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February 5, 2026BMC Medicine3 citationsOpen Access

Evaluating the impact of family history and polygenic risk scores on cardiometabolic disease risk

EOEbuka OnyenobiKOKnightess OyiboMZMichael Zhong

Key Result

Positive family history and high polygenic risk scores independently and jointly increased the risk of cardiometabolic diseases, with their combination conferring over a 2.5-fold risk increase.

Key Points

  • To evaluate how family history and polygenic risk scores affect the risk of cardiometabolic diseases.
  • Analytical assessment of family history (FH) and polygenic risk scores (PRS)
  • Comparative analysis of FH and PRS contributions to disease risk
  • Integration of both measures for improved assessment
  • Both FH and PRS are associated with cardiometabolic disease risk
  • PRS offers additional predictive value beyond FH
  • Comprehensive integration of FH and PRS improves risk stratification

Study Design

Type

Cross-Sectional (n=195,780)

Multicenter

Yes

Structured PICO

Does the integration of family history and polygenic risk scores enhance cardiometabolic disease risk stratification?

P
Population
Individuals assessed for cardiometabolic disease (CMD) risk
I
Intervention
Integration of family history (FH) and polygenic risk scores (PRS)
O
Outcome
Cardiometabolic disease (CMD) risk prediction

Integrating family history and polygenic risk scores provides complementary insights that may enhance cardiometabolic risk stratification and guide precision prevention.

Main Result

Effect estimate: HR 2.07 (95% CI 2.02 - 2.12)

p-value: p=<0.001

Abstract

Both FH and PRS are associated with CMD risk and provide complementary but distinct insights into disease risk. PRS adds predictive value beyond FH and partially mediates its effect. Integration of both measures may enhance risk stratification and guide precision prevention strategies.

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Cite This Study

Onyenobi et al. (2026) conducted a cross-sectional in Cardiometabolic diseases (Type 2 diabetes, obesity, hypertension, coronary artery disease) (n=195,780). Positive family history and polygenic risk scores (PRS) vs. Negative family history and intermediate/low PRS was evaluated on Obesity incidence (associated with positive family history) (HR 2.07, 95% CI 2.02 - 2.12, p=<0.001). Positive family history and high polygenic risk scores independently and jointly increased the risk of cardiometabolic diseases, with their combination conferring over a 2.5-fold risk increase.

synapsesocial.com/papers/69843405f1d9ada3c1fb1ac7https://doi.org/10.1186/s12916-026-04666-6
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