The Effects of Cell Contraction and Loss of Adhesion on the Apoptosis of Valve Interstitial Cells
Bibliographic record
Abstract
Dystrophic calcification in sclerotic aortic valves is associated with apoptosis of myofibroblasts that differentiate from valve interstitial cells (VICs). The factors that regulate apoptosis in sclerotic valves are not known, but may include mechanical stimuli, as is the case in other fibrotic tissues. In support of this hypothesis, we have observed that VICs on stiff collagen matrices that simulate fibrotic tissue differentiate to myofibroblasts and form calcified aggregates that contain apoptotic cells [1]. However, the mechanisms by which cell aggregation leads to VIC apoptosis are unknown. In other cell types, cell contraction caused by release of matrix tension can induce cell apoptosis, but the mechanical transduction pathway regulating this process is unknown [2]. Similarly, cell rounding caused by disrupting the cytoskeletal network has been found to induce apoptosis [3], indicating the cytoskeletal network may play an important role in the cell shape-change related apoptosis pathways. Loss of adhesion between the cell and its matrix is also a well-documented cause for apoptosis of adherent cell types [4].
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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".