Related Experiment Video
Updated: Jul 17, 2025

Signal Acquisition, Score Interpretation, and Economics of a Non-Invasive Point-of-Care Test for Coronary Artery Disease
Published on: August 9, 2024
Modification of the GRACE Risk Score for Risk Prediction in Patients With Acute Coronary Syndromes
Georgios Georgiopoulos1,2,3, Simon Kraler4, Matthias Mueller-Hennessen5,6
1Department of Clinical Therapeutics, Alexandra Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece.
Insights
A modified Global Registry of Acute Coronary Events (GRACE) risk score, incorporating high-sensitivity cardiac troponin (hs-cTn) T, significantly improves mortality prediction in acute coronary syndrome (ACS) patients compared to the original score.
Area of Science:
- Cardiology
- Biomarkers
- Risk Stratification
Background:
- The Global Registry of Acute Coronary Events (GRACE) risk score is a guideline-recommended tool for acute coronary syndromes (ACS).
- The original GRACE score does not account for the extent of myocardial injury, a crucial factor in prognosis.
Purpose of the Study:
- To evaluate the added predictive value of a modified GRACE score that includes high-sensitivity cardiac troponin T (hs-cTn T) at presentation.
- To assess if hs-cTn T improves mortality risk prediction in ACS patients.
Main Methods:
- A retrospective longitudinal cohort study involving 9803 patients across three independent ACS cohorts (Heidelberg, Newcastle, SPUM-ACS).
- Two cohorts were used for derivation and one for validation of the modified GRACE score.
- The modified score incorporated continuous hs-cTn T levels, a marker of myocardial injury extent.
Main Results:
- The modified GRACE score demonstrated superior discrimination and reclassification for in-hospital, 30-day, and 1-year mortality compared to the original GRACE score.
- In the pooled population (9450 patients), the modified score showed significantly improved predictive performance across all mortality endpoints.
- Using continuous hs-cTn T improved risk prediction over binary measurements.
Conclusions:
- Incorporating continuous hs-cTn T into the GRACE risk score enhances mortality risk prediction in ACS patients.
- The modified GRACE score offers a more accurate prognostic tool by considering the extent of myocardial injury.
- This improved risk stratification can aid in clinical decision-making for ACS management.
Importance:
The Global Registry of Acute Coronary Events (GRACE) risk score, a guideline-recommended risk stratification tool for patients presenting with acute coronary syndromes (ACS), does not consider the extent of myocardial injury.
Objective:
To assess the incremental predictive value of a modified GRACE score incorporating high-sensitivity cardiac troponin (hs-cTn) T at presentation, a surrogate of the extent of myocardial injury.
Design, Setting, And Participants:
This retrospectively designed longitudinal cohort study examined 3 independent cohorts of 9803 patients with ACS enrolled from September 2009 to December 2017; 2 ACS derivation cohorts (Heidelberg ACS cohort and Newcastle STEMI cohort) and an ACS validation cohort (SPUM-ACS study). The Heidelberg ACS cohort included 2535 and the SPUM-ACS study 4288 consecutive patients presenting with a working diagnosis of ACS. The Newcastle STEMI cohort included 2980 consecutive patients with ST-elevation myocardial infarction treated with primary percutaneous coronary intervention. Data were analyzed from March to June 2023.
Exposures:
In-hospital, 30-day, and 1-year mortality risk estimates derived from an updated risk score that incorporates continuous hs-cTn T at presentation (modified GRACE).
Main Outcomes And Measures:
The predictive value of continuous hs-cTn T and modified GRACE risk score compared with the original GRACE risk score. Study end points were all-cause mortality during hospitalization and at 30 days and 1 year after the index event.
Results:
Of 9450 included patients, 7313 (77.4%) were male, and the mean (SD) age at presentation was 64.2 (12.6) years. Using continuous rather than binary hs-cTn T conferred improved discrimination and reclassification compared with the original GRACE score (in-hospital mortality: area under the receiver operating characteristic curve [AUC], 0.835 vs 0.741; continuous net reclassification improvement [NRI], 0.208; 30-day mortality: AUC, 0.828 vs 0.740; NRI, 0.312; 1-year mortality: AUC, 0.785 vs 0.778; NRI, 0.078) in the derivation cohort. These findings were confirmed in the validation cohort. In the pooled population of 9450 patients, modified GRACE risk score showed superior performance compared with the original GRACE risk score in terms of reclassification and discrimination for in-hospital mortality end point (AUC, 0.878 vs 0.780; NRI, 0.097), 30-day mortality end point (AUC, 0.858 vs 0.771; NRI, 0.08), and 1-year mortality end point (AUC, 0.813 vs 0.797; NRI, 0.056).
Conclusions And Relevance:
In this study, using continuous rather than binary hs-cTn T at presentation, a proxy of the extent of myocardial injury, in the GRACE risk score improved the mortality risk prediction in patients with ACS.
More Related Videos
07:31Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
06:57Author Spotlight: Advancing Cardiovascular Imaging - Introducing the Spatially Weighted Calcium Score for Early Disease Detection
Published on: September 22, 2023
Related Concept Videos
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Acute Coronary Syndrome III: Diagnostic Studies
Acute Coronary Syndrome I: Introduction
Relative Risk
Acute Coronary Syndrome II: Pathophysiology and Clinical Manifestations
Acute Coronary Syndrome V: Nursing Management