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Yi E, Li H, Liu Y, Li Q, Xie C, Sun R, Wu F, Deng Z, Zhou K, Wang H, Ran X, Zhou Y, Ran P. An integrated machine learning model of transcriptomic genes in multi-center chronic obstructive pulmonary disease reveals the causal role of TIMP4 in airway epithelial cell. Respir Res 2025; 26:158. [PMID: 40269868 PMCID: PMC12020095 DOI: 10.1186/s12931-025-03238-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2024] [Accepted: 04/15/2025] [Indexed: 04/25/2025] Open
Abstract
BACKGROUND Chronic obstructive pulmonary disease (COPD) is a heterogeneous syndrome, resulting in inconsistent findings across studies. Identifying a core set of genes consistently involved in COPD pathogenesis, independent of patient variability, is essential. METHODS We integrated lung tissue sequencing data from patients with COPD across two centers. We used weighted gene co-expression network analysis and machine learning to identify 13 potential pathogenic genes common to both centers. Additionally, a gene-based model was constructed to distinguish COPD at the molecular level and validated in independent cohorts. Gene expression in specific cell types was analyzed, and Mendelian randomization was used to confirm associations between candidate genes and lung function/COPD. Preliminary in vitro functional validation was performed on prioritized core candidate genes. RESULTS Tissue inhibitor of metalloproteinase 4 (TIMP4) was identified as a key pathogenic gene and validated in COPD cohorts. Further analysis using single-cell sequencing from mice and patients with COPD revealed that TIMP4 is involved in ciliated cells. In primary human airway epithelial cells cultured at the air-liquid interface, TIMP4 overexpression reduced ciliated cell numbers. CONCLUSIONS We developed a 13-gene model for distinguishing COPD at the molecular level and identified TIMP4 as a potential hub pathogenic gene. This finding provides insights into shared disease mechanisms and positions TIMP4 as a promising therapeutic target for further investigation.
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Affiliation(s)
- Erkang Yi
- Guangzhou National Laboratory, No.9 Xing Dao Huan Bei Road, Guangzhou International BioIsland, Guangzhou, 510005, Guangdong, China
| | - Haiqing Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Yu Liu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Qingyang Li
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Chengshu Xie
- Guangzhou National Laboratory, No.9 Xing Dao Huan Bei Road, Guangzhou International BioIsland, Guangzhou, 510005, Guangdong, China
| | - Ruining Sun
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Fan Wu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Zhishan Deng
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Kunning Zhou
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China
| | - Hairong Wang
- Guangzhou National Laboratory, No.9 Xing Dao Huan Bei Road, Guangzhou International BioIsland, Guangzhou, 510005, Guangdong, China
| | - Xinru Ran
- GMU-GIBH Joint School of Life Sciences, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Yumin Zhou
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China.
- Guangzhou National Laboratory, No.9 Xing Dao Huan Bei Road, Guangzhou International BioIsland, Guangzhou, 510005, Guangdong, China.
| | - Pixin Ran
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, No.195 Dong Feng Xi Road, Guangzhou, 510182, Guangdong, China.
- Guangzhou National Laboratory, No.9 Xing Dao Huan Bei Road, Guangzhou International BioIsland, Guangzhou, 510005, Guangdong, China.
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Yan K, Wang Y, Xin P. The Mediation of Circulating Inflammatory Proteins in the Causal Pathway from Immune Cells to COPD. Int J Chron Obstruct Pulmon Dis 2025; 20:245-257. [PMID: 39936140 PMCID: PMC11812440 DOI: 10.2147/copd.s495073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Accepted: 02/03/2025] [Indexed: 02/13/2025] Open
Abstract
Objective Observational studies have indicated that immune cells and circulating inflammatory proteins may play a dual role in the progression of COPD; however, the precise mechanisms remain uncertain. The objective of this study was to ascertain the causal relationship between immune cells and COPD and to quantify the potential role of circulating inflammatory proteins as mediators. Methods A two-sample Mendelian randomisation analysis was conducted involving 731 immune cells, 91 inflammatory proteins and COPD, utilising summary-level data from genome-wide association studies. The causal relationships between immune cells, inflammatory proteins and COPD were sequentially analysed by multivariate Mendelian randomisation and validated using Bayesian weighted Mendelian randomisation. Subsequently, sensitivity analyses were conducted, employing Cochran's Q test to assess heterogeneity, MR-PRESSO and MR-Egger tests to assess pleiotropy, and reverse MR and Steiger directionality tests to rule out reverse causality. Lastly, a two-step approach was employed to ascertain the proportion of inflammatory proteins that mediate immune cell-mediated effects in COPD. Results The combination of the inverse variance weighting method and the Bayesian weighting algorithm identified 30 immune cells that were found to be causally associated with COPD, as well as eight inflammatory proteins that were associated with COPD. By two-step analysis, six inflammatory proteins were found to mediate the effects of eight immune cell phenotypes on COPD, with CXCL10 having the highest percentage of mediation at 14.49%, followed by IL20RA at 11.47%. Conclusion This study provides a comprehensive investigation of the causal relationship between immune cells and COPD, as well as an estimation of the proportion of the effect of inflammatory proteins as mediators. These findings facilitate the identification of individuals at high risk of COPD and offer novel insights for early prevention and clinical intervention.
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Affiliation(s)
- Kunrong Yan
- Department of Anaesthesia, Chaoyang Second Hospital, Chaoyang, Liaoning, People’s Republic of China
| | - Yingjian Wang
- Department of Anaesthesia, Chaoyang Second Hospital, Chaoyang, Liaoning, People’s Republic of China
| | - Peng Xin
- Department of Anaesthesia, Chaoyang Second Hospital, Chaoyang, Liaoning, People’s Republic of China
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Khedoe PPSJ, van 't Wout EFA. Buddy, bystander or betrayer: B cells in lymphoid aggregates in AATD emphysema. Eur Respir J 2025; 65:2402163. [PMID: 39746767 DOI: 10.1183/13993003.02163-2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 11/18/2024] [Indexed: 01/04/2025]
Affiliation(s)
- P Padmini S J Khedoe
- PulmoScience Lab, Department of Pulmonology, Leiden University Medical Center, Leiden, The Netherlands
| | - Emily F A van 't Wout
- PulmoScience Lab, Department of Pulmonology, Leiden University Medical Center, Leiden, The Netherlands
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Jia L, Li N, van Unen V, Zwaginga JJ, Braun J, Hiemstra PS, Koning F, Khedoe PPSJ, Stolk J. Pulmonary and Systemic Immune Profiles Following Lung Volume Reduction Surgery and Allogeneic Mesenchymal Stromal Cell Treatment in Emphysema. Cells 2024; 13:1636. [PMID: 39404398 PMCID: PMC11476308 DOI: 10.3390/cells13191636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Revised: 09/19/2024] [Accepted: 09/20/2024] [Indexed: 10/19/2024] Open
Abstract
Emphysema in patients with chronic obstructive pulmonary disease (COPD) is characterized by progressive inflammation. Preclinical studies suggest that lung volume reduction surgery (LVRS) and mesenchymal stromal cell (MSC) treatment dampen inflammation. We investigated the effects of bone marrow-derived MSC (BM-MSC) and LVRS on circulating and pulmonary immune cell profiles in emphysema patients using mass cytometry. Blood and resected lung tissue were collected at the first LVRS (L1). Following 6-10 weeks of recovery, patients received a placebo or intravenous administration of 2 × 106 cells/kg bodyweight BM-MSC (n = 5 and n = 9, resp.) in week 3 and 4 before the second LVRS (L2), where blood and lung tissue were collected. Irrespective of BM-MSC or placebo treatment, proportions of circulating lymphocytes including central memory CD4 regulatory, effector memory CD8 and γδ T cells were higher, whereas myeloid cell percentages were lower in L2 compared to L1. In resected lung tissue, proportions of Treg (p = 0.0067) and anti-inflammatory CD163- macrophages (p = 0.0001) were increased in L2 compared to L1, while proportions of pro-inflammatory CD163+ macrophages were decreased (p = 0.0004). There were no effects of BM-MSC treatment on immune profiles in emphysema patients. However, we observed alterations in the circulating and pulmonary immune cells upon LVRS, suggesting the induction of anti-inflammatory responses potentially needed for repair processes.
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Affiliation(s)
- Li Jia
- Department of Immunology, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands; (L.J.)
- Department of Pulmonology, PulmoScience Lab, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands (J.S.)
| | - Na Li
- Department of Immunology, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands; (L.J.)
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory of Zoonosis Research of the Ministry of Education, Institute of Zoonosis and College of Veterinary Medicine, Jilin University, Changchun 130012, China
| | - Vincent van Unen
- Department of Immunology, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands; (L.J.)
| | - Jaap-Jan Zwaginga
- Department of Hematology, Leiden University Medical Center, 2333 Leiden, The Netherlands
| | - Jerry Braun
- Department of Cardiothoracic Surgery, Leiden University Medical Center, 2333 Leiden, The Netherlands
| | - Pieter S. Hiemstra
- Department of Pulmonology, PulmoScience Lab, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands (J.S.)
| | - Frits Koning
- Department of Immunology, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands; (L.J.)
| | - P. Padmini S. J. Khedoe
- Department of Pulmonology, PulmoScience Lab, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands (J.S.)
| | - Jan Stolk
- Department of Pulmonology, PulmoScience Lab, Leiden University Medical Center (LUMC), 2333 Leiden, The Netherlands (J.S.)
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Farrell LA, O’Rourke MB, Padula MP, Souza-Fonseca-Guimaraes F, Caramori G, Wark PAB, Dharmage SC, Hansbro PM. The Current Molecular and Cellular Landscape of Chronic Obstructive Pulmonary Disease (COPD): A Review of Therapies and Efforts towards Personalized Treatment. Proteomes 2024; 12:23. [PMID: 39189263 PMCID: PMC11348234 DOI: 10.3390/proteomes12030023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 08/13/2024] [Accepted: 08/14/2024] [Indexed: 08/28/2024] Open
Abstract
Chronic obstructive pulmonary disease (COPD) ranks as the third leading cause of global illness and mortality. It is commonly triggered by exposure to respiratory irritants like cigarette smoke or biofuel pollutants. This multifaceted condition manifests through an array of symptoms and lung irregularities, characterized by chronic inflammation and reduced lung function. Present therapies primarily rely on maintenance medications to alleviate symptoms, but fall short in impeding disease advancement. COPD's diverse nature, influenced by various phenotypes, complicates diagnosis, necessitating precise molecular characterization. Omics-driven methodologies, including biomarker identification and therapeutic target exploration, offer a promising avenue for addressing COPD's complexity. This analysis underscores the critical necessity of improving molecular profiling to deepen our comprehension of COPD and identify potential therapeutic targets. Moreover, it advocates for tailoring treatment strategies to individual phenotypes. Through comprehensive exploration-based molecular characterization and the adoption of personalized methodologies, innovative treatments may emerge that are capable of altering the trajectory of COPD, instilling optimism for efficacious disease-modifying interventions.
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Affiliation(s)
- Luke A. Farrell
- School of Life Sciences, Faculty of Science, University of Technology Sydney, Centre for Inflammation, Ultimo, NSW 2007, Australia;
| | - Matthew B. O’Rourke
- School of Life Sciences, Faculty of Science, University of Technology Sydney, Centre for Inflammation, Ultimo, NSW 2007, Australia;
| | - Matthew P. Padula
- School of Life Sciences, Faculty of Science, University of Technology Sydney, Ultimo, NSW 2007, Australia;
| | | | - Gaetano Caramori
- Pulmonology, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy;
| | - Peter A. B. Wark
- School of Translational Medicine, Monash University, Melbourne, VIC 3000, Australia;
| | - Shymali C. Dharmage
- Centre for Epidemiology and Biostatistics, School of Population and Global Health, The University of Melbourne, Melbourne, VIC 3000, Australia;
| | - Phillip M. Hansbro
- School of Life Sciences, Faculty of Science, University of Technology Sydney, Centre for Inflammation, Ultimo, NSW 2007, Australia;
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Cao Z, Wu T, Fang Y, Sun F, Ding H, Zhao L, Shi L. Dissecting causal relationships between immune cells, plasma metabolites, and COPD: a mediating Mendelian randomization study. Front Immunol 2024; 15:1406234. [PMID: 38868780 PMCID: PMC11168115 DOI: 10.3389/fimmu.2024.1406234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Accepted: 05/15/2024] [Indexed: 06/14/2024] Open
Abstract
Objective This study employed Mendelian Randomization (MR) to investigate the causal relationships among immune cells, COPD, and potential metabolic mediators. Methods Utilizing summary data from genome-wide association studies, we analyzed 731 immune cell phenotypes, 1,400 plasma metabolites, and COPD. Bidirectional MR analysis was conducted to explore the causal links between immune cells and COPD, complemented by two-step mediation analysis and multivariable MR to identify potential mediating metabolites. Results Causal relationships were identified between 41 immune cell phenotypes and COPD, with 6 exhibiting reverse causality. Additionally, 21 metabolites were causally related to COPD. Through two-step MR and multivariable MR analyses, 8 cell phenotypes were found to have causal relationships with COPD mediated by 8 plasma metabolites (including one unidentified), with 1-methylnicotinamide levels showing the highest mediation proportion at 26.4%. Conclusion We have identified causal relationships between 8 immune cell phenotypes and COPD, mediated by 8 metabolites. These findings contribute to the screening of individuals at high risk for COPD and offer insights into early prevention and the precocious diagnosis of Pre-COPD.
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Affiliation(s)
- Zhenghua Cao
- Graduate School, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
| | - Tong Wu
- Graduate School, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
| | - Yakun Fang
- Respiratory Disease Department, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
| | - Feng Sun
- Respiratory Disease Department, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
| | - Huan Ding
- Respiratory Disease Department, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
| | - Lingling Zhao
- Graduate School, Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
| | - Li Shi
- Respiratory Disease Department, Affiliated Hospital of Changchun University of Traditional Chinese Medicine, Changchun, Jilin, China
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Raasch K, Dupin I. [Modifications of distal pathways in COPD, in light of recent technological advances in imaging and transcriptomics]. Rev Mal Respir 2024; 41:269-273. [PMID: 38480097 DOI: 10.1016/j.rmr.2024.02.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 02/05/2024] [Indexed: 04/15/2024]
Abstract
Chronic obstructive pulmonary disease (COPD) is a chronic respiratory disease characterized by a non-reversible limitation of expiratory airflow. In patients with COPD, distal airways are the major site of obstruction; early in the course of the disease, they show signs of being remodeled, inflamed, and/or obliterated. Recent technological advances, particularly in imaging and transcriptomics, have provided new information on this key area of the lung. The objective of this review is to provide an updated overall vision of knowledge on distal airways and how they are damaged in COPD.
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Affiliation(s)
- K Raasch
- Univ-Bordeaux, Centre de Recherche Cardio-thoracique de Bordeaux, U1045, Pessac, France; INSERM, Centre de Recherche Cardio-thoracique de Bordeaux, U1045, Pessac, France.
| | - I Dupin
- Univ-Bordeaux, Centre de Recherche Cardio-thoracique de Bordeaux, U1045, Pessac, France; INSERM, Centre de Recherche Cardio-thoracique de Bordeaux, U1045, Pessac, France.
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