Elimination of breast tumor-associated chondroitin sulfate promotes metastasis
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
Breast cancer is one of the leading causes of cancer-related deaths amongst women in the USA. The tumor microenvironment has been suggested to be an attractive therapeutic target for treatment of cancers. The glycosaminoglycan chondroitin sulfate, as part of the cellular microenvironment, consists of long linear chains of repeating disaccharide units, which are covalently attached to core proteins to form chondroitin sulfate-proteoglycans. In vitro studies have implicated chondroitin sulfate in various aspects of carcinogenesis, whereas the in vivo roles of chondroitin sulfate are less clear. Drastically elevated levels of chondroitin sulfate have been observed within the stromal compartment of many solid tumors, including human breast carcinomas, the significance of which is unknown. We examined the role of tumor-associated chondroitin sulfate in breast cancer progression. Enzymatic elimination of endogenous chondroitin sulfate by intra-tumor injections of chondroitinase ABC leads to the development of secondary tumors and increased lung metastases, while primary orthotopic tumor growth was not affected. These results establish a metastasis-inhibiting effect of primary breast tumor-associated chondroitin sulfate, which may open novel carbohydrate-based therapeutic strategies to combat breast cancer.
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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 | 0.001 |
| 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