Senescence markers in subcutaneous preadipocytes differ in childhood‐ versus adult‐onset obesity before and after weight loss
Bibliographic record
Abstract
Abstract Objective The aim of this study was to determine the effect of age of obesity onset on senescence‐related markers in abdominal (AB) and femoral (FEM) subcutaneous adipose tissue (SAT) before and after moderate (~10%) weight loss. Methods AB and FEM SAT were collected from human females with childhood‐onset obesity (CO) or adult‐onset obesity (AO) before and after diet‐ and exercise‐induced weight loss. Immunofluorescence analysis of γH2AX/RAD51 (DNA damage/repair markers) and p53/p21 (senescence markers) was conducted in cultured preadipocytes, and senescence‐associated β‐galactosidase (SA‐β‐gal) activity was measured in SAT. Results CO had proportionately more AB and FEM preadipocytes with DNA damage (γH2AX + ) and senescence markers (p53 + and/or p21 + ) than AO at baseline. The proportion of γH2AX + FEM preadipocytes declined with weight loss in CO and was similar between groups after weight loss. The number of γH2AX foci in γH2AX + preadipocytes decreased similarly between groups and regions with weight loss in parallel with an increase in RAD51. The proportion of p53 + and p21 + preadipocytes and SA‐β‐gal + cells in SAT did not change with weight loss, but the total p21 intensity in p53 + /p21 + FEM preadipocytes declined in AO. Conclusions These results provide preliminary evidence that females with CO have an accelerated preadipocyte aging state that improves with weight loss in terms of DNA damage but not senescence.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 teacher head, 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".