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Dissecting HIV Virulence: Heritability of Setpoint Viral Load, CD4+ T Cell Decline and Per-Parasite Pathogenicity

Frederic Bertels, Alex Marzel, Gabriel Leventhal, Venelin Mitov, Jacques Fellay, Huldrych F Günthard, Jürg Böni, Sabine Yerly, Thomas Klimkait, Vincent Aubert, Manuel Battegay, Andri Rauch, Matthias Cavassini, Alexandra Calmy, Enos Bernasconi, Patrick Schmid, Alexandra U Scherrer, Viktor Müller, Sebastian Bonhoeffer, Roger Kouyos, Roland R Regoes, the Swiss HIV Cohort Study
doi: https://doi.org/10.1101/140012
Frederic Bertels
1Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland
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Alex Marzel
2Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
3Institute of Medical Virology, University of Zurich, Zurich, Switzerland
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Gabriel Leventhal
1Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland
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Venelin Mitov
4Department of Biosystems Science and Engineering, ETH Zurich, Zurich, Switzerland
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Jacques Fellay
5School of Life Sciences, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
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Huldrych F Günthard
2Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
3Institute of Medical Virology, University of Zurich, Zurich, Switzerland
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Jürg Böni
3Institute of Medical Virology, University of Zurich, Zurich, Switzerland
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Sabine Yerly
6Laboratory of Virology, Division of Infectious Diseases, Geneva University Hospital, Geneva, Switzerland
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Thomas Klimkait
7Molecular Virology, Department of Biomedicine – Petersplatz, University of Basel, Basel, Switzerland
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Vincent Aubert
8Division of Immunology and Allergy, University Hospital Lausanne, Lausanne, Switzerland
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Manuel Battegay
9Division of Infectious Diseases and Hospital Epidemiology, University Hospital Basel, Basel, Switzerland
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Andri Rauch
10Department of Infectious Diseases, Berne University Hospital and University of Berne, Berne, Switzerland
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Matthias Cavassini
11Division of Infectious Diseases, University Hospital Lausanne, Lausanne, Switzerland
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Alexandra Calmy
12HIV/AIDS Unit, Infectious Disease Service, Geneva University Hospital, Geneva, Switzerland
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Enos Bernasconi
13Division of Infectious Diseases, Regional Hospital Lugano, Lugano, Switzerland
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Patrick Schmid
14Division of Infectious Diseases, Cantonal Hospital St Gallen, St Gallen, Switzerland
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Alexandra U Scherrer
2Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
3Institute of Medical Virology, University of Zurich, Zurich, Switzerland
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Viktor Müller
15Institute of Biology, Eötvös Loránd University, Budapest, Hungary
16Evolutionary Systems Research Group, MTA Centre for Ecological Research, Tihany, Hungary
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Sebastian Bonhoeffer
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Roger Kouyos
2Division of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
3Institute of Medical Virology, University of Zurich, Zurich, Switzerland
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Roland R Regoes
1Institute of Integrative Biology, ETH Zurich, Zurich, Switzerland
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  • For correspondence: roland.regoes@env.ethz.ch
17Membership list can be found in the Acknowledgments section
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Abstract

Pathogen strains may differ in virulence because they attain different loads in their hosts, or because they induce different disease-causing mechanisms independent of their load. In evolutionary ecology, the latter is referred to as “per-parasite pathogenicity”. Using viral load and CD4+ T cell measures from 2014 HIV-1 subtype B infected individuals enrolled in the Swiss HIV Cohort Study, we investigated if virulence — measured as the rate of decline of CD4+ T cells — and per-parasite pathogenicity are heritable from donor to recipient. We estimated heritability by donor-recipient regressions applied to 196 previously identified transmission pairs, and by phylogenetic mixed models applied to a phylogenetic tree inferred from HIV pol sequences. Regressing the CD4+ T cell declines and per-parasite pathogenicities of the transmission pairs did not yield heritability estimates significantly different from zero. With the phylogenetic mixed model, however, our best estimate for the heritability of the CD4+ T cell decline is 17% (5%–30%), and that of the per-parasite pathogenicity is 17% (4%–29%). Further, we confirm that the set-point viral load is heritable, and estimate a heritability of 29% (12%–46%). Interestingly, the pattern of evolution of all these traits differs significantly from neutrality, and is most consistent with stabilizing selection for the set-point viral load, and with directional selection for the CD4+ T cell decline and the per-parasite pathogenicity. Our analysis shows that the viral genetype affects virulence mainly by modulating the per-parasite pathogenicity, while the indirect effect via the set-point viral load is minor.

Footnotes

  • Parts of this study, in particular the evidence for the heritability of the CD4+ T cell decline, were presented at EPIDEMICS 2015. The first version of this paper was uploaded shortly before the publication of another study on a similar topic in PLoS Biology (Blanquart et al., 2017) in agreement with the authors of the other study.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted September 08, 2017.
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Dissecting HIV Virulence: Heritability of Setpoint Viral Load, CD4+ T Cell Decline and Per-Parasite Pathogenicity
Frederic Bertels, Alex Marzel, Gabriel Leventhal, Venelin Mitov, Jacques Fellay, Huldrych F Günthard, Jürg Böni, Sabine Yerly, Thomas Klimkait, Vincent Aubert, Manuel Battegay, Andri Rauch, Matthias Cavassini, Alexandra Calmy, Enos Bernasconi, Patrick Schmid, Alexandra U Scherrer, Viktor Müller, Sebastian Bonhoeffer, Roger Kouyos, Roland R Regoes, the Swiss HIV Cohort Study
bioRxiv 140012; doi: https://doi.org/10.1101/140012
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Dissecting HIV Virulence: Heritability of Setpoint Viral Load, CD4+ T Cell Decline and Per-Parasite Pathogenicity
Frederic Bertels, Alex Marzel, Gabriel Leventhal, Venelin Mitov, Jacques Fellay, Huldrych F Günthard, Jürg Böni, Sabine Yerly, Thomas Klimkait, Vincent Aubert, Manuel Battegay, Andri Rauch, Matthias Cavassini, Alexandra Calmy, Enos Bernasconi, Patrick Schmid, Alexandra U Scherrer, Viktor Müller, Sebastian Bonhoeffer, Roger Kouyos, Roland R Regoes, the Swiss HIV Cohort Study
bioRxiv 140012; doi: https://doi.org/10.1101/140012

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