Development and Preliminary Assessment of a Mortality Risk Score in Patients with Coronary Artery Disease Receiving Dual Antiplatelet Therapy After Percutaneous Coronary Intervention

Background: Patients with coronary artery disease (CAD) receiving dual antiplatelet therapy (DAPT) after percutaneous coronary intervention (PCI) remain at risk of early ad-verse outcomes, including in-hospital mortality. Simple risk stratification based on rou-tinely available variables may help identify higher-risk patients, but a limited number of outcome events constrains robust prediction-model development and validation. Aim: This exploratory study aimed to derive a preliminary, interpretable clinical score based on routinely available variables for risk stratification of all-cause in-hospital mor-tality in CAD patients receiving DAPT after PCI. In the clopidogrel-dominant practice set-ting of the participating centers, the score was conceived as a hypothesis-generating risk-enrichment framework rather than a validated treatment-selection tool or a surrogate measure of platelet reactivity. Methods: We analyzed a retrospective cohort of 1,600 adults with CAD admitted between 2022 and 2024; 36 in-hospital deaths occurred. Twenty demographic, clinical, laboratory, and instrumental variables were evaluated. The primary outcome was all-cause in-hospital mortality during the index hospitalization. For exploratory score derivation, the dataset was randomly divided into a derivation subset (75%; n = 1,200) and a hold-out assessment subset (25%; n = 400). Predictors were explored using univariable and multi-variable logistic regression with stepwise selection. Continuous variables were catego-rized using Weight of Evidence binning, and an integer point score was derived. Perfor-mance was summarized using ROC analysis, AUC, sensitivity, specificity, and accuracy. Given the small number of deaths and the data-driven modelling workflow, all perfor-mance estimates were considered preliminary rather than definitive internal validation. Results: The exploratory six-variable score included age ≥57 years, estimated glomerular filtration rate <45 mL/min/1.73 m², body mass index ≥25 kg/m², troponin I ≥100, prior myocardial infarction, and current smoking. In the derivation subset, each additional point was associated with higher odds of mortality (OR 1.39; 95% CI 1.29-1.51; p < 0.001), and the AUC was 0.654. A Youden-index threshold of approximately 6 points yielded sensitivity of 0.41, specificity of 0.80, and accuracy of 0.72. In the hold-out assessment subset, sensitivity was 0.53, specificity was 0.70, accuracy was 0.70, and AUC was 0.61. These estimates indicate modest discrimination and should be interpreted cautiously be-cause only 36 outcome events were available. Conclusions: This exploratory clinical score showed modest discrimination for all-cause in-hospital mortality and should be regarded as a preliminary, hypothesis-generating risk-stratification approach. It is not sufficiently validated for routine prognostic classifi-cation, platelet-reactivity triage, or antiplatelet treatment selection. Model redevelopment using event-efficient methods, resampling-based internal validation, and subsequent ex-ternal validation are required before clinical implementation.

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Publication Details

Journal
Clinics and Practice
Published
2026-08-14
DOI
https://doi.org/10.3390/clinpract16080149
Primary Topic
Antiplatelet Therapy and Cardiovascular Diseases
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article
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article

Development and Preliminary Assessment of a Mortality Risk Score in Patients with Coronary Artery Disease Receiving Dual Antiplatelet Therapy After Percutaneous Coronary Intervention

Ш.Б. Жангелова, D. A. Kapsultanova, Akhmetzhan Sugraliyev, Zhanetta Mukanova et al.
Clinics and Practice
Antiplatelet Therapy and Cardiovascular Diseases
article

Development and Preliminary Assessment of a Mortality Risk Score in Patients with Coronary Artery Disease Receiving Dual Antiplatelet Therapy After Percutaneous Coronary Intervention

Ш.Б. Жангелова, D. A. Kapsultanova, Akhmetzhan Sugraliyev, Zhanetta Mukanova, Yermagambet Kuatbayev, Friba Nurmukhammad, Alexander Arutyunov
article en

Abstract

Background: Patients with coronary artery disease (CAD) receiving dual antiplatelet therapy (DAPT) after percutaneous coronary intervention (PCI) remain at risk of early ad-verse outcomes, including in-hospital mortality. Simple risk stratification based on rou-tinely available variables may help identify higher-risk patients, but a limited number of outcome events constrains robust prediction-model development and validation. Aim: This exploratory study aimed to derive a preliminary, interpretable clinical score based on routinely available variables for risk stratification of all-cause in-hospital mor-tality in CAD patients receiving DAPT after PCI. In the clopidogrel-dominant practice set-ting of the participating centers, the score was conceived as a hypothesis-generating risk-enrichment framework rather than a validated treatment-selection tool or a surrogate measure of platelet reactivity. Methods: We analyzed a retrospective cohort of 1,600 adults with CAD admitted between 2022 and 2024; 36 in-hospital deaths occurred. Twenty demographic, clinical, laboratory, and instrumental variables were evaluated. The primary outcome was all-cause in-hospital mortality during the index hospitalization. For exploratory score derivation, the dataset was randomly divided into a derivation subset (75%; n = 1,200) and a hold-out assessment subset (25%; n = 400). Predictors were explored using univariable and multi-variable logistic regression with stepwise selection. Continuous variables were catego-rized using Weight of Evidence binning, and an integer point score was derived. Perfor-mance was summarized using ROC analysis, AUC, sensitivity, specificity, and accuracy. Given the small number of deaths and the data-driven modelling workflow, all perfor-mance estimates were considered preliminary rather than definitive internal validation. Results: The exploratory six-variable score included age ≥57 years, estimated glomerular filtration rate <45 mL/min/1.73 m², body mass index ≥25 kg/m², troponin I ≥100, prior myocardial infarction, and current smoking. In the derivation subset, each additional point was associated with higher odds of mortality (OR 1.39; 95% CI 1.29-1.51; p < 0.001), and the AUC was 0.654. A Youden-index threshold of approximately 6 points yielded sensitivity of 0.41, specificity of 0.80, and accuracy of 0.72. In the hold-out assessment subset, sensitivity was 0.53, specificity was 0.70, accuracy was 0.70, and AUC was 0.61. These estimates indicate modest discrimination and should be interpreted cautiously be-cause only 36 outcome events were available. Conclusions: This exploratory clinical score showed modest discrimination for all-cause in-hospital mortality and should be regarded as a preliminary, hypothesis-generating risk-stratification approach. It is not sufficiently validated for routine prognostic classifi-cation, platelet-reactivity triage, or antiplatelet treatment selection. Model redevelopment using event-efficient methods, resampling-based internal validation, and subsequent ex-ternal validation are required before clinical implementation.

Clinics and PracticeVol. 16(8)
Good health and well-being
Openalex Percentile: Top 13%
Antiplatelet Therapy and Cardiovascular Diseases
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