Mechanisms of 4-hydroxytamoxifen-induced Apoptosis in Rhabdomyosarcoma Cells
Bibliographic record
Abstract
Rhabdomyosarcoma (RMS) is a malignant soft-tissue sarcoma in children, accounting for about 40% of pediatric soft-tissue tumours. Five-year survival for metastatic RMS is only about 25%. Furthermore, there has been no significant improvement in RMS survival since 1975, pointing to a need for improved therapy. \nPrevious work in our lab has shown that 4-hydroxytamoxifen (4OHT) leads to increased apoptosis and decreased viability in RMS cells. Expanding on this work, the current project aims to elucidate the mechanisms behind 4OHT-induced apoptosis in RMS cells, focusing on the roles of estrogen receptors (ER) and MAP kinases (MAPK). \nWe found that: 1) 4OHT-induced apoptotic signaling was associated with increased MAPK phosphorylation, 2) Inhibition of MAPK protected cells against 4OHT, 3) Inhibition of ER also protected against 4OHT, and 4) ER inhibition blocked 4OHT-associated MAPK phosphorylation.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".