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膜性肾病的潜在治疗靶点:蛋白质组学全基因组孟德尔随机化和共定位分析。

Potential therapeutic targets for membranous nephropathy: proteome-wide Mendelian randomization and colocalization analysis.

机构信息

Department of Nephrology, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, China.

出版信息

Front Immunol. 2024 Apr 19;15:1342912. doi: 10.3389/fimmu.2024.1342912. eCollection 2024.

Abstract

BACKGROUND

The currently available medications for treating membranous nephropathy (MN) still have unsatisfactory efficacy in inhibiting disease recurrence, slowing down its progression, and even halting the development of end-stage renal disease. There is still a need to develop novel drugs targeting MN.

METHODS

We utilized summary statistics of MN from the Kiryluk Lab and obtained plasma protein data from Zheng et al. We performed a Bidirectional Mendelian randomization analysis, HEIDI test, mediation analysis, Bayesian colocalization, phenotype scanning, drug bank analysis, and protein-protein interaction network.

RESULTS

The Mendelian randomization analysis uncovered 8 distinct proteins associated with MN after multiple false discovery rate corrections. Proteins related to an increased risk of MN in plasma include ABO [(Histo-Blood Group Abo System Transferase) (WR OR = 1.12, 95%CI:1.05-1.19, FDR=0.09, PPH4 = 0.79)], VWF [(Von Willebrand Factor) (WR OR = 1.41, 95%CI:1.16-1.72, FDR=0.02, PPH4 = 0.81)] and CD209 [(Cd209 Antigen) (WR OR = 1.19, 95%CI:1.07-1.31, FDR=0.09, PPH4 = 0.78)], and proteins that have a protective effect on MN: HRG [(Histidine-Rich Glycoprotein) (WR OR = 0.84, 95%CI:0.76-0.93, FDR=0.02, PPH4 = 0.80)], CD27 [(Cd27 Antigen) (WR OR = 0.78, 95%CI:0.68-0.90, FDR=0.02, PPH4 = 0.80)], LRPPRC [(Leucine-Rich Ppr Motif-Containing Protein, Mitochondrial) (WR OR = 0.79, 95%CI:0.69-0.91, FDR=0.09, PPH4 = 0.80)], TIMP4 [(Metalloproteinase Inhibitor 4) (WR OR = 0.67, 95%CI:0.53-0.84, FDR=0.09, PPH4 = 0.79)] and MAP2K4 [(Dual Specificity Mitogen-Activated Protein Kinase Kinase 4) (WR OR = 0.82, 95%CI:0.72-0.92, FDR=0.09, PPH4 = 0.80)]. ABO, HRG, and TIMP4 successfully passed the HEIDI test. None of these proteins exhibited a reverse causal relationship. Bayesian colocalization analysis provided evidence that all of them share variants with MN. We identified type 1 diabetes, trunk fat, and asthma as having intermediate effects in these pathways.

CONCLUSIONS

Our comprehensive analysis indicates a causal effect of ABO, CD27, VWF, HRG, CD209, LRPPRC, MAP2K4, and TIMP4 at the genetically determined circulating levels on the risk of MN. These proteins can potentially be a promising therapeutic target for the treatment of MN.

摘要

背景

目前用于治疗膜性肾病(MN)的药物在抑制疾病复发、减缓其进展甚至阻止终末期肾病的发展方面仍不尽如人意。仍需要开发针对 MN 的新型药物。

方法

我们利用 Kiryluk 实验室的 MN 汇总统计数据,并从 Zheng 等人处获得血浆蛋白数据。我们进行了双向孟德尔随机化分析、HEIDI 检验、中介分析、贝叶斯共定位、表型扫描、药物库分析和蛋白质-蛋白质相互作用网络分析。

结果

孟德尔随机化分析揭示了 8 种与 MN 相关的不同蛋白质,经过多次错误发现率校正。与 MN 风险增加相关的血浆蛋白包括 ABO[(Histo-Blood Group Abo System Transferase)(WR OR = 1.12,95%CI:1.05-1.19,FDR=0.09,PPH4=0.79)]、VWF[(Von Willebrand Factor)(WR OR = 1.41,95%CI:1.16-1.72,FDR=0.02,PPH4=0.81)]和 CD209[(Cd209 Antigen)(WR OR = 1.19,95%CI:1.07-1.31,FDR=0.09,PPH4=0.78)],以及对 MN 具有保护作用的蛋白质:HRG[(Histidine-Rich Glycoprotein)(WR OR = 0.84,95%CI:0.76-0.93,FDR=0.02,PPH4=0.80)]、CD27[(Cd27 Antigen)(WR OR = 0.78,95%CI:0.68-0.90,FDR=0.02,PPH4=0.80)]、LRPPRC[(Leucine-Rich Ppr Motif-Containing Protein,Mitochondrial)(WR OR = 0.79,95%CI:0.69-0.91,FDR=0.09,PPH4=0.80)]、TIMP4[(Metalloproteinase Inhibitor 4)(WR OR = 0.67,95%CI:0.53-0.84,FDR=0.09,PPH4=0.79)]和 MAP2K4[(Dual Specificity Mitogen-Activated Protein Kinase Kinase 4)(WR OR = 0.82,95%CI:0.72-0.92,FDR=0.09,PPH4=0.80)]。ABO、HRG 和 TIMP4 成功通过 HEIDI 检验。这些蛋白质均不存在反向因果关系。贝叶斯共定位分析提供了证据表明它们都与 MN 共享变体。我们确定 1 型糖尿病、躯干脂肪和哮喘在这些途径中具有中间效应。

结论

我们的综合分析表明,ABO、CD27、VWF、HRG、CD209、LRPPRC、MAP2K4 和 TIMP4 在遗传决定的循环水平上对 MN 的风险具有因果影响。这些蛋白质可能是治疗 MN 的有前途的治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/33d0/11069303/a3c4e47c358d/fimmu-15-1342912-g001.jpg

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