Evidence map›Paper›PMID 42198743›Full record

ReviewViruses2026

Temporal Evolution of Drug Resistance to HIV Integrase Inhibitors.

Indrani Choudhuri, Jocelyn G Olvera, Avik Biswas, Allan Haldane, Ronald M Levy, Dmitry Lyumkis

Abstract readReview
In one paragraph

Review in Viruses, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Indrani ChoudhuriThe Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
Jocelyn G OlveraThe Salk Institute for Biological Studies, La Jolla, CA 92037, USA.
Avik BiswasThe Salk Institute for Biological Studies, La Jolla, CA 92037, USA.ORCID 0000-0002-3519-3944
Allan HaldaneDepartment of Physics, Temple University, Philadelphia, PA 19122, USA.
Ronald M LevyDepartment of Physics, Temple University, Philadelphia, PA 19122, USA.ORCID 0000-0001-8696-5177
Dmitry LyumkisThe Salk Institute for Biological Studies, La Jolla, CA 92037, USA.ORCID 0000-0002-8124-7472

Funding

Viral Vector Core (VVC)P30CA014195 · NCI · SALK INSTITUTE FOR BIOLOGICAL STUDIES · PI Alan Saghatelian · 1985 to 2026
$82.8M
Structural Biology CoreU54AI170855 · NIAID · SEATTLE CHILDREN'S HOSPITAL · PI Bruce Edward Torbett · 2022 to 2026
$36.7M
Structural basis for activity of and resistance to HIV integrase inhibitorsU01AI136680 · NIAID · SALK INSTITUTE FOR BIOLOGICAL STUDIES · PI LYUMKIS, DMITRY · 2022 to 2025
$3.4M
Mechanisms of HIV fitness and drug resistance inferred from high-resolution molecular dynamics and sequence co-variation modelsR01AI178849 · NIAID · TEMPLE UNIV OF THE COMMONWEALTH · PI Ronald Levy · 2023 to 2026
$2.7M
Role of HIV-1 integrase in virion morphogenesis and its targeting by allosteric integrase inhibitorsR01AI184419 · NIAID · UNIVERSITY OF COLORADO DENVER · PI JAMES R FUCHS, Sebla B. Kutluay · 2024 to 2026
$2.4M
Molecular Pathways Leading to Drug Resistance in HIV-1 IntegraseR21AI197945 · NIAID · SALK INSTITUTE FOR BIOLOGICAL STUDIES · PI Dmitry Lyumkis · 2026 to 2026
$516k
california hiv research program H25TC9308Gilead Sciences (United States) Gilead Research Scholars ProgramNational Institute of Allergy and Infectious Diseases AI136680National Institute of Allergy and Infectious Diseases AI170855National Institute of Allergy and Infectious Diseases AI178849National Institute of Allergy and Infectious Diseases AI197945National Science Foundation Graduate Research Fellowship ProgramNCI NIH HHS P30 CA014195NIAID NIH HHS R01 AI178849NIAID NIH HHS R01 AI184419NIAID NIH HHS R21 AI197945NIAID NIH HHS U01 AI136680NIAID NIH HHS U54 AI170855Schmidt Family Foundation Eric and Wendy Schmidt AI in Science Postdoctoral Fellowship
6 · The paper itself

Abstract

HIV-1 integrase (IN) strand transfer inhibitors (INSTIs) are central to modern antiretroviral therapy (ART) because of their high potency and durable effect on viral suppression. However, drug resistance mutations (DRMs) within HIV-1 IN emerge, which can compromise long-term treatment efficacy. Many distinct DRMs that arise under INSTI therapy have been extensively tabulated in public repositories and literature. However, the timelines over which they emerge, accumulate, and consolidate in patients have not been systematically integrated across clinical and experimental studies. In this review, we synthesize current evidence on the temporal evolution of DRMs within HIV-1 IN by examining mutational kinetic data from viruses derived from people living with HIV/AIDS (PLWH) and from in vitro selection experiments. We compare experimental timelines to recent computational predictions derived from Potts-based fitness landscapes coupled with kinetic Monte Carlo simulations and identify reproducible kinetic classes that distinguish fast-, intermediate-, and slow-emerging DRMs. Rapidly emerging DRMs such as E92Q and N155H typically appear early under drug pressure and often represent low-barrier adaptive responses, whereas the most clinically consequential mutations, such as Q148H/K/R, G140A/S, and E138K, arise only after extended therapy and generally require compensatory mutational backgrounds to persist. Although absolute emergence times vary substantially between in vivo and in vitro systems, consistent temporal trends across datasets support the existence of underlying epistatic constraints that shape drug resistance evolution. Understanding DRM timelines is clinically relevant because it provides a framework for interpreting resistance detected at virological failure, informs optimal timing of resistance testing, and may enable earlier identification of high-risk evolutionary trajectories before durable resistance is established.

Indexed as

Drug Resistance, ViralEvolution, MolecularHIV-1HIV InfectionsHIV IntegraseHIV Integrase InhibitorsHumansMutationHIV IntegraseHIV Integrase Inhibitorsp31 integrase protein, Human immunodeficiency virus 1antiretroviral therapydrug resistanceepistasisintegraseresistance evolutionstrand transfer inhibitorsviral fitness

Identifiers

PMID42198743
PMCPMC13211648

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Registered trials

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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.