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American Heart Association

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Final ID: MDP61

An Integrated Germline and Somatic Genomic Model Improves Risk Prediction for Coronary Artery Disease

Abstract Body (Do not enter title and authors here): Background: Multiple germline and somatic genomic drivers are associated with coronary artery disease (CAD), but their combined effects have not been thoroughly investigated.
Hypothesis: An integrated model using all available information from single DNA biopsy including germline and somatic drivers improves CAD risk prediction.
Methods: Based on whole genome sequencing data from UK Biobank, we curated familial hypercholesterolemia variants, clonal hematopoiesis of indeterminate potential, and leukocyte telomere length to calculate CAD polygenic risk score (PRS), proteome PRS, and metabolome PRS. An integrated genomic model (IGM) was developed by incorporating the six germline and somatic drivers for CAD.
Results: Among 391,536 participants from UK Biobank (mean age 56.5 years; 53.8% women), 28,346 participants (7.2%) underwent incident CAD over a median follow-up of 12.3 years. The IGM showed better performance in predicting CAD risk (C-statistic 0.734, 95% CI 0.731 to 0.736) compared to the pooled cohort equations (PCE)(C-statistic 0.725, 95% CI 0.723 to 0.728). Addition of IGM to PCE further improved prediction accuracy (C-statistic 0.750, 95% CI 0.748 to 0.753) and resulted in a net reclassification improvement of 3.7% at risk threshold of 7.5%. IGM holistically captured CAD genetic risk, identifying individuals at high risk for CAD who do not have a single high-risk genomic factor but whose overall genomic profile places them at significant risk.
Conclusions: We developed a state-of-the-art genomic model that integrates all available DNA information from a single biopsy. By accounting for the cumulative effects of multiple genomic drivers, IGM identifies high-risk individuals who might be overlooked by genomic risk models that rely on a single genetic factor.
  • Kim, Min Seo  ( Broad Institute of MIT and Harvard , Brookline , Massachusetts , United States )
  • Zhang, Rufan  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • Liu, Zhaoqi  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • A, Yunga  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • Ellinor, Patrick  ( Massachusetts General Hospital , Boston , Massachusetts , United States )
  • Natarajan, Pradeep  ( Massachusetts General Hospital , Boston , Massachusetts , United States )
  • Wang, Minxian  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • Fahed, Akl  ( Massachusetts General Hospital , Boston , Massachusetts , United States )
  • Yang, Xiong  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • Uddin, Md Mesbah  ( Broad Institute , Cambridge , Massachusetts , United States )
  • Nakao, Tetsushi  ( The Broad Institute , Cambridge , Massachusetts , United States )
  • Cho, So Mi Jemma  ( Broad Institute of MIT and Harvard , Brookline , Massachusetts , United States )
  • Koyama, Satoshi  ( Broad Institute , Cambridge , Massachusetts , United States )
  • Zhu, Xinyu  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • Xu, Tingfeng  ( Beijing Institute of Genomics, Chinese Academy of Sciences , Beijing , China )
  • Reeskamp, Laurens  ( Amsterdam University Medical Centres , Amsterdam , Netherlands )
  • Author Disclosures:
    Min Seo Kim: DO NOT have relevant financial relationships | Rufan Zhang: No Answer | Zhaoqi Liu: No Answer | Yunga A: No Answer | Patrick Ellinor: DO have relevant financial relationships ; Research Funding (PI or named investigator):Bayer AG:Active (exists now) ; Research Funding (PI or named investigator):Pfizer:Active (exists now) ; Research Funding (PI or named investigator):BMS:Active (exists now) ; Research Funding (PI or named investigator):Novo Nordisk:Active (exists now) ; Consultant:Bayer AG:Active (exists now) | Pradeep Natarajan: DO have relevant financial relationships ; Researcher:Allelica:Active (exists now) ; Advisor:Preciseli:Active (exists now) ; Advisor:MyOme:Active (exists now) ; Advisor:Esperion Therapeutics:Active (exists now) ; Advisor:TenSixteen Bio:Active (exists now) ; Consultant:Novartis:Active (exists now) ; Consultant:Genentech / Roche:Active (exists now) ; Consultant:Eli Lilly & Co:Active (exists now) ; Researcher:Novartis:Active (exists now) ; Researcher:Genentech / Roche:Active (exists now) | Minxian Wang: DO NOT have relevant financial relationships | Akl Fahed: No Answer | Xiong Yang: No Answer | Md Mesbah Uddin: DO NOT have relevant financial relationships | Tetsushi Nakao: DO NOT have relevant financial relationships | So Mi Jemma Cho: No Answer | Satoshi Koyama: DO NOT have relevant financial relationships | Xinyu Zhu: DO NOT have relevant financial relationships | Tingfeng Xu: No Answer | Laurens Reeskamp: DO have relevant financial relationships ; Speaker:Ultragenyx:Past (completed) ; Advisor:Amgen:Active (exists now) ; Ownership Interest:Lipid Tools:Active (exists now) ; Speaker:Daiichi Sankyo:Past (completed) ; Speaker:Novartis:Past (completed)
Meeting Info:

Scientific Sessions 2024

2024

Chicago, Illinois

Session Info:

Polygenic Risk Stratification in Cardiovascular Disease

Saturday, 11/16/2024 , 02:50PM - 04:15PM

Moderated Digital Poster Session

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