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Updated: Mar 9, 2026

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
Published on: April 19, 2019
Patient Characteristics Predictive of Cardiac Rehabilitation Adherence
Diann E Gaalema1, Patrick D Savage, Jason L Rengo
1Vermont Center on Behavior and Health, Burlington (Drs Gaalema, Higgins, and Ades, Mr Cutler, and Ms Elliott); Departments of Psychiatry (Drs Gaalema and Higgins, Mr Cutler, and Ms Elliott), Psychology (Drs Gaalema and Higgins), and Medical Biostatistics (Mr Savage and Rengo and Dr Ades), University of Vermont, Burlington; and Department of Medicine, University of Vermont Medical Center, Burlington (Dr Priest).
Insights
Cardiac rehabilitation adherence is low. Younger age, smoking, lower socioeconomic status (SES), and nonsurgical diagnosis predict fewer completed sessions, highlighting needs for targeted support.
Area of Science:
- Cardiology
- Public Health
- Rehabilitation Medicine
Background:
- Cardiac rehabilitation (CR) programs improve outcomes after cardiac events.
- Despite proven benefits, CR session adherence is suboptimal.
- Understanding factors influencing CR completion is crucial for improving patient outcomes.
Purpose of the Study:
- To investigate associations between patient characteristics and the number of completed CR sessions.
- To identify demographic, clinical, and socioeconomic factors impacting CR adherence.
- To explore how combinations of risk factors predict CR session completion.
Main Methods:
- Utilized a prospectively collected CR clinical database (n=1658).
- Employed multiple logistic regression and Classification and Regression Tree (CART) modeling.
- Analyzed associations between baseline participant characteristics and completed CR sessions.
Main Results:
- Current smoking, lower socioeconomic status (SES), nonsurgical diagnosis, exercise-limiting comorbidities, and younger age independently predicted fewer CR sessions.
- CART analysis revealed distinct risk profiles for CR nonadherence.
- Individuals with the highest-risk profile completed an average of 9 sessions, versus 27 sessions for the lowest-risk profile.
Conclusions:
- Younger patients, smokers, those with lower SES, and individuals with nonsurgical diagnoses require additional support for CR adherence.
- Identifying high-risk profiles can guide interventions to improve CR program completion.
- Targeted strategies are needed to enhance sustained participation in cardiac rehabilitation.
Purpose:
Cardiac rehabilitation (CR) is a program of structured exercise and interventions for coronary risk factor reduction that reduces morbidity and mortality rates following a major cardiac event. Although a dose-response relationship between the number of CR sessions completed and health outcomes has been demonstrated, adherence with CR is not high. In this study, we examined associations between the number of sessions completed within CR and patient demographics, clinical characteristics, smoking status, and socioeconomic status (SES).
Methods:
Multiple logistic regression and classification and regression tree (CART) modeling were used to examine associations between participant characteristics measured at CR intake and the number of sessions completed in a prospectively collected CR clinical database (n = 1658).
Results:
Current smoking, lower SES, nonsurgical diagnosis, exercise-limiting comorbidities, and lower age independently predicted fewer sessions completed. The CART analysis illustrates how combinations of these characteristics (ie, risk profiles) predict the number of sessions completed. Those with the highest-risk profile for nonadherence (<65 years old, current smoker, lower SES) completed on average 9 sessions while those with the lowest-risk profile (>72 years old, not current smoker, higher SES, surgical diagnosis) completed 27 sessions on average.
Conclusions:
Younger individuals, as well as those who report smoking or economic challenges or have a nonsurgical diagnosis, may require additional support to maintain CR session attendance.
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