Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, V5Z 1L3, Canada.
Department of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, BC, V5A 1S6, Canada.
Sci Rep. 2024 Jun 13;14(1):13599. doi: 10.1038/s41598-024-64169-3.
Identifying genetic susceptibility factors for complex disorders remains a challenging task. To analyze collections of small and large pedigrees where genetic heterogeneity is likely, but biological commonalities are plausible, we have developed a weights-based pipeline to prioritize variants and genes. The Weights-based vAriant Ranking in Pedigrees (WARP) pipeline prioritizes variants using 5 weights: disease incidence rate, number of cases in a family, genome fraction shared amongst cases in a family, allele frequency and variant deleteriousness. Weights, except for the population allele frequency weight, are normalized between 0 and 1. Weights are combined multiplicatively to produce family-specific-variant weights that are then averaged across all families in which the variant is observed to generate a multifamily weight. Sorting multifamily weights in descending order creates a ranked list of variants and genes for further investigation. WARP was validated using familial melanoma sequence data from the European Genome-phenome Archive. The pipeline identified variation in known germline melanoma genes POT1, MITF and BAP1 in 4 out of 13 families (31%). Analysis of the other 9 families identified several interesting genes, some of which might have a role in melanoma. WARP provides an approach to identify disease predisposing genes in studies with small and large pedigrees.
鉴定复杂疾病的遗传易感性因素仍然是一项具有挑战性的任务。为了分析可能存在遗传异质性但具有合理生物学共性的小家族和大家系集合,我们开发了一种基于权重的管道来优先考虑变体和基因。基于权重的家系中变体排名(WARP)管道使用 5 个权重来优先考虑变体:疾病发病率、家系中病例数、家系中病例共享的基因组部分、等位基因频率和变体有害性。除了群体等位基因频率权重外,所有权重均在 0 到 1 之间归一化。权重相乘以产生特定于家族的变体权重,然后将其在观察到变体的所有家族中平均,以生成多家族权重。按降序对多家族权重进行排序,为进一步研究生成变体和基因的排名列表。WARP 使用来自欧洲基因组-表型档案的家族性黑色素瘤序列数据进行了验证。该管道在 13 个家系中的 4 个(31%)中鉴定出了已知种系黑色素瘤基因 POT1、MITF 和 BAP1 的变异。对其他 9 个家系的分析确定了一些有趣的基因,其中一些可能在黑色素瘤中发挥作用。WARP 为在小家族和大家系研究中鉴定疾病易感基因提供了一种方法。