Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes

Abstract Chronic Kidney Disease (CKD) is a multifaceted and gradually advancing condition characterized by a complex pathogenesis. The current therapeutic options for CKD remain limited in efficacy. Consequently, the identification and exploration of novel drug targets for CKD are of paramount impor...

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Main Authors: Run-Sen Liang, Jin-Qi Su, Xiang-Qi Wu, Qi Wang, Yong-Mei Cai, Hong-Yong Su, Ji-Xin Tang, Cui-Wei Yao
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-94761-0
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author Run-Sen Liang
Jin-Qi Su
Xiang-Qi Wu
Qi Wang
Yong-Mei Cai
Hong-Yong Su
Ji-Xin Tang
Cui-Wei Yao
author_facet Run-Sen Liang
Jin-Qi Su
Xiang-Qi Wu
Qi Wang
Yong-Mei Cai
Hong-Yong Su
Ji-Xin Tang
Cui-Wei Yao
author_sort Run-Sen Liang
collection DOAJ
description Abstract Chronic Kidney Disease (CKD) is a multifaceted and gradually advancing condition characterized by a complex pathogenesis. The current therapeutic options for CKD remain limited in efficacy. Consequently, the identification and exploration of novel drug targets for CKD are of paramount importance. We identified cis-expression quantitative trait loci (cis-eQTLs) with potential as drug targets from the eQTLGen Consortium database to serve as the exposure. For the outcome, we utilized a genome-wide association study (GWAS) of chronic kidney disease (CKD) from the FinnGen database, which comprised a case group of 11,265 individuals and a control group of 436,208 individuals. MR analysis was employed to investigate druggable genes closely associated with CKD. Subsequently, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were conducted to elucidate the functional roles of these significant genes. Finally, a colocalization analysis was conducted to determine the likelihood that a cis-eQTL for a druggable gene and CKD share a causal variant. The expression of 12 genes was found to be significantly associated with CKD risk, with a false discovery rate (FDR) of less than 0.05. GO and KEGG enrichment analyses indicated that these genes are primarily involved in the regulation of MAP kinase activity, regulation of protein serine/threonine kinase activity, Gap junction, Platelet activation and Oxytocin signaling pathway. The colocalization analysis results suggested that CKD and the TUBB gene may share a causal variant, with a posterior probability (PP.H4) exceeding 80% (TUBB: 97.27%). Compelling statistical evidence indicates that TUBB represents the most promising pharmacological target for the treatment of CKD. This study not only identifies potential therapeutic targets but also offers valuable insights for future drug development in the context of CKD.
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spelling doaj-art-42ef77ab5dd24a2ea2d3c7f6b2106f202025-08-20T03:40:47ZengNature PortfolioScientific Reports2045-23222025-03-0115111010.1038/s41598-025-94761-0Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genesRun-Sen Liang0Jin-Qi Su1Xiang-Qi Wu2Qi Wang3Yong-Mei Cai4Hong-Yong Su5Ji-Xin Tang6Cui-Wei Yao7Guangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityGuangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Key Laboratory of Prevention and Management of Chronic Kidney Diseases of Zhanjiang City, Institute of Nephrology, Affiliated Hospital of Guangdong Medical UniversityAbstract Chronic Kidney Disease (CKD) is a multifaceted and gradually advancing condition characterized by a complex pathogenesis. The current therapeutic options for CKD remain limited in efficacy. Consequently, the identification and exploration of novel drug targets for CKD are of paramount importance. We identified cis-expression quantitative trait loci (cis-eQTLs) with potential as drug targets from the eQTLGen Consortium database to serve as the exposure. For the outcome, we utilized a genome-wide association study (GWAS) of chronic kidney disease (CKD) from the FinnGen database, which comprised a case group of 11,265 individuals and a control group of 436,208 individuals. MR analysis was employed to investigate druggable genes closely associated with CKD. Subsequently, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were conducted to elucidate the functional roles of these significant genes. Finally, a colocalization analysis was conducted to determine the likelihood that a cis-eQTL for a druggable gene and CKD share a causal variant. The expression of 12 genes was found to be significantly associated with CKD risk, with a false discovery rate (FDR) of less than 0.05. GO and KEGG enrichment analyses indicated that these genes are primarily involved in the regulation of MAP kinase activity, regulation of protein serine/threonine kinase activity, Gap junction, Platelet activation and Oxytocin signaling pathway. The colocalization analysis results suggested that CKD and the TUBB gene may share a causal variant, with a posterior probability (PP.H4) exceeding 80% (TUBB: 97.27%). Compelling statistical evidence indicates that TUBB represents the most promising pharmacological target for the treatment of CKD. This study not only identifies potential therapeutic targets but also offers valuable insights for future drug development in the context of CKD.https://doi.org/10.1038/s41598-025-94761-0Chronic kidney diseaseTUBBDruggable genesMendelian randomization analysis
spellingShingle Run-Sen Liang
Jin-Qi Su
Xiang-Qi Wu
Qi Wang
Yong-Mei Cai
Hong-Yong Su
Ji-Xin Tang
Cui-Wei Yao
Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes
Scientific Reports
Chronic kidney disease
TUBB
Druggable genes
Mendelian randomization analysis
title Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes
title_full Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes
title_fullStr Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes
title_full_unstemmed Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes
title_short Identification of therapeutic targets for chronic kidney disease through Mendelian randomization analysis of druggable genes
title_sort identification of therapeutic targets for chronic kidney disease through mendelian randomization analysis of druggable genes
topic Chronic kidney disease
TUBB
Druggable genes
Mendelian randomization analysis
url https://doi.org/10.1038/s41598-025-94761-0
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