Work

Genetics, primary care records and lifestyle factors for short-term dynamic risk prediction of colorectal cancer: prospective study of asymptomatic and symptomatic UK Biobank participants.

Year: 2024

Type: article

Abstract: OBJECTIVES: To quantify the contributions of polygenic scores, primary care records (presenting symptoms, medical history and common blood tests) and lifestyle factors, for short-term risk prediction of colorectal cancer (CRC) in general and symptomatic individuals. METHODS AND ANALYSIS: This prospective cohort study used data from the UK Biobank with follow-up until 2018. It included 160 507 participants with linked primary care records and a subcohort of 42 782 participants with recent CRC-related symptoms. The outcome was the first-recorded CRC diagnosis within 2 years. Dynamic risk models with time-varying predictors were derived using a super-landmark framework. Model discrimination was assessed through Harrel's C-index, and predictor contributions to model discrimination were evaluated using inclusion-order-agnostic Shapley values. RESULTS: C-indices (95% CIs) were 0.73 (0.72 to 0.73) and 0.69 (0.68 to 0.70) for the general and symptomatic participants, respectively. Shapley contributions to model discrimination (95% CIs) were core predictors (eg, age, sex) 33% (25% to 42%) (symptomatic: 34% (9% to 75%)), polygenic scores 16% (8% to 26%) (8% (-21% to 35%)), primary care blood tests 32% (19% to 43%) (41% (16% to 73%)), medical history 11% (4% to 17%) (9% (-25% to 37%)), lifestyle factors 6% (0% to 11%) (-5% (-32% to 13.4%)) and symptoms 3% (-2% to 7%) (13% (-19% to 41%)). CONCLUSIONS: Polygenic scores contribute substantially to short-term risk prediction for CRC in both general and symptomatic populations; however, the contribution of information in primary care records (including presenting symptoms, medical history and common blood tests) is greater. Lifestyle factors not routinely collected in primary care contribute minimally.

Source: Apollo (University of Cambridge)

DOI: 10.17863/cam.113234