Related Experiment Video
Updated: Feb 8, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
International Validation of the Thrombolysis in Myocardial Infarction (TIMI) Risk Score for Secondary Prevention in
Yejin Mok1, Shoshana H Ballew1, Lori D Bash2
1Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
Insights
The Thrombolysis in Myocardial Infarction (TIMI) Risk Score for Secondary Prevention (TRS2°P) modestly predicted major adverse cardiovascular events in patients with recent myocardial infarction across diverse international settings. This simple 9-factor score showed moderate accuracy in real-world clinical data.
Area of Science:
- Cardiology
- Clinical Risk Stratification
- Public Health
Background:
- The Thrombolysis in Myocardial Infarction (TIMI) Risk Score for Secondary Prevention (TRS2°P) is a 9-factor tool to assess major adverse cardiovascular events (MACE) risk post-myocardial infarction.
- Previous validation of TRS2°P was limited to clinical trial settings.
Purpose of the Study:
- To evaluate the international performance of the TRS2°P in predicting MACE in patients with recent myocardial infarction outside of a clinical trial.
- To assess the calibration and discrimination of the TRS2°P in diverse clinical and geographic settings.
Main Methods:
- Analysis of 53,599 patients with recent myocardial infarction from 5 international cohorts (New Zealand, South Korea, Sweden, USA).
- Evaluation of TRS2°P performance using Brier scores for calibration and C-statistics for discrimination.
- Meta-analysis of 9 clinical factors to determine their association with MACE risk.
Main Results:
- TRS2°P demonstrated modest calibration (Brier scores 0.144-0.173) and discrimination (C-statistics >0.61, except one cohort at 0.55) across international cohorts.
- Key predictors of MACE included heart failure history, age ≥75 years, and prior stroke (HR 1.6-1.7).
- Other significant predictors were peripheral artery disease, kidney dysfunction, diabetes, and hypertension (HR 1.3-1.4); prior bypass surgery and smoking were not significant.
Conclusions:
- The TRS2°P, utilizing 9 routine clinical factors, showed modest predictive capability for secondary cardiovascular events in patients with recent myocardial infarction.
- The score's performance in diverse, real-world clinical and geographic settings suggests its utility for secondary prevention risk assessment.
Background:
The Thrombolysis in Myocardial Infarction (TIMI) Risk Score for Secondary Prevention (TRS2°P), a 0-to-9-point system based on the presence/absence of 9 clinical factors, was developed to classify the risk of major adverse cardiovascular events (MACE) (a composite of cardiovascular death, recurrent myocardial infarction, or ischemic stroke) among patients with a recent myocardial infarction. Its performance has not been examined internationally outside of a clinical trial setting.
Methods And Results:
We evaluated the performance of TRS2°P for predicting MACE in 53 599 patients with recent myocardial infarction in 5 international cohorts from New Zealand, South Korea, Sweden, and the United States participating in the Chronic Kidney Disease Prognosis Consortium. Overall, there were 19 444 cases of MACE across 5 cohorts over a mean follow-up of 5 years, and the overall MACE rate ranged from 5.0 to 18.4 (per 100 person-years). The TRS2°P showed modest calibration (Brier score ranged from 0.144 to 0.173) and discrimination (C-statistics >0.61 in all studies except 1 from Korea with 0.55) across cohorts relative to its original Brier score of 0.098 and C-statistic of 0.67 in the derived data set. Although there was some heterogeneity across cohorts, the 9 predictors in the TRS2°P were generally associated with higher MACE risk, with strongest associations observed (meta-analyzed adjusted hazard ratio 1.6-1.7) for history of heart failure, age ≥75 years, and prior stroke, followed by peripheral artery disease, kidney dysfunction, diabetes mellitus, and hypertension (hazard ratio 1.3-1.4). Prior coronary bypass graft surgery and smoking did not reach statistical significance (hazard ratio ≈1.1).
Conclusions:
TRS2°P, a simple scoring system with 9 routine clinical factors, was modestly predictive of secondary events when applied in patients with recent myocardial infarction from diverse clinical and geographic settings.
Related Concept Videos
Reliability and Validity
Relative Risk
Chronic Kidney Disease I: Introduction
Data Validation
Key parameters for method validation include:
Data Validation
Nursing assessment guides are generally based on holistic models rather than medical...
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...

