Institute for Molecular Medicine Finland, FIMM, HiLIFE, University of Helsinki, Helsinki, Finland.
Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.
Nat Commun. 2024 Jun 12;15(1):5007. doi: 10.1038/s41467-024-48938-2.
Polygenic scores (PGSs) offer the ability to predict genetic risk for complex diseases across the life course; a key benefit over short-term prediction models. To produce risk estimates relevant to clinical and public health decision-making, it is important to account for varying effects due to age and sex. Here, we develop a novel framework to estimate country-, age-, and sex-specific estimates of cumulative incidence stratified by PGS for 18 high-burden diseases. We integrate PGS associations from seven studies in four countries (N = 1,197,129) with disease incidences from the Global Burden of Disease. PGS has a significant sex-specific effect for asthma, hip osteoarthritis, gout, coronary heart disease and type 2 diabetes (T2D), with all but T2D exhibiting a larger effect in men. PGS has a larger effect in younger individuals for 13 diseases, with effects decreasing linearly with age. We show for breast cancer that, relative to individuals in the bottom 20% of polygenic risk, the top 5% attain an absolute risk for screening eligibility 16.3 years earlier. Our framework increases the generalizability of results from biobank studies and the accuracy of absolute risk estimates by appropriately accounting for age- and sex-specific PGS effects. Our results highlight the potential of PGS as a screening tool which may assist in the early prevention of common diseases.
多基因评分 (PGS) 提供了在整个生命过程中预测复杂疾病遗传风险的能力;这是优于短期预测模型的关键优势。为了产生与临床和公共卫生决策相关的风险估计,重要的是要考虑到由于年龄和性别而产生的不同影响。在这里,我们开发了一种新的框架,用于估计 18 种高负担疾病的累积发病率的国家、年龄和性别特异性估计值,并对其进行 PGS 分层。我们将来自四个国家的七项研究中的 PGS 关联(N=1,197,129)与全球疾病负担中的疾病发生率相结合。PGS 对哮喘、髋骨关节炎、痛风、冠心病和 2 型糖尿病(T2D)具有显著的性别特异性影响,但除 T2D 外,男性的影响更大。PGS 对 13 种疾病在年轻个体中的影响更大,随着年龄的增长,影响呈线性下降。我们以乳腺癌为例,与处于多基因风险最低 20%的个体相比,最高 5%的个体获得筛查资格的绝对风险提前了 16.3 年。我们的框架通过适当考虑年龄和性别特异性 PGS 效应,提高了生物库研究结果的通用性和绝对风险估计的准确性。我们的研究结果突出了 PGS 作为一种筛查工具的潜力,它可能有助于早期预防常见疾病。