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Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans
BACKGROUND: HIV vaccine trials routinely measure multiple vaccine-elicited immune responses to compare regimens and study their potential associations with protection. Here we employ unsupervised learning tools facilitated by a bidirectional power transformation to explore the multivariate binding a...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6992005/ https://www.ncbi.nlm.nih.gov/pubmed/31999736 http://dx.doi.org/10.1371/journal.pone.0226803 |
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author | Zhao, Lue Ping Fiore-Gartland, Andrew Carpp, Lindsay N. Cohen, Kristen W. Rouphael, Nadine Fleurs, Llewellyn Dintwe, One Zhao, Michael Moodie, Zoe Fong, Youyi Garrett, Nigel Huang, Ying Innes, Craig Janes, Holly E. Lazarus, Erica Michael, Nelson L. Nitayaphan, Sorachai Pitisuttithum, Punnee Rerks-Ngarm, Supachai Robb, Merlin L. De Rosa, Stephen C. Corey, Lawrence Gray, Glenda E. Seaton, Kelly E. Yates, Nicole L. McElrath, M. Juliana Frahm, Nicole Tomaras, Georgia D. Gilbert, Peter B. |
author_facet | Zhao, Lue Ping Fiore-Gartland, Andrew Carpp, Lindsay N. Cohen, Kristen W. Rouphael, Nadine Fleurs, Llewellyn Dintwe, One Zhao, Michael Moodie, Zoe Fong, Youyi Garrett, Nigel Huang, Ying Innes, Craig Janes, Holly E. Lazarus, Erica Michael, Nelson L. Nitayaphan, Sorachai Pitisuttithum, Punnee Rerks-Ngarm, Supachai Robb, Merlin L. De Rosa, Stephen C. Corey, Lawrence Gray, Glenda E. Seaton, Kelly E. Yates, Nicole L. McElrath, M. Juliana Frahm, Nicole Tomaras, Georgia D. Gilbert, Peter B. |
author_sort | Zhao, Lue Ping |
collection | PubMed |
description | BACKGROUND: HIV vaccine trials routinely measure multiple vaccine-elicited immune responses to compare regimens and study their potential associations with protection. Here we employ unsupervised learning tools facilitated by a bidirectional power transformation to explore the multivariate binding antibody and T-cell response patterns of immune responses elicited by two pox-protein HIV vaccine regimens. Both regimens utilized a recombinant canarypox vector (ALVAC-HIV) prime and a bivalent recombinant HIV-1 Envelope glycoprotein 120 subunit boost. We hypothesized that within each trial, there were participant subgroups sharing similar immune responses and that their frequencies differed across trials. METHODS AND FINDINGS: We analyzed data from three trials–RV144 (NCT00223080), HVTN 097 (NCT02109354), and HVTN 100 (NCT02404311), the latter of which was pivotal in advancing the tested pox-protein HIV vaccine regimen to the HVTN 702 Phase 2b/3 efficacy trial. We found that bivariate CD4+ T-cell and anti-V1V2 IgG/IgG3 antibody response patterns were similar by age, sex-at-birth, and body mass index, but differed for the pox-protein clade AE/B alum-adjuvanted regimen studied in RV144 and HVTN 097 (P(AE/B)/alum) compared to the pox-protein clade C/C MF59-adjuvanted regimen studied in HVTN 100 (P(C)/MF59). Specifically, more P(AE/B)/alum recipients had low CD4+ T-cell and high anti-V1V2 IgG/IgG3 responses, and more P(C)/MF59 recipients had broad responses of both types. Analyses limited to “vaccine-matched” antigens suggested that some of the differences in responses between the regimens could have been due to antigens in the assays that did not match the vaccine immunogens. Our approach was also useful in identifying subgroups with unusually absent or high co-responses across assay types, flagging individuals for further characterization by functional assays. We also found that co-responses of anti-V1V2 IgG/IgG3 and CD4+ T cells had broad variability. As additional immune response assays are standardized and validated, we anticipate our framework will be increasingly valuable for multivariate analysis. CONCLUSIONS: Our approach can be used to advance vaccine development objectives, including the characterization and comparison of candidate vaccine multivariate immune responses and improved design of studies to identify correlates of protection. For instance, results suggested that HVTN 702 will have adequate power to interrogate immune correlates involving anti-V1V2 IgG/IgG3 and CD4+ T-cell co-readouts, but will have lower power to study anti-gp120/gp140 IgG/IgG3 due to their lower dynamic ranges. The findings also generate hypotheses for future testing in experimental and computational analyses aimed at achieving a mechanistic understanding of vaccine-elicited immune response heterogeneity. |
format | Online Article Text |
id | pubmed-6992005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-69920052020-02-20 Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans Zhao, Lue Ping Fiore-Gartland, Andrew Carpp, Lindsay N. Cohen, Kristen W. Rouphael, Nadine Fleurs, Llewellyn Dintwe, One Zhao, Michael Moodie, Zoe Fong, Youyi Garrett, Nigel Huang, Ying Innes, Craig Janes, Holly E. Lazarus, Erica Michael, Nelson L. Nitayaphan, Sorachai Pitisuttithum, Punnee Rerks-Ngarm, Supachai Robb, Merlin L. De Rosa, Stephen C. Corey, Lawrence Gray, Glenda E. Seaton, Kelly E. Yates, Nicole L. McElrath, M. Juliana Frahm, Nicole Tomaras, Georgia D. Gilbert, Peter B. PLoS One Research Article BACKGROUND: HIV vaccine trials routinely measure multiple vaccine-elicited immune responses to compare regimens and study their potential associations with protection. Here we employ unsupervised learning tools facilitated by a bidirectional power transformation to explore the multivariate binding antibody and T-cell response patterns of immune responses elicited by two pox-protein HIV vaccine regimens. Both regimens utilized a recombinant canarypox vector (ALVAC-HIV) prime and a bivalent recombinant HIV-1 Envelope glycoprotein 120 subunit boost. We hypothesized that within each trial, there were participant subgroups sharing similar immune responses and that their frequencies differed across trials. METHODS AND FINDINGS: We analyzed data from three trials–RV144 (NCT00223080), HVTN 097 (NCT02109354), and HVTN 100 (NCT02404311), the latter of which was pivotal in advancing the tested pox-protein HIV vaccine regimen to the HVTN 702 Phase 2b/3 efficacy trial. We found that bivariate CD4+ T-cell and anti-V1V2 IgG/IgG3 antibody response patterns were similar by age, sex-at-birth, and body mass index, but differed for the pox-protein clade AE/B alum-adjuvanted regimen studied in RV144 and HVTN 097 (P(AE/B)/alum) compared to the pox-protein clade C/C MF59-adjuvanted regimen studied in HVTN 100 (P(C)/MF59). Specifically, more P(AE/B)/alum recipients had low CD4+ T-cell and high anti-V1V2 IgG/IgG3 responses, and more P(C)/MF59 recipients had broad responses of both types. Analyses limited to “vaccine-matched” antigens suggested that some of the differences in responses between the regimens could have been due to antigens in the assays that did not match the vaccine immunogens. Our approach was also useful in identifying subgroups with unusually absent or high co-responses across assay types, flagging individuals for further characterization by functional assays. We also found that co-responses of anti-V1V2 IgG/IgG3 and CD4+ T cells had broad variability. As additional immune response assays are standardized and validated, we anticipate our framework will be increasingly valuable for multivariate analysis. CONCLUSIONS: Our approach can be used to advance vaccine development objectives, including the characterization and comparison of candidate vaccine multivariate immune responses and improved design of studies to identify correlates of protection. For instance, results suggested that HVTN 702 will have adequate power to interrogate immune correlates involving anti-V1V2 IgG/IgG3 and CD4+ T-cell co-readouts, but will have lower power to study anti-gp120/gp140 IgG/IgG3 due to their lower dynamic ranges. The findings also generate hypotheses for future testing in experimental and computational analyses aimed at achieving a mechanistic understanding of vaccine-elicited immune response heterogeneity. Public Library of Science 2020-01-30 /pmc/articles/PMC6992005/ /pubmed/31999736 http://dx.doi.org/10.1371/journal.pone.0226803 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article Zhao, Lue Ping Fiore-Gartland, Andrew Carpp, Lindsay N. Cohen, Kristen W. Rouphael, Nadine Fleurs, Llewellyn Dintwe, One Zhao, Michael Moodie, Zoe Fong, Youyi Garrett, Nigel Huang, Ying Innes, Craig Janes, Holly E. Lazarus, Erica Michael, Nelson L. Nitayaphan, Sorachai Pitisuttithum, Punnee Rerks-Ngarm, Supachai Robb, Merlin L. De Rosa, Stephen C. Corey, Lawrence Gray, Glenda E. Seaton, Kelly E. Yates, Nicole L. McElrath, M. Juliana Frahm, Nicole Tomaras, Georgia D. Gilbert, Peter B. Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans |
title | Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans |
title_full | Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans |
title_fullStr | Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans |
title_full_unstemmed | Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans |
title_short | Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans |
title_sort | landscapes of binding antibody and t-cell responses to pox-protein hiv vaccines in thais and south africans |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6992005/ https://www.ncbi.nlm.nih.gov/pubmed/31999736 http://dx.doi.org/10.1371/journal.pone.0226803 |
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