ArticleVirus evolution2016
Evolution of HIV virulence in response to widespread scale up of antiretroviral therapy: a modeling study.
Article in Virus evolution, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
15 citing papers in PubMed, 25 citations in OpenAlex.
- Temporal trends in viral setpoint and peak CD4 + cell count soon after HIV-1 seroconversion.AIDS (London, England) · 2026Observational
- Phylogenetics and molecular evolution to understand and curb the HIV pandemic.Nature reviews. Microbiology · 2026Review
- Evidence for circulation of high-virulence HIV-1 subtype B variants in the United Kingdom.Virus evolution · 2025Article
- Evolution of HIV virulence in response to disease-modifying vaccines: A modeling study.Vaccine · 2023Article
- Do pathogens always evolve to be less virulent? The virulence-transmission trade-off in light of the COVID-19 pandemic.Biologia futura · 2023Review
- Which 'imperfect vaccines' encourage the evolution of higher virulence?Evolution, medicine, and public health · 2022Article
- Virologic Outcomes Among People Living With Human Immunodeficiency Virus With High Pretherapy Viral Load Burden Initiating on Common Core Agents.Open forum infectious diseases · 2021Article
- Test-and-treat coverage and HIV virulence evolution among men who have sex with men.Virus evolution · 2021Article
- The past, present and future impact of HIV prevention and control on HPV and cervical disease in Tanzania: A modelling study.PloS one · 2020Article
- Natural selection favoring more transmissible HIV detected in United States molecular transmission network.Nature communications · 2019Article
- Relational concurrency, stages of infection, and the evolution of HIV set point viral load.Virus evolution · 2018Article
- Effects of contact structure on the transient evolution of HIV virulence.PLoS computational biology · 2017Article
- Modelling the evolution of HIV-1 virulence in response to imperfect therapy and prophylaxis.Evolutionary applications · 2017Article
- A transmission-virulence evolutionary trade-off explains attenuation of HIV-1 in Uganda.eLife · 2016Article
- The impact of antiretroviral therapy on population-level virulence evolution of HIV-1.Journal of the Royal Society, Interface · 2015Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 2 institutions in 2 countries.
Funding
Abstract
There are global increases in the use of HIV antiretroviral therapy (ART), guided by clinical benefits of early ART initiation and the efficacy of treatment as prevention of transmission. Separately, it has been shown theoretically and empirically that HIV virulence can evolve over time; observed virulence levels may reflect an adaptive balance between infected lifespan and per-contact transmission rate. However, the potential effects of widespread ART usage on HIV virulence are unknown. To predict these effects, we used an agent-based stochastic model to simulate evolutionary trends in HIV virulence, using set point viral load as a proxy for virulence. We calibrated our model to prevalence and incidence trends of South Africa. We explored two distinct ART scenarios: (1) ART initiation based on HIV-infected individuals reaching a CD4 count threshold; and (2) ART initiation based on individual time elapsed since HIV infection (a scenario that mimics "universal testing and treatment" (UTT) aspirations). In each case, we considered a range in population uptake of ART. We found that HIV virulence is generally unchanged in scenarios of CD4-based initiation. However, with ART initiation based on time since infection, virulence can increase moderately within several years of ART rollout, under high coverage levels and early treatment initiation (albeit within the context of epidemics that are rapidly decreasing in size). Sensitivity analyses suggested the impact of ART on virulence is relatively insensitive to model calibration. Our modeling study suggests that increasing HIV virulence driven by UTT is likely not a major public health concern, but should be monitored in sentinel surveillance, in a manner similar to transmitted resistance to antiretroviral drugs.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.