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SARS-CoV-2 mechanistic correlates of protection: insight from modelling response to vaccines

View ORCID ProfileMarie Alexandre, View ORCID ProfileRomain Marlin, View ORCID ProfileMélanie Prague, Séverin Coleon, View ORCID ProfileNidhal Kahlaoui, View ORCID ProfileSylvain Cardinaud, View ORCID ProfileThibaut Naninck, Benoit Delache, View ORCID ProfileMathieu Surenaud, View ORCID ProfileMathilde Galhaut, View ORCID ProfileNathalie Dereuddre-Bosquet, View ORCID ProfileMariangela Cavarelli, View ORCID ProfilePauline Maisonnasse, View ORCID ProfileMireille Centlivre, View ORCID ProfileChristine Lacabaratz, View ORCID ProfileAurelie Wiedemann, View ORCID ProfileSandra Zurawski, View ORCID ProfileGerard Zurawski, View ORCID ProfileOlivier Schwartz, View ORCID ProfileRogier W Sanders, View ORCID ProfileRoger Le Grand, View ORCID ProfileYves Levy, View ORCID ProfileRodolphe Thiébaut
doi: https://doi.org/10.1101/2021.10.29.466418
Marie Alexandre
1Univ. Bordeaux, Department of Public Health, Inserm Bordeaux Population Health Research Centre, Inria SISTM, UMR 1219; Bordeaux, France
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Romain Marlin
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Mélanie Prague
1Univ. Bordeaux, Department of Public Health, Inserm Bordeaux Population Health Research Centre, Inria SISTM, UMR 1219; Bordeaux, France
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Séverin Coleon
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
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Nidhal Kahlaoui
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Sylvain Cardinaud
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
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Thibaut Naninck
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Benoit Delache
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Mathieu Surenaud
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
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Mathilde Galhaut
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Nathalie Dereuddre-Bosquet
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Mariangela Cavarelli
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Pauline Maisonnasse
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Mireille Centlivre
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
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Christine Lacabaratz
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
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Aurelie Wiedemann
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
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Sandra Zurawski
5Baylor Scott and White Research Institute and INSERM U955; Dallas, Texas, United States of America
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Gerard Zurawski
5Baylor Scott and White Research Institute and INSERM U955; Dallas, Texas, United States of America
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Olivier Schwartz
3Vaccine Research Institute; Creteil, France
6Virus & Immunity Unit, Department of Virology, Institut Pasteur; Paris, France
7CNRS UMR 3569; Paris, France
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Rogier W Sanders
8Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, Amsterdam Infection & Immunity Institute; 1105 AZ Amsterdam, the Netherlands
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Roger Le Grand
2Center for Immunology of Viral, Auto-immune, Hematological and Bacterial diseases (IMVA-HB/IDMIT), Université Paris-Saclay, Inserm, CEA; Fontenay-aux-Roses, France
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Yves Levy
3Vaccine Research Institute; Creteil, France
4Inserm U955, Equipe 16; Créteil, France
9AP-HP, Hôpital Henri-Mondor Albert-Chenevier, Service d’Immunologie Clinique et Maladies Infectieuses; Créteil, France
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Rodolphe Thiébaut
1Univ. Bordeaux, Department of Public Health, Inserm Bordeaux Population Health Research Centre, Inria SISTM, UMR 1219; Bordeaux, France
3Vaccine Research Institute; Creteil, France
10CHU Bordeaux, Department of Medical information; Bordeaux, France
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  • For correspondence: [email protected]
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Abstract

The definition of correlates of protection is critical for the development of next generation SARS-CoV-2 vaccine platforms. Here, we propose a new framework for identifying mechanistic correlates of protection based on mathematical modelling of viral dynamics and data mining of immunological markers. The application to three different studies in non-human primates evaluating SARS-CoV-2 vaccines based on CD40-targeting, two-component spike nanoparticle and mRNA 1273 identifies and quantifies two main mechanisms that are a decrease of rate of cell infection and an increase in clearance of infected cells. Inhibition of RBD binding to ACE2 appears to be a robust mechanistic correlate of protection across the three vaccine platforms although not capturing the whole biological vaccine effect. The model shows that RBD/ACE2 binding inhibition represents a strong mechanism of protection which required significant reduction in blocking potency to effectively compromise the control of viral replication.

One Sentence Summary A framework for modelling the immune control of viral dynamics is applied to quantify the effect of several SARS-CoV-2 vaccine platforms and to define mechanistic correlates of protection.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted November 01, 2021.
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SARS-CoV-2 mechanistic correlates of protection: insight from modelling response to vaccines
Marie Alexandre, Romain Marlin, Mélanie Prague, Séverin Coleon, Nidhal Kahlaoui, Sylvain Cardinaud, Thibaut Naninck, Benoit Delache, Mathieu Surenaud, Mathilde Galhaut, Nathalie Dereuddre-Bosquet, Mariangela Cavarelli, Pauline Maisonnasse, Mireille Centlivre, Christine Lacabaratz, Aurelie Wiedemann, Sandra Zurawski, Gerard Zurawski, Olivier Schwartz, Rogier W Sanders, Roger Le Grand, Yves Levy, Rodolphe Thiébaut
bioRxiv 2021.10.29.466418; doi: https://doi.org/10.1101/2021.10.29.466418
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SARS-CoV-2 mechanistic correlates of protection: insight from modelling response to vaccines
Marie Alexandre, Romain Marlin, Mélanie Prague, Séverin Coleon, Nidhal Kahlaoui, Sylvain Cardinaud, Thibaut Naninck, Benoit Delache, Mathieu Surenaud, Mathilde Galhaut, Nathalie Dereuddre-Bosquet, Mariangela Cavarelli, Pauline Maisonnasse, Mireille Centlivre, Christine Lacabaratz, Aurelie Wiedemann, Sandra Zurawski, Gerard Zurawski, Olivier Schwartz, Rogier W Sanders, Roger Le Grand, Yves Levy, Rodolphe Thiébaut
bioRxiv 2021.10.29.466418; doi: https://doi.org/10.1101/2021.10.29.466418

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