Victor A de Vries, Akiko Hanyuda, Joëlle E Vergroesen, Ron Do, David S Friedman, Peter Kraft, Constance Turman, Yuyang Leo Luo, Jessica H Tran, Bart Liefers, Sze H Wong, Rachel H Lee, Nazlee Zebardast, Caroline C W Klaver, Ayellet V Segrè, Louis R Pasquale, Janey L Wiggs, Jae H Kang, Wishal D Ramdas
{"title":"The clinical utility of a glaucoma polygenic risk score in four population-based European-ancestry cohorts.","authors":"Victor A de Vries, Akiko Hanyuda, Joëlle E Vergroesen, Ron Do, David S Friedman, Peter Kraft, Constance Turman, Yuyang Leo Luo, Jessica H Tran, Bart Liefers, Sze H Wong, Rachel H Lee, Nazlee Zebardast, Caroline C W Klaver, Ayellet V Segrè, Louis R Pasquale, Janey L Wiggs, Jae H Kang, Wishal D Ramdas","doi":"10.1016/j.ophtha.2024.08.005","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>We used a polygenic risk score (PRS) to identify high-risk groups for primary open-angle glaucoma (POAG) within population-based cohorts.</p><p><strong>Design: </strong>Secondary analysis of four prospective population-based studies.</p><p><strong>Participants: </strong>We included four European-ancestry cohorts: the United States (US) based Nurses' Health Study (NHS), NHS2, and the Health Professionals Follow-up Study, and the Rotterdam Study (RS) in the Netherlands. The US cohorts included female nurses and male health professionals aged 55+ years. The RS included residents aged 45 years or older living in Rotterdam, the Netherlands.</p><p><strong>Methods: </strong>PRS weights were estimated by applying the Lassosum method on imputed genotype and phenotype data from the UK-Biobank. This resulted in 144,020 variants, single nucleotide polymorphism (SNPs) and indels, with non-zero betas that we used to calculate a PRS in the target populations. Using multivariable Cox proportional hazard models, we estimated the relationship between the standardized PRS and relative risk for POAG. Additionally, POAG prediction was tested by calculating these models' concordance (Harrell's C-statistic). Finally, we assessed the association between PRS tertiles and glaucoma-related traits.</p><p><strong>Main outcome measures: </strong>The relative risk for POAG and Harrell's C-statistic (the equivalent of an area-under-the-curve for longitudinal models).</p><p><strong>Results: </strong>Among 1,046 cases and 38,809 controls, the relative risk (95% confidence interval) for POAG for participants in the highest PRS quintile was 3.99 (3.08, 5.18) in the US cohorts, and 4.89 (2.93, 8.17) in the Rotterdam Study, compared with participants with median genetic risk (3<sup>rd</sup> quintile). In restricted cubic spline analyses, the relation between continuous PRS and POAG risk increased exponentially in the US and Rotterdam cohorts (P<sub>spline</sub><0.05). Combining age, sex, intraocular pressure >25 mmHg, and family history resulted in a meta-analyzed concordance of 0.75 (0.73, 0.75). Adding the PRS to this model improved the concordance to 0.82 (0.80, 0.84). In a meta-analysis of all cohorts, cases in the highest tertile had a larger cup-disc ratio at diagnosis, by 0.11 (0.07, 0.15), and a 2.07-fold increased risk of requiring glaucoma surgery (1.19, 3.60).</p><p><strong>Conclusions: </strong>Incorporating a PRS into a POAG predictive model improves identification concordance from 0.75 up to 0.82, supporting its potential for guiding more cost-effective screening strategies.</p>","PeriodicalId":19533,"journal":{"name":"Ophthalmology","volume":null,"pages":null},"PeriodicalIF":13.1000,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ophthalmology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.ophtha.2024.08.005","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: We used a polygenic risk score (PRS) to identify high-risk groups for primary open-angle glaucoma (POAG) within population-based cohorts.
Design: Secondary analysis of four prospective population-based studies.
Participants: We included four European-ancestry cohorts: the United States (US) based Nurses' Health Study (NHS), NHS2, and the Health Professionals Follow-up Study, and the Rotterdam Study (RS) in the Netherlands. The US cohorts included female nurses and male health professionals aged 55+ years. The RS included residents aged 45 years or older living in Rotterdam, the Netherlands.
Methods: PRS weights were estimated by applying the Lassosum method on imputed genotype and phenotype data from the UK-Biobank. This resulted in 144,020 variants, single nucleotide polymorphism (SNPs) and indels, with non-zero betas that we used to calculate a PRS in the target populations. Using multivariable Cox proportional hazard models, we estimated the relationship between the standardized PRS and relative risk for POAG. Additionally, POAG prediction was tested by calculating these models' concordance (Harrell's C-statistic). Finally, we assessed the association between PRS tertiles and glaucoma-related traits.
Main outcome measures: The relative risk for POAG and Harrell's C-statistic (the equivalent of an area-under-the-curve for longitudinal models).
Results: Among 1,046 cases and 38,809 controls, the relative risk (95% confidence interval) for POAG for participants in the highest PRS quintile was 3.99 (3.08, 5.18) in the US cohorts, and 4.89 (2.93, 8.17) in the Rotterdam Study, compared with participants with median genetic risk (3rd quintile). In restricted cubic spline analyses, the relation between continuous PRS and POAG risk increased exponentially in the US and Rotterdam cohorts (Pspline<0.05). Combining age, sex, intraocular pressure >25 mmHg, and family history resulted in a meta-analyzed concordance of 0.75 (0.73, 0.75). Adding the PRS to this model improved the concordance to 0.82 (0.80, 0.84). In a meta-analysis of all cohorts, cases in the highest tertile had a larger cup-disc ratio at diagnosis, by 0.11 (0.07, 0.15), and a 2.07-fold increased risk of requiring glaucoma surgery (1.19, 3.60).
Conclusions: Incorporating a PRS into a POAG predictive model improves identification concordance from 0.75 up to 0.82, supporting its potential for guiding more cost-effective screening strategies.
期刊介绍:
The journal Ophthalmology, from the American Academy of Ophthalmology, contributes to society by publishing research in clinical and basic science related to vision.It upholds excellence through unbiased peer-review, fostering innovation, promoting discovery, and encouraging lifelong learning.