Alterations in DNA Repair Gene Expression under Hypoxia: Elucidating the Mechanisms of Hypoxia‐Induced Genetic Instability
Bibliographic record
Abstract
Hypoxia is a common feature of solid tumors and is associated with genetic instability and tumor progression. It has been shown previously that alterations in the expression of DNA repair genes in response to hypoxic stress may account for a proportion of such genetic instability. Here, we demonstrate that the expression of RAD51, a critical mediator of homologous recombination (HR), is repressed by hypoxia in numerous cell lines derived from a wide range of tissues. Repression of this gene by hypoxia occurs in a cell cycle- and hypoxia-inducible factor (HIF)-independent manner, and decreased RAD51 expression was observed to persist during the post-hypoxic period. In addition, decreases in Rad51 expression were correlated with functional impairments in HR repair in hypoxic and post-hypoxic cells. Based on these data, we propose a novel mechanism of hypoxia-induced genetic instability via suppression of the HR pathway in cancer cells within the tumor microenvironment.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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".