Cardiovascular Digital Twin Enters Multi-Center Retrospective Validation
Six hospitals complete 4,021 coronary CTA validation; 30-day MACE prediction calibration slope 0.94.
Cardiovascular digital twin technology enters multi-center retrospective validation phase, with data transparency improving.
Trial Design
Retrospective Cohort
| Element | Content | |---------|---------| | Participating centers | 6 tertiary hospitals | | Sample size | 4,021 coronary CTA cases | | Time span | 2019-2026 | | Follow-up | 30-day MACE |
Digital Twin Pipeline
Technical flow:
Coronary CTA images
↓ AI segmentation
Patient-specific 3D model
↓ Personalized boundary conditions
Personalized blood flow simulation
↓ Reduced-order solver
Plaque shear stress hotspots + Virtual stent deployment
↓
Risk assessment report
Key Results
| Metric | Value | 95%CI | |--------|-------|--------| | Calibration slope | 0.94 | 0.89-1.00 | | C-statistic | 0.71 | 0.67-0.75 | | Brier score | 0.18 | 0.15-0.21 |
Statistical Expert Warnings
- Selection bias: Retrospective data may overestimate performance
- Center effects: Different center equipment variations
- Temporal bias: 2019 data may not represent current technology
本文为虚构医学技术新闻,不构成诊疗建议。
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