Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study

Summary: Background: A recombinant vesicular stomatitis virus vector expressing the Zaire Ebola virus glycoprotein (rVSVΔG-ZEBOV-GP) vaccine has been reported as safe, immunogenic, and highly protective in a ring vaccination trial. We aimed to identify transcriptomic immune response biomarker signa...

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Main Authors: Eleonora Vianello, PhD, Patricia Gonzalez-Dias, MSc, Suzanne van Veen, BSc, Carmen G Engele, BSc, Edwin Quinten, BSc, Thomas P Monath, MD, Donata Medaglini, ProfPhD, Francesco Santoro, PhD, Angela Huttner, MD, Sheri Dubey, PhD, Michael Eichberg, PhD, Francis M Ndungu, PhD, Peter G Kremsner, ProfMD, Paulin N Essone, PhD, Selidji Todagbe Agnandji, MD, Claire-Anne Siegrist, ProfMD, Helder I Nakaya, PhD, Tom H M Ottenhoff, ProfMD, Mariëlle C Haks, PhD, Selidij T Agnandij, Rafi Ahmed, Jenna Anderson, Floriane Auderset, Philip Bejon, Luisa Borgianni, Jessica Brosnahan, Annalisa Ciabattini, Olivier Engler, Mariëlle C Haks, Ali M Harandi, Donald G Heppner, Alice Gerlini, Angela Huttner, Peter G Kremsner, Donata Medaglini, Thomas P Monath, Francis M Ndungu, Patricia Njuguna, Tom H M Ottenhoff, David Pejoski, Mark Page, Gianni Pozzi, Francesco Santoro, Claire-Anne Siegrist, Sheri Dubey, Michael Eichberg, Essone P Ndong, Kabwende Lumeka, Helder I Nakaya, Patricia Gonzales Dias Carvalho, Sylvia Rothenberger, Eleonora Vianello, Sravya S Nakka, Suzanne van Veen
Format: Article
Language:English
Published: Elsevier 2022-02-01
Series:The Lancet Microbe
Online Access:http://www.sciencedirect.com/science/article/pii/S2666524721002354
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author Eleonora Vianello, PhD
Patricia Gonzalez-Dias, MSc
Suzanne van Veen, BSc
Carmen G Engele, BSc
Edwin Quinten, BSc
Thomas P Monath, MD
Donata Medaglini, ProfPhD
Francesco Santoro, PhD
Angela Huttner, MD
Sheri Dubey, PhD
Michael Eichberg, PhD
Francis M Ndungu, PhD
Peter G Kremsner, ProfMD
Paulin N Essone, PhD
Selidji Todagbe Agnandji, MD
Claire-Anne Siegrist, ProfMD
Helder I Nakaya, PhD
Tom H M Ottenhoff, ProfMD
Mariëlle C Haks, PhD
Selidij T Agnandij
Rafi Ahmed
Jenna Anderson
Floriane Auderset
Philip Bejon
Luisa Borgianni
Jessica Brosnahan
Annalisa Ciabattini
Olivier Engler
Mariëlle C Haks
Ali M Harandi
Donald G Heppner
Alice Gerlini
Angela Huttner
Peter G Kremsner
Donata Medaglini
Thomas P Monath
Francis M Ndungu
Patricia Njuguna
Tom H M Ottenhoff
David Pejoski
Mark Page
Gianni Pozzi
Francesco Santoro
Claire-Anne Siegrist
Selidij T Agnandij
Luisa Borgianni
Annalisa Ciabattini
Sheri Dubey
Michael Eichberg
Olivier Engler
Essone P Ndong
Ali M Harandi
Alice Gerlini
Angela Huttner
Peter G Kremsner
Kabwende Lumeka
Donata Medaglini
Helder I Nakaya
Patricia Gonzales Dias Carvalho
Tom H M Ottenhoff
Gianni Pozzi
Sylvia Rothenberger
Francesco Santoro
Claire-Anne Siegrist
Eleonora Vianello
Sravya S Nakka
Mariëlle C Haks
Suzanne van Veen
author_facet Eleonora Vianello, PhD
Patricia Gonzalez-Dias, MSc
Suzanne van Veen, BSc
Carmen G Engele, BSc
Edwin Quinten, BSc
Thomas P Monath, MD
Donata Medaglini, ProfPhD
Francesco Santoro, PhD
Angela Huttner, MD
Sheri Dubey, PhD
Michael Eichberg, PhD
Francis M Ndungu, PhD
Peter G Kremsner, ProfMD
Paulin N Essone, PhD
Selidji Todagbe Agnandji, MD
Claire-Anne Siegrist, ProfMD
Helder I Nakaya, PhD
Tom H M Ottenhoff, ProfMD
Mariëlle C Haks, PhD
Selidij T Agnandij
Rafi Ahmed
Jenna Anderson
Floriane Auderset
Philip Bejon
Luisa Borgianni
Jessica Brosnahan
Annalisa Ciabattini
Olivier Engler
Mariëlle C Haks
Ali M Harandi
Donald G Heppner
Alice Gerlini
Angela Huttner
Peter G Kremsner
Donata Medaglini
Thomas P Monath
Francis M Ndungu
Patricia Njuguna
Tom H M Ottenhoff
David Pejoski
Mark Page
Gianni Pozzi
Francesco Santoro
Claire-Anne Siegrist
Selidij T Agnandij
Luisa Borgianni
Annalisa Ciabattini
Sheri Dubey
Michael Eichberg
Olivier Engler
Essone P Ndong
Ali M Harandi
Alice Gerlini
Angela Huttner
Peter G Kremsner
Kabwende Lumeka
Donata Medaglini
Helder I Nakaya
Patricia Gonzales Dias Carvalho
Tom H M Ottenhoff
Gianni Pozzi
Sylvia Rothenberger
Francesco Santoro
Claire-Anne Siegrist
Eleonora Vianello
Sravya S Nakka
Mariëlle C Haks
Suzanne van Veen
author_sort Eleonora Vianello, PhD
collection DOAJ
description Summary: Background: A recombinant vesicular stomatitis virus vector expressing the Zaire Ebola virus glycoprotein (rVSVΔG-ZEBOV-GP) vaccine has been reported as safe, immunogenic, and highly protective in a ring vaccination trial. We aimed to identify transcriptomic immune response biomarker signatures induced by vaccination and associated signatures with its immunogenicity and reactogenicity to better understand the potential mechanisms of action of the vaccine. Methods: 354 healthy adult volunteers were vaccinated in randomised, double-blind, placebo-controlled trials in Europe (Geneva, Switzerland [November, 2014, to January, 2015]) and North America (USA [Dec 5, 2014, to June 23, 2015]), and dose-escalation trials in Africa (Lambaréné, Gabon [November, 2014, to January, 2015], and Kilifi, Kenya [December, 2014, to January, 2015]) using different doses of the recombinant vesicular stomatitis virus vector expressing the Zaire Ebola virus glycoprotein (rVSVΔG-ZEBOV-GP; 3 × 105 to 1 × 108 plaque-forming units [pfu]). Longitudinal transcriptomic responses (days 0, 1, 2, 3, 7, 14, and 28) were measured in whole blood using a targeted gene expression profiling platform (dual-colour reverse-transcriptase multiplex ligation-dependent probe amplification) focusing on 144 immune-related genes. The effect of time and dose on transcriptomic response was also assessed. Logistic regression with lasso regularisation was applied to identify host signatures with optimal discriminatory capability of vaccination at day 1 or day 7 versus baseline, whereas random-effects models and recursive feature elimination combined with regularised logistic regression were used to associate signatures with immunogenicity and reactogenicity. Findings: Our results indicated that perturbation of gene expression peaked on day 1 and returned to baseline levels between day 7 and day 28. The magnitude of the response was dose-dependent, with vaccinees receiving a high dose (≥9 × 106 pfu) of rVSVΔG-ZEBOV-GP exhibiting the largest amplitude. The most differentially expressed genes that were significantly upregulated following vaccination consisted of type I and II interferon-related genes and myeloid cell-associated markers, whereas T cell, natural killer cell, and cytotoxicity-associated genes were downregulated. A gene signature associated with immunogenicity (common to all four cohorts) was identified correlating gene expression profiles with ZEBOV-GP antibody titres and a gene signatures associated with reactogenicity (Geneva cohort) was identified correlating gene expression profiles with an adverse event (ie, arthritis). Interpretation: Collectively, our results identify and cross-validate immune-related transcriptomic signatures induced by rVSVΔG-ZEBOV-GP vaccination in four cohorts of adult participants from different genetic and geographical backgrounds. These signatures will aid in the rational development, testing, and evaluation of novel vaccines and will allow evaluation of the effect of host factors such as age, co-infection, and comorbidity on responses to vaccines. Funding: Innovative Medicines Initiative 2 Joint Undertaking.
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spelling doaj.art-9d0108ac7efd4b3a99b85d9af9182e4b2022-12-21T20:22:31ZengElsevierThe Lancet Microbe2666-52472022-02-0132e113e123Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker studyEleonora Vianello, PhD0Patricia Gonzalez-Dias, MSc1Suzanne van Veen, BSc2Carmen G Engele, BSc3Edwin Quinten, BSc4Thomas P Monath, MD5Donata Medaglini, ProfPhD6Francesco Santoro, PhD7Angela Huttner, MD8Sheri Dubey, PhD9Michael Eichberg, PhD10Francis M Ndungu, PhD11Peter G Kremsner, ProfMD12Paulin N Essone, PhD13Selidji Todagbe Agnandji, MD14Claire-Anne Siegrist, ProfMD15Helder I Nakaya, PhD16Tom H M Ottenhoff, ProfMD17Mariëlle C Haks, PhD18Selidij T AgnandijRafi AhmedJenna AndersonFloriane AudersetPhilip BejonLuisa BorgianniJessica BrosnahanAnnalisa CiabattiniOlivier EnglerMariëlle C HaksAli M HarandiDonald G HeppnerAlice GerliniAngela HuttnerPeter G KremsnerDonata MedagliniThomas P MonathFrancis M NdunguPatricia NjugunaTom H M OttenhoffDavid PejoskiMark PageGianni PozziFrancesco SantoroClaire-Anne SiegristSelidij T AgnandijLuisa BorgianniAnnalisa CiabattiniSheri DubeyMichael EichbergOlivier EnglerEssone P NdongAli M HarandiAlice GerliniAngela HuttnerPeter G KremsnerKabwende LumekaDonata MedagliniHelder I NakayaPatricia Gonzales Dias CarvalhoTom H M OttenhoffGianni PozziSylvia RothenbergerFrancesco SantoroClaire-Anne SiegristEleonora VianelloSravya S NakkaMariëlle C HaksSuzanne van VeenDepartment of Infectious Diseases, Leiden University Medical Center, Leiden, Netherlands; Correspondence to: Dr Eleonora Vianello, Department of Infectious Diseases, Leiden University Medical Center, 2333 ZA Leiden, NetherlandsDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, BrazilDepartment of Infectious Diseases, Leiden University Medical Center, Leiden, NetherlandsDepartment of Infectious Diseases, Leiden University Medical Center, Leiden, NetherlandsDepartment of Infectious Diseases, Leiden University Medical Center, Leiden, NetherlandsNewLink Genetics Corporation, Devens, MA, USALaboratory of Molecular Microbiology and Biotechnology, Department of Medical Biotechnologies, University of Siena, Siena, Italy; Sclavo Vaccines Association, Siena, ItalyLaboratory of Molecular Microbiology and Biotechnology, Department of Medical Biotechnologies, University of Siena, Siena, ItalyDivision of Infectious Diseases, Geneva University Hospitals and Faculty of Medicine, Geneva, Switzerland; Center for Vaccinology, Geneva University Hospitals and Faculty of Medicine, Geneva, SwitzerlandDepartment of Vaccine and Biologics Research, Merck Research Laboratories, West Point, PA, USADepartment of Vaccine and Biologics Research, Merck Research Laboratories, West Point, PA, USADepartment of Biosciences, KEMRI-Wellcome Trust Research Programme, Kilifi, KenyaCentre de Recherches Médicales de Lambaréné, Lambaréné, Gabon; Institut für Tropenmedizin, Universitätsklinikum Tübingen, and German Center for Infection Research, Tübingen, GermanyCentre de Recherches Médicales de Lambaréné, Lambaréné, GabonCentre de Recherches Médicales de Lambaréné, Lambaréné, Gabon; Institut für Tropenmedizin, Universitätsklinikum Tübingen, and German Center for Infection Research, Tübingen, GermanyDivision of Infectious Diseases, Geneva University Hospitals and Faculty of Medicine, Geneva, Switzerland; Center for Vaccinology, Geneva University Hospitals and Faculty of Medicine, Geneva, SwitzerlandDepartment of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo, São Paulo, Brazil; Scientific Platform Pasteur-USP, São Paulo, BrazilDepartment of Infectious Diseases, Leiden University Medical Center, Leiden, NetherlandsDepartment of Infectious Diseases, Leiden University Medical Center, Leiden, NetherlandsSummary: Background: A recombinant vesicular stomatitis virus vector expressing the Zaire Ebola virus glycoprotein (rVSVΔG-ZEBOV-GP) vaccine has been reported as safe, immunogenic, and highly protective in a ring vaccination trial. We aimed to identify transcriptomic immune response biomarker signatures induced by vaccination and associated signatures with its immunogenicity and reactogenicity to better understand the potential mechanisms of action of the vaccine. Methods: 354 healthy adult volunteers were vaccinated in randomised, double-blind, placebo-controlled trials in Europe (Geneva, Switzerland [November, 2014, to January, 2015]) and North America (USA [Dec 5, 2014, to June 23, 2015]), and dose-escalation trials in Africa (Lambaréné, Gabon [November, 2014, to January, 2015], and Kilifi, Kenya [December, 2014, to January, 2015]) using different doses of the recombinant vesicular stomatitis virus vector expressing the Zaire Ebola virus glycoprotein (rVSVΔG-ZEBOV-GP; 3 × 105 to 1 × 108 plaque-forming units [pfu]). Longitudinal transcriptomic responses (days 0, 1, 2, 3, 7, 14, and 28) were measured in whole blood using a targeted gene expression profiling platform (dual-colour reverse-transcriptase multiplex ligation-dependent probe amplification) focusing on 144 immune-related genes. The effect of time and dose on transcriptomic response was also assessed. Logistic regression with lasso regularisation was applied to identify host signatures with optimal discriminatory capability of vaccination at day 1 or day 7 versus baseline, whereas random-effects models and recursive feature elimination combined with regularised logistic regression were used to associate signatures with immunogenicity and reactogenicity. Findings: Our results indicated that perturbation of gene expression peaked on day 1 and returned to baseline levels between day 7 and day 28. The magnitude of the response was dose-dependent, with vaccinees receiving a high dose (≥9 × 106 pfu) of rVSVΔG-ZEBOV-GP exhibiting the largest amplitude. The most differentially expressed genes that were significantly upregulated following vaccination consisted of type I and II interferon-related genes and myeloid cell-associated markers, whereas T cell, natural killer cell, and cytotoxicity-associated genes were downregulated. A gene signature associated with immunogenicity (common to all four cohorts) was identified correlating gene expression profiles with ZEBOV-GP antibody titres and a gene signatures associated with reactogenicity (Geneva cohort) was identified correlating gene expression profiles with an adverse event (ie, arthritis). Interpretation: Collectively, our results identify and cross-validate immune-related transcriptomic signatures induced by rVSVΔG-ZEBOV-GP vaccination in four cohorts of adult participants from different genetic and geographical backgrounds. These signatures will aid in the rational development, testing, and evaluation of novel vaccines and will allow evaluation of the effect of host factors such as age, co-infection, and comorbidity on responses to vaccines. Funding: Innovative Medicines Initiative 2 Joint Undertaking.http://www.sciencedirect.com/science/article/pii/S2666524721002354
spellingShingle Eleonora Vianello, PhD
Patricia Gonzalez-Dias, MSc
Suzanne van Veen, BSc
Carmen G Engele, BSc
Edwin Quinten, BSc
Thomas P Monath, MD
Donata Medaglini, ProfPhD
Francesco Santoro, PhD
Angela Huttner, MD
Sheri Dubey, PhD
Michael Eichberg, PhD
Francis M Ndungu, PhD
Peter G Kremsner, ProfMD
Paulin N Essone, PhD
Selidji Todagbe Agnandji, MD
Claire-Anne Siegrist, ProfMD
Helder I Nakaya, PhD
Tom H M Ottenhoff, ProfMD
Mariëlle C Haks, PhD
Selidij T Agnandij
Rafi Ahmed
Jenna Anderson
Floriane Auderset
Philip Bejon
Luisa Borgianni
Jessica Brosnahan
Annalisa Ciabattini
Olivier Engler
Mariëlle C Haks
Ali M Harandi
Donald G Heppner
Alice Gerlini
Angela Huttner
Peter G Kremsner
Donata Medaglini
Thomas P Monath
Francis M Ndungu
Patricia Njuguna
Tom H M Ottenhoff
David Pejoski
Mark Page
Gianni Pozzi
Francesco Santoro
Claire-Anne Siegrist
Selidij T Agnandij
Luisa Borgianni
Annalisa Ciabattini
Sheri Dubey
Michael Eichberg
Olivier Engler
Essone P Ndong
Ali M Harandi
Alice Gerlini
Angela Huttner
Peter G Kremsner
Kabwende Lumeka
Donata Medaglini
Helder I Nakaya
Patricia Gonzales Dias Carvalho
Tom H M Ottenhoff
Gianni Pozzi
Sylvia Rothenberger
Francesco Santoro
Claire-Anne Siegrist
Eleonora Vianello
Sravya S Nakka
Mariëlle C Haks
Suzanne van Veen
Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study
The Lancet Microbe
title Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study
title_full Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study
title_fullStr Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study
title_full_unstemmed Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study
title_short Transcriptomic signatures induced by the Ebola virus vaccine rVSVΔG-ZEBOV-GP in adult cohorts in Europe, Africa, and North America: a molecular biomarker study
title_sort transcriptomic signatures induced by the ebola virus vaccine rvsvδg zebov gp in adult cohorts in europe africa and north america a molecular biomarker study
url http://www.sciencedirect.com/science/article/pii/S2666524721002354
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