Characterization of the 12q15 <i>MDM2</i> and 12q13‐14 <i>CDK4</i> amplicons and clinical correlations in osteosarcoma
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The chromosomal region 12q13-15 is recurrently amplified in osteosarcoma (OS), but its importance in bone tumor development remains unknown. Although there are two major candidate genes (MDM2, a TP53 downregulator, and CDK4, involved in cell cycle progression) considered to be the driving genes in this region, the size of the amplicon and number of genes involved have not been determined. In this study, we used 130 classical OS and 15 parosteal OS to determine MDM2 and CDK4 amplification frequency in OS. Tumors in which these genes were amplified were used to map the 12q13-15 amplified region and to determine its correlation with clinical prognosis. The 12q13-15 amplification was more prevalent in parosteal OS (67% of cases) than in high-grade classical OS (12%). Quantitative real-time PCR of MDM2, CDK4, and 25 other genes showed that this region contains two different amplicons: one at 12q15 centered on MDM2 and one at 12q13-14 centered on CDK4. Both regions were frequently co-amplified in both types of OS, and MDM2 and CDK4 amplification was correlated with higher expression levels for both genes. Univariate and multivariate analyses of clinical data indicated that classical OS patients whose tumors exhibited MDM2 amplification were more likely to be older at diagnosis (median age 32.6 vs. 17.8 years) and female (66.7 vs. 33.3%) than those without gene amplification. There was no association with other clinical parameters. In conclusion, co-amplification of MDM2 and CDK4 in two separate amplicons occurs frequently in parosteal OS and less so in classical high-grade OS.
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.
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 | 0.000 | 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 it