Assessing the Causal Relationship Between Plasma Proteins and Pulmonary Fibrosis: A Systematic Analysis Based on Mendelian Randomization.

IF 3.5 3区 生物学 Q1 BIOLOGY Biology-Basel Pub Date : 2025-02-14 DOI:10.3390/biology14020200
Moxuan Han, Yan Cui, Zhengyuan Fang, He Li, Yueqi Wang, Mingwei Sima, Yan Bi, Donghui Yue
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Abstract

Pulmonary fibrosis (PF) is a chronic interstitial lung disease characterized by the destruction of alveolar structures, the abnormal accumulation of extracellular matrix (ECM), and ultimately respiratory failure. Although previous studies have shown that plasma proteins play an important role in the onset and progression of PF, there is currently a lack of systematic studies on causal relationships. To address the identified gap, the study employs the MR method to identify potential drug targets associated with PF. Plasma protein data (pQTL, exposure) were sourced from Ferkingstad et al. (n = 35,559), and PF-related summary statistics were obtained from the GWAS database (n = 469,126). The study integrates enrichment analysis, protein-protein interaction (PPI) networks, drug prediction, molecular docking, and single-cell sequencing to further evaluate the biological functions and pharmacological potential of the identified targets. In the MR analysis, 64 genetic loci were significantly associated with the occurrence of PF. Further reverse Mendelian analysis revealed a positive causal relationship between PF and genes such as NPTX1, IL31, and CTSE, suggesting that these proteins may play a promotive role in the onset and progression of pulmonary fibrosis. The PPI network analysis identified core genes such as CDH1, CRP, VTN, COL1A1, and MAPK8, which are involved in the key pathological processes of PF, including cell signaling, ECM remodeling, and immune responses. The drug prediction analysis identified potential drugs such as sorafenib, vitamin C, and vitamin E, and the molecular docking analysis showed good binding between the drugs and the proteins. The single-cell sequencing results showed that core genes were highly expressed in fibroblasts and alveolar type II cells, confirming their potential role in the pathogenesis of PF. This study successfully identifies 64 potential drug targets for PF, with 10 core targets considered particularly promising for clinical trials. These findings offer valuable insights into the molecular mechanisms underlying PF and open new avenues for the development of targeted therapies. This research may accelerate the development of effective PF treatments and reduce drug development costs by providing more precise and personalized approaches to managing the disease.

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评估血浆蛋白与肺纤维化之间的因果关系:基于孟德尔随机化的系统分析。
肺纤维化(PF)是一种慢性间质性肺疾病,其特征是肺泡结构破坏,细胞外基质(ECM)异常积聚,最终导致呼吸衰竭。虽然已有研究表明血浆蛋白在PF的发生和发展中起重要作用,但目前缺乏系统的因果关系研究。为了弥补这一空白,本研究采用MR方法确定与PF相关的潜在药物靶点,血浆蛋白数据(pQTL,暴露)来自Ferkingstad等人(n = 35,559),与PF相关的汇总统计数据来自GWAS数据库(n = 469,126)。该研究结合富集分析、蛋白-蛋白相互作用(PPI)网络、药物预测、分子对接、单细胞测序等方法,进一步评价鉴定靶点的生物学功能和药理潜力。在MR分析中,64个基因位点与PF的发生显著相关。进一步的反向孟德尔分析显示,PF与NPTX1、IL31和CTSE等基因之间存在正因果关系,提示这些蛋白可能在肺纤维化的发生和进展中起促进作用。PPI网络分析确定了CDH1、CRP、VTN、COL1A1和MAPK8等核心基因,这些基因参与了PF的关键病理过程,包括细胞信号传导、ECM重塑和免疫反应。药物预测分析鉴定出索拉非尼、维生素C、维生素E等潜在药物,分子对接分析显示药物与蛋白质结合良好。单细胞测序结果显示,核心基因在成纤维细胞和肺泡II型细胞中高度表达,证实了它们在PF发病机制中的潜在作用。本研究成功鉴定出64个PF的潜在药物靶点,其中10个核心靶点被认为特别有临床试验前景。这些发现为PF的分子机制提供了有价值的见解,并为靶向治疗的发展开辟了新的途径。这项研究可能会通过提供更精确和个性化的方法来管理这种疾病,从而加速有效的PF治疗方法的开发,并降低药物开发成本。
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来源期刊
Biology-Basel
Biology-Basel Biological Science-Biological Science
CiteScore
5.70
自引率
4.80%
发文量
1618
审稿时长
11 weeks
期刊介绍: Biology (ISSN 2079-7737) is an international, peer-reviewed, quick-refereeing open access journal of Biological Science published by MDPI online. It publishes reviews, research papers and communications in all areas of biology and at the interface of related disciplines. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files regarding the full details of the experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material.
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