{"title":"An integrated investigation of mitochondrial genes in COPD reveals the causal effect of NDUFS2 by regulating pulmonary macrophages.","authors":"Xiaoli Zou, Qiqing Huang, Tutu Kang, Shaoran Shen, Chenxi Cao, Jianqing Wu","doi":"10.1186/s13062-025-00593-3","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Despite the increasing body of evidence that mitochondrial activities implicate in chronic obstructive pulmonary disease (COPD), we are still far from a causal-logical and mechanistic understanding of the mitochondrial malfunctions in COPD pathogenesis.</p><p><strong>Results: </strong>Differential expression genes (DEGs) from six publicly available bulk human lung tissue transcriptomic datasets of COPD patients were intersected with the known mitochondria-related genes from MitoCarta3.0 to obtain mitochondria-related DEGs associated with COPD (MitoDEGs). The 32 hub MitoDEGs identified from protein-protein interaction (PPI) networks demonstrated superior overall diagnostic efficacy to non-hub MitoDEGs. Random forest (RF) analysis, least absolute shrinkage and selection operator (LASSO) regression, and Mendelian Randomization (MR) analysis of hub MitoDEGs further nominated NDUFS2, CAT, and MRPL2 as causal MitoDEGs for COPD, whose predominate expressions in pulmonary macrophages were revealed by an independent single-cell transcriptomic dataset of COPD human lungs. Finally, NDUFS2 was evaluated as the top-ranked contributor to COPD in the nomogram model and its downregulation in pulmonary macrophages could result in pro-inflammatory secretion, enhanced intercellular communications, whereas depressed phagocytosis of macrophages as revealed by gene set variation analysis (GSVA) and cell-cell interaction (CCI) analysis of single-cell transcriptomic dataset of COPD human lungs, which was later confirmed in COPD mouse model and macrophage cell lines.</p><p><strong>Conclusions: </strong>Our study established the causal linkage between mitochondrial malfunctions and COPD, providing a potential therapeutic avenue to alleviate pulmonary inflammation accounting for COPD by targeting mitochondria-related genes. NDUFS2, a canonical component of mitochondrial electron respiratory chain, was highlighted instrumental for the susceptibility of risk-exposed individuals to COPD.</p>","PeriodicalId":9164,"journal":{"name":"Biology Direct","volume":"20 1","pages":"4"},"PeriodicalIF":5.7000,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11715544/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biology Direct","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1186/s13062-025-00593-3","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Despite the increasing body of evidence that mitochondrial activities implicate in chronic obstructive pulmonary disease (COPD), we are still far from a causal-logical and mechanistic understanding of the mitochondrial malfunctions in COPD pathogenesis.
Results: Differential expression genes (DEGs) from six publicly available bulk human lung tissue transcriptomic datasets of COPD patients were intersected with the known mitochondria-related genes from MitoCarta3.0 to obtain mitochondria-related DEGs associated with COPD (MitoDEGs). The 32 hub MitoDEGs identified from protein-protein interaction (PPI) networks demonstrated superior overall diagnostic efficacy to non-hub MitoDEGs. Random forest (RF) analysis, least absolute shrinkage and selection operator (LASSO) regression, and Mendelian Randomization (MR) analysis of hub MitoDEGs further nominated NDUFS2, CAT, and MRPL2 as causal MitoDEGs for COPD, whose predominate expressions in pulmonary macrophages were revealed by an independent single-cell transcriptomic dataset of COPD human lungs. Finally, NDUFS2 was evaluated as the top-ranked contributor to COPD in the nomogram model and its downregulation in pulmonary macrophages could result in pro-inflammatory secretion, enhanced intercellular communications, whereas depressed phagocytosis of macrophages as revealed by gene set variation analysis (GSVA) and cell-cell interaction (CCI) analysis of single-cell transcriptomic dataset of COPD human lungs, which was later confirmed in COPD mouse model and macrophage cell lines.
Conclusions: Our study established the causal linkage between mitochondrial malfunctions and COPD, providing a potential therapeutic avenue to alleviate pulmonary inflammation accounting for COPD by targeting mitochondria-related genes. NDUFS2, a canonical component of mitochondrial electron respiratory chain, was highlighted instrumental for the susceptibility of risk-exposed individuals to COPD.
期刊介绍:
Biology Direct serves the life science research community as an open access, peer-reviewed online journal, providing authors and readers with an alternative to the traditional model of peer review. Biology Direct considers original research articles, hypotheses, comments, discovery notes and reviews in subject areas currently identified as those most conducive to the open review approach, primarily those with a significant non-experimental component.