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多组学联合研究中风潜在可药物治疗靶点的系统孟德尔随机化研究和转录组验证。

Multi-omics combined to investigate potential druggable therapeutic targets for stroke: A systematic Mendelian randomization study and transcriptome verification.

机构信息

Hunan University of Chinese Medicine, Key Laboratory of Hunan Province for Integrated Traditional Chinese and Western Medicine on Prevention and Treatment of Cardio-Cerebral Diseases, Changsha, China.

Hunan University of Chinese Medicine, Key Laboratory of Hunan Province for Integrated Traditional Chinese and Western Medicine on Prevention and Treatment of Cardio-Cerebral Diseases, Changsha, China.

出版信息

J Affect Disord. 2024 Dec 1;366:196-209. doi: 10.1016/j.jad.2024.08.182. Epub 2024 Aug 28.

DOI:10.1016/j.jad.2024.08.182
PMID:39214372
Abstract

OBJECTIVE

Stroke is a highly prevalent and disabling disease whose disease mechanisms are not fully understood. The discovery of disease-associated proteins with genetic evidence of pathogenicity provides an opportunity to identify new therapeutic targets.

METHOD

We examined the observed and causal associations of thousands of plasma and inflammatory proteins that were measured using affinity-based proteomic assays. First, we pooled >3000 relevant proteins using a fixed-effects meta-analysis of 2 population-based studies involving 48,383 participants, then investigated the causal effects of stroke and its subtype-associated proteins by forward Mendelian randomization using cis-protein quantitative locus genetic tools identified from genome-wide association studies of these >48,000 individuals. To improve the accuracy of causal estimation, we implemented a systematic Mendelian randomization model that accounts for cascading imbalances between instruments and tested the robustness of causal estimation through multi-method analyses. To further validate the hypothesis that ginsenoside Rg1 monomer acts on the five protein targets screened for drug-targeted regulation, we conducted a comparative analysis of the mRNA (gene) expression levels of a limited number of genes in the brain tissues of different groups of SD rats. The druggability of the candidate proteins was investigated and the mechanism of action and potential targeting side effects were explored by Phenome-wide MR.

RESULTS

Six circulating proteins were identified to have a significant genetic association with stroke (P < 0.05). For example, in patients with cardioembolic stroke, higher genetically predicted APRT was associated with a lower risk of cardioembolic stroke (OR [95 % CI] = 0.641 [0.517, 0.795]; P = 5.25 × 10, OR [95 % CI] = 0.572, [0.397, 0.825], P = 0.003). Mediation analyses suggested that atrial fibrillation, angina pectoris, and heart failure may mediate the association of CD40L, LIFR, and UPA with stroke. Molecular docking revealed promising interactions between the identified proteins and glycosides. Transcriptomic sequencing in animal models indicated that ginsenoside Rg1 may act through APRT, IL15RA, and VSIR pathways, with APRT showing significant variability in mRNA sequencing expression. Phenome-wide MR of the six target proteins showed an overwhelming predominance of P > 0.05, indicating less toxicity.

CONCLUSIONS

The present study provides genetic evidence to support the potential efficacy of targeting the three druggable protein targets for the treatment of stroke. This is achieved by triangulating population genomic and proteomic data. Furthermore, the study validates the pathway mechanisms by which APRT, IL15RA, and VSIR dock ginsenoside Rg1 in animal models. This will help to prioritize stroke drug development.

摘要

目的

卒中是一种高发且致残性疾病,其发病机制尚未完全阐明。具有遗传致病性的疾病相关蛋白的发现为识别新的治疗靶点提供了机会。

方法

我们使用基于亲和力的蛋白质组学检测方法,对数千种血浆和炎症蛋白的观察和因果关联进行了研究。首先,我们通过对涉及 48383 名参与者的 2 项基于人群的研究中超过 3000 种相关蛋白进行固定效应荟萃分析进行汇总,然后通过使用来自这些超过 48000 名个体的全基因组关联研究中鉴定的顺式蛋白定量基因座遗传工具进行正向孟德尔随机化,研究卒中及其亚型相关蛋白的因果效应。为了提高因果估计的准确性,我们实施了一种系统的孟德尔随机化模型,该模型考虑了工具之间级联不平衡,并通过多方法分析来验证因果估计的稳健性。为了进一步验证人参皂甙 Rg1 单体作用于筛选出的药物靶标调节的 5 种蛋白靶标这一假说,我们对不同 SD 大鼠脑组的少数基因的 mRNA(基因)表达水平进行了比较分析。通过表型全基因组孟德尔随机化分析,研究候选蛋白的可成药性,并探讨其作用机制和潜在的靶向副作用。

结果

鉴定出 6 种循环蛋白与卒中具有显著的遗传相关性(P<0.05)。例如,在心源性栓塞性卒中患者中,较高的遗传预测 APRT 与心源性栓塞性卒中风险降低相关(OR[95%CI]=0.641[0.517,0.795];P=5.25×10,OR[95%CI]=0.572,[0.397,0.825],P=0.003)。中介分析表明,心房颤动、心绞痛和心力衰竭可能介导 CD40L、LIFR 和 UPA 与卒中的关联。分子对接显示鉴定出的蛋白与糖苷之间存在有前景的相互作用。动物模型的转录组测序表明,人参皂甙 Rg1 可能通过 APRT、IL15RA 和 VSIR 途径发挥作用,其中 APRT 的 mRNA 测序表达显示出显著的变异性。对六个目标蛋白的表型全基因组孟德尔随机化分析显示压倒性的 P>0.05,表明毒性较小。

结论

本研究提供了遗传证据,支持针对三种可成药蛋白靶标治疗卒中的潜在疗效。这是通过三角剖分人群基因组和蛋白质组数据实现的。此外,该研究通过动物模型验证了 APRT、IL15RA 和 VSIR 与人参皂甙 Rg1 结合的途径机制。这将有助于优先开发卒中药物。

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