Xiaoxia Li , Qiaojing Lin , Bingyue Guan , Minghuan Yang , Xingxin Huang , Lianhuang Li , Chun Chen , Jinsheng Hong , Mingwei Zhang
{"title":"Multi-Omics Analysis Links Mitochondrial-Related Genes to Idiopathic Pulmonary Fibrosis and In Vivo Transcriptome Validation","authors":"Xiaoxia Li , Qiaojing Lin , Bingyue Guan , Minghuan Yang , Xingxin Huang , Lianhuang Li , Chun Chen , Jinsheng Hong , Mingwei Zhang","doi":"10.1016/j.trsl.2025.02.002","DOIUrl":null,"url":null,"abstract":"<div><div>Mitochondrial dysfunction is closely associated with idiopathic pulmonary fibrosis (IPF). However, the causal association between mitochondria-related genes and IPF remains to be determined. We obtained gene expression, protein abundance, and methylation quantitative trait locus data for mitochondria-related genes from previous studies. Genome-wide association study data for patients with IPF were obtained from the FinnGen study. A two-sample Mendelian randomisation analysis was conducted to assess the association between mitochondria-related genes and IPF. Furthermore, we conducted validation of expression differences utilizing transcriptome data derived from the BLM-induced pulmonary fibrosis mouse model (n=15). Concurrently, multiphoton imaging was utilized to quantify collagen contents and structural assessment. The direction of causality was verified using the Steiger test, and colocalisation analysis was used to better validate causality. Single-cell data were used to explore the localisation and expression of positive genes across different cell types. The study identified significant associations between mitochondria-related genes and IPF, with <em>POLG</em> and <em>NDUFB10</em> classified as Grade 1; <em>LYRM4, NBR1</em>, and <em>ACSF3</em> as Grade 2; <em>MCL1, GFER, MFN2, IVD</em>, and <em>SLC25A35</em> as Grade 3; and <em>METAP1D</em> and <em>MTX1</em> as Grade 4. Single-cell analysis showed elevated expression of <em>NBR1, MCL1</em>, and <em>MTX1</em> in pulmonary myofibroblasts of IPF. This study elucidated the causal effects of mitochondria-related genes on IPF, underscoring their significance in pathogenesis. These findings contribute to an improved understanding of the mechanisms underlying IPF, offering new potential therapeutic targets for interventions.</div></div>","PeriodicalId":23226,"journal":{"name":"Translational Research","volume":"278 ","pages":"Pages 10-21"},"PeriodicalIF":6.4000,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Translational Research","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1931524425000234","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICAL LABORATORY TECHNOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Mitochondrial dysfunction is closely associated with idiopathic pulmonary fibrosis (IPF). However, the causal association between mitochondria-related genes and IPF remains to be determined. We obtained gene expression, protein abundance, and methylation quantitative trait locus data for mitochondria-related genes from previous studies. Genome-wide association study data for patients with IPF were obtained from the FinnGen study. A two-sample Mendelian randomisation analysis was conducted to assess the association between mitochondria-related genes and IPF. Furthermore, we conducted validation of expression differences utilizing transcriptome data derived from the BLM-induced pulmonary fibrosis mouse model (n=15). Concurrently, multiphoton imaging was utilized to quantify collagen contents and structural assessment. The direction of causality was verified using the Steiger test, and colocalisation analysis was used to better validate causality. Single-cell data were used to explore the localisation and expression of positive genes across different cell types. The study identified significant associations between mitochondria-related genes and IPF, with POLG and NDUFB10 classified as Grade 1; LYRM4, NBR1, and ACSF3 as Grade 2; MCL1, GFER, MFN2, IVD, and SLC25A35 as Grade 3; and METAP1D and MTX1 as Grade 4. Single-cell analysis showed elevated expression of NBR1, MCL1, and MTX1 in pulmonary myofibroblasts of IPF. This study elucidated the causal effects of mitochondria-related genes on IPF, underscoring their significance in pathogenesis. These findings contribute to an improved understanding of the mechanisms underlying IPF, offering new potential therapeutic targets for interventions.
期刊介绍:
Translational Research (formerly The Journal of Laboratory and Clinical Medicine) delivers original investigations in the broad fields of laboratory, clinical, and public health research. Published monthly since 1915, it keeps readers up-to-date on significant biomedical research from all subspecialties of medicine.