Integrative multi-omics identifies a four-gene diagnostic signature linking immune dysfunction and airway remodeling in COPD.

IF 3.2 3区 医学 Q2 RESPIRATORY SYSTEM
Wenbo Du, Yukun Wang, Xiang Li, Ruirui Wang, Shuping Tong
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引用次数: 0

Abstract

BackgroundEarly diagnosis of chronic obstructive pulmonary disease (COPD) remains challenging due to the limited sensitivity of spirometry and imaging in early-stage disease and the lack of reliable blood-based biomarkers. COPD is increasingly recognized as a heterogeneous disorder driven by coordinated immune dysregulation and airway structural remodeling; however, clinically applicable molecular signatures that capture these processes are still lacking.ObjectivesTo identify and validate a blood-based diagnostic signature for COPD and to explore the underlying immune and structural remodeling mechanisms.DesignA multi-stage integrative study combining retrospective bioinformatics analysis with prospective experimental validation.MethodsPublic lung transcriptomic datasets were used to identify COPD-associated candidate genes through differential expression, co-expression network, and machine-learning analyses. Candidate genes were validated by RT-qPCR in peripheral blood samples from stable COPD patients and healthy controls. Exploratory immune, single-cell, virtual perturbation, and molecular simulation analyses were performed to assess potential biological relevance.ResultsFour lung-derived candidate genes, AC079767.4, CEP55, EMR3, and ATP6V0D2, were identified. In peripheral blood validation, CEP55 and ATP6V0D2 showed the strongest diagnostic performance, whereas AC079767.4 showed limited blood-based discriminatory ability. Functional and immune analyses suggested that these genes may be associated with intracellular pH regulation, vesicular acidification, cytokinesis, immune imbalance, and inflammatory pathways. Single-cell analysis indicated that CEP55 was mainly enriched in epithelial, endothelial, and smooth muscle cells, whereas ATP6V0D2 was enriched in macrophages and monocytes. Virtual perturbation and molecular simulation analyses provided hypothesis-generating evidence for possible involvement in antigen presentation, T-helper-cell-related pathways, and ligand-target interactions.ConclusionThis study identified four lung-derived COPD-associated candidate genes through integrative transcriptomic, network, and machine-learning analyses. Among them, CEP55 and ATP6V0D2 showed the strongest peripheral-blood diagnostic performance and biological plausibility, supporting their prioritization as candidate circulating biomarkers for further validation. Exploratory docking and MD simulations suggested possible ligand-target interactions involving CEP55 and ATP6V0D2, but these computational findings require experimental pharmacological validation before any therapeutic relevance can be inferred.

综合多组学鉴定了COPD患者免疫功能障碍和气道重塑相关的四基因诊断特征。
慢性阻塞性肺疾病(COPD)的诊断仍然具有挑战性,因为早期疾病的肺活量测定和成像灵敏度有限,并且缺乏可靠的血液生物标志物。慢性阻塞性肺病越来越被认为是一种异质性疾病,由协调的免疫失调和气道结构重塑驱动;然而,临床应用的分子特征捕捉这些过程仍然缺乏。目的鉴定和验证COPD的血液诊断特征,并探讨潜在的免疫和结构重塑机制。设计一项多阶段综合研究,结合回顾性生物信息学分析和前瞻性实验验证。方法利用公开的肺转录组数据集,通过差异表达、共表达网络和机器学习分析,鉴定copd相关的候选基因。候选基因通过RT-qPCR在稳定期COPD患者和健康对照者的外周血样本中进行验证。探索性免疫、单细胞、虚拟扰动和分子模拟分析来评估潜在的生物学相关性。结果共鉴定出AC079767.4、CEP55、EMR3和ATP6V0D2 4个肺源性候选基因。在外周血验证中,CEP55和ATP6V0D2表现出最强的诊断能力,而AC079767.4表现出有限的基于血液的区分能力。功能和免疫分析表明,这些基因可能与细胞内pH调节、囊泡酸化、细胞分裂、免疫失衡和炎症途径有关。单细胞分析表明,CEP55主要富集于上皮细胞、内皮细胞和平滑肌细胞,而ATP6V0D2富集于巨噬细胞和单核细胞。虚拟扰动和分子模拟分析为可能参与抗原呈递、t辅助细胞相关途径和配体-靶标相互作用提供了假设生成证据。本研究通过综合转录组学、网络和机器学习分析确定了四个肺源性copd相关候选基因。其中,CEP55和ATP6V0D2表现出最强的外周血诊断性能和生物学合理性,支持其优先作为候选循环生物标志物进行进一步验证。探索性对接和MD模拟表明,CEP55和ATP6V0D2可能与配体-靶标相互作用,但这些计算结果需要在推断任何治疗相关性之前进行实验药理学验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.90
自引率
0.00%
发文量
57
审稿时长
15 weeks
期刊介绍: Therapeutic Advances in Respiratory Disease delivers the highest quality peer-reviewed articles, reviews, and scholarly comment on pioneering efforts and innovative studies across all areas of respiratory disease.
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