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Published in: BMC Cancer 1/2024

Open Access 01-12-2024 | Chronic Obstructive Lung Disease | Research

Exploring the relationship between Treg-mediated risk in COPD and lung cancer through Mendelian randomization analysis and scRNA-seq data integration

Authors: Dengfeng Zhang, Haitao Liu, Fangchao Zhao, Pengfei Guo, Jing Li, Tianxing Lu, Zhirong Li, Shujun Li

Published in: BMC Cancer | Issue 1/2024

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Abstract

Background

Evidence from observational studies suggests an association between chronic obstructive pulmonary disease (COPD) and lung cancer. The potential interactions between the immune system and the lungs may play a causative role in COPD and lung cancer and offer therapeutic prospects. However, the causal association and the immune-mediated mechanisms between COPD and lung cancer remain to be determined.

Methods

We employed a two-sample Mendelian randomization (MR) approach to investigate the causal association between COPD and lung cancer. Additionally, we examined whether immune cell signals were causally related to lung cancer, as well as whether COPD was causally associated with immune cell signals. Furthermore, through two-step Mendelian randomization, we investigated the mediating effects of immune cell signals in the causal association between COPD and lung cancer. Leveraging publicly available genetic data, our analysis included 468,475 individuals of European ancestry with COPD, 492,803 individuals of European ancestry with lung cancer, and 731 immune cell signatures of European ancestry. Additionally, we conducted single-cell transcriptome sequencing analysis on COPD, lung cancer, and control samples to validate our findings.

Findings

We found a causal association between COPD and lung cancer (odds ratio [OR] = 1.63, 95% confidence interval [CI] = 1.31–2.02, P-value < 0.001). We also observed a causal association between COPD and regulatory T cells (odds ratio [OR] = 1.19, 95% confidence interval [CI] = 1.01–1.40, P-value < 0.05), as well as a causal association between regulatory T cells and lung cancer (odds ratio [OR] = 1.02, 95% confidence interval [CI] = 1.002–1.045, P-value < 0.05). Furthermore, our two-step Mendelian randomization analysis demonstrated that COPD is associated with lung cancer through the mediation of regulatory T cells. These findings were further validated through single-cell sequencing analysis, confirming the mediating role of regulatory T cells in the association between COPD and lung cancer.

Interpretation

As far as we are aware, we are the first to combine single-celled immune cell data with two-sample Mendelian randomization. Our analysis indicates a causal association between COPD and lung cancer, with regulatory T cells playing an intermediary role.
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Literature
1.
go back to reference GBD 2019 Chronic Respiratory Diseases Collaborators. Global burden of chronic respiratory diseases and risk factors, 1990–2019: an update from the global burden of Disease Study 2019[J]. EClinicalMedicine. 2023;59:101936.CrossRef GBD 2019 Chronic Respiratory Diseases Collaborators. Global burden of chronic respiratory diseases and risk factors, 1990–2019: an update from the global burden of Disease Study 2019[J]. EClinicalMedicine. 2023;59:101936.CrossRef
2.
go back to reference de-Torres JP, Celli BR. COPD detection in lung cancer screening programmes: hitting two birds with one stone[J]. Eur Respir J. 2022;60(6):2201294.CrossRefPubMed de-Torres JP, Celli BR. COPD detection in lung cancer screening programmes: hitting two birds with one stone[J]. Eur Respir J. 2022;60(6):2201294.CrossRefPubMed
3.
go back to reference Zhang J, Ma ZM, Wang H, et al. [Association between chronic lung diseases and the risk of lung cancer in UK Biobank: observational and mendelian randomization analyses][J]. Chin J Prev Med. 2023;57(8):1147–52. Zhang J, Ma ZM, Wang H, et al. [Association between chronic lung diseases and the risk of lung cancer in UK Biobank: observational and mendelian randomization analyses][J]. Chin J Prev Med. 2023;57(8):1147–52.
4.
go back to reference Tisi S, Dickson JL, Horst C, et al. Detection of COPD in the SUMMIT Study lung cancer screening cohort using symptoms and spirometry[J]. Eur Respir J. 2022;60(6):2200795.CrossRefPubMedPubMedCentral Tisi S, Dickson JL, Horst C, et al. Detection of COPD in the SUMMIT Study lung cancer screening cohort using symptoms and spirometry[J]. Eur Respir J. 2022;60(6):2200795.CrossRefPubMedPubMedCentral
5.
go back to reference Kachuri L, Johansson M, Rashkin SR, et al. Immune-mediated genetic pathways resulting in pulmonary function impairment increase lung cancer susceptibility[J]. Nat Commun. 2020;11(1):27.CrossRefPubMedPubMedCentral Kachuri L, Johansson M, Rashkin SR, et al. Immune-mediated genetic pathways resulting in pulmonary function impairment increase lung cancer susceptibility[J]. Nat Commun. 2020;11(1):27.CrossRefPubMedPubMedCentral
6.
go back to reference Levin MG, Burgess S. Mendelian randomization as a Tool for Cardiovascular Research: a Review[J]. JAMA Cardiol, 2023. Levin MG, Burgess S. Mendelian randomization as a Tool for Cardiovascular Research: a Review[J]. JAMA Cardiol, 2023.
7.
go back to reference Cheng N, Cui X, Chen C, et al. Exploration of Lung Cancer-related genetic factors via mendelian randomization method based on genomic and transcriptomic Summarized Data[J]. Front Cell Dev Biology. 2021;9:800756.CrossRef Cheng N, Cui X, Chen C, et al. Exploration of Lung Cancer-related genetic factors via mendelian randomization method based on genomic and transcriptomic Summarized Data[J]. Front Cell Dev Biology. 2021;9:800756.CrossRef
8.
go back to reference Morris JA, Sun JS, Sanjana NE. Next-generation forward genetic screens: uniting high-throughput perturbations with single-cell analysis[J]. Trends in genetics: TIG, 2023: S0168-9525(23)00240-8. Morris JA, Sun JS, Sanjana NE. Next-generation forward genetic screens: uniting high-throughput perturbations with single-cell analysis[J]. Trends in genetics: TIG, 2023: S0168-9525(23)00240-8.
9.
go back to reference Barceló B, Pons J, Ferrer JM, et al. Phenotypic characterisation of T-lymphocytes in COPD: abnormal CD4 + CD25 + regulatory T-lymphocyte response to tobacco smoking[J]. Eur Respir J. 2008;31(3):555–62.CrossRefPubMed Barceló B, Pons J, Ferrer JM, et al. Phenotypic characterisation of T-lymphocytes in COPD: abnormal CD4 + CD25 + regulatory T-lymphocyte response to tobacco smoking[J]. Eur Respir J. 2008;31(3):555–62.CrossRefPubMed
10.
go back to reference Tao H, Mimura Y, Aoe K, et al. Prognostic potential of FOXP3 expression in non-small cell lung cancer cells combined with tumor-infiltrating regulatory T cells[J]. Lung Cancer (Amsterdam Netherlands). 2012;75(1):95–101.CrossRefPubMed Tao H, Mimura Y, Aoe K, et al. Prognostic potential of FOXP3 expression in non-small cell lung cancer cells combined with tumor-infiltrating regulatory T cells[J]. Lung Cancer (Amsterdam Netherlands). 2012;75(1):95–101.CrossRefPubMed
11.
go back to reference Hemani G, Bowden J, Davey Smith G. Evaluating the potential role of pleiotropy in mendelian randomization studies[J]. Hum Mol Genet. 2018;27(R2):R195–208.CrossRefPubMedPubMedCentral Hemani G, Bowden J, Davey Smith G. Evaluating the potential role of pleiotropy in mendelian randomization studies[J]. Hum Mol Genet. 2018;27(R2):R195–208.CrossRefPubMedPubMedCentral
12.
go back to reference Lambrechts D, Wauters E, Boeckx B, et al. Phenotype molding of stromal cells in the lung tumor microenvironment[J]. Nat Med. 2018;24(8):1277–89.CrossRefPubMed Lambrechts D, Wauters E, Boeckx B, et al. Phenotype molding of stromal cells in the lung tumor microenvironment[J]. Nat Med. 2018;24(8):1277–89.CrossRefPubMed
13.
go back to reference Wasswa-Kintu S, Gan WQ, Man SFP, et al. Relationship between reduced forced expiratory volume in one second and the risk of lung cancer: a systematic review and meta-analysis[J]. Thorax. 2005;60(7):570–5.CrossRefPubMedPubMedCentral Wasswa-Kintu S, Gan WQ, Man SFP, et al. Relationship between reduced forced expiratory volume in one second and the risk of lung cancer: a systematic review and meta-analysis[J]. Thorax. 2005;60(7):570–5.CrossRefPubMedPubMedCentral
14.
go back to reference Malhotra J, Malvezzi M, Negri E, et al. Risk factors for lung cancer worldwide[J]. Eur Respir J. 2016;48(3):889–902.CrossRefPubMed Malhotra J, Malvezzi M, Negri E, et al. Risk factors for lung cancer worldwide[J]. Eur Respir J. 2016;48(3):889–902.CrossRefPubMed
15.
go back to reference Skillrud DM, Offord KP, Miller RD. Higher risk of lung cancer in chronic obstructive pulmonary disease. A prospective, matched, controlled study[J]. Ann Intern Med. 1986;105(4):503–7.CrossRefPubMed Skillrud DM, Offord KP, Miller RD. Higher risk of lung cancer in chronic obstructive pulmonary disease. A prospective, matched, controlled study[J]. Ann Intern Med. 1986;105(4):503–7.CrossRefPubMed
16.
go back to reference Young RP, Hopkins RJ, Christmas T, et al. COPD prevalence is increased in lung cancer, independent of age, sex and smoking history[J]. Eur Respir J. 2009;34(2):380–6.CrossRefPubMed Young RP, Hopkins RJ, Christmas T, et al. COPD prevalence is increased in lung cancer, independent of age, sex and smoking history[J]. Eur Respir J. 2009;34(2):380–6.CrossRefPubMed
17.
go back to reference Ueda K, Jinbo M, Li T-S, et al. Computed tomography-diagnosed emphysema, not airway obstruction, is associated with the prognostic outcome of early-stage lung cancer[J]. Clin Cancer Research: Official J Am Association Cancer Res. 2006;12(22):6730–6.CrossRef Ueda K, Jinbo M, Li T-S, et al. Computed tomography-diagnosed emphysema, not airway obstruction, is associated with the prognostic outcome of early-stage lung cancer[J]. Clin Cancer Research: Official J Am Association Cancer Res. 2006;12(22):6730–6.CrossRef
18.
go back to reference Al-Shibli KI, Donnem T, Al-Saad S, et al. Prognostic effect of epithelial and stromal lymphocyte infiltration in non-small cell lung cancer[J]. Clin Cancer Research: Official J Am Association Cancer Res. 2008;14(16):5220–7.CrossRef Al-Shibli KI, Donnem T, Al-Saad S, et al. Prognostic effect of epithelial and stromal lymphocyte infiltration in non-small cell lung cancer[J]. Clin Cancer Research: Official J Am Association Cancer Res. 2008;14(16):5220–7.CrossRef
19.
go back to reference Chen JJW, Lin Y-C, Yao P-L, et al. Tumor-associated macrophages: the double-edged sword in cancer progression[J]. J Clin Oncology: Official J Am Soc Clin Oncol. 2005;23(5):953–64.CrossRef Chen JJW, Lin Y-C, Yao P-L, et al. Tumor-associated macrophages: the double-edged sword in cancer progression[J]. J Clin Oncology: Official J Am Soc Clin Oncol. 2005;23(5):953–64.CrossRef
20.
go back to reference Petersen RP, Campa MJ, Sperlazza J, et al. Tumor infiltrating Foxp3 + regulatory T-cells are associated with recurrence in pathologic stage I NSCLC patients[J]. Cancer. 2006;107(12):2866–72.CrossRefPubMed Petersen RP, Campa MJ, Sperlazza J, et al. Tumor infiltrating Foxp3 + regulatory T-cells are associated with recurrence in pathologic stage I NSCLC patients[J]. Cancer. 2006;107(12):2866–72.CrossRefPubMed
21.
go back to reference Carus A, Ladekarl M, Hager H, et al. Tumour-associated CD66b + neutrophil count is an independent prognostic factor for recurrence in localised cervical cancer[J]. Br J Cancer. 2013;108(10):2116–22.CrossRefPubMedPubMedCentral Carus A, Ladekarl M, Hager H, et al. Tumour-associated CD66b + neutrophil count is an independent prognostic factor for recurrence in localised cervical cancer[J]. Br J Cancer. 2013;108(10):2116–22.CrossRefPubMedPubMedCentral
22.
go back to reference Platonova S, Cherfils-Vicini J, Damotte D, et al. Profound coordinated alterations of intratumoral NK cell phenotype and function in lung carcinoma[J]. Cancer Res. 2011;71(16):5412–22.CrossRefPubMed Platonova S, Cherfils-Vicini J, Damotte D, et al. Profound coordinated alterations of intratumoral NK cell phenotype and function in lung carcinoma[J]. Cancer Res. 2011;71(16):5412–22.CrossRefPubMed
23.
24.
go back to reference Hodge G, Nairn J, Holmes M, et al. Increased intracellular T helper 1 proinflammatory cytokine production in peripheral blood, bronchoalveolar lavage and intraepithelial T cells of COPD subjects[J]. Clin Exp Immunol. 2007;150(1):22–9.CrossRefPubMedPubMedCentral Hodge G, Nairn J, Holmes M, et al. Increased intracellular T helper 1 proinflammatory cytokine production in peripheral blood, bronchoalveolar lavage and intraepithelial T cells of COPD subjects[J]. Clin Exp Immunol. 2007;150(1):22–9.CrossRefPubMedPubMedCentral
25.
go back to reference Maeno T, Houghton AM, Quintero PA et al. CD8 + T Cells are required for inflammation and destruction in cigarette smoke-induced emphysema in mice[J]. Journal of Immunology (Baltimore, Md.: 1950), 2007, 178(12): 8090–8096. Maeno T, Houghton AM, Quintero PA et al. CD8 + T Cells are required for inflammation and destruction in cigarette smoke-induced emphysema in mice[J]. Journal of Immunology (Baltimore, Md.: 1950), 2007, 178(12): 8090–8096.
26.
go back to reference Doe C, Bafadhel M, Siddiqui S, et al. Expression of the T helper 17-associated cytokines IL-17A and IL-17F in asthma and COPD[J]. Chest. 2010;138(5):1140–7.CrossRefPubMedPubMedCentral Doe C, Bafadhel M, Siddiqui S, et al. Expression of the T helper 17-associated cytokines IL-17A and IL-17F in asthma and COPD[J]. Chest. 2010;138(5):1140–7.CrossRefPubMedPubMedCentral
27.
go back to reference Smyth LJC, Starkey C, Vestbo J, et al. CD4-regulatory cells in COPD patients[J]. Chest. 2007;132(1):156–63.CrossRefPubMed Smyth LJC, Starkey C, Vestbo J, et al. CD4-regulatory cells in COPD patients[J]. Chest. 2007;132(1):156–63.CrossRefPubMed
28.
go back to reference Roos AB, Sandén C, Mori M, et al. IL-17A is elevated in End-Stage Chronic Obstructive Pulmonary Disease and contributes to cigarette smoke-induced lymphoid Neogenesis[J]. Am J Respir Crit Care Med. 2015;191(11):1232–41.CrossRefPubMed Roos AB, Sandén C, Mori M, et al. IL-17A is elevated in End-Stage Chronic Obstructive Pulmonary Disease and contributes to cigarette smoke-induced lymphoid Neogenesis[J]. Am J Respir Crit Care Med. 2015;191(11):1232–41.CrossRefPubMed
29.
go back to reference Shan M, Yuan X, Song L-Z, et al. Cigarette smoke induction of osteopontin (SPP1) mediates T(H)17 inflammation in human and experimental emphysema[J]. Sci Transl Med. 2012;4(117):117ra9.CrossRefPubMedPubMedCentral Shan M, Yuan X, Song L-Z, et al. Cigarette smoke induction of osteopontin (SPP1) mediates T(H)17 inflammation in human and experimental emphysema[J]. Sci Transl Med. 2012;4(117):117ra9.CrossRefPubMedPubMedCentral
Metadata
Title
Exploring the relationship between Treg-mediated risk in COPD and lung cancer through Mendelian randomization analysis and scRNA-seq data integration
Authors
Dengfeng Zhang
Haitao Liu
Fangchao Zhao
Pengfei Guo
Jing Li
Tianxing Lu
Zhirong Li
Shujun Li
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2024
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-024-12076-1

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