Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.

<h4>Background</h4>Serological surveys with multiplex bead assays can be used to assess seroprevalence to multiple pathogens simultaneously. However, multiple methods have been used to generate cut-off values for seropositivity and these may lead to inconsistent interpretation of results...

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Main Authors: YuYen Chan, Kimberly Fornace, Lindsey Wu, Benjamin F Arnold, Jeffrey W Priest, Diana L Martin, Michelle A Chang, Jackie Cook, Gillian Stresman, Chris Drakeley
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-06-01
Series:PLoS Neglected Tropical Diseases
Online Access:https://doi.org/10.1371/journal.pntd.0009457
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spelling doaj-4a9e2f514c6b4d98a854ba6b3e61102a2021-07-24T04:32:04ZengPublic Library of Science (PLoS)PLoS Neglected Tropical Diseases1935-27271935-27352021-06-01156e000945710.1371/journal.pntd.0009457Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.YuYen ChanKimberly FornaceLindsey WuBenjamin F ArnoldJeffrey W PriestDiana L MartinMichelle A ChangJackie CookGillian StresmanChris Drakeley<h4>Background</h4>Serological surveys with multiplex bead assays can be used to assess seroprevalence to multiple pathogens simultaneously. However, multiple methods have been used to generate cut-off values for seropositivity and these may lead to inconsistent interpretation of results. A literature review was conducted to describe the methods used to determine cut-off values for data generated by multiplex bead assays.<h4>Methodology/principal findings</h4>A search was conducted in PubMed that included articles published from January 2010 to January 2020, and 308 relevant articles were identified that included the terms "serology", "cut-offs", and "multiplex bead assays". After application of exclusion of articles not relevant to neglected tropical diseases (NTD), vaccine preventable diseases (VPD), or malaria, 55 articles were examined based on their relevance to NTD or VPD. The most frequently applied approaches to determine seropositivity included the use of presumed unexposed populations, mixture models, receiver operating curves (ROC), and international standards. Other methods included the use of quantiles, pre-exposed endemic cohorts, and visual inflection points.<h4>Conclusions/significance</h4>For disease control programmes, seropositivity is a practical and easily interpretable health metric but determining appropriate cut-offs for positivity can be challenging. Considerations for optimal cut-off approaches should include factors such as methods recommended by previous research, transmission dynamics, and the immunological backgrounds of the population. In the absence of international standards for estimating seropositivity in a population, the use of consistent methods that align with individual disease epidemiological data will improve comparability between settings and enable the assessment of changes over time.https://doi.org/10.1371/journal.pntd.0009457
collection DOAJ
language English
format Article
sources DOAJ
author YuYen Chan
Kimberly Fornace
Lindsey Wu
Benjamin F Arnold
Jeffrey W Priest
Diana L Martin
Michelle A Chang
Jackie Cook
Gillian Stresman
Chris Drakeley
spellingShingle YuYen Chan
Kimberly Fornace
Lindsey Wu
Benjamin F Arnold
Jeffrey W Priest
Diana L Martin
Michelle A Chang
Jackie Cook
Gillian Stresman
Chris Drakeley
Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
PLoS Neglected Tropical Diseases
author_facet YuYen Chan
Kimberly Fornace
Lindsey Wu
Benjamin F Arnold
Jeffrey W Priest
Diana L Martin
Michelle A Chang
Jackie Cook
Gillian Stresman
Chris Drakeley
author_sort YuYen Chan
title Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
title_short Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
title_full Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
title_fullStr Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
title_full_unstemmed Determining seropositivity-A review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
title_sort determining seropositivity-a review of approaches to define population seroprevalence when using multiplex bead assays to assess burden of tropical diseases.
publisher Public Library of Science (PLoS)
series PLoS Neglected Tropical Diseases
issn 1935-2727
1935-2735
publishDate 2021-06-01
description <h4>Background</h4>Serological surveys with multiplex bead assays can be used to assess seroprevalence to multiple pathogens simultaneously. However, multiple methods have been used to generate cut-off values for seropositivity and these may lead to inconsistent interpretation of results. A literature review was conducted to describe the methods used to determine cut-off values for data generated by multiplex bead assays.<h4>Methodology/principal findings</h4>A search was conducted in PubMed that included articles published from January 2010 to January 2020, and 308 relevant articles were identified that included the terms "serology", "cut-offs", and "multiplex bead assays". After application of exclusion of articles not relevant to neglected tropical diseases (NTD), vaccine preventable diseases (VPD), or malaria, 55 articles were examined based on their relevance to NTD or VPD. The most frequently applied approaches to determine seropositivity included the use of presumed unexposed populations, mixture models, receiver operating curves (ROC), and international standards. Other methods included the use of quantiles, pre-exposed endemic cohorts, and visual inflection points.<h4>Conclusions/significance</h4>For disease control programmes, seropositivity is a practical and easily interpretable health metric but determining appropriate cut-offs for positivity can be challenging. Considerations for optimal cut-off approaches should include factors such as methods recommended by previous research, transmission dynamics, and the immunological backgrounds of the population. In the absence of international standards for estimating seropositivity in a population, the use of consistent methods that align with individual disease epidemiological data will improve comparability between settings and enable the assessment of changes over time.
url https://doi.org/10.1371/journal.pntd.0009457
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