Abstract 14631: Pulmonary Artery Calcification: A New Threat in Pulmonary Arterial Hypertension
Bibliographic record
Abstract
Background: Pulmonary arterial hypertension (PAH) is associated with imbalance between proliferation and apoptosis of pulmonary artery (PA) smooth muscle cells (PASMCs). Recently, we uncovered a role for microRNA-204 (miR-204), whose downregulation sustains the phenotype in time. In systemic vascular disease, miR-204 downregulation increases the Runt-related transcription factor 2 (RUNX2), a key osteogenic factor inducing calcification. The fact that PAH patients live longer increases the odds of developing PA calcification lesions. Interestingly, the presence and development of calcified lesions in PAH have not been explored. We thus hypothesized that miR-204-dependent upregulation of RUNX2 triggers the development of proliferative and calcified vascular lesions within the lungs, thus worsening PAH. Methods/Results: Using CT-scan, we showed that PAH patients (n=50; p<0.05) had significant increase in distal PA calcification compared to control patients matched for age, sex and comorbidities known to promote vascular calcification. This non-invasive finding was histologically confirmed in the same patients post lung transplantation using Von Kossa staining (n=10; p<0.05). Finally, increase in calcification contributes to worsening of PA compliance and is associated with poorer PAH patients’ survival (n=50; p<0.05). At the molecular level, enhanced calcification in PAH patients correlates (n=43; p<0.05) with a miR-204-dependent up regulation of RUNX2 in lungs, distal PA and primary cultured PASMCs (n=12-40, fold change ≈ 2.5). Using gain and loss of function approaches, we demonstrated in PASMCs from PAH and healthy donors (using siRNA and adenoviruses respectively) that RUNX2, promotes PAH-PASMC proliferation (Ki67), resistance to apoptosis (Annexin-V) and calcification (Alizarin red) (p<0.05). Finally, in Sugen/hypoxia rat model of PAH, we demonstrated that RUNX2 inhibition improves pulmonary hemodynamic and reduces PA remodeling and calcification (n=5-12, p<0.05). Conclusion: We demonstrated for the first time the presence of significant calcification in PAH distal PA contributing to PAH worsening and identified RUNX2 as an attractive new therapeutic strategy to improve PAH. *SC and GR equally contributed.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 0.005 |
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".