Polygenic and clinical risk scores and their impact on age at onset and prediction of cardiometabolic diseases and common cancers

Nat Med. 2020 Apr;26(4):549-557. doi: 10.1038/s41591-020-0800-0. Epub 2020 Apr 7.

Abstract

Polygenic risk scores (PRSs) have shown promise in predicting susceptibility to common diseases1-3. We estimated their added value in clinical risk prediction of five common diseases, using large-scale biobank data (FinnGen; n = 135,300) and the FINRISK study with clinical risk factors to test genome-wide PRSs for coronary heart disease, type 2 diabetes, atrial fibrillation, breast cancer and prostate cancer. We evaluated the lifetime risk at different PRS levels, and the impact on disease onset and on prediction together with clinical risk scores. Compared to having an average PRS, having a high PRS contributed 21% to 38% higher lifetime risk, and 4 to 9 years earlier disease onset. PRSs improved model discrimination over age and sex in type 2 diabetes, atrial fibrillation, breast cancer and prostate cancer, and over clinical risk in type 2 diabetes, breast cancer and prostate cancer. In all diseases, PRSs improved reclassification over clinical thresholds, with the largest net reclassification improvements for early-onset coronary heart disease, atrial fibrillation and prostate cancer. This study provides evidence for the additional value of PRSs in clinical disease prediction. The practical applications of polygenic risk information for stratified screening or for guiding lifestyle and medical interventions in the clinical setting remain to be defined in further studies.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Age of Onset
  • Biomarkers / analysis
  • Breast Neoplasms / diagnosis
  • Breast Neoplasms / epidemiology
  • Breast Neoplasms / genetics
  • Cardiovascular Diseases* / diagnosis
  • Cardiovascular Diseases* / epidemiology
  • Cardiovascular Diseases* / genetics
  • Case-Control Studies
  • Diabetes Mellitus, Type 2 / diagnosis
  • Diabetes Mellitus, Type 2 / epidemiology
  • Diabetes Mellitus, Type 2 / genetics
  • Female
  • Finland / epidemiology
  • Genetic Markers / genetics
  • Genetic Predisposition to Disease* / epidemiology
  • Genome-Wide Association Study
  • Humans
  • Male
  • Metabolic Diseases* / diagnosis
  • Metabolic Diseases* / epidemiology
  • Metabolic Diseases* / genetics
  • Middle Aged
  • Multifactorial Inheritance*
  • Neoplasms* / diagnosis
  • Neoplasms* / epidemiology
  • Neoplasms* / genetics
  • Polymorphism, Single Nucleotide
  • Predictive Value of Tests
  • Prognosis
  • Prostatic Neoplasms / diagnosis
  • Prostatic Neoplasms / epidemiology
  • Prostatic Neoplasms / genetics
  • Risk Assessment
  • Risk Factors
  • Young Adult

Substances

  • Biomarkers
  • Genetic Markers