ArticlePLoS biology2017
Viral genetic variation accounts for a third of variability in HIV-1 set-point viral load in Europe.
Article in PLoS biology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 41 papers.
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Who cites it
41 citing papers in PubMed.
- Generation and characterization of iPSC models from HIV-1-positive individuals with divergent clinical outcomes.Stem cell reports · 2026Article
- Detectable effects of bacterial phylogeny on virulence but not phage efficacy in anISME communications · 2026Article
- Phylogenetics and molecular evolution to understand and curb the HIV pandemic.Nature reviews. Microbiology · 2026Review
- Attenuation of HIV severity by slightly deleterious mutations can explain the long-term trajectory of virulence evolution.PLoS computational biology · 2025Article
- HIV-phyloTSI: subtype-independent estimation of time since HIV-1 infection for cross-sectional measures of population incidence using deep sequence data.BMC bioinformatics · 2025Article
- Addressing data management and analysis challenges in viral genomics: The Swiss HIV cohort study viral next generation sequencing database.PLOS digital health · 2025Article
- Longitudinal changes in the transcriptionally active and intact HIV reservoir after starting ART during acute infection.Journal of virology · 2025Article
- Leveraging graphical model techniques to study evolution on phylogenetic networks.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2025Review
- The genetic architecture of HIV-1 virulence.Virus evolution · 2025Article
- Evidence for circulation of high-virulence HIV-1 subtype B variants in the United Kingdom.Virus evolution · 2025Article
- Viral Genomic Variation and the Severity of Genital Herpes Simplex Virus-2 Infection as Quantified by Shedding Rate: A Viral Genome-Wide Association Study.The Journal of infectious diseases · 2024Article
- Reconciling founder variant multiplicity of HIV-1 infection with the rate of CD4Journal of the Royal Society, Interface · 2024Article
- Using viral diversity to identify HIV-1 variants under HLA-dependent selection in a systematic viral genome-wide screen.PLoS pathogens · 2024Article
- Self-reported neurocognitive complaints in the Swiss HIV Cohort Study: a viral genome-wide association study.Brain communications · 2024Article
- Accelerating Bayesian inference of dependency between mixed-type biological traits.PLoS computational biology · 2023Article
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- Deep-sequencing of viral genomes from a large and diverse cohort of treatment-naive HIV-infected persons shows associations between intrahost genetic diversity and viral load.PLoS computational biology · 2023Article
- Why does age at HIV infection correlate with set point viral load? An evolutionary hypothesis.Epidemics · 2022Article
- Scalable Bayesian phylogenetics.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2022Review
Corrections and comments
- Erratum issued
Authors and funding
31 authors.
Funding
Abstract
HIV-1 set-point viral load-the approximately stable value of viraemia in the first years of chronic infection-is a strong predictor of clinical outcome and is highly variable across infected individuals. To better understand HIV-1 pathogenesis and the evolution of the viral population, we must quantify the heritability of set-point viral load, which is the fraction of variation in this phenotype attributable to viral genetic variation. However, current estimates of heritability vary widely, from 6% to 59%. Here we used a dataset of 2,028 seroconverters infected between 1985 and 2013 from 5 European countries (Belgium, Switzerland, France, the Netherlands and the United Kingdom) and estimated the heritability of set-point viral load at 31% (CI 15%-43%). Specifically, heritability was measured using models of character evolution describing how viral load evolves on the phylogeny of whole-genome viral sequences. In contrast to previous studies, (i) we measured viral loads using standardized assays on a sample collected in a strict time window of 6 to 24 months after infection, from which the viral genome was also sequenced; (ii) we compared 2 models of character evolution, the classical "Brownian motion" model and another model ("Ornstein-Uhlenbeck") that includes stabilising selection on viral load; (iii) we controlled for covariates, including age and sex, which may inflate estimates of heritability; and (iv) we developed a goodness of fit test based on the correlation of viral loads in cherries of the phylogenetic tree, showing that both models of character evolution fit the data well. An overall heritability of 31% (CI 15%-43%) is consistent with other studies based on regression of viral load in donor-recipient pairs. Thus, about a third of variation in HIV-1 virulence is attributable to viral genetic variation.
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