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Afshinnekoo E, Meydan C, Chowdhury S, Jaroudi D, Boyer C, Bernstein N, Maritz JM, Reeves D, Gandara J, Chhangawala S, Ahsanuddin S, Simmons A, Nessel T, Sundaresh B, Pereira E, Jorgensen E, Kolokotronis SO, Kirchberger N, Garcia I, Gandara D, Dhanraj S, Nawrin T, Saletore Y, Alexander N, Vijay P, Hénaff EM, Zumbo P, Walsh M, O'Mullan GD, Tighe S, Dudley JT, Dunaif A, Ennis S, O'Halloran E, Magalhaes TR, Boone B, Jones AL, Muth TR, Paolantonio KS, Alter E, Schadt EE, Garbarino J, Prill RJ, Carlton JM, Levy S, Mason CE. Geospatial Resolution of Human and Bacterial Diversity with City-Scale Metagenomics. Cell Syst 2015; 1:72-87. [PMID: 26594662 PMCID: PMC4651444 DOI: 10.1016/j.cels.2015.01.001] [Citation(s) in RCA: 173] [Impact Index Per Article: 19.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The panoply of microorganisms and other species present in our environment influence human health and disease, especially in cities, but have not been profiled with metagenomics at a city-wide scale. We sequenced DNA from surfaces across the entire New York City (NYC) subway system, the Gowanus Canal, and public parks. Nearly half of the DNA (48%) does not match any known organism; identified organisms spanned 1,688 bacterial, viral, archaeal, and eukaryotic taxa, which were enriched for harmless genera associated with skin (e.g., Acinetobacter). Predicted ancestry of human DNA left on subway surfaces can recapitulate U.S. Census demographic data, and bacterial signatures can reveal a station’s history, such as marine-associated bacteria in a hurricane-flooded station. Some evidence of pathogens was found (Bacillus anthracis), but a lack of reported cases in NYC suggests that the pathogens represent a normal, urban microbiome. This baseline metagenomic map of NYC could help long-term disease surveillance, bioterrorism threat mitigation, and health management in the built environment of cities.
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Affiliation(s)
- Ebrahim Afshinnekoo
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; School of Earth and Environmental Sciences, City University of New York (CUNY) Queens College, Flushing, NY 11367, USA
| | - Cem Meydan
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Shanin Chowdhury
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; CUNY Hunter College, New York, NY 10065, USA
| | - Dyala Jaroudi
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Collin Boyer
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Nick Bernstein
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Julia M Maritz
- Center for Genomics, New York University, New York, NY 10003, USA
| | - Darryl Reeves
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; Tri-Institutional Program on Computational Biology and Medicine (CBM), New York, NY 10065, USA
| | - Jorge Gandara
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Sagar Chhangawala
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Sofia Ahsanuddin
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; CUNY Brooklyn College, Department of Biology, Brooklyn, NY 11210, USA
| | - Amber Simmons
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | | | | | | | | | | | - Nell Kirchberger
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Isaac Garcia
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - David Gandara
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Sean Dhanraj
- CUNY Brooklyn College, Department of Biology, Brooklyn, NY 11210, USA
| | - Tanzina Nawrin
- CUNY Brooklyn College, Department of Biology, Brooklyn, NY 11210, USA
| | - Yogesh Saletore
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; Tri-Institutional Program on Computational Biology and Medicine (CBM), New York, NY 10065, USA
| | - Noah Alexander
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Priyanka Vijay
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; Tri-Institutional Program on Computational Biology and Medicine (CBM), New York, NY 10065, USA
| | - Elizabeth M Hénaff
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Paul Zumbo
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA
| | - Michael Walsh
- State University of New York, Downstate, Brooklyn, NY 11203, USA
| | - Gregory D O'Mullan
- School of Earth and Environmental Sciences, City University of New York (CUNY) Queens College, Flushing, NY 11367, USA
| | - Scott Tighe
- University of Vermont, Burlington, VT 05405, USA
| | - Joel T Dudley
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Anya Dunaif
- Rockefeller University, New York, NY 10065, USA
| | - Sean Ennis
- Academic Centre on Rare Diseases, School of Medicine and Medical Science, University College Dublin 4, Ireland ; National Centre for Medical Genetics, Our Lady's Children's Hospital, Dublin 12, Ireland
| | - Eoghan O'Halloran
- Academic Centre on Rare Diseases, School of Medicine and Medical Science, University College Dublin 4, Ireland
| | - Tiago R Magalhaes
- Academic Centre on Rare Diseases, School of Medicine and Medical Science, University College Dublin 4, Ireland ; National Centre for Medical Genetics, Our Lady's Children's Hospital, Dublin 12, Ireland
| | - Braden Boone
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Angela L Jones
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Theodore R Muth
- CUNY Brooklyn College, Department of Biology, Brooklyn, NY 11210, USA
| | | | | | - Eric E Schadt
- Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | | | - Robert J Prill
- Accelerated Discovery Lab, IBM Almaden Research Center, San Jose, CA 95120, USA
| | - Jane M Carlton
- Center for Genomics, New York University, New York, NY 10003, USA
| | - Shawn Levy
- HudsonAlpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Christopher E Mason
- Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY 10065, USA ; The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10065, USA ; The Feil Family Brain and Mind Research Institute, New York, NY 10065, USA
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