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Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals
BACKGROUND: In recent years, researchers have had an increased focus on multiplex microarray assays, in which antibodies are measured against multiple related antigens, for use in seroepidemiological studies to infer past transmission. METHODS: We assess the performance of a flavivirus microarray as...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8205622/ https://www.ncbi.nlm.nih.gov/pubmed/31967302 http://dx.doi.org/10.1093/infdis/jiaa018 |
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author | Thao, Tran Thi Nhu de Bruin, Erwin Phuong, Huynh Thi Thao Vy, Nguyen Ha van den Ham, Henk-Jan Wills, Bridget A Tien, Nguyen Thi Hanh Le Duyen, Huynh Thi Trung, Dinh The Whitehead, Stephen S Boni, Maciej F Koopmans, Marion Clapham, Hannah E |
author_facet | Thao, Tran Thi Nhu de Bruin, Erwin Phuong, Huynh Thi Thao Vy, Nguyen Ha van den Ham, Henk-Jan Wills, Bridget A Tien, Nguyen Thi Hanh Le Duyen, Huynh Thi Trung, Dinh The Whitehead, Stephen S Boni, Maciej F Koopmans, Marion Clapham, Hannah E |
author_sort | Thao, Tran Thi Nhu |
collection | PubMed |
description | BACKGROUND: In recent years, researchers have had an increased focus on multiplex microarray assays, in which antibodies are measured against multiple related antigens, for use in seroepidemiological studies to infer past transmission. METHODS: We assess the performance of a flavivirus microarray assay for determining past dengue virus (DENV) infection history in a dengue-endemic setting, Vietnam. We tested the microarray on samples from 1 and 6 months postinfection from DENV-infected patients (infecting serotype was determined using reverse-transcription polymerase chain reaction during acute, past primary, and secondary infection assessed using plaque reduction neutralization tests 6 months postinfection). RESULTS: Binomial models developed to discriminate past primary from secondary infection using the protein microarray (PMA) titers had high area under the curve (0.90–0.97) and accuracy (0.84–0.86). Multinomial models developed to identify most recent past infecting serotype using PMA titers performed well in those with past primary infection (average test set: κ = 0.85, accuracy of 0.92) but not those with past secondary infection (κ = 0.24, accuracy of 0.45). CONCLUSIONS: Our results suggest that the microarray will be useful in seroepidemiological studies aimed at classifying the past infection history of individuals (past primary vs secondary and serotype of past primary infections) and thus inferring past transmission intensity of DENV in dengue-endemic settings. Future work to validate these models should be undertaken in different transmission settings and with samples later after infection. |
format | Online Article Text |
id | pubmed-8205622 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-82056222021-06-16 Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals Thao, Tran Thi Nhu de Bruin, Erwin Phuong, Huynh Thi Thao Vy, Nguyen Ha van den Ham, Henk-Jan Wills, Bridget A Tien, Nguyen Thi Hanh Le Duyen, Huynh Thi Trung, Dinh The Whitehead, Stephen S Boni, Maciej F Koopmans, Marion Clapham, Hannah E J Infect Dis Major Articles and Brief Reports BACKGROUND: In recent years, researchers have had an increased focus on multiplex microarray assays, in which antibodies are measured against multiple related antigens, for use in seroepidemiological studies to infer past transmission. METHODS: We assess the performance of a flavivirus microarray assay for determining past dengue virus (DENV) infection history in a dengue-endemic setting, Vietnam. We tested the microarray on samples from 1 and 6 months postinfection from DENV-infected patients (infecting serotype was determined using reverse-transcription polymerase chain reaction during acute, past primary, and secondary infection assessed using plaque reduction neutralization tests 6 months postinfection). RESULTS: Binomial models developed to discriminate past primary from secondary infection using the protein microarray (PMA) titers had high area under the curve (0.90–0.97) and accuracy (0.84–0.86). Multinomial models developed to identify most recent past infecting serotype using PMA titers performed well in those with past primary infection (average test set: κ = 0.85, accuracy of 0.92) but not those with past secondary infection (κ = 0.24, accuracy of 0.45). CONCLUSIONS: Our results suggest that the microarray will be useful in seroepidemiological studies aimed at classifying the past infection history of individuals (past primary vs secondary and serotype of past primary infections) and thus inferring past transmission intensity of DENV in dengue-endemic settings. Future work to validate these models should be undertaken in different transmission settings and with samples later after infection. Oxford University Press 2020-01-22 /pmc/articles/PMC8205622/ /pubmed/31967302 http://dx.doi.org/10.1093/infdis/jiaa018 Text en © The Author(s) 2020. Published by Oxford University Press for the Infectious Diseases Society of America. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Major Articles and Brief Reports Thao, Tran Thi Nhu de Bruin, Erwin Phuong, Huynh Thi Thao Vy, Nguyen Ha van den Ham, Henk-Jan Wills, Bridget A Tien, Nguyen Thi Hanh Le Duyen, Huynh Thi Trung, Dinh The Whitehead, Stephen S Boni, Maciej F Koopmans, Marion Clapham, Hannah E Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals |
title | Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals |
title_full | Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals |
title_fullStr | Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals |
title_full_unstemmed | Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals |
title_short | Using NS1 Flavivirus Protein Microarray to Infer Past Infecting Dengue Virus Serotype and Number of Past Dengue Virus Infections in Vietnamese Individuals |
title_sort | using ns1 flavivirus protein microarray to infer past infecting dengue virus serotype and number of past dengue virus infections in vietnamese individuals |
topic | Major Articles and Brief Reports |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8205622/ https://www.ncbi.nlm.nih.gov/pubmed/31967302 http://dx.doi.org/10.1093/infdis/jiaa018 |
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