DeVelopment of an Artificial Intelligence-Driven Dynamic Prediction and Precision Stratification System for Coronary Non-Target LesIon ProgressiON After Percutaneous Coronary Intervention: A Multimodal Data-Enabled Multicenter Cohort Study in China
试验速览
- 阶段
- 不适用
- 状态
- 招募中
- 发起方
- 入组人数
- 12,000
- 试验地点
- 1
- 主要终点
- Composite endpoint of NTL progression-related myocardial infarction or revascularization
研究概览
简要总结
Coronary artery disease remains a leading cause of global mortality. Although percutaneous coronary intervention (PCI) improves patient outcomes, the long-term risk of major adverse cardiovascular events (MACE) driven by the progression of non-target lesions (NTLs) remains substantial and continues to increase, while current risk stratification tools remain inadequate for predicting NTL progression. This multicenter cohort study aims to develop an artificial intelligence (AI)-driven system for the dynamic prediction and precision stratification of NTL progression after PCI. Utilizing comprehensive multimodal data from 52,577 Chinese patients-including clinical profiles, multi-omics blood biomarkers, and coronary imaging-the research pursues three primary objectives: (1) to identify and validate 2-3 specific biomarkers for NTL progression risk using multi-omics approaches; (2) to construct an integrated risk assessment and early-warning system by applying machine learning to multimodal data for predicting NTL progression and MACE; and (3) to establish metabolic and imaging-based subtypes to create a precision management system that optimizes secondary prevention strategies by identifying specific high-risk populations. This study is expected to provide a novel tool for accurate identification of high-risk patients and personalized post-PCI management, ultimately aiming to improve long-term prognosis.
研究设计
- 研究类型
- Observational
- 观察模型
- Cohort
- 时间视角
- Other
入排标准
- 年龄范围
- 18 Years 至 —(Adult, Older Adult)
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Aged 18 years or older;
- •Scheduled for or having undergone PCI;
- •Baseline plasma sample obtainable;
- •Informed consent obtained
排除标准
- •Pregnancy or lactation;
- •Severe hepatic or renal dysfunction;
- •Active autoimmune disease;
- •Missing critical data
结局指标
主要结局
Composite endpoint of NTL progression-related myocardial infarction or revascularization
时间窗: 12 month follow-up
1. NTL progression-related myocardial infarction was defined in accordance with the fourth universal definition of myocardial infarction due to any segment of the nontarget vessel or lesion. 2. NTL progression-related revascularization was defined as revascularization driven by angina or ischemia, either PCI or CABG, of any segment of the nontarget vessel or lesion.
次要结局
- Qualitative data on NTL progression(12 month follow-up)
- Quantitative data on NTL progression(12 month follow-up)
- NTL progression-related myocardial infarction(12 month follow-up)
- NTL progression-related revascularization(12 month follow-up)
研究者
Fang Wang
Associate Professor of Cardiology Department
China-Japan Friendship Hospital
