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Selection bias in epidemiological studies of infectious disease using Escherichia coli and avian cellulitis as an example
In epidemiological studies of infectious disease, researchers often rely on specific cues of the host, such as clinical signs, as surrogate indicators of pathogen presence. A selection bias would manifest if the specific visual cues used in sampling for the pathogen were not representative of the fu...
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Published in: | Epidemiology and infection 2001-02, Vol.126 (1), p.139-145 |
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description | In epidemiological studies of infectious disease, researchers often rely on specific cues of the host, such as clinical signs, as surrogate indicators of pathogen presence. A selection bias would manifest if the specific visual cues used in sampling for the pathogen were not representative of the full range of signs caused by the strains of that pathogen. In our molecular epidemiological studies of Escherichia coli associated with avian cellulitis in broilers, we collect carcasses at the processing plant based on visual cues of lesion morphology. Therefore, the objectives of this study were to: (1) explore the potential impacts of selection bias in an application of infectious disease epidemiology, and (2) utilize a validation protocol to assess the potential for selection bias in our molecular epidemiological studies of E. coli and avian cellulitis. In two different trials, E. coli DNA fingerprints were compared between birds that our observers collected and the birds that the observers missed. Using Fisher's exact tests and simulation models, we determined that the isolates collected by the observers were not significantly different from the isolates missed by the observers (P>0·60 in both trials). Our method of selecting birds suspected of having cellulitis did not significantly bias our inferences about the population of E. coli associated with cellulitis in the flock. We encourage more investigators to critically assess the relationship of the sample to the target population in epidemiological studies of infectious disease. |
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S. ; ATWILL, E. R. ; CARPENTER, T. E. ; JEFFREY, J. S. ; JOHNSON, W. O. ; HIRSH, D. C.</creator><creatorcontrib>SINGER, R. S. ; ATWILL, E. R. ; CARPENTER, T. E. ; JEFFREY, J. S. ; JOHNSON, W. O. ; HIRSH, D. C.</creatorcontrib><description>In epidemiological studies of infectious disease, researchers often rely on specific cues of the host, such as clinical signs, as surrogate indicators of pathogen presence. A selection bias would manifest if the specific visual cues used in sampling for the pathogen were not representative of the full range of signs caused by the strains of that pathogen. In our molecular epidemiological studies of Escherichia coli associated with avian cellulitis in broilers, we collect carcasses at the processing plant based on visual cues of lesion morphology. Therefore, the objectives of this study were to: (1) explore the potential impacts of selection bias in an application of infectious disease epidemiology, and (2) utilize a validation protocol to assess the potential for selection bias in our molecular epidemiological studies of E. coli and avian cellulitis. In two different trials, E. coli DNA fingerprints were compared between birds that our observers collected and the birds that the observers missed. Using Fisher's exact tests and simulation models, we determined that the isolates collected by the observers were not significantly different from the isolates missed by the observers (P>0·60 in both trials). Our method of selecting birds suspected of having cellulitis did not significantly bias our inferences about the population of E. coli associated with cellulitis in the flock. We encourage more investigators to critically assess the relationship of the sample to the target population in epidemiological studies of infectious disease.</description><identifier>ISSN: 0950-2688</identifier><identifier>EISSN: 1469-4409</identifier><identifier>DOI: 10.1017/S0950268801005039</identifier><identifier>PMID: 11293674</identifier><identifier>CODEN: EPINEU</identifier><language>eng</language><publisher>Cambridge, UK: Cambridge University Press</publisher><subject>Animals ; Bacteriology ; Bias ; Biological and medical sciences ; Birds ; Cellulitis ; Cellulitis - epidemiology ; Cellulitis - microbiology ; Cellulitis - veterinary ; Chickens ; DNA Fingerprinting ; E coli ; Epidemiologic studies ; Epidemiology ; Escherichia coli ; Escherichia coli Infections - epidemiology ; Escherichia coli Infections - veterinary ; Experimentation ; Fundamental and applied biological sciences. 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S.</creatorcontrib><creatorcontrib>ATWILL, E. R.</creatorcontrib><creatorcontrib>CARPENTER, T. E.</creatorcontrib><creatorcontrib>JEFFREY, J. S.</creatorcontrib><creatorcontrib>JOHNSON, W. O.</creatorcontrib><creatorcontrib>HIRSH, D. C.</creatorcontrib><title>Selection bias in epidemiological studies of infectious disease using Escherichia coli and avian cellulitis as an example</title><title>Epidemiology and infection</title><addtitle>Epidemiol. Infect</addtitle><description>In epidemiological studies of infectious disease, researchers often rely on specific cues of the host, such as clinical signs, as surrogate indicators of pathogen presence. A selection bias would manifest if the specific visual cues used in sampling for the pathogen were not representative of the full range of signs caused by the strains of that pathogen. In our molecular epidemiological studies of Escherichia coli associated with avian cellulitis in broilers, we collect carcasses at the processing plant based on visual cues of lesion morphology. Therefore, the objectives of this study were to: (1) explore the potential impacts of selection bias in an application of infectious disease epidemiology, and (2) utilize a validation protocol to assess the potential for selection bias in our molecular epidemiological studies of E. coli and avian cellulitis. In two different trials, E. coli DNA fingerprints were compared between birds that our observers collected and the birds that the observers missed. Using Fisher's exact tests and simulation models, we determined that the isolates collected by the observers were not significantly different from the isolates missed by the observers (P>0·60 in both trials). Our method of selecting birds suspected of having cellulitis did not significantly bias our inferences about the population of E. coli associated with cellulitis in the flock. We encourage more investigators to critically assess the relationship of the sample to the target population in epidemiological studies of infectious disease.</description><subject>Animals</subject><subject>Bacteriology</subject><subject>Bias</subject><subject>Biological and medical sciences</subject><subject>Birds</subject><subject>Cellulitis</subject><subject>Cellulitis - epidemiology</subject><subject>Cellulitis - microbiology</subject><subject>Cellulitis - veterinary</subject><subject>Chickens</subject><subject>DNA Fingerprinting</subject><subject>E coli</subject><subject>Epidemiologic studies</subject><subject>Epidemiology</subject><subject>Escherichia coli</subject><subject>Escherichia coli Infections - epidemiology</subject><subject>Escherichia coli Infections - veterinary</subject><subject>Experimentation</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>Fundamental immunology</subject><subject>Infectious diseases</subject><subject>Lesions</subject><subject>Microbiology</subject><subject>Molecular Epidemiology</subject><subject>Molecular immunology</subject><subject>Morphology</subject><subject>Pathogenicity, virulence, toxins, bacteriocins, pyrogens, host-bacteria relations, miscellaneous strains</subject><subject>Pathogens</subject><subject>Poultry Diseases - epidemiology</subject><subject>Poultry Diseases - microbiology</subject><subject>Research Design</subject><subject>Selection Bias</subject><subject>Short Paper</subject><subject>Short Papers</subject><subject>Techniques</subject><subject>Veterinary colleges</subject><subject>Veterinary medicine</subject><issn>0950-2688</issn><issn>1469-4409</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2001</creationdate><recordtype>article</recordtype><recordid>eNqFkV1rFDEYhQdR7Fr9AYJIEPRuNB-TrxtBSrcVCqJbwbuQzWR233VmsiYzpf33ZrvDrh-IuQnkPDm85z1F8ZzgtwQT-W6BNcdUKIUJxhwz_aCYkUrosqqwfljMdnK500-KJyltMMaaKvm4OCGEaiZkNSvuFr71boDQoyXYhKBHfgu17yC0YQXOtigNYw0-odBktbmHx4RqSN4mj8YE_QqdJ7f2EdwaLHKhBWT7GtkbsD1yvm3HFgZIKPvnB39ru23rnxaPGtsm_2y6T4uv8_Prs8vy6tPFx7MPV6XjTA3l0nrpWNNgTgmrlXbSCS4aTZR3OaptBKFeudpybZ1WLB9OK0yZYzUXDLPT4v3edzsuO1873w_RtmYbobPxzgQL5nelh7VZhRtDldBC8GzwZjKI4cfo02A6SLtUtvd5E0ZKzFil8H9BorDkkusMvvoD3IQx9nkLhmKeK2WSZojsIRdDStE3h5EJNrv6zV_15z8vf816_DH1nYHXE2BT7raJtneQjlxF8sruJ3yx5zZpCPGgMyUqKWWWy70MafC3B9nG70ZIJrkRF58N_bLg3-bzS3OdeTZlsd0yQr3yx8T_TvMTtZXg9g</recordid><startdate>20010201</startdate><enddate>20010201</enddate><creator>SINGER, R. 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C.</creator><general>Cambridge University Press</general><scope>BSCLL</scope><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QL</scope><scope>7RV</scope><scope>7T2</scope><scope>7U9</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>8C1</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>AN0</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>KB0</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>NAPCQ</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20010201</creationdate><title>Selection bias in epidemiological studies of infectious disease using Escherichia coli and avian cellulitis as an example</title><author>SINGER, R. 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Psychology</topic><topic>Fundamental immunology</topic><topic>Infectious diseases</topic><topic>Lesions</topic><topic>Microbiology</topic><topic>Molecular Epidemiology</topic><topic>Molecular immunology</topic><topic>Morphology</topic><topic>Pathogenicity, virulence, toxins, bacteriocins, pyrogens, host-bacteria relations, miscellaneous strains</topic><topic>Pathogens</topic><topic>Poultry Diseases - epidemiology</topic><topic>Poultry Diseases - microbiology</topic><topic>Research Design</topic><topic>Selection Bias</topic><topic>Short Paper</topic><topic>Short Papers</topic><topic>Techniques</topic><topic>Veterinary colleges</topic><topic>Veterinary medicine</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>SINGER, R. S.</creatorcontrib><creatorcontrib>ATWILL, E. R.</creatorcontrib><creatorcontrib>CARPENTER, T. E.</creatorcontrib><creatorcontrib>JEFFREY, J. S.</creatorcontrib><creatorcontrib>JOHNSON, W. 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S.</au><au>ATWILL, E. R.</au><au>CARPENTER, T. E.</au><au>JEFFREY, J. S.</au><au>JOHNSON, W. O.</au><au>HIRSH, D. C.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Selection bias in epidemiological studies of infectious disease using Escherichia coli and avian cellulitis as an example</atitle><jtitle>Epidemiology and infection</jtitle><addtitle>Epidemiol. Infect</addtitle><date>2001-02-01</date><risdate>2001</risdate><volume>126</volume><issue>1</issue><spage>139</spage><epage>145</epage><pages>139-145</pages><issn>0950-2688</issn><eissn>1469-4409</eissn><coden>EPINEU</coden><abstract>In epidemiological studies of infectious disease, researchers often rely on specific cues of the host, such as clinical signs, as surrogate indicators of pathogen presence. A selection bias would manifest if the specific visual cues used in sampling for the pathogen were not representative of the full range of signs caused by the strains of that pathogen. In our molecular epidemiological studies of Escherichia coli associated with avian cellulitis in broilers, we collect carcasses at the processing plant based on visual cues of lesion morphology. Therefore, the objectives of this study were to: (1) explore the potential impacts of selection bias in an application of infectious disease epidemiology, and (2) utilize a validation protocol to assess the potential for selection bias in our molecular epidemiological studies of E. coli and avian cellulitis. In two different trials, E. coli DNA fingerprints were compared between birds that our observers collected and the birds that the observers missed. Using Fisher's exact tests and simulation models, we determined that the isolates collected by the observers were not significantly different from the isolates missed by the observers (P>0·60 in both trials). Our method of selecting birds suspected of having cellulitis did not significantly bias our inferences about the population of E. coli associated with cellulitis in the flock. We encourage more investigators to critically assess the relationship of the sample to the target population in epidemiological studies of infectious disease.</abstract><cop>Cambridge, UK</cop><pub>Cambridge University Press</pub><pmid>11293674</pmid><doi>10.1017/S0950268801005039</doi><tpages>7</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Animals Bacteriology Bias Biological and medical sciences Birds Cellulitis Cellulitis - epidemiology Cellulitis - microbiology Cellulitis - veterinary Chickens DNA Fingerprinting E coli Epidemiologic studies Epidemiology Escherichia coli Escherichia coli Infections - epidemiology Escherichia coli Infections - veterinary Experimentation Fundamental and applied biological sciences. Psychology Fundamental immunology Infectious diseases Lesions Microbiology Molecular Epidemiology Molecular immunology Morphology Pathogenicity, virulence, toxins, bacteriocins, pyrogens, host-bacteria relations, miscellaneous strains Pathogens Poultry Diseases - epidemiology Poultry Diseases - microbiology Research Design Selection Bias Short Paper Short Papers Techniques Veterinary colleges Veterinary medicine |
title | Selection bias in epidemiological studies of infectious disease using Escherichia coli and avian cellulitis as an example |
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