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通过整合全基因组关联数据和人类大脑蛋白质组学来鉴定与智力相关的新蛋白质。

Identification of novel proteins associated with intelligence by integrating genome-wide association data and human brain proteomics.

作者信息

Zhang Zheng, Zhu Yousong, Zhang Junlong, He Wenbin, Han Cheng

机构信息

Shanxi Key Laboratory of Chinese Medicine Encephalopathy, Jinzhong, China.

National International Joint Research Center for Molecular Traditional Chinese Medicine, Jinzhong, China.

出版信息

PLoS One. 2025 Feb 21;20(2):e0319278. doi: 10.1371/journal.pone.0319278. eCollection 2025.

Abstract

While genome-wide association studies (GWAS) have identified genetic variants associated with intelligence, their biological mechanisms remain largely unexplored. This study aimed to bridge this gap by integrating intelligence GWAS data with human brain proteomics and transcriptomics. We conducted proteome-wide (PWAS) and transcriptome-wide (TWAS) association studies, along with enrichment and protein-protein interaction (PPI) network analyses. PWAS identified 44 genes in the human brain proteome that influence intelligence through protein abundance regulation (FDR P <  0.05). Causal analysis revealed 36 genes, including GPX1, involved in the cis-regulation of protein abundance (P <  0.05). In independent PWAS analyses, 17 genes were validated, and 10 showed a positive correlation with intelligence (P <  0.05). TWAS revealed significant SNP-based heritability for mRNA in 28 proteins, and cis-regulation of mRNA levels for 20 genes was nominally associated with intelligence (FDR P <  0.05). This study identifies key genes that bridge genetic variants and protein-level mechanisms of intelligence, providing novel insights into its biological pathways and potential therapeutic targets.

摘要

虽然全基因组关联研究(GWAS)已经确定了与智力相关的基因变异,但其生物学机制在很大程度上仍未得到探索。本研究旨在通过将智力GWAS数据与人类大脑蛋白质组学和转录组学相结合来弥补这一差距。我们进行了全蛋白质组(PWAS)和全转录组(TWAS)关联研究,以及富集分析和蛋白质-蛋白质相互作用(PPI)网络分析。PWAS在人类大脑蛋白质组中鉴定出44个通过蛋白质丰度调节影响智力的基因(FDR P < 0.05)。因果分析揭示了36个基因,包括GPX1,参与蛋白质丰度的顺式调节(P < 0.05)。在独立的PWAS分析中,17个基因得到验证,其中10个与智力呈正相关(P < 0.05)。TWAS揭示了28种蛋白质中基于SNP的mRNA显著遗传力,并且20个基因的mRNA水平顺式调节与智力名义上相关(FDR P < 0.05)。本研究确定了连接基因变异与智力蛋白质水平机制的关键基因,为其生物学途径和潜在治疗靶点提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a435/11844858/bd9f9402b4c4/pone.0319278.g001.jpg

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