Uncovering leading compounds for alzheimer's disease treatment: mendelian randomization and virtual screening insights into plasma protein modulation.

IF 4.3 2区 生物学 Q1 BIOLOGY
Xiaohan Sun, Xiaofei Hu, Jianming Wei, Haoyu An
{"title":"Uncovering leading compounds for alzheimer's disease treatment: mendelian randomization and virtual screening insights into plasma protein modulation.","authors":"Xiaohan Sun, Xiaofei Hu, Jianming Wei, Haoyu An","doi":"10.1186/s40659-025-00598-2","DOIUrl":null,"url":null,"abstract":"<p><p>Alzheimer's disease (AD) is a neurodegenerative disorder influenced by both genetic and environmental factors. Identifying therapeutic targets and interventions remains challenging. This study utilized Mendelian Randomization (MR) to investigate causal relationships between plasma proteins, lifestyle factors, and AD, along with virtual screening to identify potential drug compounds. A two-sample MR analysis assessed associations between plasma proteins, identified through genome-wide association studies (GWAS), and AD risk. Co-localization analysis (CA) confirmed the overlap between protein expression and AD susceptibility loci, and reverse MR ruled out reverse causality. A protein-protein interaction (PPI) network was constructed to explore therapeutic targets, followed by virtual screening to identify small-molecule inhibitors for selected proteins. The analysis found significant associations between eight plasma proteins and AD, with five proteins (GSTP1, BIN1, Siglec-3, SERPINF2, and GRN) showing strong evidence of involvement in AD pathogenesis. Virtual screening identified six compounds as potential inhibitors of GSTP1 and four compounds as potential inhibitors of BIN1. Furthermore, MR analysis of lifestyle factors, such as dietary behaviors and smoking cessation, indicated they may influence AD risk through their effects on specific proteins. These findings offer novel insights into the genetic mechanisms underlying AD and highlight the potential of combining MR with virtual screening to identify therapeutic targets. The study also suggests that lifestyle modifications could offer alternative prevention and treatment strategies for AD. Future research should focus on the experimental validation of the identified compounds and further explore the mechanisms linking lifestyle factors to AD.</p>","PeriodicalId":9084,"journal":{"name":"Biological Research","volume":"58 1","pages":"19"},"PeriodicalIF":4.3000,"publicationDate":"2025-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11971886/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biological Research","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s40659-025-00598-2","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Alzheimer's disease (AD) is a neurodegenerative disorder influenced by both genetic and environmental factors. Identifying therapeutic targets and interventions remains challenging. This study utilized Mendelian Randomization (MR) to investigate causal relationships between plasma proteins, lifestyle factors, and AD, along with virtual screening to identify potential drug compounds. A two-sample MR analysis assessed associations between plasma proteins, identified through genome-wide association studies (GWAS), and AD risk. Co-localization analysis (CA) confirmed the overlap between protein expression and AD susceptibility loci, and reverse MR ruled out reverse causality. A protein-protein interaction (PPI) network was constructed to explore therapeutic targets, followed by virtual screening to identify small-molecule inhibitors for selected proteins. The analysis found significant associations between eight plasma proteins and AD, with five proteins (GSTP1, BIN1, Siglec-3, SERPINF2, and GRN) showing strong evidence of involvement in AD pathogenesis. Virtual screening identified six compounds as potential inhibitors of GSTP1 and four compounds as potential inhibitors of BIN1. Furthermore, MR analysis of lifestyle factors, such as dietary behaviors and smoking cessation, indicated they may influence AD risk through their effects on specific proteins. These findings offer novel insights into the genetic mechanisms underlying AD and highlight the potential of combining MR with virtual screening to identify therapeutic targets. The study also suggests that lifestyle modifications could offer alternative prevention and treatment strategies for AD. Future research should focus on the experimental validation of the identified compounds and further explore the mechanisms linking lifestyle factors to AD.

发现治疗阿尔茨海默病的主要化合物:泯灭随机化和虚拟筛选对血浆蛋白调节的启示。
阿尔茨海默病(AD)是一种受遗传和环境因素影响的神经退行性疾病。确定治疗目标和干预措施仍然具有挑战性。本研究利用孟德尔随机化(MR)技术研究血浆蛋白、生活方式因素和阿尔茨海默病之间的因果关系,并通过虚拟筛选确定潜在的药物化合物。双样本MR分析评估了通过全基因组关联研究(GWAS)确定的血浆蛋白与AD风险之间的关联。共定位分析(CA)证实了蛋白质表达与AD易感基因位点之间的重叠,反向MR则排除了反向因果关系。研究人员构建了一个蛋白质-蛋白质相互作用(PPI)网络来探索治疗靶点,随后进行了虚拟筛选以确定选定蛋白质的小分子抑制剂。分析发现,八种血浆蛋白与注意力缺失症之间存在重大关联,其中五种蛋白(GSTP1、BIN1、Siglec-3、SERPINF2 和 GRN)显示出参与注意力缺失症发病机制的有力证据。虚拟筛选确定了六种化合物为 GSTP1 的潜在抑制剂,四种化合物为 BIN1 的潜在抑制剂。此外,对饮食行为和戒烟等生活方式因素的磁共振分析表明,这些因素可能会通过对特定蛋白质的影响来影响注意力缺失症的风险。这些研究结果为了解注意力缺失症的遗传机制提供了新的视角,并凸显了将磁共振分析与虚拟筛选相结合以确定治疗靶点的潜力。该研究还表明,改变生活方式可以为艾滋病的预防和治疗提供替代策略。未来的研究应重点关注已鉴定化合物的实验验证,并进一步探索生活方式因素与注意力缺失症的关联机制。
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 求助全文
来源期刊
Biological Research
Biological Research 生物-生物学
CiteScore
10.10
自引率
0.00%
发文量
33
审稿时长
>12 weeks
期刊介绍: Biological Research is an open access, peer-reviewed journal that encompasses diverse fields of experimental biology, such as biochemistry, bioinformatics, biotechnology, cell biology, cancer, chemical biology, developmental biology, evolutionary biology, genetics, genomics, immunology, marine biology, microbiology, molecular biology, neuroscience, plant biology, physiology, stem cell research, structural biology and systems biology.
×
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