Race and Ethnicity in Cardiovascular Disease Risk Prediction for Multiethnic Populations: Insights From Global

Ann Hui Ching1, Hazirah Mohamad2, Satveer Kaur-Gill3

  • 1University of Oxford School of Anthropology and Museum Ethnography, Oxford, United Kingdom.

JACC. Asia
|July 2, 2026
PubMed

Insights

Cardiovascular disease risk prediction models differ in how they address race and ethnicity. The PREVENT model uses social deprivation, unlike SCORE2 and Framingham which use ethnicity factors.

Area of Science:

  • Cardiology
  • Public Health
  • Health Disparities

Background:

  • Cardiovascular disease (CVD) is a leading global cause of mortality.
  • Significant disparities in CVD risk exist across racial and ethnic groups.
  • Clinical guidelines vary in addressing these disparities in risk prediction.

Purpose of the Study:

  • To compare the approaches to race and ethnicity in three major CVD risk prediction models: AHA's 2024 PREVENT, ESC's 2021 SCORE2, and the Singapore-modified Framingham risk score.
  • To analyze how these models incorporate or exclude race/ethnicity and social determinants of health (SDOH).

Main Methods:

  • Comparative analysis of the methodologies of the PREVENT, SCORE2, and Singapore-modified Framingham risk score.
  • Examination of the inclusion/exclusion of race/ethnicity and SDOH variables within each model.
  • Focus on the conceptual underpinnings of race-neutral versus race-adjusted risk prediction.

Main Results:

  • The PREVENT model is race-neutral, utilizing the Social Deprivation Index to account for SDOH.
  • SCORE2 employs multiplier factors for different ethnicities.
  • The Singapore-modified Framingham risk score retains ethnicity as a direct variable.
  • This highlights diverse strategies for addressing health disparities in CVD risk assessment.

Conclusions:

  • Race-neutral models like PREVENT aim to mitigate the biological conceptualization of race while addressing SDOH.
  • Effective implementation of race-neutral models requires robust data infrastructure and diverse clinical trial participation, particularly in diverse regions like Asia.
  • Future research should focus on validating and refining models that equitably predict CVD risk across populations.

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