Related Experiment Video
Updated: Feb 7, 2026

Interventional Diagnostic Procedure: A Practical Guide for the Assessment of Coronary Vascular Function
Published on: March 15, 2022
Effect of Comorbidity On Unplanned Readmissions After Percutaneous Coronary Intervention (From The Nationwide
Chun Shing Kwok1,2, Sara C Martinez3, Samir Pancholy4
1Keele Cardiovascular Research Group, Centre for Prognosis Research, Keele University, Stoke-on-Trent, UK. shingkwok@doctors.org.uk.
Insights
Higher comorbidity burden, measured by the Charlson Comorbidity Index (CCI), significantly increases 30-day unplanned readmission rates after percutaneous coronary intervention (PCI). Non-cardiac causes are more frequent drivers of readmission in patients with greater comorbidity.
Area of Science:
- Cardiology
- Health Services Research
- Public Health
Background:
- Unplanned readmissions after percutaneous coronary intervention (PCI) pose a significant challenge.
- The influence of comorbidity burden on readmission rates and causes post-PCI remains unclear.
Purpose of the Study:
- To investigate the association between comorbidity burden, defined by the Charlson Comorbidity Index (CCI), and 30-day unplanned readmission rates and causes following PCI.
- To analyze the impact of increasing CCI scores on readmission risk and healthcare costs.
Main Methods:
- Analysis of the Nationwide Readmission Database (NRD) for patients undergoing PCI between 2010 and 2014.
- Stratification of patients into CCI groups (0, 1, 2, ≥3) to assess readmission rates, causes, and associated costs.
- Statistical analysis to determine the odds of readmission based on CCI score.
Main Results:
- A total of 2,294,346 PCI procedures were analyzed.
- 30-day unplanned readmission rates increased with higher CCI scores (6.6% for CCI=0 to 15.9% for CCI≥3).
- Higher CCI scores were independently associated with increased odds of readmission (e.g., CCI≥3 OR 2.08). Non-cardiac readmission causes rose from 49.4% (CCI=0) to 57.1% (CCI≥3).
Conclusions:
- Comorbidity burden is a significant predictor of early unplanned readmissions after PCI.
- Healthcare providers should consider comorbidity assessment for risk stratification and targeted interventions to reduce readmissions.
- Non-cardiac conditions increasingly contribute to readmissions in patients with higher comorbidity.
Abstract:
It is unclear how comorbidity influences rates and causes of unplanned readmissions following percutaneous coronary intervention (PCI). We analyzed patients in the Nationwide Readmission Database who were admitted to hospital between 2010 and 2014. The comorbidity burden as defined by the Charlson Comorbidity Index (CCI). Primary outcomes were 30-day readmission rates and causes of readmission according to comorbidity burden. A total of 2,294,346 PCI procedures were included the analysis. The patients in CCI = 0, 1, 2 and ≥3 were 842,272(36.7%), 701,476(30.6%), 347,537(15.1%) and 403,061(17.6%), respectively. 219,227(9.6%) had an unplanned readmission within 30 days and rates by CCI group were 6.6%, 8.6%, 11.4% and 15.9% for CCI groups 0, 1, 2 and ≥3, respectively. The CCI score was also associated with greater cost (cost of index PCI for not readmitted vs readmitted was CCI = 0 $21,257 vs $19,764 and CCI ≥ 3 $26,736 vs $27,723). Compared to patients with CCI = 0, greater CCI score was associated with greater independent odds of readmission (CCI = 1 OR 1.25(1.22-1.28), p < 0.001, CCI ≥ 3 OR 2.08(2.03-2.14), p < 0.001). Rates of non-cardiac causes for readmissions increased with increasing CCI group from 49.4% in CCI = 0 to 57.1% in CCI ≥ 3. Rates of early unplanned readmission increase with greater comorbidity burden and non-cardiac readmissions are higher among more comorbid patients.
Related Concept Videos
Nursing Interventions I: Taxonomy of Nursing Interventions
A nursing intervention is a treatment or action based on scientific concepts and knowledge from the nursing, behavioral, and physical sciences. Identifying and prioritizing nursing interventions based on the desired outcome...
Nursing Interventions II: Selecting and Classifying the Nursing Interventions
Coronary Circulation
Coronary circulation begins at the base of the aorta, where two main arteries arise—the left and right coronary arteries. These arteries encircle the heart in the coronary sulcus and supply the...
Community Based Intervention
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
Operant Conditioning Intervention
In operant conditioning, behaviors that are...
Coronary Artery Disease I: Introduction

