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PRSice: Polygenic Risk Score software

机译:PRSice:多基因风险评分软件

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A polygenic risk score (PRS) is a sum of trait-associated alleles across many genetic loci, typically weighted by effect sizes estimated from a genome-wide association study. The application of PRS has grown in recent years as their utility for detecting shared genetic aetiology among traits has become appreciated; PRS can also be used to establish the presence of a genetic signal in underpowered studies, to infer the genetic architecture of a trait, for screening in clinical trials, and can act as a biomarker for a phenotype. Here we present the first dedicated PRS software, PRSice ('precise'), for calculating, applying, evaluating and plotting the results of PRS. PRSice can calculate PRS at a large number of thresholds ("high resolution") to provide the best-fit PRS, as well as provide results calculated at broad P-value thresholds, can thin Single Nucleotide Polymorphisms (SNPs) according to linkage disequilibrium and P-value or use all SNPs, handles genotyped and imputed data, can calculate and incorporate ancestry-informative variables, and can apply PRS across multiple traits in a single run. We exemplify the use of PRSice via application to data on schizophrenia, major depressive disorder and smoking, illustrate the importance of identifying the best-fit PRS and estimate a P-value significance threshold for high-resolution PRS studies.
机译:多基因风险评分(PRS)是许多遗传基因座中与性状相关的等位基因的总和,通常由根据全基因组关联研究估算的效应大小进行加权。近年来,随着人们对PRS在性状之间共享遗传病因学的检测的效用得到认可,PRS的应用不断增长。 PRS还可以在能力不足的研究中用于建立遗传信号的存在,以推断性状的遗传结构,以用于临床试验中进行筛选,并可以用作表型的生物标记。在这里,我们展示了第一个专用的PRS软件PRSice(“精确”),用于计算,应用,评估和绘制PRS结果。 PRSice可以在大量阈值(“高分辨率”)下计算PRS,以提供最合适的PRS,并提供在宽P值阈值下计算的结果,可以根据连锁不平衡和单核苷酸多态性(SNP)稀化。 P值或使用所有SNP,处理基因分型和估算数据,可以计算和合并祖先信息变量,并且可以在一次运行中跨多个性状应用PRS。我们通过将其应用于精神分裂症,重度抑郁症和吸烟的数据来举例说明PRSice的使用,阐明了确定最适合的PRS的重要性并估计了高分辨率PRS研究的P值显着性阈值。

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