Discovering genetically-supported drug targets for multisite chronic pain through multi-omics Mendelian randomization and single-cell RNA-sequencing

IF 2.8 3区 医学 Q2 NEUROSCIENCES Neuroscience Pub Date : 2025-04-19 Epub Date: 2025-02-22 DOI:10.1016/j.neuroscience.2025.02.038
Ziyang Cui , Junxiong Qiu , Jianwei Lin , Yanni Fu , Liling Lin
{"title":"Discovering genetically-supported drug targets for multisite chronic pain through multi-omics Mendelian randomization and single-cell RNA-sequencing","authors":"Ziyang Cui ,&nbsp;Junxiong Qiu ,&nbsp;Jianwei Lin ,&nbsp;Yanni Fu ,&nbsp;Liling Lin","doi":"10.1016/j.neuroscience.2025.02.038","DOIUrl":null,"url":null,"abstract":"<div><div>Multisite chronic pain (MCP) is a highly prevalent disorder with substantial unmet therapeutic needs.We conducted multi-omics Mendelian randomization and Bayesian colocalization to identify potential therapeutic targets for MCP. Summary-level data of gene expressions and protein abundance levels were obtained from corresponding quantitative trait loci studies, respectively. Summary-level data for MCP was leveraged from the UK Biobank. The transcriptome-wide association study (TWAS), Mendelian randomization, and Bayesian colocalization approaches were applied to investigate the potential causal effects of gene expressions and protein levels on MCP in both blood and brain tissues. Phenome-wide Mendelian randomization analysis (MR-PheWAS), single-cell sequencing data, protein–protein interaction (PPI), and reaction pathway analysis were further conducted to digging the underlying mechanisms. Our analysis identified and validated two plasma targets for MCP, namely KLC1 and LANCL1, at both gene expression levels and protein levels across multi-methodologies. Moreover, MR-PheWAS observed additional benefits associated with these two targets. Through analyses based on single-cell sequencing data, we identified critical cell types for KLC1, primarily megakaryocytes, and neurons, notably linked to the axon guidance pathway, while LANCL1 showed associations with B lymphocytes, neurons, and the electron transport pathway. In dorsal root ganglions, we identified enrichments of both LANCL1 and KLC1 in putative silent nociceptors. The effects are possibly mediated through axonal transport and the activation of NMDARs, supported by PPI and reaction pathway analysis. Our multi-dimensional analysis suggests that genetically determined KLC1 and LANCL1 are causally linked to MCP risk, holding promise as appealing drug targets for MCP.</div></div>","PeriodicalId":19142,"journal":{"name":"Neuroscience","volume":"572 ","pages":"Pages 254-268"},"PeriodicalIF":2.8000,"publicationDate":"2025-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Neuroscience","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0306452225001563","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/2/22 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Multisite chronic pain (MCP) is a highly prevalent disorder with substantial unmet therapeutic needs.We conducted multi-omics Mendelian randomization and Bayesian colocalization to identify potential therapeutic targets for MCP. Summary-level data of gene expressions and protein abundance levels were obtained from corresponding quantitative trait loci studies, respectively. Summary-level data for MCP was leveraged from the UK Biobank. The transcriptome-wide association study (TWAS), Mendelian randomization, and Bayesian colocalization approaches were applied to investigate the potential causal effects of gene expressions and protein levels on MCP in both blood and brain tissues. Phenome-wide Mendelian randomization analysis (MR-PheWAS), single-cell sequencing data, protein–protein interaction (PPI), and reaction pathway analysis were further conducted to digging the underlying mechanisms. Our analysis identified and validated two plasma targets for MCP, namely KLC1 and LANCL1, at both gene expression levels and protein levels across multi-methodologies. Moreover, MR-PheWAS observed additional benefits associated with these two targets. Through analyses based on single-cell sequencing data, we identified critical cell types for KLC1, primarily megakaryocytes, and neurons, notably linked to the axon guidance pathway, while LANCL1 showed associations with B lymphocytes, neurons, and the electron transport pathway. In dorsal root ganglions, we identified enrichments of both LANCL1 and KLC1 in putative silent nociceptors. The effects are possibly mediated through axonal transport and the activation of NMDARs, supported by PPI and reaction pathway analysis. Our multi-dimensional analysis suggests that genetically determined KLC1 and LANCL1 are causally linked to MCP risk, holding promise as appealing drug targets for MCP.

Abstract Image

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
通过多组学孟德尔随机化和单细胞rna测序发现多位点慢性疼痛的基因支持药物靶点。
背景:多部位慢性疼痛(MCP)是一种高度流行的疾病,有大量未满足的治疗需求。方法:采用多组学孟德尔随机化和贝叶斯共定位来确定MCP的潜在治疗靶点。基因表达和蛋白丰度水平分别从相应的数量性状位点研究中获得。MCP的摘要级数据来自英国生物银行。转录组全关联研究(TWAS)、孟德尔随机化和贝叶斯共定位方法被应用于研究基因表达和蛋白质水平对血液和脑组织中MCP的潜在因果影响。通过全现象孟德尔随机化分析(MR-PheWAS)、单细胞测序数据、蛋白-蛋白相互作用(PPI)和反应通路分析,进一步挖掘其潜在机制。结果:我们的分析在多种方法的基因表达水平和蛋白质水平上确定并验证了MCP的两个血浆靶点,即KLC1和LANCL1。此外,phewas先生还观察到与这两个靶点相关的额外益处。通过基于单细胞测序数据的分析,我们确定了KLC1的关键细胞类型,主要是巨核细胞和神经元,特别是与轴突引导途径相关,而LANCL1显示与B淋巴细胞,神经元和电子传递途径相关。在背根神经节中,我们发现了LANCL1和KLC1在假定的沉默伤害感受器中的富集。这种作用可能是通过轴突转运和NMDARs的激活介导的,并得到PPI和反应通路分析的支持。结论:我们的多维分析表明,基因决定的KLC1和LANCL1与MCP风险有因果关系,有望成为MCP的有吸引力的药物靶点。
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
Neuroscience
Neuroscience 医学-神经科学
CiteScore
6.20
自引率
0.00%
发文量
394
审稿时长
52 days
期刊介绍: Neuroscience publishes papers describing the results of original research on any aspect of the scientific study of the nervous system. Any paper, however short, will be considered for publication provided that it reports significant, new and carefully confirmed findings with full experimental details.
期刊最新文献
Mechanism and therapeutic potential of mitophagy in spinal cord injury The glymphatic system and meningeal lymphatic vessels: from physiology to pathophysiology, with insights into visualization The role of DTL in maintaining survival of cochlear hair cell and hearing function Neuroinflammation in the medial prefrontal cortex is associated with early-life stress susceptibility in male rats Dynamic brain set among the limbic–paralimbic–neocortical network during acupuncture
×
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学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
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