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Curtis JL. Understanding COPD Etiology, Pathophysiology, and Definition. Respir Care 2023; 68:859-870. [PMID: 37353333 PMCID: PMC10289621 DOI: 10.4187/respcare.10873] [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] [Indexed: 06/25/2023]
Abstract
COPD, one of the leading worldwide health problems, currently lacks truly disease-modifying medical therapies applicable to most patients. Developing such novel therapies has been hampered by the marked heterogeneity of phenotypes between individuals with COPD. Such heterogeneity suggests that, rather than a single cause (particularly just direct inhalation of tobacco products), development and progression of COPD likely involve both complex gene-by-environment interactions to multiple inhalational exposures and a variety of molecular pathways. However, there has been considerable recent progress toward understanding how specific pathological processes can lead to discrete COPD phenotypes, particularly that of small airways disease. Advances in imaging techniques that correlate to specific types of histological damage, and in the immunological mechanisms of lung damage in COPD, hold promise for development of personalized therapies. At the same time, there is growing recognition that the current diagnostic criteria for COPD, based solely on spirometry, exclude large numbers of individuals with very similar disease manifestations. This concise review summarizes current understanding of the etiology and pathophysiology of COPD and provides background explaining the increasing calls to expand the diagnostic criteria used to diagnose COPD and some challenges in doing so.
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Affiliation(s)
- Jeffrey L Curtis
- Medical Service, VA Ann Arbor Healthcare System, Ann Arbor, Michigan; Division of Pulmonary and Critical Care Medicine, Michigan Medicine, Ann Arbor, Michigan; and Graduate Program in Immunology, University of Michigan, Ann Arbor, Michigan.
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2
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Qi C, Sun SW, Xiong XZ. From COPD to Lung Cancer: Mechanisms Linking, Diagnosis, Treatment, and Prognosis. Int J Chron Obstruct Pulmon Dis 2022; 17:2603-2621. [PMID: 36274992 PMCID: PMC9586171 DOI: 10.2147/copd.s380732] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 09/30/2022] [Indexed: 11/23/2022] Open
Abstract
Many studies have proved that the pathogenesis of the chronic obstructive pulmonary disease (COPD) and lung cancer is related, and may cause and affect each other to a certain extent. In fact, the change of chronic airway obstruction will continue to have an impact on the screening, treatment, and prognosis of lung cancer.In this comprehensive review, we outlined the links and heterogeneity between COPD and lung cancer and finds that factors such as gene expression and genetic susceptibility, epigenetics, smoking, epithelial mesenchymal transformation (EMT), chronic inflammation, and oxidative stress injury may all play a role in the process. Although the relationship between these two diseases have been largely determined, the methods to prevent lung cancer in COPD patients are still limited. Early diagnosis is still the key to a better prognosis. Thus, it is necessary to establish more intuitive screening evaluation criteria and find suitable biomarkers for lung cancer screening in high-risk populations with COPD. Some studies have indicated that COPD may change the efficacy of anti-tumor therapy by affecting the response of lung cancer patients to immune checkpoint inhibitors (ICIs). And for lung cancer patients with COPD, the standardized management of COPD can improve the prognosis. The treatment of lung cancer patients with COPD is an individualized, comprehensive, and precise process. The development of new targets and new strategies of molecular targeted therapy may be the breakthrough for disease treatment in the future.
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Affiliation(s)
- Chang Qi
- Department of Respiratory and Critical Care Medicine, NHC Key Laboratory of Pulmonary Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Sheng-Wen Sun
- Department of Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China
| | - Xian-Zhi Xiong
- Department of Respiratory and Critical Care Medicine, NHC Key Laboratory of Pulmonary Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, People’s Republic of China,Correspondence: Xian-Zhi Xiong, Department of Respiratory and Critical Care Medicine, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1277 Jiefang Avenue, Wuhan, 430022, People’s Republic of China, Tel/Fax +86 27-85726705, Email
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3
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Zhang DW, Ye JJ, Sun Y, Ji S, Kang JY, Wei YY, Fei GH. CD19 and POU2AF1 are Potential Immune-Related Biomarkers Involved in the Emphysema of COPD: On Multiple Microarray Analysis. J Inflamm Res 2022; 15:2491-2507. [PMID: 35479834 PMCID: PMC9035466 DOI: 10.2147/jir.s355764] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 04/05/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose Emphysema is the main cause of the progression of chronic obstructive pulmonary disease (COPD). This study aimed to identify the key genes involved in COPD-related emphysema. Patients and Methods GSE76925 was downloaded from Gene Expression Omnibus database. Protein–protein interaction networks of differentially expressed genes (DEGs) between control and COPD groups were constructed to identify hub genes using Cytoscape. Diagnostic performance of hub genes was evaluated using receiver operating characteristic analysis. Correlation analysis was performed to identify the key genes by analyzing the relationship between the hub genes and lung function and computed tomography (CT) indexes of emphysema. COPD patients were then divided into two groups based on the median expression of key genes and DEGs between these two groups were identified. Enrichment analysis of DEGs and correlation analysis between key genes and the infiltration of the immune cells were also analyzed. Finally, the role of key genes was evaluated in a lung tissues dataset (GSE47460) and a blood dataset (GSE76705). Additionally, the expression of key genes was validated by quantitative real-time polymerase chain reaction and immunohistochemistry. Results CD19 and POU2AF1 had diagnostic efficacy for COPD and were significantly correlated with lung function and CT indexes of emphysema. Enrichment and immune analyses revealed that CD19 and POU2AF1 were correlated with the B cells in COPD. These results were consistent in GSE47460. The expression of CD19 and POU2AF1 in blood was the opposite of that in lung tissues, and CD19 and POU2AF1 were both significantly upregulated in COPD lung tissues at both the mRNA and protein levels. Conclusion CD19 and POU2AF1 may serve as key regulators of emphysema and contribute to the progression of COPD by regulating the B-cell immunology. Targeting B cells may be a promising strategy for treating COPD.
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Affiliation(s)
- Da-Wei Zhang
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
| | - Jing-Jing Ye
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
| | - Ying Sun
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
| | - Shuang Ji
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
| | - Jia-Ying Kang
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
| | - Yuan-Yuan Wei
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
| | - Guang-He Fei
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China
- Key Laboratory of Respiratory Diseases Research and Medical Transformation of Anhui Province, Hefei, 230022, Anhui Province, People’s Republic of China
- Correspondence: Guang-He Fei, Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Anhui Medical University, Hefei, 230022, Anhui Province, People’s Republic of China, Tel +86 551 6292 2013, Fax +86 551 6363 5578, Email
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4
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Li X, Noell G, Tabib T, Gregory AD, Trejo Bittar HE, Vats R, Kaminski TW, Sembrat J, Snyder ME, Chandra D, Chen K, Zou C, Zhang Y, Sundd P, McDyer JF, Sciurba F, Rojas M, Lafyatis R, Shapiro SD, Faner R, Nyunoya T. Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD. Respir Res 2021; 22:100. [PMID: 33823868 PMCID: PMC8022543 DOI: 10.1186/s12931-021-01675-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Accepted: 03/02/2021] [Indexed: 12/11/2022] Open
Abstract
Background Whole lung tissue transcriptomic profiling studies in chronic obstructive pulmonary disease (COPD) have led to the identification of several genes associated with the severity of airflow limitation and/or the presence of emphysema, however, the cell types driving these gene expression signatures remain unidentified. Methods To determine cell specific transcriptomic changes in severe COPD, we conducted single-cell RNA sequencing (scRNA seq) on n = 29,961 cells from the peripheral lung parenchymal tissue of nonsmoking subjects without underlying lung disease (n = 3) and patients with severe COPD (n = 3). The cell type composition and cell specific gene expression signature was assessed. Gene set enrichment analysis (GSEA) was used to identify the specific cell types contributing to the previously reported transcriptomic signatures. Results T-distributed stochastic neighbor embedding and clustering of scRNA seq data revealed a total of 17 distinct populations. Among them, the populations with more differentially expressed genes in cases vs. controls (log fold change >|0.4| and FDR = 0.05) were: monocytes (n = 1499); macrophages (n = 868) and ciliated epithelial cells (n = 590), respectively. Using GSEA, we found that only ciliated and cytotoxic T cells manifested a trend towards enrichment of the previously reported 127 regional emphysema gene signatures (normalized enrichment score [NES] = 1.28 and = 1.33, FDR = 0.085 and = 0.092 respectively). Among the significantly altered genes present in ciliated epithelial cells of the COPD lungs, QKI and IGFBP5 protein levels were also found to be altered in the COPD lungs. Conclusions scRNA seq is useful for identifying transcriptional changes and possibly individual protein levels that may contribute to the development of emphysema in a cell-type specific manner. ![]()
Supplementary Information The online version contains supplementary material available at 10.1186/s12931-021-01675-2.
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Affiliation(s)
- Xiuying Li
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA.,VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
| | - Guillaume Noell
- Centro Investigación Biomedica en Red (CIBERES), Institut D'investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain
| | - Tracy Tabib
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Alyssa D Gregory
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | | | - Ravi Vats
- Vascular Medicine Institute, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - Tomasz W Kaminski
- Vascular Medicine Institute, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - John Sembrat
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Mark E Snyder
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Divay Chandra
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Kong Chen
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Chunbin Zou
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA.,VA Pittsburgh Healthcare System, Pittsburgh, PA, USA
| | - Yingze Zhang
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Prithu Sundd
- Vascular Medicine Institute, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| | - John F McDyer
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Frank Sciurba
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Mauricio Rojas
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Robert Lafyatis
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Steve D Shapiro
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA
| | - Rosa Faner
- Centro Investigación Biomedica en Red (CIBERES), Institut D'investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain
| | - Toru Nyunoya
- Department of Medicine, University of Pittsburgh, NW628 UPMC Montefiore, 3459 Fifth Avenue, Pittsburgh, PA, 15213, USA. .,VA Pittsburgh Healthcare System, Pittsburgh, PA, USA.
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5
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Barnes PJ, Anderson GP, Fagerås M, Belvisi MG. Chronic lung diseases: prospects for regeneration and repair. Eur Respir Rev 2021; 30:30/159/200213. [PMID: 33408088 PMCID: PMC9488945 DOI: 10.1183/16000617.0213-2020] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 08/17/2020] [Indexed: 12/17/2022] Open
Abstract
COPD and idiopathic pulmonary fibrosis (IPF) together represent a considerable unmet medical need, and advances in their treatment lag well behind those of other chronic conditions. Both diseases involve maladaptive repair mechanisms leading to progressive and irreversible damage. However, our understanding of the complex underlying disease mechanisms is incomplete; with current diagnostic approaches, COPD and IPF are often discovered at an advanced stage and existing definitions of COPD and IPF can be misleading. To halt or reverse disease progression and achieve lung regeneration, there is a need for earlier identification and treatment of these diseases. A precision medicine approach to treatment is also important, involving the recognition of disease subtypes, or endotypes, according to underlying disease mechanisms, rather than the current “one-size-fits-all” approach. This review is based on discussions at a meeting involving 38 leading global experts in chronic lung disease mechanisms, and describes advances in the understanding of the pathology and molecular mechanisms of COPD and IPF to identify potential targets for reversing disease degeneration and promoting tissue repair and lung regeneration. We also discuss limitations of existing disease measures, technical advances in understanding disease pathology, and novel methods for targeted drug delivery. Treatment outcomes with COPD and IPF are suboptimal. Better understanding of the diseases, such as targetable repair mechanisms, may generate novel therapies, and earlier diagnosis and treatment is needed to stop or even reverse disease progression.https://bit.ly/2Ga8J1g
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Affiliation(s)
- Peter J Barnes
- National Heart & Lung Institute, Imperial College London, London, UK
| | - Gary P Anderson
- Lung Health Research Centre, University of Melbourne, Melbourne, Australia
| | | | - Maria G Belvisi
- National Heart & Lung Institute, Imperial College London, London, UK.,Respiratory and Immunology, BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden
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6
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Kachroo P, Morrow JD, Kho AT, Vyhlidal CA, Silverman EK, Weiss ST, Tantisira KG, DeMeo DL. Co-methylation analysis in lung tissue identifies pathways for fetal origins of COPD. Eur Respir J 2020; 56:13993003.02347-2019. [PMID: 32482784 DOI: 10.1183/13993003.02347-2019] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 05/21/2020] [Indexed: 12/21/2022]
Abstract
COPD likely has developmental origins; however, the underlying molecular mechanisms are not fully identified. Investigation of lung tissue-specific epigenetic modifications such as DNA methylation using network approaches might facilitate insights linking in utero smoke (IUS) exposure and risk for COPD in adulthood.We performed genome-wide methylation profiling for adult lung DNA from 160 surgical samples and 78 fetal lung DNA samples isolated from discarded tissue at 8-18 weeks of gestation. Co-methylation networks were constructed to identify preserved modules that shared methylation patterns in fetal and adult lung tissues and associations with fetal IUS exposure, gestational age and COPD.Weighted correlation networks highlighted preserved and co-methylated modules for both fetal and adult lung data associated with fetal IUS exposure, COPD and lower adult lung function. These modules were significantly enriched for genes involved in embryonic organ development and specific inflammation-related pathways, including Hippo, phosphatidylinositol 3-kinase/protein kinase B (PI3K/AKT), Wnt, mitogen-activated protein kinase and transforming growth factor-β signalling. Gestational age-associated modules were remarkably preserved for COPD and lung function, and were also annotated to genes enriched for the Wnt and PI3K/AKT pathways.Epigenetic network perturbations in fetal lung tissue exposed to IUS and of early lung development recapitulated in adult lung tissue from ex-smokers with COPD. Overlapping fetal and adult lung tissue network modules highlighted putative disease pathways supportive of exposure-related and age-associated developmental origins of COPD.
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Affiliation(s)
- Priyadarshini Kachroo
- Channing Division of Network Medicine, Dept of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Jarrett D Morrow
- Channing Division of Network Medicine, Dept of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Alvin T Kho
- Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | | | - Edwin K Silverman
- Channing Division of Network Medicine, Dept of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Scott T Weiss
- Channing Division of Network Medicine, Dept of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Kelan G Tantisira
- Channing Division of Network Medicine, Dept of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Dawn L DeMeo
- Channing Division of Network Medicine, Dept of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA .,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, USA
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7
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Lee EY, Mak ACY, Hu D, Sajuthi S, White MJ, Keys KL, Eckalbar W, Bonser L, Huntsman S, Urbanek C, Eng C, Jain D, Abecasis G, Kang HM, Germer S, Zody MC, Nickerson DA, Erle D, Ziv E, Rodriguez-Santana J, Seibold MA, Burchard EG. Whole-Genome Sequencing Identifies Novel Functional Loci Associated with Lung Function in Puerto Rican Youth. Am J Respir Crit Care Med 2020; 202:962-972. [PMID: 32459537 PMCID: PMC7528787 DOI: 10.1164/rccm.202002-0351oc] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Accepted: 05/27/2020] [Indexed: 12/22/2022] Open
Abstract
Rationale: Puerto Ricans have the highest childhood asthma prevalence in the United States (23.6%); however, the etiology is uncertain.Objectives: In this study, we sought to uncover the genetic architecture of lung function in Puerto Rican youth with and without asthma who were recruited from the island (n = 836).Methods: We used admixture-mapping and whole-genome sequencing data to discover genomic regions associated with lung function. Functional roles of the prioritized candidate SNPs were examined with chromatin immunoprecipitation sequencing, RNA sequencing, and expression quantitative trait loci data.Measurements and Main Results: We discovered a genomic region at 1q32 that was significantly associated with a 0.12-L decrease in the lung volume of exhaled air (95% confidence interval, -0.17 to -0.07; P = 6.62 × 10-8) with each allele of African ancestry. Within this region, two SNPs were expression quantitative trait loci of TMEM9 in nasal airway epithelial cells and MROH3P in esophagus mucosa. The minor alleles of these SNPs were associated with significantly decreased lung function and decreased TMEM9 gene expression. Another admixture-mapping peak was observed on chromosome 5q35.1, indicating that each Native American ancestry allele was associated with a 0.15-L increase in lung function (95% confidence interval, 0.08-0.21; P = 5.03 × 10-6). The region-based association tests identified four suggestive windows that harbored candidate rare variants associated with lung function.Conclusions: We identified common and rare genetic variants that may play a critical role in lung function among Puerto Rican youth. We independently validated an inflammatory pathway that could potentially be used to develop more targeted treatments and interventions for patients with asthma.
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Affiliation(s)
- Eunice Y. Lee
- Department of Bioengineering and Therapeutic Sciences and
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Angel C. Y. Mak
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Donglei Hu
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Satria Sajuthi
- Department of Pediatrics, Center for Genes, Environment, and Health, and
| | - Marquitta J. White
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Kevin L. Keys
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | | | - Luke Bonser
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Scott Huntsman
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Cydney Urbanek
- Department of Pediatrics, Center for Genes, Environment, and Health, and
| | - Celeste Eng
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | | | - Gonçalo Abecasis
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan
- Regeneron Pharmaceuticals, Tarrytown, New York
| | - Hyun M. Kang
- Center for Statistical Genetics, University of Michigan, Ann Arbor, Michigan
| | | | | | - Deborah A. Nickerson
- Department of Genome Sciences, University of Washington, Seattle, Washington
- Northwest Genomics Center, Seattle, Washington
- Brotman Baty Institute, Seattle, Washington
| | - David Erle
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | - Elad Ziv
- Department of Medicine, University of California, San Francisco, San Francisco, California
| | | | - Max A. Seibold
- Department of Pediatrics, Center for Genes, Environment, and Health, and
- Department of Pediatrics, National Jewish Health, Denver, Colorado
- Division of Pulmonary Sciences and Critical Care Medicine, Department of Medicine, University of Colorado–Anschutz Medical Campus, Aurora, Colorado
| | - Esteban G. Burchard
- Department of Bioengineering and Therapeutic Sciences and
- Department of Medicine, University of California, San Francisco, San Francisco, California
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8
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Han MK, Martinez FJ. Host, Gender, and Early-Life Factors as Risks for Chronic Obstructive Pulmonary Disease. Clin Chest Med 2020; 41:329-337. [PMID: 32800188 PMCID: PMC7993923 DOI: 10.1016/j.ccm.2020.06.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Although smoking results in lung pathology in many, still not all smokers develop chronic obstructive pulmonary disease (COPD). Roughly a quarter of patients with COPD have never smoked. An understanding of both host and environmental factors beyond smoking that contribute to disease development remain critical to understanding disease prevention and ultimately effectively intervene. In this article, we summarize host factors, including genetics and gender, as well as early-life events that contribute to the development of COPD.
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Affiliation(s)
- MeiLan K Han
- Division of Pulmonary and Critical Care Medicine, University of Michigan School of Medicine, 3916 Taubman Center, 1500 East Medical Center Drive, Ann Arbor, MI 48109, USA
| | - Fernando J Martinez
- Division of Pulmonary and Critical Care Medicine, Internal Medicine, Weill Cornell Medicine, New York, NY, USA.
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9
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Freeman CM, Curtis JL. It's Complicated: Lung Dendritic Cells in Chronic Obstructive Pulmonary Disease. Am J Respir Crit Care Med 2020; 202:479-481. [PMID: 32286855 PMCID: PMC7427380 DOI: 10.1164/rccm.202004-0899ed] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Affiliation(s)
- Christine M Freeman
- Research ServiceVeterans Affairs Ann Arbor Healthcare SystemAnn Arbor, Michigan
- Department of Internal MedicineMichigan MedicineAnn Arbor, Michigan
- Graduate Program in ImmunologyUniversity of MichiganAnn Arbor, Michiganand
| | - Jeffrey L Curtis
- Department of Internal MedicineMichigan MedicineAnn Arbor, Michigan
- Graduate Program in ImmunologyUniversity of MichiganAnn Arbor, Michiganand
- Medical ServiceVA Ann Arbor Healthcare SystemAnn Arbor, Michigan
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10
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Boueiz A, Pham B, Chase R, Lamb A, Lee S, Naing ZZC, Cho MH, Parker MM, Sakornsakolpat P, Hersh CP, Crapo JD, Stergachis AB, Tal-Singer R, DeMeo DL, Silverman EK, Zhou X, Castaldi PJ. Integrative Genomics Analysis Identifies ACVR1B as a Candidate Causal Gene of Emphysema Distribution. Am J Respir Cell Mol Biol 2019; 60:388-398. [PMID: 30335480 DOI: 10.1165/rcmb.2018-0110oc] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Genome-wide association studies (GWAS) have identified multiple associations with emphysema apicobasal distribution (EABD), but the biological functions of these variants are unknown. To characterize the functions of EABD-associated variants, we integrated GWAS results with 1) expression quantitative trait loci (eQTL) from the Genotype Tissue Expression (GTEx) project and subjects in the COPDGene (Genetic Epidemiology of COPD) study and 2) cell type epigenomic marks from the Roadmap Epigenomics project. On the basis of these analyses, we selected a variant near ACVR1B (activin A receptor type 1B) for functional validation. SNPs from 168 loci with P values less than 5 × 10-5 in the largest GWAS meta-analysis of EABD were analyzed. Eighty-four loci overlapped eQTL, with 12 of these loci showing greater than 80% likelihood of harboring a single, shared GWAS and eQTL causal variant. Seventeen cell types were enriched for overlap between EABD loci and Roadmap Epigenomics marks (permutation P < 0.05), with the strongest enrichment observed in CD4+, CD8+, and regulatory T cells. We selected a putative causal variant, rs7962469, associated with ACVR1B expression in lung tissue for additional functional investigation, and reporter assays confirmed allele-specific regulatory activity for this variant in human bronchial epithelial and Jurkat immune cell lines. ACVR1B expression levels exhibit a nominally significant association with emphysema distribution. EABD-associated loci are preferentially enriched in regulatory elements of multiple cell types, most notably T-cell subsets. Multiple EABD loci colocalize to regulatory elements that are active across multiple tissues and cell types, and functional analyses confirm the presence of an EABD-associated functional variant that regulates ACVR1B expression, indicating that transforming growth factor-β signaling plays a role in the EABD phenotype. Clinical trial registered with www.clinicaltrials.gov (NCT00608764).
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Affiliation(s)
- Adel Boueiz
- 1 Channing Division of Network Medicine.,2 Division of Pulmonary and Critical Care Medicine
| | | | | | | | - Sool Lee
- 1 Channing Division of Network Medicine
| | | | - Michael H Cho
- 1 Channing Division of Network Medicine.,2 Division of Pulmonary and Critical Care Medicine
| | | | | | - Craig P Hersh
- 1 Channing Division of Network Medicine.,2 Division of Pulmonary and Critical Care Medicine
| | - James D Crapo
- 3 Pulmonary Medicine, National Jewish Health, Denver, Colorado; and
| | | | | | - Dawn L DeMeo
- 1 Channing Division of Network Medicine.,2 Division of Pulmonary and Critical Care Medicine
| | - Edwin K Silverman
- 1 Channing Division of Network Medicine.,2 Division of Pulmonary and Critical Care Medicine
| | - Xiaobo Zhou
- 1 Channing Division of Network Medicine.,2 Division of Pulmonary and Critical Care Medicine
| | - Peter J Castaldi
- 1 Channing Division of Network Medicine.,6 Division of General Medicine and Primary Care, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
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11
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Obeidat M, Faiz A, Li X, van den Berge M, Hansel NN, Joubert P, Hao K, Brandsma CA, Rafaels N, Mathias R, Ruczinski I, Beaty TH, Barnes KC, Man SFP, Paré PD, Sin DD. The pharmacogenomics of inhaled corticosteroids and lung function decline in COPD. Eur Respir J 2019; 54:13993003.00521-2019. [PMID: 31537701 DOI: 10.1183/13993003.00521-2019] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 08/22/2019] [Indexed: 11/05/2022]
Abstract
Inhaled corticosteroids (ICS) are widely prescribed for patients with chronic obstructive pulmonary disease (COPD), yet have variable outcomes and adverse reactions, which may be genetically determined. The primary aim of the study was to identify the genetic determinants for forced expiratory volume in 1 s (FEV1) changes related to ICS therapy.In the Lung Health Study (LHS)-2, 1116 COPD patients were randomised to the ICS triamcinolone acetonide (n=559) or placebo (n=557) with spirometry performed every 6 months for 3 years. We performed a pharmacogenomic genome-wide association study for the genotype-by-ICS treatment effect on 3 years of FEV1 changes (estimated as slope) in 802 genotyped LHS-2 participants. Replication was performed in 199 COPD patients randomised to the ICS, fluticasone or placebo.A total of five loci showed genotype-by-ICS interaction at p<5×10-6; of these, single nucleotide polymorphism (SNP) rs111720447 on chromosome 7 was replicated (discovery p=4.8×10-6, replication p=5.9×10-5) with the same direction of interaction effect. ENCODE (Encyclopedia of DNA Elements) data revealed that in glucocorticoid-treated (dexamethasone) A549 alveolar cell line, glucocorticoid receptor binding sites were located near SNP rs111720447. In stratified analyses of LHS-2, genotype at SNP rs111720447 was significantly associated with rate of FEV1 decline in patients taking ICS (C allele β 56.36 mL·year-1, 95% CI 29.96-82.76 mL·year-1) and in patients who were assigned to placebo, although the relationship was weaker and in the opposite direction to that in the ICS group (C allele β -27.57 mL·year-1, 95% CI -53.27- -1.87 mL·year-1).The study uncovered genetic factors associated with FEV1 changes related to ICS in COPD patients, which may provide new insight on the potential biology of steroid responsiveness in COPD.
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Affiliation(s)
- Ma'en Obeidat
- The University of British Columbia Center for Heart Lung Innovation, St Paul's Hospital Vancouver, BC, Canada
| | - Alen Faiz
- University of Groningen, University Medical Center Groningen, Dept of Pulmonology, GRIAC research institute, Groningen, The Netherlands
| | - Xuan Li
- The University of British Columbia Center for Heart Lung Innovation, St Paul's Hospital Vancouver, BC, Canada
| | - Maarten van den Berge
- University of Groningen, University Medical Center Groningen, Dept of Pulmonology, GRIAC research institute, Groningen, The Netherlands
| | - Nadia N Hansel
- Pulmonary and Critical Care Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Philippe Joubert
- Institut Universitaire de Cardiologie et de Pneumologie de Québec, Laval University, Québec, QC, Canada
| | - Ke Hao
- Dept of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Corry-Anke Brandsma
- University of Groningen, University Medical Center Groningen, Dept of Pulmonology, GRIAC research institute, Groningen, The Netherlands
| | - Nicholas Rafaels
- Division of Biomedical Informatics and Personalized Medicine, Dept of Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Rasika Mathias
- Division of Genetic Epidemiology, School of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Ingo Ruczinski
- Dept of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Terri H Beaty
- Dept of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Kathleen C Barnes
- Division of Biomedical Informatics and Personalized Medicine, Dept of Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - S F Paul Man
- The University of British Columbia Center for Heart Lung Innovation, St Paul's Hospital Vancouver, BC, Canada
| | - Peter D Paré
- The University of British Columbia Center for Heart Lung Innovation, St Paul's Hospital Vancouver, BC, Canada
| | - Don D Sin
- The University of British Columbia Center for Heart Lung Innovation, St Paul's Hospital Vancouver, BC, Canada
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12
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Ji JJ, Fan J. Discovering myeloid cell heterogeneity in the lung by means of next generation sequencing. Mil Med Res 2019; 6:33. [PMID: 31651369 PMCID: PMC6814050 DOI: 10.1186/s40779-019-0222-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 10/09/2019] [Indexed: 02/07/2023] Open
Abstract
The lung plays a vital role in maintaining homeostasis, as it is responsible for the exchange of oxygen and carbon dioxide. Pulmonary homeostasis is maintained by a network of tissue-resident cells, including epithelial cells, endothelial cells and leukocytes. Myeloid cells of the innate immune system and epithelial cells form a critical barrier in the lung. Recently developed unbiased next generation sequencing (NGS) has revealed cell heterogeneity in the lung with respect to physiology and pathology and has reshaped our knowledge. New phenotypes and distinct gene signatures have been identified, and these new findings enhance the diagnosis and treatment of lung diseases. Here, we present a review of the new NGS findings on myeloid cells in lung development, homeostasis, and lung diseases, including acute lung injury (ALI), lung fibrosis, chronic obstructive pulmonary disease (COPD), and lung cancer.
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Affiliation(s)
- Jing-Jing Ji
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Pathophysiology, Southern Medical University, Guangzhou, 510515, China
| | - Jie Fan
- Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA. .,Research and Development, Veterans Affairs Pittsburgh Healthcare System, Pittsburgh, PA, 15240, USA. .,McGowan Institute for Regenerative Medicine, University of Pittsburgh, Pittsburgh, PA, 15219, USA.
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13
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Qin J, Yang T, Zeng N, Wan C, Gao L, Li X, Chen L, Shen Y, Wen F. Differential coexpression networks in bronchiolitis and emphysema phenotypes reveal heterogeneous mechanisms of chronic obstructive pulmonary disease. J Cell Mol Med 2019; 23:6989-6999. [PMID: 31419013 PMCID: PMC6787516 DOI: 10.1111/jcmm.14585] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2018] [Revised: 06/23/2019] [Accepted: 07/14/2019] [Indexed: 02/05/2023] Open
Abstract
Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease with multiple molecular mechanisms. To investigate and contrast the molecular processes differing between bronchiolitis and emphysema phenotypes of COPD, we downloaded the GSE69818 microarray data set from the Gene Expression Omnibus (GEO), which based on lung tissues from 38 patients with emphysema and 32 patients with bronchiolitis. Then, weighted gene coexpression network analysis (WGCNA) and differential coexpression (DiffCoEx) analysis were performed, followed by gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes enrichment analysis (KEGG) analysis. Modules and hub genes for bronchiolitis and emphysema were identified, and we found that genes in modules linked to neutrophil degranulation, Rho protein signal transduction and B cell receptor signalling were coexpressed in emphysema. DiffCoEx analysis showed that four hub genes (IFT88, CCDC103, MMP10 and Bik) were consistently expressed in emphysema patients; these hub genes were enriched, respectively, for functions of cilium assembly and movement, proteolysis and apoptotic mitochondrial changes. In our re‐analysis of GSE69818, gene expression networks in relation to emphysema deepen insights into the molecular mechanism of COPD and also identify some promising therapeutic targets.
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Affiliation(s)
- Jiangyue Qin
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Ting Yang
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Ni Zeng
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Chun Wan
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Lijuan Gao
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Xiaoou Li
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Lei Chen
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Yongchun Shen
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
| | - Fuqiang Wen
- Division of Pulmonary Diseases, Department of Respiratory and Critical Care Medicine, State Key Laboratory of Biotherapy of China, West China Hospital of Sichuan University, Chengdu, China
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14
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Cruz T, López-Giraldo A, Noell G, Casas-Recasens S, Garcia T, Molins L, Juan M, Fernandez MA, Agustí A, Faner R. Multi-level immune response network in mild-moderate Chronic Obstructive Pulmonary Disease (COPD). Respir Res 2019; 20:152. [PMID: 31299954 PMCID: PMC6626346 DOI: 10.1186/s12931-019-1105-z] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 06/19/2019] [Indexed: 12/21/2022] Open
Abstract
Background Chronic Obstructive Pulmonary Disease (COPD) is associated with an abnormal pulmonary and systemic immune response to tobacco smoking. Yet, how do immune cells relate within and between these two biological compartments, how the pulmonary infiltrate influences the lung transcriptome, and what is the role of active smoking vs. presence of disease is unclear. Methods To investigate these questions, we simultaneously collected lung tissue and blood from 65 individuals stratified by smoking habit and presence of the disease. The immune cell composition of both tissues was assessed by flow cytometry, whole lung transcriptome was determined with Affymetrix arrays, and we used Weighted Gene Co-expression Network Analysis (WGCNA) to integrate results. Results Main results showed that: (1) current smoking and the presence of COPD were both independently associated with a reduction in the proportion of lung T cells and an increase of macrophages, specifically those expressing CD80 + CD163+; (2) changes in the proportion of infiltrating macrophages, smoking status or the level of airflow limitation were associated to different WGCNA modules, which were enriched in iron ion transport, extracellular matrix and cilium organization gene ontologies; and, (3) circulating white blood cells counts were correlated with lung macrophages and T cells. Conclusions Mild-moderated COPD lung immune infiltrate is associated with the active smoking status and presence of disease; is associated with changes in whole lung tissue transcriptome and marginally reflected in blood. Electronic supplementary material The online version of this article (10.1186/s12931-019-1105-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Tamara Cruz
- CIBER Enfermedades Respiratorias, Barcelona, Spain.,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Alejandra López-Giraldo
- CIBER Enfermedades Respiratorias, Barcelona, Spain.,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Respiratory Institute, Hospital Clinic, University of Barcelona, Barcelona, Spain
| | - Guillaume Noell
- CIBER Enfermedades Respiratorias, Barcelona, Spain.,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Sandra Casas-Recasens
- CIBER Enfermedades Respiratorias, Barcelona, Spain.,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Tamara Garcia
- CIBER Enfermedades Respiratorias, Barcelona, Spain.,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Laureano Molins
- Respiratory Institute, Hospital Clinic, University of Barcelona, Barcelona, Spain
| | - Manel Juan
- Immunology Service, Centre Diagnostic Biomèdic, Hospital Clinic, University of Barcelona, Barcelona, Spain
| | - Marco A Fernandez
- Flow Cytometry Facility, Institut de Recerca Germans Trias I Pujol, Barcelona, Spain
| | - Alvar Agustí
- CIBER Enfermedades Respiratorias, Barcelona, Spain.,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Respiratory Institute, Hospital Clinic, University of Barcelona, Barcelona, Spain
| | - Rosa Faner
- CIBER Enfermedades Respiratorias, Barcelona, Spain. .,Institut de Recerca Biomedica August Pi i Sunyer (IDIBAPS), Barcelona, Spain. .,CIBERES, IDIBAPS-CELLEX. Facultat de Medicina P2A, c/Casanova 143, 08036, Barcelona, Spain.
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15
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Caramori G, Ruggeri P, Mumby S, Ieni A, Lo Bello F, Chimankar V, Donovan C, Andò F, Nucera F, Coppolino I, Tuccari G, Hansbro PM, Adcock IM. Molecular links between COPD and lung cancer: new targets for drug discovery? Expert Opin Ther Targets 2019; 23:539-553. [DOI: 10.1080/14728222.2019.1615884] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Gaetano Caramori
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF), Università di Messina, Messina, Italy
| | - Paolo Ruggeri
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF), Università di Messina, Messina, Italy
| | - Sharon Mumby
- Airway Disease Section, National Heart and Lung Institute, Imperial College, London, UK
| | - Antonio Ieni
- Department of Human Pathology in Adult and Developmental Age “Gaetano Barresi”, Section of Anatomic Pathology, University of Messina, Messina, Italy
| | - Federica Lo Bello
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF), Università di Messina, Messina, Italy
| | - Vrushali Chimankar
- Priority Research Centre for Healthy Lungs, Hunter Medical Research Institute and The University of Newcastle, Newcastle, Australia
| | - Chantal Donovan
- Priority Research Centre for Healthy Lungs, Hunter Medical Research Institute and The University of Newcastle, Newcastle, Australia
| | - Filippo Andò
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF), Università di Messina, Messina, Italy
| | - Francesco Nucera
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF), Università di Messina, Messina, Italy
| | - Irene Coppolino
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF), Università di Messina, Messina, Italy
| | - Giovanni Tuccari
- Department of Human Pathology in Adult and Developmental Age “Gaetano Barresi”, Section of Anatomic Pathology, University of Messina, Messina, Italy
| | - Philip M. Hansbro
- Priority Research Centre for Healthy Lungs, Hunter Medical Research Institute and The University of Newcastle, Newcastle, Australia
- Faculty of Science, Ultimo, and Centenary Institute, Centre for Inflammation, University of Technology Sydney, Sydney, Australia
| | - Ian M. Adcock
- Airway Disease Section, National Heart and Lung Institute, Imperial College, London, UK
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16
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Morrow JD, Chase RP, Parker MM, Glass K, Seo M, Divo M, Owen CA, Castaldi P, DeMeo DL, Silverman EK, Hersh CP. RNA-sequencing across three matched tissues reveals shared and tissue-specific gene expression and pathway signatures of COPD. Respir Res 2019; 20:65. [PMID: 30940135 PMCID: PMC6446359 DOI: 10.1186/s12931-019-1032-z] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2019] [Accepted: 03/25/2019] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Multiple gene expression studies have been performed separately in peripheral blood, lung, and airway tissues to study COPD. We performed RNA-sequencing gene expression profiling of large-airway epithelium, alveolar macrophage and peripheral blood samples from the same subset of COPD cases and controls from the COPDGene study who underwent bronchoscopy at a single center. Using statistical and gene set enrichment approaches, we sought to improve the understanding of COPD by studying gene sets and pathways across these tissues, beyond the individual genomic determinants. METHODS We performed differential expression analysis using RNA-seq data obtained from 63 samples from 21 COPD cases and controls (includes four non-smokers) via the R package DESeq2. We tested associations between gene expression and variables related to lung function, smoking history, and CT scan measures of emphysema and airway disease. We examined the correlation of differential gene expression across the tissues and phenotypes, hypothesizing that this would reveal preserved and private gene expression signatures. We performed gene set enrichment analyses using curated databases and findings from prior COPD studies to provide biological and disease relevance. RESULTS The known smoking-related genes CYP1B1 and AHRR were among the top differential expression results for smoking status in the large-airway epithelium data. We observed a significant overlap of genes primarily across large-airway and macrophage results for smoking and airway disease phenotypes. We did not observe specific genes differentially expressed in all three tissues for any of the phenotypes. However, we did observe hemostasis and immune signaling pathways in the overlaps across all three tissues for emphysema, and amyloid and telomere-related pathways for smoking. In peripheral blood, the emphysema results were enriched for B cell related genes previously identified in lung tissue studies. CONCLUSIONS Our integrative analyses across COPD-relevant tissues and prior studies revealed shared and tissue-specific disease biology. These replicated and novel findings in the airway and peripheral blood have highlighted candidate genes and pathways for COPD pathogenesis.
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Affiliation(s)
- Jarrett D Morrow
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA.
| | - Robert P Chase
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA
| | - Margaret M Parker
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA
| | - Kimberly Glass
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA
| | - Minseok Seo
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA
| | - Miguel Divo
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
| | - Caroline A Owen
- Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
| | - Peter Castaldi
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA
| | - Dawn L DeMeo
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA.,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
| | - Edwin K Silverman
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA.,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
| | - Craig P Hersh
- Channing Division of Network Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Boston, MA, 02115, USA.,Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
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17
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Faner R, Morrow JD, Casas-Recasens S, Cloonan SM, Noell G, López-Giraldo A, Tal-Singer R, Miller BE, Silverman EK, Agustí A, Hersh CP. Do sputum or circulating blood samples reflect the pulmonary transcriptomic differences of COPD patients? A multi-tissue transcriptomic network META-analysis. Respir Res 2019; 20:5. [PMID: 30621695 PMCID: PMC6325784 DOI: 10.1186/s12931-018-0965-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2018] [Accepted: 12/16/2018] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Previous studies have identified lung, sputum or blood transcriptomic biomarkers associated with the severity of airflow limitation in COPD. Yet, it is not clear whether the lung pathobiology is mirrored by these surrogate tissues. The aim of this study was to explore this question. METHODS We used Weighted Gene Co-expression Network Analysis (WGCNA) to identify shared pathological mechanisms across four COPD gene-expression datasets: two sets of lung tissues (L1 n = 70; L2 n = 124), and one each of induced sputum (S; n = 121) and peripheral blood (B; n = 121). RESULTS WGCNA analysis identified twenty-one gene co-expression modules in L1. A robust module preservation between the two L datasets was observed (86%), with less preservation in S (33%) and even less in B (23%). Three modules preserved across lung tissues and sputum (not blood) were associated with the severity of airflow limitation. Ontology enrichment analysis showed that these modules included genes related to mitochondrial function, ion-homeostasis, T cells and RNA processing. These findings were largely reproduced using the consensus WGCNA network approach. CONCLUSIONS These observations indicate that major differences in lung tissue transcriptomics in patients with COPD are poorly mirrored in sputum and are unrelated to those determined in blood, suggesting that the systemic component in COPD is independently regulated. Finally, the fact that one of the preserved modules associated with FEV1 was enriched in mitochondria-related genes supports a role for mitochondrial dysfunction in the pathobiology of COPD.
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Affiliation(s)
- Rosa Faner
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), C/Casanova 143, Cellex, P2A, 08036, Barcelona, Spain.
| | - Jarrett D Morrow
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Sandra Casas-Recasens
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), C/Casanova 143, Cellex, P2A, 08036, Barcelona, Spain
| | - Suzanne M Cloonan
- Division of Pulmonary and Critical Care Medicine, Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medical College, New York, NY, USA
| | - Guillaume Noell
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), C/Casanova 143, Cellex, P2A, 08036, Barcelona, Spain
| | - Alejandra López-Giraldo
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), C/Casanova 143, Cellex, P2A, 08036, Barcelona, Spain
- Respiratory Institute, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Ruth Tal-Singer
- Respiratory Therapy Area Unit GSK R and D, Collegeville, PA, USA
| | - Bruce E Miller
- Respiratory Therapy Area Unit GSK R and D, Collegeville, PA, USA
| | - Edwin K Silverman
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Alvar Agustí
- Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBERES), C/Casanova 143, Cellex, P2A, 08036, Barcelona, Spain
- Respiratory Institute, Hospital Clinic, IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Craig P Hersh
- Channing Division of Network Medicine, Brigham and Women's Hospital, Boston, MA, USA
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18
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Adcock IM, Mumby S, Caramori G. Breaking news: DNA damage and repair pathways in COPD and implications for pathogenesis and treatment. Eur Respir J 2018; 52:52/4/1801718. [PMID: 30287495 DOI: 10.1183/13993003.01718-2018] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2018] [Accepted: 09/10/2018] [Indexed: 12/23/2022]
Affiliation(s)
- Ian M Adcock
- Airways Disease Section, National Heart & Lung Institute, Imperial College, London, UK
| | - Sharon Mumby
- Airways Disease Section, National Heart & Lung Institute, Imperial College, London, UK
| | - Gaetano Caramori
- Unità Operativa Complessa di Pneumologia, Dipartimento di Scienze Biomediche, Odontoiatriche e delle Immagini Morfologiche e Funzionali (BIOMORF) Università degli Studi di Messina, Messina, Italy
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19
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The Overlap of Lung Tissue Transcriptome of Smoke Exposed Mice with Human Smoking and COPD. Sci Rep 2018; 8:11881. [PMID: 30089872 PMCID: PMC6082828 DOI: 10.1038/s41598-018-30313-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Accepted: 07/23/2018] [Indexed: 01/09/2023] Open
Abstract
Genome-wide mRNA profiling in lung tissue from human and animal models can provide novel insights into the pathogenesis of chronic obstructive pulmonary disease (COPD). While 6 months of smoke exposure are widely used, shorter durations were also reported. The overlap of short term and long-term smoke exposure in mice is currently not well understood, and their representation of the human condition is uncertain. Lung tissue gene expression profiles of six murine smoking experiments (n = 48) were obtained from the Gene Expression Omnibus (GEO) and analyzed to identify the murine smoking signature. The "human smoking" gene signature containing 386 genes was previously published in the lung eQTL study (n = 1,111). A signature of mild COPD containing 7 genes was also identified in the same study. The lung tissue gene signature of "severe COPD" (n = 70) contained 4,071 genes and was previously published. We detected 3,723 differentially expressed genes in the 6 month-exposure mice datasets (FDR <0.1). Of those, 184 genes (representing 48% of human smoking) and 1,003 (representing 27% of human COPD) were shared with the human smoking-related genes and the COPD severity-related genes, respectively. There was 4-fold over-representation of human and murine smoking-related genes (P = 6.7 × 10-26) and a 1.4 fold in the severe COPD -related genes (P = 2.3 × 10-12). There was no significant enrichment of the mice and human smoking-related genes in mild COPD signature. These data suggest that murine smoke models are strongly representative of molecular processes of human smoking but less of COPD.
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20
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Sakornsakolpat P, Morrow JD, Castaldi PJ, Hersh CP, Bossé Y, Silverman EK, Manichaikul A, Cho MH. Integrative genomics identifies new genes associated with severe COPD and emphysema. Respir Res 2018; 19:46. [PMID: 29566699 PMCID: PMC5863845 DOI: 10.1186/s12931-018-0744-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Accepted: 03/06/2018] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Genome-wide association studies have identified several genetic risk loci for severe chronic obstructive pulmonary disease (COPD) and emphysema. However, these studies do not fully explain disease heritability and in most cases, fail to implicate specific genes. Integrative methods that combine gene expression data with GWAS can provide more power in discovering disease-associated genes and give mechanistic insight into regulated genes. METHODS We applied a recently described method that imputes gene expression using reference transcriptome data to genome-wide association studies for two phenotypes (severe COPD and quantitative emphysema) and blood and lung tissue gene expression datasets. We further tested the potential causality of individual genes using multi-variant colocalization. RESULTS We identified seven genes significantly associated with severe COPD, and five genes significantly associated with quantitative emphysema in whole blood or lung. We validated results in independent transcriptome databases and confirmed colocalization signals for PSMA4, EGLN2, WNT3, DCBLD1, and LILRA3. Three of these genes were not located within previously reported GWAS loci for either phenotype. We also identified genetically driven pathways, including those related to immune regulation. CONCLUSIONS An integrative analysis of GWAS and gene expression identified novel associations with severe COPD and quantitative emphysema, and also suggested disease-associated genes in known COPD susceptibility loci. TRIAL REGISTRATION NCT00608764 , Registry: ClinicalTrials.gov, Date of Enrollment of First Participant: November 2007, Date Registered: January 28, 2008 (retrospectively registered); NCT00292552 , Registry: ClinicalTrials.gov, Date of Enrollment of First Participant: December 2005, Date Registered: February 14, 2006 (retrospectively registered).
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Affiliation(s)
- Phuwanat Sakornsakolpat
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
- Department of Medicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Jarrett D Morrow
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
| | - Peter J Castaldi
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
- Division of General Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
| | - Craig P Hersh
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
| | - Yohan Bossé
- Department of Molecular Medicine, Institut universitaire de cardiologie et de pneumologie de Québec, Laval University, Quebec, Canada
| | - Edwin K Silverman
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA
| | - Ani Manichaikul
- Department of Public Health Sciences, Center for Public Health Genomics and Biostatistics Section, University of Virginia, Charlottesville, VA, USA
| | - Michael H Cho
- Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA.
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, 181 Longwood Avenue, Room 451, Boston, MA, 02115, USA.
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21
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Sharma S. Integrative Genomics of Emphysema-Associated Genes: Are We Closer to Identifying the Genetic Determinants of Lung Function? Am J Respir Cell Mol Biol 2018; 57:377-378. [PMID: 28960108 DOI: 10.1165/rcmb.2017-0212ed] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Affiliation(s)
- Sunita Sharma
- 1 Division of Pulmonary Sciences and Critical Care Medicine University of Colorado Denver, Colorado
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22
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Boudewijn IM, Faiz A, Steiling K, van der Wiel E, Telenga ED, Hoonhorst SJM, Ten Hacken NHT, Brandsma CA, Kerstjens HAM, Timens W, Heijink IH, Jonker MR, de Bruin HG, Sebastiaan Vroegop J, Pasma HR, Boersma WG, Wielders P, van den Elshout F, Mansour K, Spira A, Lenburg ME, Guryev V, Postma DS, van den Berge M. Nasal gene expression differentiates COPD from controls and overlaps bronchial gene expression. Respir Res 2017; 18:213. [PMID: 29268739 PMCID: PMC5740586 DOI: 10.1186/s12931-017-0696-5] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Accepted: 12/11/2017] [Indexed: 12/13/2022] Open
Abstract
Background Nasal gene expression profiling is a promising method to characterize COPD non-invasively. We aimed to identify a nasal gene expression profile to distinguish COPD patients from healthy controls. We investigated whether this COPD-associated gene expression profile in nasal epithelium is comparable with the profile observed in bronchial epithelium. Methods Genome wide gene expression analysis was performed on nasal epithelial brushes of 31 severe COPD patients and 22 controls, all current smokers, using Affymetrix Human Gene 1.0 ST Arrays. We repeated the gene expression analysis on bronchial epithelial brushes in 2 independent cohorts of mild-to-moderate COPD patients and controls. Results In nasal epithelium, 135 genes were significantly differentially expressed between severe COPD patients and controls, 21 being up- and 114 downregulated in COPD (false discovery rate < 0.01). Gene Set Enrichment Analysis (GSEA) showed significant concordant enrichment of COPD-associated nasal and bronchial gene expression in both independent cohorts (FDRGSEA < 0.001). Conclusion We identified a nasal gene expression profile that differentiates severe COPD patients from controls. Of interest, part of the nasal gene expression changes in COPD mimics differentially expressed genes in the bronchus. These findings indicate that nasal gene expression profiling is potentially useful as a non-invasive biomarker in COPD. Trial registration ClinicalTrials.gov registration number NCT01351792 (registration date May 10, 2011), ClinicalTrials.gov registration number NCT00848406 (registration date February 19, 2009), ClinicalTrials.gov registration number NCT00807469 (registration date December 11, 2008). Electronic supplementary material The online version of this article (10.1186/s12931-017-0696-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ilse M Boudewijn
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands. .,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands.
| | - Alen Faiz
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Katrina Steiling
- Division of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA.,Bioinformatics Program, Boston University, Boston, MA, USA
| | - Erica van der Wiel
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Eef D Telenga
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Susan J M Hoonhorst
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Nick H T Ten Hacken
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Corry-Anke Brandsma
- University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Department of Pathology, section Medical Biology, Groningen, the Netherlands
| | - Huib A M Kerstjens
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Wim Timens
- University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Department of Pathology, section Medical Biology, Groningen, the Netherlands
| | - Irene H Heijink
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Department of Pathology, section Medical Biology, Groningen, the Netherlands
| | - Marnix R Jonker
- University of Groningen, University Medical Center Groningen, Department of Pathology, section Medical Biology, Groningen, the Netherlands
| | - Harold G de Bruin
- University of Groningen, University Medical Center Groningen, Department of Pathology, section Medical Biology, Groningen, the Netherlands
| | | | - Henk R Pasma
- Medical Center Leeuwarden, Department of Pulmonary Diseases, Leeuwarden, the Netherlands
| | - Wim G Boersma
- Noordwest Ziekenhuisgroep, Department of Pulmonary Diseases, Alkmaar, the Netherlands
| | - Pascal Wielders
- Catharina Hospital, Department of Pulmonary Diseases, Eindhoven, the Netherlands
| | | | - Khaled Mansour
- Orbis Concern, Department of Pulmonary Diseases, Sittard, the Netherlands
| | - Avrum Spira
- Division of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA.,Bioinformatics Program, Boston University, Boston, MA, USA
| | - Marc E Lenburg
- Division of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA.,Bioinformatics Program, Boston University, Boston, MA, USA
| | - Victor Guryev
- European Research Institute for the Biology of Ageing, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Dirkje S Postma
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
| | - Maarten van den Berge
- University of Groningen, University Medical Center Groningen, Department of Pulmonary Diseases, Groningen, the Netherlands.,University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, the Netherlands
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