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Pathogen surveillance in the informal settlement, Kibera, Kenya, using a metagenomics approach

Worldwide, the number of emerging and re-emerging infectious diseases is increasing, highlighting the importance of global disease pathogen surveillance. Traditional population-based methods may fail to capture important events, particularly in settings with limited access to health care, such as ur...

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Published in:PloS one 2019-10, Vol.14 (10), p.e0222531-e0222531
Main Authors: Hendriksen, Rene S, Lukjancenko, Oksana, Munk, Patrick, Hjelmsø, Mathis H, Verani, Jennifer R, Ng'eno, Eric, Bigogo, Godfrey, Kiplangat, Samuel, Oumar, Traoré, Bergmark, Lasse, Röder, Timo, Neatherlin, John C, Clayton, Onyango, Hald, Tine, Karlsmose, Susanne, Pamp, Sünje J, Fields, Barry, Montgomery, Joel M, Aarestrup, Frank M
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cited_by cdi_FETCH-LOGICAL-c692t-5a9943121a694c08f8314b9a37fe7c413f260c19acce4e2b9fd0367f6580b6d33
cites cdi_FETCH-LOGICAL-c692t-5a9943121a694c08f8314b9a37fe7c413f260c19acce4e2b9fd0367f6580b6d33
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creator Hendriksen, Rene S
Lukjancenko, Oksana
Munk, Patrick
Hjelmsø, Mathis H
Verani, Jennifer R
Ng'eno, Eric
Bigogo, Godfrey
Kiplangat, Samuel
Oumar, Traoré
Bergmark, Lasse
Röder, Timo
Neatherlin, John C
Clayton, Onyango
Hald, Tine
Karlsmose, Susanne
Pamp, Sünje J
Fields, Barry
Montgomery, Joel M
Aarestrup, Frank M
description Worldwide, the number of emerging and re-emerging infectious diseases is increasing, highlighting the importance of global disease pathogen surveillance. Traditional population-based methods may fail to capture important events, particularly in settings with limited access to health care, such as urban informal settlements. In such environments, a mixture of surface water runoff and human feces containing pathogenic microorganisms could be used as a surveillance surrogate. We conducted a temporal metagenomic analysis of urban sewage from Kibera, an urban informal settlement in Nairobi, Kenya, to detect and quantify bacterial and associated antimicrobial resistance (AMR) determinants, viral and parasitic pathogens. Data were examined in conjunction with data from ongoing clinical infectious disease surveillance. A large variation of read abundances related to bacteria, viruses, and parasites of medical importance, as well as bacterial associated antimicrobial resistance genes over time were detected. Significant increased abundances were observed for a number of bacterial pathogens coinciding with higher abundances of AMR genes. Vibrio cholerae as well as rotavirus A, among other virus peaked in several weeks during the study period whereas Cryptosporidium spp. and Giardia spp, varied more over time. The metagenomic surveillance approach for monitoring circulating pathogens in sewage was able to detect putative pathogen and resistance loads in an urban informal settlement. Thus, valuable if generated in real time to serve as a comprehensive infectious disease agent surveillance system with the potential to guide disease prevention and treatment. The approach may lead to a paradigm shift in conducting real-time global genomics-based surveillance in settings with limited access to health care.
doi_str_mv 10.1371/journal.pone.0222531
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Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hendriksen, Rene S</au><au>Lukjancenko, Oksana</au><au>Munk, Patrick</au><au>Hjelmsø, Mathis H</au><au>Verani, Jennifer R</au><au>Ng'eno, Eric</au><au>Bigogo, Godfrey</au><au>Kiplangat, Samuel</au><au>Oumar, Traoré</au><au>Bergmark, Lasse</au><au>Röder, Timo</au><au>Neatherlin, John C</au><au>Clayton, Onyango</au><au>Hald, Tine</au><au>Karlsmose, Susanne</au><au>Pamp, Sünje J</au><au>Fields, Barry</au><au>Montgomery, Joel M</au><au>Aarestrup, Frank M</au><au>Ye, Lin</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Pathogen surveillance in the informal settlement, Kibera, Kenya, using a metagenomics approach</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2019-10-10</date><risdate>2019</risdate><volume>14</volume><issue>10</issue><spage>e0222531</spage><epage>e0222531</epage><pages>e0222531-e0222531</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Worldwide, the number of emerging and re-emerging infectious diseases is increasing, highlighting the importance of global disease pathogen surveillance. Traditional population-based methods may fail to capture important events, particularly in settings with limited access to health care, such as urban informal settlements. In such environments, a mixture of surface water runoff and human feces containing pathogenic microorganisms could be used as a surveillance surrogate. We conducted a temporal metagenomic analysis of urban sewage from Kibera, an urban informal settlement in Nairobi, Kenya, to detect and quantify bacterial and associated antimicrobial resistance (AMR) determinants, viral and parasitic pathogens. Data were examined in conjunction with data from ongoing clinical infectious disease surveillance. A large variation of read abundances related to bacteria, viruses, and parasites of medical importance, as well as bacterial associated antimicrobial resistance genes over time were detected. Significant increased abundances were observed for a number of bacterial pathogens coinciding with higher abundances of AMR genes. Vibrio cholerae as well as rotavirus A, among other virus peaked in several weeks during the study period whereas Cryptosporidium spp. and Giardia spp, varied more over time. The metagenomic surveillance approach for monitoring circulating pathogens in sewage was able to detect putative pathogen and resistance loads in an urban informal settlement. Thus, valuable if generated in real time to serve as a comprehensive infectious disease agent surveillance system with the potential to guide disease prevention and treatment. The approach may lead to a paradigm shift in conducting real-time global genomics-based surveillance in settings with limited access to health care.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>31600207</pmid><doi>10.1371/journal.pone.0222531</doi><tpages>e0222531</tpages><orcidid>https://orcid.org/0000-0001-8813-4019</orcidid><orcidid>https://orcid.org/0000-0003-2934-8214</orcidid><oa>free_for_read</oa></addata></record>
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identifier ISSN: 1932-6203
ispartof PloS one, 2019-10, Vol.14 (10), p.e0222531-e0222531
issn 1932-6203
1932-6203
language eng
recordid cdi_plos_journals_2303979926
source Publicly Available Content Database (Proquest) (PQ_SDU_P3); PubMed Central(OpenAccess); Coronavirus Research Database
subjects Animals
Antiinfectives and antibacterials
Antimicrobial agents
Antimicrobial resistance
Bacteria
Bacteria - genetics
Bacteria - pathogenicity
Bacterial genetics
Biology and Life Sciences
Care and treatment
Cholera toxin
Communicable diseases
Communicable Diseases - genetics
Communicable Diseases - microbiology
Communicable Diseases - parasitology
Communicable Diseases - virology
Cryptosporidium
Disease control
Disease prevention
Drug resistance
Drug Resistance, Bacterial - genetics
Engineering and Technology
Feces - microbiology
Feces - parasitology
Feces - virology
Food
Genes
Genomics
Giardia
Health care
Health care access
Health care services accessibility
Humans
Infectious diseases
Kenya - epidemiology
Laboratories
Load resistance
Medical importance
Medical research
Medical treatment
Medicine and Health Sciences
Metagenome - genetics
Metagenomics - methods
Microbial drug resistance
Microorganisms
Nosocomial infections
Parasites
Parasites - genetics
Parasites - pathogenicity
Parasitic diseases
Pathogenic microorganisms
Pathogens
Patient Acceptance of Health Care
Prevention
Real time
Risk factors
Rotavirus
Runoff
Sewage
Sewage - microbiology
Sewage - parasitology
Sewage - virology
Sewage analysis
Surface runoff
Surface water
Surveillance
Surveillance equipment
Urban areas
Urban runoff
Viruses
Viruses - genetics
Viruses - pathogenicity
Water
Water - analysis
Water Microbiology
Water resources
Waterborne diseases
title Pathogen surveillance in the informal settlement, Kibera, Kenya, using a metagenomics approach
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