
[3]   Human Health Risk Assessment (HHRA) for Environmental Development and Transfer of Antibiotic Resistance [J].
Ashbolt, Nicholas J. ;
Amezquita, Alejandro ;
Backhaus, Thomas ;
Borriello, Peter ;
Brandt, Kristian K. ;
Collignon, Peter ;
Coors, Anja ;
Finley, Rita ;
Gaze, William H. ;
Heberer, Thomas ;
Lawrence, John R. ;
Larsson, D. G. Joakim ;
McEwen, Scott A. ;
Ryan, James J. ;
Schoenfeld, Jens ;
Silley, Peter ;
Snape, Jason R. ;
Van den Eede, Christel ;
Topp, Edward .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2013, 121 (09) :993-1001
[4]   Tackling antibiotic resistance: the environmental framework [J].
Berendonk, Thomas U. ;
Manaia, Celia M. ;
Merlin, Christophe ;
Fatta-Kassinos, Despo ;
Cytryn, Eddie ;
Walsh, Fiona ;
Buergmann, Helmut ;
Sorum, Henning ;
Norstrom, Madelaine ;
Pons, Marie-Noelle ;
Kreuzinger, Norbert ;
Huovinen, Pentti ;
Stefani, Stefania ;
Schwartz, Thomas ;
Kisand, Veljo ;
Baquero, Fernando ;
Luis Martinez, Jose .
NATURE REVIEWS MICROBIOLOGY, 2015, 13 (05) :310-317
[5]   Molecular mechanisms of antibiotic resistance [J].
Blair, Jessica M. A. ;
Webber, Mark A. ;
Baylay, Alison J. ;
Ogbolu, David O. ;
Piddock, Laura J. V. .
NATURE REVIEWS MICROBIOLOGY, 2015, 13 (01) :42-51
[6]   Rapid inference of antibiotic resistance and susceptibility by genomic neighbour typing [J].
Brinda, Karel ;
Callendrello, Alanna ;
Ma, Kevin C. ;
MacFadden, Derek R. ;
Charalampous, Themoula ;
Lee, Robyn S. ;
Cowley, Lauren ;
Wadsworth, Crista B. ;
Grad, Yonatan H. ;
Kucherov, Gregory ;
O'Grady, Justin ;
Baym, Michael ;
Hanage, William P. .
NATURE MICROBIOLOGY, 2020, 5 (03) :455-+
[7]   Cartography of opportunistic pathogens and antibiotic resistance genes in a tertiary hospital environment [J].
Chng, Kern Rei ;
Li, Chenhao ;
Bertrand, Denis ;
Ng, Amanda Hui Qi ;
Kwah, Junmei Samantha ;
Low, Hwee Meng ;
Tong, Chengxuan ;
Natrajan, Maanasa ;
Zhang, Michael Hongjie ;
Xu, Licheng ;
Ko, Karrie Kwan Ki ;
Ho, Eliza Xin Pei ;
Av-Shalom, Tamar, V ;
Teo, Jeanette Woon Pei ;
Khor, Chiea Chuen ;
Chen, Swaine L. ;
Mason, Christopher E. ;
Ng, Oon Tek ;
Marimuthu, Kalisvar ;
Ang, Brenda ;
Nagarajan, Niranjan ;
Danko, David ;
Bezdan, Daniela ;
Afshinnekoo, Ebrahim ;
Ahsanuddin, Sofia ;
Bhattacharya, Chandrima ;
Butler, Daniel J. ;
De Filippis, Francesca ;
Hecht, Jochen ;
Kahles, Andre ;
Karasikov, Mikhail ;
Kyrpides, Nikos C. ;
Leung, Marcus H. Y. ;
Meleshko, Dmitry ;
Mustafa, Harun ;
Mutai, Beth ;
Neches, Russell Y. ;
Ng, Amanda ;
Nieto-Caballero, Marina ;
Nikolayeva, Olga ;
Nikolayeva, Tatyana ;
Png, Eileen ;
Sanchez, Jorge L. ;
Shaaban, Heba ;
Sierra, Maria A. ;
Tong, Xinzhao ;
Young, Ben ;
Alicea, Josue ;
Bhattacharyya, Malay ;
Blekhman, Ran .
NATURE MEDICINE, 2020, 26 (06) :941-+
[8]   Fighting AMR in the Healthcare Environment: Microbiome-Based Sanitation Approaches and Monitoring Tools [J].
D'Accolti, Maria ;
Soffritti, Irene ;
Mazzacane, Sante ;
Caselli, Elisabetta .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (07)
[9]   Antibiotic resistance is ancient [J].
D'Costa, Vanessa M. ;
King, Christine E. ;
Kalan, Lindsay ;
Morar, Mariya ;
Sung, Wilson W. L. ;
Schwarz, Carsten ;
Froese, Duane ;
Zazula, Grant ;
Calmels, Fabrice ;
Debruyne, Regis ;
Golding, G. Brian ;
Poinar, Hendrik N. ;
Wright, Gerard D. .
NATURE, 2011, 477 (7365) :457-461
[10]   Origins and Evolution of Antibiotic Resistance [J].
Davies, Julian ;
Davies, Dorothy .
MICROBIOLOGY AND MOLECULAR BIOLOGY REVIEWS, 2010, 74 (03) :417-+