Fatty acid synthase is over‐expressed in large aberrant crypt foci in rats treated with azoxymethane
Bibliographic record
Abstract
Abstract Fatty acid synthase (FAS) is over‐expressed in many human cancers including colon. High levels of FAS expression have also been observed in a number of lesions that are precursors to invasive colorectal cancer. However, FAS expression in aberrant crypt foci (ACF), the earliest identifiable lesions in colon cancer development, has not been investigated. In this study, we treated Fisher rats with a single dose of the colon carcinogen azoxymethane then evaluated ACF 100 days later. We showed that large ACF (≥4 crypts/focus) have a significantly higher level of immunohistochemical staining for FAS than either small ACF (≤3 crypts/focus) or normal crypts. Furthermore, the severity of nuclear atypia in ACF was positively associated with increased expression of FAS. These findings suggest that the genes associated with FAS over‐expression are activated early in the stepwise development of colon cancer, though not until the ACF have reached a critical size with a level of nuclear atypia indicative of dysplasia. © 2008 Wiley‐Liss, Inc.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".