Characterizing proteomic and transcriptomic features of missense variants in amyotrophic lateral sclerosis genes

A. Dilliott, Seulki Kwon, G. Rouleau, S. Iqbal, S. Farhan
{"title":"Characterizing proteomic and transcriptomic features of missense variants in amyotrophic lateral sclerosis genes","authors":"A. Dilliott, Seulki Kwon, G. Rouleau, S. Iqbal, S. Farhan","doi":"10.1101/2022.12.21.22283728","DOIUrl":null,"url":null,"abstract":"Background: Within recent years, there has been a growing number of genes associated with amyotrophic lateral sclerosis (ALS), resulting in an increasing number of novel variants, particularly missense variants, many of which are of unknown clinical significance. Here, we leverage the sequencing efforts of the ALS Knowledge Portal (3,864 individuals with ALS and 7,839 controls) and Project MinE ALS Sequencing Consortium (4,366 individuals with ALS and 1,832 controls) to perform proteomic and transcriptomic characterization of missense variants in 24 ALS-associated genes. Results: Using predicted human protein structures from AlphaFold, we determined that missense variants carried by individuals with ALS were significantly enriched in {beta}-sheets and -helices, as well as in core, buried, or moderately buried regions. At the same time, we identified that hydrophobic amino acid residues, compositionally biased protein regions and protein-protein interaction regions are predominantly enriched in missense variants carried by individuals with ALS. Assessment of expression level based on transcriptomics also revealed enrichment of variants of high and medium expression across all tissues and within the brain. We further explored enriched features of interest using burden analyses to determine whether individual genes were driving the enrichment signal. A case study is presented for SOD1 to demonstrate proof of concept of how enriched features may aid in defining variant pathogenicity. Conclusions: Our results present proteomic and transcriptomic features that are important indicators of missense variant pathogenicity in ALS and are distinct from features associated with neurodevelopmental disorders.","PeriodicalId":121505,"journal":{"name":"Brain : a journal of neurology","volume":"9 2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Brain : a journal of neurology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2022.12.21.22283728","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Within recent years, there has been a growing number of genes associated with amyotrophic lateral sclerosis (ALS), resulting in an increasing number of novel variants, particularly missense variants, many of which are of unknown clinical significance. Here, we leverage the sequencing efforts of the ALS Knowledge Portal (3,864 individuals with ALS and 7,839 controls) and Project MinE ALS Sequencing Consortium (4,366 individuals with ALS and 1,832 controls) to perform proteomic and transcriptomic characterization of missense variants in 24 ALS-associated genes. Results: Using predicted human protein structures from AlphaFold, we determined that missense variants carried by individuals with ALS were significantly enriched in {beta}-sheets and -helices, as well as in core, buried, or moderately buried regions. At the same time, we identified that hydrophobic amino acid residues, compositionally biased protein regions and protein-protein interaction regions are predominantly enriched in missense variants carried by individuals with ALS. Assessment of expression level based on transcriptomics also revealed enrichment of variants of high and medium expression across all tissues and within the brain. We further explored enriched features of interest using burden analyses to determine whether individual genes were driving the enrichment signal. A case study is presented for SOD1 to demonstrate proof of concept of how enriched features may aid in defining variant pathogenicity. Conclusions: Our results present proteomic and transcriptomic features that are important indicators of missense variant pathogenicity in ALS and are distinct from features associated with neurodevelopmental disorders.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
肌萎缩性侧索硬化症基因错义变异的蛋白质组学和转录组学特征
背景:近年来,与肌萎缩侧索硬化症(ALS)相关的基因越来越多,导致越来越多的新变异,特别是错义变异,其中许多临床意义未知。在这里,我们利用ALS知识门户网站(3864名ALS患者和7839名对照)和Project MinE ALS测序联盟(4366名ALS患者和1832名对照)的测序成果,对24个ALS相关基因的错义变异进行蛋白质组学和转录组学表征。结果:利用AlphaFold预测的人类蛋白质结构,我们确定ALS患者携带的错义变异显著富集于{β}片和-螺旋,以及核心、埋藏或中度埋藏区域。同时,我们发现疏水氨基酸残基、组成偏倚的蛋白质区域和蛋白质-蛋白质相互作用区域在ALS个体携带的错义变体中主要富集。基于转录组学的表达水平评估也揭示了在所有组织和大脑内的高表达和中等表达变体的富集。我们使用负担分析进一步探索感兴趣的富集特征,以确定单个基因是否驱动富集信号。提出了SOD1的案例研究,以证明丰富的特征如何有助于定义变异致病性的概念。结论:我们的研究结果显示,蛋白质组学和转录组学特征是ALS错义变异致病性的重要指标,与神经发育障碍相关的特征不同。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Vaccination with structurally modified fungal protein fibrils: a new treatment for synucleinopathies? Serum GFAP levels correlate with astrocyte reactivity, post-mortem brain atrophy and neurofibrillary tangles. Biallelic truncating variants in PACSIN3 cause childhood-onset myopathy with hyperCKaemia. Blood GFAP reflects astrocyte reactivity to Alzheimer's pathology in post-mortem brain tissue. Correction to: Disrupted daily activity/rest cycles in relation to daily cortisol rhythms of home-dwelling patients with early Alzheimer's dementia.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1