Integrin α4β7 as a predictor of HIV acquisition: one thread in a complex tapestry
Bibliographic record
Abstract
Cellular susceptibility to HIV is associated with integrin α4β7, a mucosal homing receptor involved with trafficking HIV target cells to sites of HIV replication. However, studies investigating preinfection α4β7 expression as a predictor of HIV outcomes have yielded inconsistent findings, raising questions about the role of α4β7 in HIV acquisition across populations. In this issue of the JCI, Machmach et al. assessed PBMCs collected before HIV infection and found higher α4β7 expression on memory CD4+ T cells and invariant NK T (iNKT) cells in individuals who went on to acquire HIV. Here, we consider possible explanations that may underlie discrepancies among studies and suggest that α4β7 should be considered as part of a multifactorial profile for determining HIV risk. While unlikely to serve as a target for HIV prevention or therapy, α4β7-directed interventions may offer adjunctive benefits in preserving or improving mucosal immunity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.007 | 0.008 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".