Matrix Metalloproteinase-3 on Ligamentum Flavum in Degenerative Lumbar Spondylolisthesis
Bibliographic record
Abstract
STUDY DESIGN: Human ligamentum flavum (LF) was examined for the activity level of matrix metalloproteinase-3 (MMP-3) in degenerative spondylolithesis (DS) patients using immunohistochemistry, Western blot, reverse transcriptase-polymerase chain reaction (RT-PCR), and quantitative real-time PCR. OBJECTIVE: To investigate the hypothesis that the activity of MMP-3 is elevated in LF of DS patients, which might contribute to DS pathogenesis. SUMMARY OF BACKGROUND DATA: MMP-3 is a proteinase produced by connective tissue cells and is responsible for the degradation and modification of extracellular matrix molecules. MMP-3 activity has been established in articular cartilage, synovial membrane, and intervertebral discs, but not in the LF. METHODS: The experimental group consisted of 18 patients with DS and the control group consisted of 18 patients with spinal stenosis (SS) without any instabilities. MMP-3 expression was measured with in situ using immunohistochemistry and both for mRNA and protein levels. RESULTS: The MMP-3 positive cell ratio in the LF observed in DS patients was substantially higher than in SS patients (P = 0.030). In Western blot, the average optical density (OD) of MMP-3 was higher in LF of DS than of SS (P = 0.028). There was greater MMP-3 expression in DS patients as quantified by RT-PCR (P = 0.004). CONCLUSION: Our study shows that MMP-3 expression in the LF of DS patients was significantly higher than in SS patients. Increased MMP-3 expression may be associated with the degenerative changes of LF in DS patients comprising one of the mechanisms of pathogenesis in DS.
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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".