Atherosclerotic Cardiovascular Disease Risk Prediction in Disaggregated Asian and Hispanic Subgroups Using Electronic Health Records

Author:

Rodriguez Fatima1,Chung Sukyung23,Blum Manuel R.14,Coulet Adrien56,Basu Sanjay7,Palaniappan Latha P.3

Affiliation:

1. Division of Cardiovascular Medicine Stanford University School of Medicine Stanford CA

2. Palo Alto Foundation Research Institute Palo Alto CA

3. Division of Primary Care and Population Health Stanford University School of Medicine Stanford CA

4. Department of General Internal Medicine Inselspital Bern University Hospital University of Bern Switzerland

5. Université de Lorraine CNRS Inria LORIA Nancy France

6. Stanford Center for Biomedical Informatics Research Stanford University Stanford CA

7. Departments of Medicine and of Health Research and Policy Centers for Primary Care and Outcomes Research and Center for Population Health Sciences Stanford University Stanford CA

Abstract

Background Risk assessment is the cornerstone for atherosclerotic cardiovascular disease ( ASCVD ) treatment decisions. The Pooled Cohort Equations ( PCE ) have not been validated in disaggregated Asian or Hispanic populations, who have heterogeneous cardiovascular risk and outcomes. Methods and Results We used electronic health record data from adults aged 40 to 79 years from a community‐based, outpatient healthcare system in northern California between January 1, 2006 and December 31, 2015, without ASCVD and not on statins. We examined the calibration and discrimination of the PCE and recalibrated the equations for disaggregated race/ethnic subgroups. The cohort included 231 622 adults with a mean age of 53.1 (SD 9.7) years and 54.3% women. There were 56 130 Asian (Chinese, Asian Indian, Filipino, Japanese, Vietnamese, and other Asian) and 19 760 Hispanic (Mexican, Puerto Rican, and other Hispanic) patients. There were 2703 events (332 and 189 in Asian and Hispanic patients, respectively) during an average of 3.9 (SD 1.5) years of follow‐up. The PCE overestimated risk for NHW s, African Americans, Asians, and Hispanics by 20% to 60%. The extent of overestimation of ASCVD risk varied by disaggregated racial/ethnic subgroups, with a predicted‐to‐observed ratio of ASCVD events ranging from 1.1 for Puerto Rican patients to 1.9 for Chinese patients. The PCE had adequate discrimination, although it varied significantly by race/ethnic subgroups (C‐indices 0.66–0.83). Recalibration of the PCE did not significantly improve its performance. Conclusions Using electronic health record data from a large, real‐world population, we found that the PCE generally overestimated ASCVD risk, with marked heterogeneity by disaggregated Asian and Hispanic subgroups.

Publisher

Ovid Technologies (Wolters Kluwer Health)

Subject

Cardiology and Cardiovascular Medicine

Reference37 articles.

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2. 2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk

3. Acculturation and Diabetes among Hispanics: Evidence from the 1999–2002 National Health and Nutrition Examination Survey

4. Avoiding the looming Latino/Hispanic cardiovascular health crisis: a call to action;Davidson JA;Ethn Dis,2007

5. ACCULTURATION AND LATINO HEALTH IN THE UNITED STATES: A Review of the Literature and its Sociopolitical Context

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