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A global metagenomic map of urban microbiomes and antimicrobial resistance

Authors
David Danko,Daniela Bezdan
Evan Afshin,Sofia Ahsanuddin,Chandrima Bhattacharya,Daniel Butler,Kern Chng,Daisy Donnellan,Jochen Hecht,Katelyn Jackson,Katerina Kuchin,Mikhail Karasikov,Abigail Lyons,Lauren Mak,Dmitry Meleshko,Harun Mustafa,Beth Mutai,Russell Neches,Amanda Ng,Olga Nikolayeva,Tatyana Nikolayeva,Eileen Png,K Ryon,Jorge Sánchez,Heba Shaaban,Maria Sierra,D Thomas,B. Young,Omar Abudayyeh,Josue Alicea,Malay Bhattacharyya,Ran Blekhman,Eduardo Castro‐Nallar,A Cañas,Aspassia Chatziefthimiou,Robert Crawford,Francesca Filippis,Youping Deng,Christelle Desnues,Emmanuel Dias-Neto,Marius Dybwad,Eran Elhaik,Danilo Ercolini,Alina Frolova,Dennis Gankin,Jonathan Gootenberg,Alexandra Graf,David Green,Iman Hajirasouliha,Jaden Hastings,Mark Hernandez,Gregorio Iraola,Soojin Jang,André Kahles,Frank Kelly,Kaymisha Knights,Nikos Kyrpides,Paweł Łabaj,Patrick Lee,Marcus Leung,Per Ljungdahl,Gabriella Mason-Buck,Ken McGrath,Cem Meydan,Emmanuel Mongodin,Milton Moraes,Niranjan Nagarajan,Marina Nieto‐Caballero,Houtan Noushmehr,Manuela Oliveira,Stephan Ossowski,Olayinka Osuolale,Orhan Özcan,David Páez-Espino,Nicolás Rascovan,Hugues Richard,Gunnar Rätsch,Lynn Schriml,Torsten Semmler,Osman Sezerman,Leming Shi,Tieliu Shi,Rania Siam, Song,Haruo Suzuki,Denise Court,Scott Tighe,Xinzhao Tong,Klas Udekwu,Juan Ugalde,B. Valentine,Dimitar Vassilev,Elena Vayndorf,Thirumalaisamy Velavan,Jun Wu,María Zambrano,Jifeng Zhu,Sibo Zhu,Christopher Mason,Gabriela Albuquerque,Alex Alexiev,Kalyn Ali,Lucia Alvarado-Arnez,Salwa Aly,Jennifer Amachee,María Amorim,Majelia Ampadu,MUHAMMAD AMRAN,Nyeon‐Hyoung An,Watson Andrew,Harilanto Andrianjakarivony,Michael Angelov,Verónica Antelo,Catharine Aquino,Álvaro Aranguren,Luiza Araujo,Hitler Arevalo,J. Arévalo,Carme Arnan,Fernanda Arredondo,M Arthur,Freddy Asenjo,Theingi Aung,Juliette Auvinet,Núria Aventín,Sadaf Ayaz,Silva Baburyan,Abd-Manaaf Bakere,Katrin Bakhl,Thais Bartelli,Erdenetsetseg Batdelger,François Baudon,Kevin Becher,Carla Bello,Médine Benchouaia,Hannah Benisty,Anne‐Sophie Benoiston,Joseph Benson,Diego Benítez,Juliana Bernardes,Denis Bertrand,Silvia Beurmann,Tristan Bitard‐Feildel,Lucie Bittner,C. Black,Guillaume Blanc,Brittany Blyther,Toni Bode,Julia Boeri,Bazartseren Boldgiv,Kevin Bolzli,Alexia Bordigoni,C. Borrelli,Sonia Bouchard,Jean‐Pierre Bouly,Alan Boyd,Gabriela Branco,Alessandra Breschi,Björn Brindefalk,Christian Brion,Alan Briones,Paulina Buczansla,Catherine Burke,A. Burrell,Alina Butova,Irvind Buttar,Jalia Bynoe,Sven Bönigk,Kari Bøifot,Hiram Caballero,Xiao Cai,Dayana Calderón,Angela Cantillo,M. Carbajo,Alessandra Carbone,Anais Cardenas,Karol Carrillo,Laurie Casalot,Sofia Castro,Ana Castro,Simone Cawthorne,Jonathan Cedillo,Salama Chaker,Jasna Chalangal,Allison Chan,Anastasia Chasapi,Starr Chatziefthimiou,Sreya Chaudhuri,Akash Chavan,Francisco Chávez,Gregory Chem,Xiaoqing Chen,Michelle Chen,Jenn‐Wei Chen,Ariel Chernomoretz,Allaeddine Chettouh,Douglas Cheung,Diana Chicas,Sung-Kay Chiu,Hani Choudhry,C. Chrispin,Kianna Ciaramella,Erika Cifuentes,Jake Cohen,David Coil,Sylvie Collin,Colleen Conger,Romain Conte,Flavia Corsi,Cecilia Cossio,Ana Costa,Delisia Cuebas,Bruno D’Alessandro,Katherine Dahlhausen,Aaron Darling,Pujita Das,Lucinda Davenport,David Lee,Natalie Davidson,Gargi Dayama,Stéphane Delmas,Chunfang Deng,Chloé Dequeker,Alexandre Desert,Monika Devi,Felipe Dezem,Clara Dias,Timothy Donahoe,S. Dorado,Lashonda Dorsey,V. Dotsenko,Steven Du,Alexandra Dutan,Naya Eady,Jonathan Eisen,Miar Elaskandrany,Lennard Epping,Juan Escalera-Antezana,Cassandra Ettinger,Iqra Faiz,Li Fan,Nadine Farhat,Emile Faure,Fazlina Fauzi,Charlie Feigin,Skye Felice,Laís Ferreira,Gabriel Figueroa,Aubin Fleiss,Denisse Flores,Jorge Flores,Marcos Fonseca,Jonathan Foox,Juan Forero,A Francis,K. French,Pablo Fresia,Jacob Friedman,Jaime Fuentes,Josephine Galipon,Mathilde Garcia,Laura García,Catalina García,Anya Geiger,Samuel Gerner,Sonia Ghose,Đào Giang,Matías Giménez,Donato Giovannelli,Dedan Githae,Spyridon Gkotzis,Liliana Godoy,Samantha Goldman,Gastón Gonnet,Juana Gonzalez,Anahí González,Camila Gonzalez-Poblete,Andrew Gray,T. Gregory,Charlotte Greselle,Sophie Guasco,Juan Guerra,Nika Gurianova,Wolfgang Haehr,Sébastien Halary,Felix Hartkopf,Arya Hawkins-Zafarnia,Nur Hazrin-Chong,Eric Helfrich,Éva Hell,Tamera Henry,Samuel Hernández,Pilar Hernández,David Hess-Homeier,Lauren Hittle,Nghiêm Hoàn,Aliaksei Holik,Chieko Homma,Irene Hoxie,Michael Huber,Elizabeth Humphries,Stephanie Hyland,Andrea Hässig,Rainer Häusler,Nathalie Hüsser,Robert Petit,Badamnyambuu Iderzorig,Mizuki Igarashi,Shaikh Iqbal,Shumpei Ishikawa,Seiichi Ishizuka,Sharah Islam,Rifat Islam,Kohei Ito,Satoshi Ito,Takayuki Ito,Tomislav Ivanković,Tomoki Iwashiro,Sarah Jackson,J.G.M. Jacobs,M. James,Marianne Jaubert,Marie-Laure Jerier,Esmeralda Jiminez,Ayantu Jinfessa,Ype Jong,Hyun Joo,Guilllaume Jospin,T. Kajita,Ashraf Kassim,Norihiro Kato,Amanpreet Kaur,Inderjit Kaur,Fernanda Kehdy,Vedbar Khadka,Shaira Khan,Mahshid Khavari,Michelle Ki,Gina Kim,Hyung Kim,Sangwan Kim,Ryan King,Giuseppe Kolomonaco,Ellen Koag,Nadezhda Kobko-Litskevitch,Maryna Korshevniuk,Michael Kozhar,Jörg Krebs,Nanami Kubota,A. Kuklin,Sheelta Kumar,Rachel Kwong,Lawrence Kwong,Ingrid Lafontaine,Juliana Lago,Tsoi Lai,Élodie Laine,Manolo Laiola,Olha Lakhneko,Isha Lamba,G. Lamotte,Romain Lannes,Eleonora Lazzari,Madeline Leahy,Hyunjung Lee,Yunmi Lee,Lucy Lee,Vincent Lemaire,Emily Leong,Dagmara Lewandowska,Chenhao Li,Weijun Liang,Moses Lin,Paulo Lisböa,Anna Litskevitch,Eric Liu,Tracy Liu,Mayra Livia,Yu Lo,Sonia Losim,Manon Loubens,Jennifer Lu,Oleksandr Lykhenko,Simona Lysakova,S.R. Mahmoud,Sara Majid,Natalka Makogon,D. Maldonado,Krizzy Mallari,Tathiane Malta,Maliha Mamun,Dimitri Manoir,German Marchandon,Natalia Marciniak,Sonia Marinovic,Bárbara Marques,Nicole Mathews,Yuri Matsuzaki,Vincent Matthys,Marcus May,Elias McComb,Annabelle Meagher,Anat Melamed,Wayne Menary,Katterinne Mendez,A. Méndez,Irène Mendy,Irene Meng,Ajay Menon,Mark Menor,Roy Meoded,Nancy Merino,Karishma Miah,Maurice Mignotte,Tanja Miketic,Wilson Miranda,Athena Mitsios,Ryusei Miura,Kunihiko Miyake,Maria Moccia,Neelam Mohan,Mohammed Mohsin,Karobi Moitra,Mauricio Moldes,Laura Molina,Jennifer Molinet,Orgil-Erdene Molomjamts,Eftar Moniruzzaman,Seong-Kong Moon,Isabelle Moraes,Mario Moreno,Maritza Mosella,Josef Moser,Christopher Mozsary,Amanda Muehlbauer,Oasima Muner,Muntaha Munia,Naimah Munim,Maureen Muscat,Tatjana Mustac,C. Muñoz,Francesca Nadalin,Aabgeena Naeem,Dorottya Nagy‐Szakal,Mayuko Nakagawa,Ashanti Narce,Masaki Nasu,Irene Navarrete,Hiba Naveed,Bryan Nazario,Narasimha Nedunuri,Thomas Neff,Aida Nesimi,Wan Ng,Synti Ng,Gloria Nguyen,Elsy Ngwa,Agier Nicolas,P. Nicolas,Nika Abdollahi,Hosna Noorzi,Avigdor Nosrati,Diana Nunes,Kathryn O’Brien,Niamh O’Hara,Gabriella Oken,Rantimi Olawoyin,Javier Oliete,Kiara Olmeda,Tolulope Oluwadare,Itunu Oluwadare,Nils Ordioni,Jenessa Orpilla,Julio Orrego,Melissa Ortega,Princess Osma,Israel Osuolale,Mitsuki Ota,Francesco Oteri,Yuji Oto,Rachid Ounit,Christos Ouzounis,Subhamitra Pakrashi,Rachel Paras,Coral Pardo-Esté,Youngja Park,Paulina Pastuszek,Suraj Patel,Jananan Pathmanathan,Andrea Patrignani,Manuel Pérez,Ante Peros,Shanta Persaud,Annette Peters,Adam Phillips,Lisbeth Pineda,Melissa Pizzi,Alma Plaku,Alketa Plaku,Brianna Pompa-Hogan,Marina Portilla,Leonardo Posada,Max Priestman,Bharath Prithiviraj,Sambhawa Priya,Phanthira Pugdeethosal,Christopher Pugh,Bakhtiyor Pulatov,Angelika Pupiec,Kyrylo Pyrshev,Tao Qin,Saher Rahiel,Savlatjon Rahmatulloev,Kannan Rajendran,Aneisa Ramcharan,Adan Ramirez‐Rojas,Shahryar Rana,Prashanthi Ratnanandan,Timothy Read,Hubert Rehrauer,Renee Richer,Aidsa Rivera,Michelle Rivera,Alessandro Robertiello,Courtney Robinson,Paula Rodríguez,Natalia Palacios-Rojas,P. Roldan,A. Rosario,Sharon Roth,Mario Ruíz,Stephen Ruiz,Kristin Russell,Mariia Rybak,Thaís Sabedot,Mahfuza Sabina,Isamu Saito,Yoshitaka Saito,Gibran Salas,Cecilia Salazar,Kaung San,Khaliun Sanchir,R. Sankar,Paulo Santos,Zulena Saravi,Kana Sasaki,Yuma Sato,Masaki Satoh,Shusei Sato,Ryo Sato,Kenjiro Sato,Nowshin Sayara,Steffen Schaaf,Oli Schacher,Anna-Lena Schinke,Ralph Schlapbach,Christian Schori,Jason Schriml,Felipe Segato,Felipe Sepúlveda,Marianna Serpa,Paola Sessions,Juan Severyn,Maheen Shakil,Sarah Shalaby,Aliyah Shari,Hosup Shim,Hikaru Shirahata,Yuh Shiwa,Ophélie Silva,Jordana Silva,Gwénola Simon,Shaleni Singh,Kasia Sluzek,Rebecca Smith,Eunice So,Núria Somavilla,Yuya Sonohara,Nuno Sousa,Camila Souza,Jason Sperry,Nicolas Sprinsky,Stefan Stark,Antonietta Storia,Keisuke Suganuma,Hamood Suliman,Jill Sullivan,Arif Supie,C. Suzuki,Shusaku Takagi,Fumie Takahara,Naoya Takahashi,Kou Takahashi,Tomoki Takeda,Isabella Takenaka,Soma Tanaka,Andrea Tang,Yuefeng Tang,Emilio Tarcitano,Andrea Tassinari,Mestawet Taye,Alexis Terrero,Eunice Thambiraja,Antonin Thiébaut,Sade Thomas,Andrew Thomas,Yuto Togashi,Takumi Togashi,A. Tomaselli,Masaru Tomita,Isao Tomita,Olivér Tóth,Nora Toussaint,Jennifer Tran,Catalina Truong,Stefan Tsonev,Kazutoshi Tsuda,Takafumi Tsurumaki,Michelle Tuz,Yelyzaveta Tymoshenko,Carmen Urgiles,Masahiko Usui,Sophie Vacant,Laura Vann,Fabienne Velter,Valeria Ventorino,Patricia Vera-Wolf,Riccardo Vicedomini,Michael Suarez-Villamil,Sierra Vincent,Renee Vivancos-Koopman,Andrew Wan,Cindy Wang,Tomoro Warashina,Andréia Watanabe,Samuel Weekes,Johannes Werner,David Westfall,Lothar Wieler,Michelle Williams,Silver Wolf,Brian Wong,Yan Wong,Tyler Wong,R Wright,Tina Wunderlin,Ryota Yamanaka,Jian Yang,Hirokazu Yano,George Yeh,Olena Yemets,Tetiana Yeskova,Shusei Yoshikawa,Laraib Zafar,Yang Zhang,Shu Zhang,Amy Zhang,Yuanting Zheng,Stanislav Zubenko,Norzihan Abdullah,Marcos Abraao,Adel Ait-Hamlat,Muhammad Afaq,Faisal Alquaddoomi
+662 authors
,Ibrar Alam
Journal
Published
Jun 1, 2021
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Abstract

We present a global atlas of 4,728 metagenomic samples from mass-transit systems in 60 cities over 3 years, representing the first systematic, worldwide catalog of the urban microbial ecosystem. This atlas provides an annotated, geospatial profile of microbial strains, functional characteristics, antimicrobial resistance (AMR) markers, and genetic elements, including 10,928 viruses, 1,302 bacteria, 2 archaea, and 838,532 CRISPR arrays not found in reference databases. We identified 4,246 known species of urban microorganisms and a consistent set of 31 species found in 97% of samples that were distinct from human commensal organisms. Profiles of AMR genes varied widely in type and density across cities. Cities showed distinct microbial taxonomic signatures that were driven by climate and geographic differences. These results constitute a high-resolution global metagenomic atlas that enables discovery of organisms and genes, highlights potential public health and forensic applications, and provides a culture-independent view of AMR burden in cities.

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