Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans.

<h4>Background</h4>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 mul...

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Main Authors: Lue Ping Zhao, Andrew Fiore-Gartland, Lindsay N Carpp, Kristen W Cohen, Nadine Rouphael, Llewellyn Fleurs, One Dintwe, Michael Zhao, Zoe Moodie, Youyi Fong, Nigel Garrett, Ying Huang, Craig Innes, Holly E Janes, Erica Lazarus, Nelson L Michael, Sorachai Nitayaphan, Punnee Pitisuttithum, Supachai Rerks-Ngarm, Merlin L Robb, Stephen C De Rosa, Lawrence Corey, Glenda E Gray, Kelly E Seaton, Nicole L Yates, M Juliana McElrath, Nicole Frahm, Georgia D Tomaras, Peter B Gilbert
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0226803
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spelling doaj-27fcd886b67e44e29e25cc8f1be5b0372021-04-23T04:30:31ZengPublic Library of Science (PLoS)PLoS ONE1932-62032020-01-01151e022680310.1371/journal.pone.0226803Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans.Lue Ping ZhaoAndrew Fiore-GartlandLindsay N CarppKristen W CohenNadine RouphaelLlewellyn FleursOne DintweMichael ZhaoZoe MoodieYouyi FongNigel GarrettYing HuangCraig InnesHolly E JanesErica LazarusNelson L MichaelSorachai NitayaphanPunnee PitisuttithumSupachai Rerks-NgarmMerlin L RobbStephen C De RosaLawrence CoreyGlenda E GrayKelly E SeatonNicole L YatesM Juliana McElrathNicole FrahmGeorgia D TomarasPeter B Gilbert<h4>Background</h4>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.<h4>Methods and findings</h4>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 (PAE/B/alum) compared to the pox-protein clade C/C MF59-adjuvanted regimen studied in HVTN 100 (PC/MF59). Specifically, more PAE/B/alum recipients had low CD4+ T-cell and high anti-V1V2 IgG/IgG3 responses, and more PC/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.<h4>Conclusions</h4>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.https://doi.org/10.1371/journal.pone.0226803
collection DOAJ
language English
format Article
sources DOAJ
author Lue Ping Zhao
Andrew Fiore-Gartland
Lindsay N Carpp
Kristen W Cohen
Nadine Rouphael
Llewellyn Fleurs
One Dintwe
Michael Zhao
Zoe Moodie
Youyi Fong
Nigel Garrett
Ying Huang
Craig Innes
Holly E Janes
Erica Lazarus
Nelson L Michael
Sorachai Nitayaphan
Punnee Pitisuttithum
Supachai Rerks-Ngarm
Merlin L Robb
Stephen C De Rosa
Lawrence Corey
Glenda E Gray
Kelly E Seaton
Nicole L Yates
M Juliana McElrath
Nicole Frahm
Georgia D Tomaras
Peter B Gilbert
spellingShingle Lue Ping Zhao
Andrew Fiore-Gartland
Lindsay N Carpp
Kristen W Cohen
Nadine Rouphael
Llewellyn Fleurs
One Dintwe
Michael Zhao
Zoe Moodie
Youyi Fong
Nigel Garrett
Ying Huang
Craig Innes
Holly E Janes
Erica Lazarus
Nelson L Michael
Sorachai Nitayaphan
Punnee Pitisuttithum
Supachai Rerks-Ngarm
Merlin L Robb
Stephen C De Rosa
Lawrence Corey
Glenda E Gray
Kelly E Seaton
Nicole L Yates
M Juliana McElrath
Nicole Frahm
Georgia D Tomaras
Peter B Gilbert
Landscapes of binding antibody and T-cell responses to pox-protein HIV vaccines in Thais and South Africans.
PLoS ONE
author_facet Lue Ping Zhao
Andrew Fiore-Gartland
Lindsay N Carpp
Kristen W Cohen
Nadine Rouphael
Llewellyn Fleurs
One Dintwe
Michael Zhao
Zoe Moodie
Youyi Fong
Nigel Garrett
Ying Huang
Craig Innes
Holly E Janes
Erica Lazarus
Nelson L Michael
Sorachai Nitayaphan
Punnee Pitisuttithum
Supachai Rerks-Ngarm
Merlin L Robb
Stephen C De Rosa
Lawrence Corey
Glenda E Gray
Kelly E Seaton
Nicole L Yates
M Juliana McElrath
Nicole Frahm
Georgia D Tomaras
Peter B Gilbert
author_sort Lue Ping Zhao
title 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_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_sort landscapes of binding antibody and t-cell responses to pox-protein hiv vaccines in thais and south africans.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2020-01-01
description <h4>Background</h4>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.<h4>Methods and findings</h4>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 (PAE/B/alum) compared to the pox-protein clade C/C MF59-adjuvanted regimen studied in HVTN 100 (PC/MF59). Specifically, more PAE/B/alum recipients had low CD4+ T-cell and high anti-V1V2 IgG/IgG3 responses, and more PC/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.<h4>Conclusions</h4>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.
url https://doi.org/10.1371/journal.pone.0226803
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