The Role of Conjugated Linoleic Acid in Breast Cancer Growth and Development
Bibliographic record
Abstract
Conjugated linoleic acid (CLA) consists of a group of naturally occurring and synthetic positional and geometric (cis-trans) stereoisomers of the polyunsaturated fatty acid linoleic acid. The cis-9,trans-11 (c9,t11) CLA isomer (the most prevalent form found in ruminant-derived foods) and the trans-10,cis-12 (t10,c12) CLA isomer (present in commercial preparations) are the two most widely studied CLA isomers in breast cancer. Studies using both animal and cell culture models indicate that these CLA isomers, when added to the diet or included in the cell culture medium, inhibit mammary tumour initiation, promotion and progression in rodents, and alter tumour cell viability in vitro. The mechanism of CLA's anticancer effect is not well understood, but may involve interference with the cell cycle, induction of apoptosis, modulation of gene expression via the activation of peroxisome proliferator-activated receptors, lipid peroxidation, modulation of the tumour microenvironment, changes to the structure and/or function of the cell membrane, and interference with growth factor receptor signaling. A greater understanding of the mechanism of action of CLA will support the development of clinical trials to evaluate the potential effectiveness of CLA in the treatment of breast cancer.
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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 | 0.001 | 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 | 0.001 |
| 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".