Mechano-activated chondroprogenitors (MACs) drive intrinsic cartilage repair; a process that is arrested in osteoarthritis
Bibliographic record
Abstract
Abstract Articular cartilage, an avascular, matrix-rich tissue, is thought to have limited repair, thereby contributing to osteoarthritis (OA), the common degenerative disease of joints. Cartilage regeneration does occur, however, in OA joints that are mechanically off-loaded. Here we show that mechanical stress, through release of matrix-bound growth factors, reprogrammes chondrocytes, the primary cells of cartilage, into ‘mechano-activated chondroprogenitors’ (MACs). Studying OA joint fluid before and after mechanical off-loading, reveals evidence of chronic MAC activity, which switches back to a chondrogenic one when mechanical stress is removed. Taken together, we conclude that OA is a disease of ‘arrested repair’ in which mechanical stress signals need to be switched off before full repair can occur. This novel paradigm uncovers exciting new treatment opportunities.
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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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".