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复杂家族性疾病变异排序流程。

Variant ranking pipeline for complex familial disorders.

机构信息

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.

出版信息

Sci Rep. 2024 Jun 13;14(1):13599. doi: 10.1038/s41598-024-64169-3.

DOI:10.1038/s41598-024-64169-3
PMID:38866901
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11169219/
Abstract

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.

摘要

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。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/02732a6a18d4/41598_2024_64169_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/6db76630ffa9/41598_2024_64169_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/2376afcb1c9b/41598_2024_64169_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/02732a6a18d4/41598_2024_64169_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/6db76630ffa9/41598_2024_64169_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/2376afcb1c9b/41598_2024_64169_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c60c/11169219/02732a6a18d4/41598_2024_64169_Fig3_HTML.jpg

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2
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本文引用的文献

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Family-based whole-exome sequencing identifies rare variants potentially related to cutaneous melanoma predisposition in Brazilian melanoma-prone families.基于家系的全外显子组测序鉴定出与巴西皮肤黑色素瘤易患家系皮肤黑色素瘤易感性相关的罕见变异。
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Multi-Trait Genetic Analysis Identifies Autoimmune Loci Associated with Cutaneous Melanoma.多性状遗传分析鉴定与皮肤黑色素瘤相关的自身免疫部位。
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The protective role of MC1R in chromosome stability and centromeric integrity in melanocytes.
MC1R在黑素细胞染色体稳定性和着丝粒完整性中的保护作用。
Cell Death Discov. 2021 May 18;7(1):111. doi: 10.1038/s41420-021-00499-9.
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is Upregulated in and Could Be a Predictive Biomarker for Colorectal Cancer.在结直肠癌中上调,可能是结直肠癌的预测性生物标志物。
Cancer Manag Res. 2021 Apr 9;13:3123-3132. doi: 10.2147/CMAR.S301844. eCollection 2021.
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Twelve years of SAMtools and BCFtools.SAMtools 和 BCFtools 十二年。
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Germline variant burden in cancer genes correlates with age at diagnosis and somatic mutation burden.胚系变异负担与癌症基因中的诊断时年龄和体细胞突变负担相关。
Nat Commun. 2020 May 15;11(1):2438. doi: 10.1038/s41467-020-16293-7.
8
Genome-wide association meta-analyses combining multiple risk phenotypes provide insights into the genetic architecture of cutaneous melanoma susceptibility.全基因组关联荟萃分析结合多种风险表型为皮肤黑色素瘤易感性的遗传结构提供了新的见解。
Nat Genet. 2020 May;52(5):494-504. doi: 10.1038/s41588-020-0611-8. Epub 2020 Apr 27.
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Germline mutations predisposing to melanoma.致瘤胚抗原家族。
J Cutan Pathol. 2020 Jul;47(7):606-616. doi: 10.1111/cup.13689. Epub 2020 May 11.
10
Bioinformatics and Computational Tools for Next-Generation Sequencing Analysis in Clinical Genetics.临床遗传学中用于下一代测序分析的生物信息学和计算工具
J Clin Med. 2020 Jan 3;9(1):132. doi: 10.3390/jcm9010132.