Integrating metabolomics and proteomics to identify novel drug targets for heart failure and atrial fibrillation.

IF 10.4 1区 生物学 Q1 GENETICS & HEREDITY Genome Medicine Pub Date : 2024-10-21 DOI:10.1186/s13073-024-01395-4
Marion van Vugt, Chris Finan, Sandesh Chopade, Rui Providencia, Connie R Bezzina, Folkert W Asselbergs, Jessica van Setten, A Floriaan Schmidt
{"title":"Integrating metabolomics and proteomics to identify novel drug targets for heart failure and atrial fibrillation.","authors":"Marion van Vugt, Chris Finan, Sandesh Chopade, Rui Providencia, Connie R Bezzina, Folkert W Asselbergs, Jessica van Setten, A Floriaan Schmidt","doi":"10.1186/s13073-024-01395-4","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Altered metabolism plays a role in the pathophysiology of cardiac diseases, such as atrial fibrillation (AF) and heart failure (HF). We aimed to identify novel plasma metabolites and proteins associating with cardiac disease.</p><p><strong>Methods: </strong>Mendelian randomisation (MR) was used to assess the association of 174 metabolites measured in up to 86,507 participants with AF, HF, dilated cardiomyopathy (DCM), and non-ischemic cardiomyopathy (NICM). Subsequently, we sourced data on 1567 plasma proteins and performed cis MR to identify proteins affecting the identified metabolites as well as the cardiac diseases. Proteins were prioritised on cardiac expression and druggability, and mapped to biological pathways.</p><p><strong>Results: </strong>We identified 35 metabolites associating with cardiac disease. AF was affected by seventeen metabolites, HF by nineteen, DCM by four, and NCIM by taurine. HF was particularly enriched for phosphatidylcholines (p = 0.029) and DCM for acylcarnitines (p = 0.001). Metabolite involvement with AF was more uniform, spanning for example phosphatidylcholines, amino acids, and acylcarnitines. We identified 38 druggable proteins expressed in cardiac tissue, with a directionally concordant effect on metabolites and cardiac disease. We recapitulated known associations, for example between the drug target of digoxin (AT1B2), taurine and NICM risk. Additionally, we identified numerous novel findings, such as higher RET values associating with phosphatidylcholines and decreasing AF and HF. RET is targeted by drugs such as regorafenib which has known cardiotoxic side-effects. Pathway analysis implicated involvement of GDF15 signalling through RET, and ghrelin regulation of energy homeostasis in cardiac pathogenesis.</p><p><strong>Conclusions: </strong>This study identified 35 plasma metabolites involved with cardiac diseases and linked these to 38 druggable proteins, providing actionable leads for drug development.</p>","PeriodicalId":12645,"journal":{"name":"Genome Medicine","volume":"16 1","pages":"120"},"PeriodicalIF":10.4000,"publicationDate":"2024-10-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11492627/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Genome Medicine","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s13073-024-01395-4","RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GENETICS & HEREDITY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Altered metabolism plays a role in the pathophysiology of cardiac diseases, such as atrial fibrillation (AF) and heart failure (HF). We aimed to identify novel plasma metabolites and proteins associating with cardiac disease.

Methods: Mendelian randomisation (MR) was used to assess the association of 174 metabolites measured in up to 86,507 participants with AF, HF, dilated cardiomyopathy (DCM), and non-ischemic cardiomyopathy (NICM). Subsequently, we sourced data on 1567 plasma proteins and performed cis MR to identify proteins affecting the identified metabolites as well as the cardiac diseases. Proteins were prioritised on cardiac expression and druggability, and mapped to biological pathways.

Results: We identified 35 metabolites associating with cardiac disease. AF was affected by seventeen metabolites, HF by nineteen, DCM by four, and NCIM by taurine. HF was particularly enriched for phosphatidylcholines (p = 0.029) and DCM for acylcarnitines (p = 0.001). Metabolite involvement with AF was more uniform, spanning for example phosphatidylcholines, amino acids, and acylcarnitines. We identified 38 druggable proteins expressed in cardiac tissue, with a directionally concordant effect on metabolites and cardiac disease. We recapitulated known associations, for example between the drug target of digoxin (AT1B2), taurine and NICM risk. Additionally, we identified numerous novel findings, such as higher RET values associating with phosphatidylcholines and decreasing AF and HF. RET is targeted by drugs such as regorafenib which has known cardiotoxic side-effects. Pathway analysis implicated involvement of GDF15 signalling through RET, and ghrelin regulation of energy homeostasis in cardiac pathogenesis.

Conclusions: This study identified 35 plasma metabolites involved with cardiac diseases and linked these to 38 druggable proteins, providing actionable leads for drug development.

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
整合代谢组学和蛋白质组学,确定治疗心力衰竭和心房颤动的新型药物靶点。
背景:代谢改变在心房颤动(AF)和心力衰竭(HF)等心脏疾病的病理生理学中发挥着作用。我们旨在确定与心脏病有关的新型血浆代谢物和蛋白质:方法:我们采用孟德尔随机化(MR)方法评估了在多达 86,507 名心房颤动、心力衰竭、扩张型心肌病 (DCM) 和非缺血性心肌病 (NICM) 参与者中测定的 174 种代谢物的关联性。随后,我们获取了 1567 种血浆蛋白的数据,并进行了顺式磁共振成像,以确定影响已确定代谢物以及心脏疾病的蛋白。根据心脏表达和可药用性对蛋白质进行了优先排序,并将其映射到生物通路上:结果:我们发现了 35 种与心脏疾病相关的代谢物。心房颤动受 17 种代谢物的影响,心房颤动受 19 种代谢物的影响,心脏多器官功能障碍受 4 种代谢物的影响,而 NCIM 受牛磺酸的影响。心房颤动尤其受磷脂酰胆碱的影响(p = 0.029),而心肌缺血则受酰基肉碱的影响(p = 0.001)。参与 AF 的代谢物较为一致,包括磷脂酰胆碱、氨基酸和酰基肉碱等。我们确定了在心脏组织中表达的 38 种可药用蛋白质,它们对代谢物和心脏疾病的影响方向一致。我们重现了已知的关联,例如地高辛的药物靶点(AT1B2)、牛磺酸和非霍奇金淋巴瘤风险之间的关联。此外,我们还发现了许多新发现,如较高的 RET 值与磷脂酰胆碱有关,并可降低房颤和高房颤的风险。RET是瑞戈非尼等药物的靶点,而瑞戈非尼具有已知的心脏毒性副作用。路径分析表明,GDF15信号通过RET和胃泌素调节能量平衡参与了心脏发病机制:这项研究确定了35种与心脏疾病有关的血浆代谢物,并将这些代谢物与38种可药用蛋白联系起来,为药物开发提供了可行的线索。
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
Genome Medicine
Genome Medicine GENETICS & HEREDITY-
CiteScore
20.80
自引率
0.80%
发文量
128
审稿时长
6-12 weeks
期刊介绍: Genome Medicine is an open access journal that publishes outstanding research applying genetics, genomics, and multi-omics to understand, diagnose, and treat disease. Bridging basic science and clinical research, it covers areas such as cancer genomics, immuno-oncology, immunogenomics, infectious disease, microbiome, neurogenomics, systems medicine, clinical genomics, gene therapies, precision medicine, and clinical trials. The journal publishes original research, methods, software, and reviews to serve authors and promote broad interest and importance in the field.
期刊最新文献
HGVS Nomenclature 2024: improvements to community engagement, usability, and computability. Tracing carriage, acquisition, and transmission of ESBL-producing Escherichia coli over two years in a tertiary care hospital. SARS-CoV-2 introductions to the island of Ireland: a phylogenetic and geospatiotemporal study of infection dynamics. Epigenome-wide association studies identify novel DNA methylation sites associated with PTSD: a meta-analysis of 23 military and civilian cohorts. Patterns of genomic instability in > 2000 patients with ovarian cancer across six clinical trials evaluating olaparib.
×
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