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Global Genetic Cartography of Urban Metagenomes and Anti-Microbial Resistance

View ORCID ProfileDavid Danko, Daniela Bezdan, Ebrahim Afshinnekoo, Sofia Ahsanuddin, Chandrima Bhattacharya, Daniel J Butler, Kern Rei Chng, Daisy Donnellan, Jochen Hecht, Katelyn Jackson, Katerina Kuchin, Mikhail Karasikov, Abigail Lyons, Lauren Mak, Dmitry Meleshko, Harun Mustafa, Beth Mutai, Russell Y Neches, Amanda Ng, Olga Nikolayeva, Tatyana Nikolayeva, Eileen Png, Krista Ryon, Jorge L Sanchez, Heba Shaaban, Maria A Sierra, Dominique Thomas, Ben Young, Omar O. Abudayyeh, Josue Alicea, Malay Bhattacharyya, Ran Blekhman, Eduardo Castro-Nallar, Ana M Cañas, Aspassia D Chatziefthimiou, Robert W Crawford, Francesca De Filippis, Youping Deng, Christelle Desnues, Emmanuel Dias-Neto, Marius Dybwad, Eran Elhaik, Danilo Ercolini, Alina Frolova, Dennis Gankin, Jonathan S. Gootenberg, Alexandra B Graf, David C Green, Iman Hajirasouliha, Mark Hernandez, Gregorio Iraola, Soojin Jang, Andre Kahles, Frank J Kelly, Kaymisha Knights, Nikos C Kyrpides, Paweł P Łabaj, Patrick K H Lee, Marcus H Y Leung, Per Ljungdahl, Gabriella Mason-Buck, Ken McGrath, Cem Meydan, Emmanuel F Mongodin, Milton Ozorio Moraes, Niranjan Nagarajan, Marina Nieto-Caballero, Houtan Noushmehr, Manuela Oliveira, Stephan Ossowski, Olayinka O Osuolale, Orhan Özcan, David Paez-Espino, Nicolas Rascovan, Hugues Richard, Gunnar Rätsch, Lynn M Schriml, Torsten Semmler, Osman U Sezerman, Leming Shi, Tieliu Shi, Le Huu Song, Haruo Suzuki, Denise Syndercombe Court, Scott W Tighe, Xinzhao Tong, Klas I Udekwu, Juan A Ugalde, Brandon Valentine, Dimitar I Vassilev, Elena Vayndorf, Thirumalaisamy P Velavan, Jun Wu, María M Zambrano, Jifeng Zhu, Sibo Zhu, View ORCID ProfileChristopher E Mason, The International MetaSUB Consortium
doi: https://doi.org/10.1101/724526
David Danko
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Daniela Bezdan
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Ebrahim Afshinnekoo
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Sofia Ahsanuddin
3Icahn School of Medicine at Mount Sinai
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Chandrima Bhattacharya
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Daniel J Butler
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Kern Rei Chng
4Genome Institute of Singapore
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Daisy Donnellan
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Jochen Hecht
5Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain
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Katelyn Jackson
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Katerina Kuchin
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Mikhail Karasikov
6ETH Zurich, Department of Compter Science, Biomedical Informatics Group
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Abigail Lyons
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Lauren Mak
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Dmitry Meleshko
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Harun Mustafa
6ETH Zurich, Department of Compter Science, Biomedical Informatics Group
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Beth Mutai
8Kenya Medical Research Institute / US Army medical Research Directrorate - Kenya
9Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain
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Russell Y Neches
7Department of Energy, Joint Genome Institute, Walnut Creek, California 94598, USA
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Amanda Ng
4Genome Institute of Singapore
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Olga Nikolayeva
10ETH Zurich, Functional Genomics Center Zurich
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Tatyana Nikolayeva
10ETH Zurich, Functional Genomics Center Zurich
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Eileen Png
4Genome Institute of Singapore
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Krista Ryon
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Jorge L Sanchez
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Heba Shaaban
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Maria A Sierra
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Dominique Thomas
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Ben Young
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Omar O. Abudayyeh
11Massachusetts Institute of Technology, McGovern Institute for Brain Research
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Josue Alicea
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Malay Bhattacharyya
12Machine Intelligence Unit, Indian Statistical Institute, Kolkata
13Centre for Artificial Intelligence and Machine Learning, Indian Statistical Institute, Kolkata
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Ran Blekhman
14University of Minnesota
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Eduardo Castro-Nallar
15Universidad Andrés Bello, Center for Bioinformatics and Integrative Biology, Facultad de Ciencias de la Vida
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Ana M Cañas
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Aspassia D Chatziefthimiou
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Robert W Crawford
16California State University Sacramento
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Francesca De Filippis
17Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II
18Task Force on Microbiome Studies, University of Naples Federico II
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Youping Deng
19University of Hawaii John A. Burns School of Mecidine
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Christelle Desnues
20Aix-Marseille Université, Mediterranean Institute of Oceanology, Université de Toulon, CNRS, IRD, UM 110
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Emmanuel Dias-Neto
21A.C. Camargo Cancer Center
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Marius Dybwad
22Norwegian Defence Research Establishment FFI, Kjeller, Norway
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Eran Elhaik
23Department of Animal Plant Sciences, University of Sheffield
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Danilo Ercolini
17Department of Agricultural Sciences, Division of Microbiology, University of Naples Federico II
18Task Force on Microbiome Studies, University of Naples Federico II
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Alina Frolova
24Institute of Molecular Biology and Genetics of National Academy of Science of Ukraine
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Dennis Gankin
11Massachusetts Institute of Technology, McGovern Institute for Brain Research
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Jonathan S. Gootenberg
11Massachusetts Institute of Technology, McGovern Institute for Brain Research
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Alexandra B Graf
25University of Applied Sciences Vienna
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David C Green
26Department of Analytical, Environmental and Forensic Sciences
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Iman Hajirasouliha
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Mark Hernandez
27University of Colorado at Boulder
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Gregorio Iraola
28Microbial Genomics Laboratory, Institut Pasteur de Montevideo, Uruguay
29Center for Integrative Biology, Universidad Mayor, Santiago de Chile, Chile
30Wellcome Sanger Institute, Hinxton, United Kingdom
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Soojin Jang
31Institut Pasteur Korea
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Andre Kahles
6ETH Zurich, Department of Compter Science, Biomedical Informatics Group
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Frank J Kelly
26Department of Analytical, Environmental and Forensic Sciences
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Kaymisha Knights
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Nikos C Kyrpides
7Department of Energy, Joint Genome Institute, Walnut Creek, California 94598, USA
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Paweł P Łabaj
59Małopolska Centre of Biotechnology, Jagiellonian University
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Patrick K H Lee
32School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
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Marcus H Y Leung
32School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
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Per Ljungdahl
33Stockholm University
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Gabriella Mason-Buck
26Department of Analytical, Environmental and Forensic Sciences
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Ken McGrath
34Microba
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Cem Meydan
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Emmanuel F Mongodin
35University of Maryland School of Medicine, Institute for Genome Sciences
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Milton Ozorio Moraes
36Fundação Oswaldo Cruz
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Niranjan Nagarajan
4Genome Institute of Singapore
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Marina Nieto-Caballero
27University of Colorado at Boulder
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Houtan Noushmehr
37University of São Paulo, Ribeirão Preto Medical School
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Manuela Oliveira
38Instituto de Patologia e Imunologia Molecular da Universidade do Porto
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Stephan Ossowski
39Institute of Medical Genetics and Applied Genomics, University of Tübingen, Tübingen, Germany
40Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain. 3) Universitat Pompeu Fabra, Barcelona, Spain
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Olayinka O Osuolale
41Applied Environmental Metagenomics and Infectious Diseases Research (AEMIDR), Department of Biological Sciences, Elizade University
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Orhan Özcan
45Acibadem Mehmet Ali Aydınlar University
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David Paez-Espino
7Department of Energy, Joint Genome Institute, Walnut Creek, California 94598, USA
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Nicolas Rascovan
42Aix-Marseille Université, IRD, AP-HM, IHU Méditerranée Infection
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Hugues Richard
43Sorbonne University, Faculty of science, Institute of Biology Paris-Seine, Laboratory of Computational and Quantitative Biology
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Gunnar Rätsch
6ETH Zurich, Department of Compter Science, Biomedical Informatics Group
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Lynn M Schriml
35University of Maryland School of Medicine, Institute for Genome Sciences
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Torsten Semmler
44Robert Koch Institute Berlin
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Osman U Sezerman
45Acibadem Mehmet Ali Aydınlar University
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Leming Shi
46Center for Pharmacogenomics, School of Life Sciences and Shanghai Cancer Center, Fudan University
47State Key Laboratory of Genetic Engineering (SKLGE) and MOE Key Laboratory of Contemporary Anthropology, School of Life Sciences
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Tieliu Shi
48The Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Sciences, East China Normal University
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Le Huu Song
49Institute of Tropical Medicine, Vietnamese-German Center of Excellence
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Haruo Suzuki
50Keio University
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Denise Syndercombe Court
26Department of Analytical, Environmental and Forensic Sciences
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Scott W Tighe
51University of Vermont
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Xinzhao Tong
32School of Energy and Environment, City University of Hong Kong, Hong Kong SAR, China
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Klas I Udekwu
33Stockholm University
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Juan A Ugalde
52Millennium Initiative for Collaborative Research on Bacterial Resistance
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Brandon Valentine
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Dimitar I Vassilev
53Faculty of Mathematics and Informatics, Sofia University “St. Kliment Ohridski”
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Elena Vayndorf
54Institute of Arctic Biology, University of Alaska Fairbanks
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Thirumalaisamy P Velavan
55Institute of Tropical Medicine, Univeristätsklinikum Tübingen, Tübingen
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Jun Wu
48The Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, the Institute of Biomedical Sciences and School of Life Sciences, East China Normal University
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María M Zambrano
56Corporación Corpogen
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Jifeng Zhu
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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Sibo Zhu
57State Key Laboratory of Genetic Engineering (SKLGE) and MOE Key Laboratory of Contemporary Anthropology, School of Life Sciences, Fudan University
58Department of Epidemiology, School of Public Health, Fudan University
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Christopher E Mason
1Weill Cornell Medicine
2The Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine
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  • ORCID record for Christopher E Mason
  • For correspondence: chm2042@med.cornell.edu
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Abstract

We have created a global atlas of 4,728 metagenomic samples from mass-transit systems in 60 cities across 3 years. This is the first systematic, worldwide study cataloging the urban microbial ecosystem. We identify taxonomically-defined microorganisms collected across three years. This atlas provides an annotated, geospatial profile of microbial strains, functional characteristics AMR markers, and novel genetic elements, including 10,928 viral, 1302 bacteria, and 2 archaea novel species. We identify 4,424 species of urban microorganisms and a consistent “core” of 31 species found in nearly all samples that is largely distinct from any human commensal microbiome. Profiles of AMR genes show geographic variation in type and density. Together, these results constitute a high-resolution, global metagenomic atlas, which enables the discovery of new genetic components, highlights potential forensic applications, and provides an essential first draft of the global AMR burden of the world’s cities.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵✶ Listed alphabetically

  • ↵* Full list attached

  • Updated text, analyses, and figures.

  • https://github.com/MetaSUB/bioinformatics_management

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Global Genetic Cartography of Urban Metagenomes and Anti-Microbial Resistance
David Danko, Daniela Bezdan, Ebrahim Afshinnekoo, Sofia Ahsanuddin, Chandrima Bhattacharya, Daniel J Butler, Kern Rei Chng, Daisy Donnellan, Jochen Hecht, Katelyn Jackson, Katerina Kuchin, Mikhail Karasikov, Abigail Lyons, Lauren Mak, Dmitry Meleshko, Harun Mustafa, Beth Mutai, Russell Y Neches, Amanda Ng, Olga Nikolayeva, Tatyana Nikolayeva, Eileen Png, Krista Ryon, Jorge L Sanchez, Heba Shaaban, Maria A Sierra, Dominique Thomas, Ben Young, Omar O. Abudayyeh, Josue Alicea, Malay Bhattacharyya, Ran Blekhman, Eduardo Castro-Nallar, Ana M Cañas, Aspassia D Chatziefthimiou, Robert W Crawford, Francesca De Filippis, Youping Deng, Christelle Desnues, Emmanuel Dias-Neto, Marius Dybwad, Eran Elhaik, Danilo Ercolini, Alina Frolova, Dennis Gankin, Jonathan S. Gootenberg, Alexandra B Graf, David C Green, Iman Hajirasouliha, Mark Hernandez, Gregorio Iraola, Soojin Jang, Andre Kahles, Frank J Kelly, Kaymisha Knights, Nikos C Kyrpides, Paweł P Łabaj, Patrick K H Lee, Marcus H Y Leung, Per Ljungdahl, Gabriella Mason-Buck, Ken McGrath, Cem Meydan, Emmanuel F Mongodin, Milton Ozorio Moraes, Niranjan Nagarajan, Marina Nieto-Caballero, Houtan Noushmehr, Manuela Oliveira, Stephan Ossowski, Olayinka O Osuolale, Orhan Özcan, David Paez-Espino, Nicolas Rascovan, Hugues Richard, Gunnar Rätsch, Lynn M Schriml, Torsten Semmler, Osman U Sezerman, Leming Shi, Tieliu Shi, Le Huu Song, Haruo Suzuki, Denise Syndercombe Court, Scott W Tighe, Xinzhao Tong, Klas I Udekwu, Juan A Ugalde, Brandon Valentine, Dimitar I Vassilev, Elena Vayndorf, Thirumalaisamy P Velavan, Jun Wu, María M Zambrano, Jifeng Zhu, Sibo Zhu, Christopher E Mason, The International MetaSUB Consortium
bioRxiv 724526; doi: https://doi.org/10.1101/724526
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Global Genetic Cartography of Urban Metagenomes and Anti-Microbial Resistance
David Danko, Daniela Bezdan, Ebrahim Afshinnekoo, Sofia Ahsanuddin, Chandrima Bhattacharya, Daniel J Butler, Kern Rei Chng, Daisy Donnellan, Jochen Hecht, Katelyn Jackson, Katerina Kuchin, Mikhail Karasikov, Abigail Lyons, Lauren Mak, Dmitry Meleshko, Harun Mustafa, Beth Mutai, Russell Y Neches, Amanda Ng, Olga Nikolayeva, Tatyana Nikolayeva, Eileen Png, Krista Ryon, Jorge L Sanchez, Heba Shaaban, Maria A Sierra, Dominique Thomas, Ben Young, Omar O. Abudayyeh, Josue Alicea, Malay Bhattacharyya, Ran Blekhman, Eduardo Castro-Nallar, Ana M Cañas, Aspassia D Chatziefthimiou, Robert W Crawford, Francesca De Filippis, Youping Deng, Christelle Desnues, Emmanuel Dias-Neto, Marius Dybwad, Eran Elhaik, Danilo Ercolini, Alina Frolova, Dennis Gankin, Jonathan S. Gootenberg, Alexandra B Graf, David C Green, Iman Hajirasouliha, Mark Hernandez, Gregorio Iraola, Soojin Jang, Andre Kahles, Frank J Kelly, Kaymisha Knights, Nikos C Kyrpides, Paweł P Łabaj, Patrick K H Lee, Marcus H Y Leung, Per Ljungdahl, Gabriella Mason-Buck, Ken McGrath, Cem Meydan, Emmanuel F Mongodin, Milton Ozorio Moraes, Niranjan Nagarajan, Marina Nieto-Caballero, Houtan Noushmehr, Manuela Oliveira, Stephan Ossowski, Olayinka O Osuolale, Orhan Özcan, David Paez-Espino, Nicolas Rascovan, Hugues Richard, Gunnar Rätsch, Lynn M Schriml, Torsten Semmler, Osman U Sezerman, Leming Shi, Tieliu Shi, Le Huu Song, Haruo Suzuki, Denise Syndercombe Court, Scott W Tighe, Xinzhao Tong, Klas I Udekwu, Juan A Ugalde, Brandon Valentine, Dimitar I Vassilev, Elena Vayndorf, Thirumalaisamy P Velavan, Jun Wu, María M Zambrano, Jifeng Zhu, Sibo Zhu, Christopher E Mason, The International MetaSUB Consortium
bioRxiv 724526; doi: https://doi.org/10.1101/724526

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