整合多组学策略框架筛选认知障碍相关癫痫的潜在靶点

IF 4.2 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS
Chao Xu , Zijun Zhu , Xinyu Chen , Minke Lu , Chao Wang , Sainan Zhang , Lei Shi , Liang Cheng , Xue Zhang
{"title":"整合多组学策略框架筛选认知障碍相关癫痫的潜在靶点","authors":"Chao Xu ,&nbsp;Zijun Zhu ,&nbsp;Xinyu Chen ,&nbsp;Minke Lu ,&nbsp;Chao Wang ,&nbsp;Sainan Zhang ,&nbsp;Lei Shi ,&nbsp;Liang Cheng ,&nbsp;Xue Zhang","doi":"10.1016/j.ymeth.2025.03.003","DOIUrl":null,"url":null,"abstract":"<div><div>Epilepsy is a prevalent neurological disorder that affects over 70 million individuals worldwide and is often associated with cognitive impairments. Despite the widespread impact of epilepsy and cognitive impairments, the genetic basis and causal relationships underlying these conditions remain uncertain, prompting us to conduct a comprehensive investigation into the molecular mechanisms involved. In this study, we utilized statistical data from the third National Health and Nutrition Examination Survey (NHANES III) to evaluate correlation and large-scale pan-phenotype genome-wide association study (GWAS) data to establish genetic correlation and causality. Leveraging multi-omics datasets, we performed a comprehensive post-analysis that included variant prioritization, gene analysis, tissue and cell type enrichment, and pathway annotation. An integrated strategy—multi-trait analysis of GWAS (MTAG), transcriptome-wide association study (TWAS), summary-data-based Mendelian Randomization (SMR), and protein quantitative trait locus (pQTL)-MR—was performed to investigate the shared genetic architecture. Based on multiple orthogonal lines of evidence, we thereby identified 40 single nucleotide polymorphisms (SNPs) and 85 genes common to both conditions. Additionally, we optimized candidate genes such as <em>GNAQ</em>, <em>FADS1</em>, and <em>PTK2</em> by single-cell expression analysis and molecular pathway mechanisms, thereby highlighting potential shared genetic pathways. These findings elucidate the genetic interplay and co-occurring mechanisms between epilepsy and cognitive impairments, providing crucial insights for future research and therapeutic strategies.</div></div>","PeriodicalId":390,"journal":{"name":"Methods","volume":"237 ","pages":"Pages 34-44"},"PeriodicalIF":4.2000,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrating a multi-omics strategy framework to screen potential targets in cognitive impairment-related epilepsy\",\"authors\":\"Chao Xu ,&nbsp;Zijun Zhu ,&nbsp;Xinyu Chen ,&nbsp;Minke Lu ,&nbsp;Chao Wang ,&nbsp;Sainan Zhang ,&nbsp;Lei Shi ,&nbsp;Liang Cheng ,&nbsp;Xue Zhang\",\"doi\":\"10.1016/j.ymeth.2025.03.003\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Epilepsy is a prevalent neurological disorder that affects over 70 million individuals worldwide and is often associated with cognitive impairments. Despite the widespread impact of epilepsy and cognitive impairments, the genetic basis and causal relationships underlying these conditions remain uncertain, prompting us to conduct a comprehensive investigation into the molecular mechanisms involved. In this study, we utilized statistical data from the third National Health and Nutrition Examination Survey (NHANES III) to evaluate correlation and large-scale pan-phenotype genome-wide association study (GWAS) data to establish genetic correlation and causality. Leveraging multi-omics datasets, we performed a comprehensive post-analysis that included variant prioritization, gene analysis, tissue and cell type enrichment, and pathway annotation. An integrated strategy—multi-trait analysis of GWAS (MTAG), transcriptome-wide association study (TWAS), summary-data-based Mendelian Randomization (SMR), and protein quantitative trait locus (pQTL)-MR—was performed to investigate the shared genetic architecture. Based on multiple orthogonal lines of evidence, we thereby identified 40 single nucleotide polymorphisms (SNPs) and 85 genes common to both conditions. Additionally, we optimized candidate genes such as <em>GNAQ</em>, <em>FADS1</em>, and <em>PTK2</em> by single-cell expression analysis and molecular pathway mechanisms, thereby highlighting potential shared genetic pathways. These findings elucidate the genetic interplay and co-occurring mechanisms between epilepsy and cognitive impairments, providing crucial insights for future research and therapeutic strategies.</div></div>\",\"PeriodicalId\":390,\"journal\":{\"name\":\"Methods\",\"volume\":\"237 \",\"pages\":\"Pages 34-44\"},\"PeriodicalIF\":4.2000,\"publicationDate\":\"2025-03-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Methods\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1046202325000556\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOCHEMICAL RESEARCH METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Methods","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1046202325000556","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOCHEMICAL RESEARCH METHODS","Score":null,"Total":0}
引用次数: 0

摘要

癫痫是一种普遍存在的神经系统疾病,影响着全世界7000多万人,通常与认知障碍有关。尽管癫痫和认知障碍影响广泛,但这些疾病的遗传基础和因果关系仍不确定,这促使我们对所涉及的分子机制进行全面的调查。在本研究中,我们利用第三次全国健康与营养调查(NHANES III)的统计数据来评估相关性和大规模泛表型全基因组关联研究(GWAS)的数据来建立遗传相关性和因果关系。利用多组学数据集,我们进行了全面的后期分析,包括变异优先级排序、基因分析、组织和细胞类型富集以及途径注释。通过GWAS (MTAG)、转录组全关联研究(TWAS)、基于汇总数据的孟德尔随机化(SMR)和蛋白质数量性状位点(pQTL)- mr的综合策略-多性状分析来研究共享的遗传结构。基于多个正交证据线,我们因此确定了40个单核苷酸多态性(SNPs)和85个基因,这两种情况共同。此外,我们通过单细胞表达分析和分子通路机制对候选基因如GNAQ、FADS1和PTK2进行了优化,从而突出了潜在的共享遗传通路。这些发现阐明了癫痫和认知障碍之间的遗传相互作用和共同发生的机制,为未来的研究和治疗策略提供了重要的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrating a multi-omics strategy framework to screen potential targets in cognitive impairment-related epilepsy
Epilepsy is a prevalent neurological disorder that affects over 70 million individuals worldwide and is often associated with cognitive impairments. Despite the widespread impact of epilepsy and cognitive impairments, the genetic basis and causal relationships underlying these conditions remain uncertain, prompting us to conduct a comprehensive investigation into the molecular mechanisms involved. In this study, we utilized statistical data from the third National Health and Nutrition Examination Survey (NHANES III) to evaluate correlation and large-scale pan-phenotype genome-wide association study (GWAS) data to establish genetic correlation and causality. Leveraging multi-omics datasets, we performed a comprehensive post-analysis that included variant prioritization, gene analysis, tissue and cell type enrichment, and pathway annotation. An integrated strategy—multi-trait analysis of GWAS (MTAG), transcriptome-wide association study (TWAS), summary-data-based Mendelian Randomization (SMR), and protein quantitative trait locus (pQTL)-MR—was performed to investigate the shared genetic architecture. Based on multiple orthogonal lines of evidence, we thereby identified 40 single nucleotide polymorphisms (SNPs) and 85 genes common to both conditions. Additionally, we optimized candidate genes such as GNAQ, FADS1, and PTK2 by single-cell expression analysis and molecular pathway mechanisms, thereby highlighting potential shared genetic pathways. These findings elucidate the genetic interplay and co-occurring mechanisms between epilepsy and cognitive impairments, providing crucial insights for future research and therapeutic strategies.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Methods
Methods 生物-生化研究方法
CiteScore
9.80
自引率
2.10%
发文量
222
审稿时长
11.3 weeks
期刊介绍: Methods focuses on rapidly developing techniques in the experimental biological and medical sciences. Each topical issue, organized by a guest editor who is an expert in the area covered, consists solely of invited quality articles by specialist authors, many of them reviews. Issues are devoted to specific technical approaches with emphasis on clear detailed descriptions of protocols that allow them to be reproduced easily. The background information provided enables researchers to understand the principles underlying the methods; other helpful sections include comparisons of alternative methods giving the advantages and disadvantages of particular methods, guidance on avoiding potential pitfalls, and suggestions for troubleshooting.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信