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Published on: April 19, 2019
Area Deprivation Index and Cardiac Readmissions: Evaluating Risk-Prediction in an Electronic Health Record
Amber E Johnson1, Jianhui Zhu1, William Garrard2
1Division of Cardiology Department of Medicine UPMC Heart and Vascular Institute University of Pittsburgh PA.
Insights
Neighborhood deprivation, measured by the Area Deprivation Index (ADI), is a significant predictor of readmission and mortality after cardiac events. Identifying individuals in disadvantaged communities can improve post-hospital care and outcomes.
Area of Science:
- Cardiovascular Medicine
- Social Determinants of Health
- Health Services Research
Background:
- Post-hospital cardiac care assessment requires understanding social determinants.
- Neighborhood-level factors significantly influence patient outcomes after hospitalization for cardiac conditions.
Purpose of the Study:
- To examine the association and predictive ability of the Area Deprivation Index (ADI) on readmission risk and mortality.
- To assess ADI's predictive power for heart failure, myocardial ischemia, and atrial fibrillation patients.
Main Methods:
- Retrospective analysis of a large healthcare system (2011-2018) involving 27,694 patients.
- Cox proportional hazards models and log rank analyses were used to assess time-to-event and survival.
- C-statistic and net reclassification index evaluated the model's discriminative power, adjusting for covariates.
Main Results:
- Higher ADI quintiles were associated with increased 1-year readmission for heart failure (HR 1.25) and myocardial ischemia (HR 2.04).
- Patients with atrial fibrillation in the highest ADI quintile showed reduced 1-year readmission (HR 0.79).
- Increased ADI correlated with higher readmission risk and mortality (HR 1.25 for 1-year mortality in highest quintile).
Conclusions:
- Residence in socioeconomically disadvantaged communities is a significant predictor of rehospitalization and mortality post-cardiac hospitalization.
- The Area Deprivation Index effectively identifies individuals at higher risk, improving risk stratification models.
- Measuring neighborhood deprivation is crucial for targeted interventions and improved post-cardiac care management.
Abstract:
Background Assessment of the social determinants of post-hospital cardiac care is needed. We examined the association and predictive ability of neighborhood-level determinants (area deprivation index, ADI), readmission risk, and mortality for heart failure, myocardial ischemia, and atrial fibrillation. Methods and Results Using a retrospective (January 1, 2011-December 31, 2018) analysis of a large healthcare system, we assess the predictive ability of ADI on 30-day and 1-year readmission and mortality following hospitalization. Cox proportional hazards models analyzed time-to-event. Log rank analyses determined survival. C-statistic and net reclassification index determined the model's discriminative power. Covariates included age, sex, race, comorbidity, number of medications, length of stay, and insurance. The cohort (n=27 694) had a median follow-up of 46.5 months. There were 14 469 (52.2%) men and 25 219 White (91.1%) patients. Patients in the highest ADI quintile (versus lowest) were more likely to be admitted within 1 year of index heart failure admission (hazard ratio [HR], 1.25; 95% CI, 1.03‒1.51). Patients with myocardial ischemia in the highest ADI quintile were twice as likely to be readmitted at 1 year (HR, 2.04; 95% CI, 1.44‒2.91]). Patients with atrial fibrillation living in areas with highest ADI were less likely to be admitted within 1 year (HR, 0.79; 95% CI, 0.65‒0.95). As ADI increased, risk of readmission increased, and risk reclassification was improved with ADI in the models. Patients in the highest ADI quintile were 25% more likely to die within a year (HR, 1.25 1.08‒1.44). Conclusions Residence in socioeconomically disadvantaged communities predicts rehospitalization and mortality. Measuring neighborhood deprivation can identify individuals at risk following cardiac hospitalization.
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