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Record W4413116541 · doi:10.1126/scitranslmed.adu4643

Proviruses in CD4 <sup>+</sup> T cells reactive to autologous antigens contribute to nonsuppressible HIV-1 viremia

2025· article· en· W4413116541 on OpenAlexaff
Fengting Wu, Milica Moskovljevic, Filippo Dragoni, Sahana Jayaraman, Nathan L. Board, Angelica Camilo-Contreras, Sílvia Bernal, Vivek Hariharan, Hao Zhang, Jun Lai, Anushka Singhal, Sebastien Poulin, Frédéric Chano, Annie Chamberland, Cécile Tremblay, Meredith Zoltick, Christopher J. Hoffmann, Joyce Jones, H. Benjamin Larman, Luis J. Montaner, Janet D. Siliciano, Robert F. Siliciano, Francesco R. Simonetti

Bibliographic record

VenueScience Translational Medicine · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicHIV Research and Treatment
Canadian institutionsUniversité de MontréalCentre Hospitalier de l’Université de MontréalClinique Paro Excellence
FundersNational Institute of Allergy and Infectious DiseasesNational Institute of General Medical SciencesNational Institutes of Health
KeywordsViremiaVirologyAntigenHuman immunodeficiency virus (HIV)ImmunologyMedicineBiology

Abstract

fetched live from OpenAlex

Antiretroviral therapy (ART) halts human immunodeficiency virus–1 (HIV-1) replication, reducing plasma virus concentrations to below the limit of detection, but it is not curative because of a reservoir of latently infected CD4 + T cells. In some people living with HIV-1 (PLWH), plasma HIV-1 RNA becomes persistently detectable despite optimal ART. This nonsuppressible viremia (NSV) is characterized by identical, nonevolving HIV-1 RNA variants expressed from infected CD4 + T cell clones. The mechanisms driving persistent virus production from a specific population of infected cells are poorly understood. We hypothesized that proviruses in cells responding to chronic immunologic stimuli, including self-associated antigens, may drive viral gene expression and NSV. Here, we demonstrate that stimulation of CD4 + T cells with autologous cell lysates induced virus production in a major histocompatibility complex class II–dependent manner. In seven of eight participants with NSV, we recovered viral RNA released ex vivo in response to autologous cell lysates that matched plasma virus. This process involved both defective and replication-competent proviruses residing in conventional CD4 + T cells and was also observed in PLWH with undetectable viremia. These findings suggest that recognition of self-associated antigens is a potentially important cause of HIV-1 reservoir expression, which can contribute to persistent systemic inflammation and rebound upon ART interruption.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.016
GPT teacher head0.316
Teacher spread0.300 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations6
Published2025
Admission routes1
Has abstractyes

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