Tumor-suppressive and tumor-promoting role of Tgf-Beta in Hepatocellular Carcinoma
Bibliographic record
Abstract
Tgf-Beta is a pleiotropic cytokine with diverse functions on hepatic cells. The well-known function of Tgf-Beta in pathogenesis of liver disease is to stimulate liver fibrosis that often precedes the onset of liver cancer. While Tgf-Beta-mediated fibrosis seems to make liver more prone to the development of liver cancer, Tgf-Beta suppresses initial malignant transformation of hepatic cells thru regulation of proliferation and apoptosis. On the other hand, Tgf-Beta has shown to act as an inducer of tumor development thru enhancement of metastatic process. Additionally, it has been shown that Tgf-Beta signaling in hepatocytes promotes hepatocarcinogenesis caused by certain genetic conditions. This review highlights observations that have improved an understanding of how Tgf-Beta contributes to the development of hepatocellular carcinoma.
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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 | 0.000 | 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".