Antiaging Klotho Protein as a Prospective Novel Tumor Suppressor
Bibliographic record
Abstract
-Isomer of Klotho Protein has been actively studied over the past 20 years. It has been found that -Klotho is closely associated with aging and has anti-aging properties. Besides, it is involved in development of malignant tumor diseases. Its universal influence on many biological mechanisms leading to hyperplastic changes in cells and tissues has been proven experimentally. Recent studies demonstrated inhibitory effect of -Klotho on the classical carcinogenic pathways such as insulin-like growth factor 1 (IGF1), fibroblast growth factor (FGFs), transforming growth factor 1 (TGFb1), Wnt, P53/p21, oxidative stress response pathways. Impeding effect of -Klotho protein on the development of such types of malignant tumors as breast, pancreatic, lung, stomach, hepatocarcinoma, and others is proven in a number of cases. This review describes the role of -Klotho in oncogenesis, its involvement and influence on the main signaling pathways known for their role in the development of malignant tumors, and the possibility of regulating its expression.
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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 | 0.000 | 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) | 0.001 | 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".