The clinical value and most informative threshold of polygenic risk score in the Quebec City Case-Control Asthma Cohort.

IF 2.6 3区 医学 Q2 RESPIRATORY SYSTEM
Martin Pariès, Stéphanie Bougeard, Aida Eslami, Zhonglin Li, Michel Laviolette, Louis-Philippe Boulet, Evelyne Vigneau, Yohan Bossé
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Abstract

Genome-wide association studies (GWAS) have identified genetic variants robustly associated with asthma. A potential near-term clinical application is to calculate polygenic risk score (PRS) to improve disease risk prediction. The value of PRS, as part of numerous multi-source variables used to define asthma, remains unclear. This study aims to evaluate PRS and define most informative thresholds in relation to conventional clinical and physiological criteria of asthma using a multivariate statistical method. Clinical and genome-wide genotyping data were obtained from the Quebec City Case-Control Asthma Cohort (QCCCAC), which is an independent cohort from previous GWAS. PRS was derived using LDpred2 and integrated with other asthma phenotypes by means of Principal Component Analysis with Optimal Scaling (PCAOS). PRS was considered using 'ordinal level of scaling' to account for non-linear information. In two dimensional PCAOS space, the first component delineated individuals with and without asthma, whereas the severity of asthma was discerned on the second component. The positioning of high vs. low PRS in this space matched the presence and absence of airway hyperresponsiveness, showing that PRS delineated cases and controls at the same extent as a positive bronchial challenge test. The top 10% and the bottom 5% of the PRS were the most informative thresholds to define individuals at high and low genetic risk of asthma in this cohort. PRS used in a multivariate method offers a decision-making space similar to hyperresponsiveness in this cohort and highlights the most informative and asymmetrical thresholds to define high and low genetic risk of asthma.

魁北克市病例-对照哮喘队列多基因风险评分的临床价值和最具信息性的阈值
全基因组关联研究(GWAS)已经确定了与哮喘密切相关的遗传变异。一个潜在的近期临床应用是计算多基因风险评分(PRS),以提高疾病风险预测。PRS作为用于定义哮喘的众多多源变量的一部分,其价值尚不清楚。本研究旨在利用多元统计方法评估PRS,并确定与哮喘常规临床和生理标准相关的最具信息的阈值。临床和全基因组基因分型数据来自魁北克市病例对照哮喘队列(QCCCAC),这是一个独立于以前GWAS的队列。PRS由LDpred2导出,并通过最优标度主成分分析(PCAOS)与其他哮喘表型相结合。PRS被认为使用“有序尺度”来解释非线性信息。在二维PCAOS空间中,第一个分量描绘了患有和没有哮喘的个体,而第二个分量则区分了哮喘的严重程度。高和低PRS在这个空间的位置与气道高反应性的存在和不存在相匹配,表明PRS与支气管激发试验阳性在相同程度上描绘了病例和对照。PRS的前10%和后5%是定义该队列中哮喘高遗传风险和低遗传风险个体的最有信息的阈值。多变量方法中使用的PRS提供了类似于该队列中高反应性的决策空间,并突出了定义哮喘高遗传风险和低遗传风险的最具信息性和不对称阈值。
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来源期刊
BMC Pulmonary Medicine
BMC Pulmonary Medicine RESPIRATORY SYSTEM-
CiteScore
4.40
自引率
3.20%
发文量
423
审稿时长
6-12 weeks
期刊介绍: BMC Pulmonary Medicine is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of pulmonary and associated disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
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