Mental Health Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
Department of Neurology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
J Neurol. 2023 Aug;270(8):4013-4023. doi: 10.1007/s00415-023-11757-4. Epub 2023 May 6.
Genome-Wide Association Studies (GWAS) have identified numerous risk genes for Amyotrophic Lateral Sclerosis (ALS); however, the mechanisms by which these loci confer ALS risk are uncertain. This study aims to identify novel causal proteins in the brains of patients with ALS using an integrative analytical pipeline.
Using the datasets of Protein Quantitative Trait Loci (pQTL) (N = 376, N = 152), expression QTL (eQTL) (N = 452), and the largest ALS GWAS (N27,205, N = 110,881), we performed a systematic analytical pipeline including Proteome-Wide Association Study (PWAS), Mendelian Randomization (MR), Bayesian colocalization, and Transcriptome-Wide Association Study (TWAS) to identify novel causal proteins for ALS in the brain.
Using PWAS, we found that the altered protein abundance of 12 genes in the brain was associated with ALS. Three genes (SCFD1, SARM1 and CAMLG) were identified as lead causal genes for ALS with solid evidence (False discovery rate < 0.05, in MR analysis; PPH4 > 80% for Bayesian colocalization). Specifically, an increased abundance of SCFD1 and CAMLG led to an increased risk of ALS, whereas a higher abundance of SARM1 led to a decreased risk of developing ALS. TWAS showed that SCFD1 and CAMLG were related to ALS at the transcriptional level.
SCFD1, CAMLG, and SARM1 exhibited robust associations and causality with ALS. The study findings provide novel clues for identifying potential therapeutic targets in ALS. Further studies are required to explore the mechanisms underlying the identified genes.
全基因组关联研究(GWAS)已经确定了许多肌萎缩侧索硬化症(ALS)的风险基因;然而,这些基因座赋予 ALS 风险的机制尚不确定。本研究旨在使用综合分析管道在 ALS 患者的大脑中鉴定新的因果蛋白。
使用蛋白质定量性状基因座(pQTL)数据集(N=376,N=152)、表达 QTL(eQTL)数据集(N=452)和最大的 ALS GWAS 数据集(N27205,N=110881),我们进行了一项系统的分析管道,包括全蛋白质组关联研究(PWAS)、孟德尔随机化(MR)、贝叶斯共定位和全转录组关联研究(TWAS),以鉴定大脑中 ALS 的新因果蛋白。
使用 PWAS,我们发现大脑中 12 个基因的蛋白质丰度改变与 ALS 相关。三个基因(SCFD1、SARM1 和 CAMLG)被确定为 ALS 的主要因果基因,具有确凿的证据(MR 分析中的错误发现率 < 0.05;贝叶斯共定位中的 PPH4 > 80%)。具体而言,SCFD1 和 CAMLG 的丰度增加导致 ALS 风险增加,而 SARM1 的丰度增加则导致 ALS 发病风险降低。TWAS 表明,SCFD1 和 CAMLG 在转录水平上与 ALS 相关。
SCFD1、CAMLG 和 SARM1 与 ALS 表现出稳健的关联和因果关系。研究结果为鉴定 ALS 潜在治疗靶点提供了新的线索。需要进一步研究来探讨所鉴定基因的作用机制。