Abstract
Purpose
The causal relationships between circulating adipokines and idiopathic pulmonary fibrosis (IPF) are yet to be established. We performed a two-sample Mendelian randomization (MR) study to investigate the causal roles of adipokines on IPF risk.
Methods
We analyzed the summary data from genome-wide association studies (GWAS), including adiponectin, leptin, resistin and monocyte chemoattractant protein-1 (MCP-1) and IPF. The inverse-variance weighted (IVW) method was considered as the major method and the MR-Egger, weighted median, simple mode and weighted mode were utilized as complementary methods. We also performed the sensitivity analyses, including heterogeneity test, horizontal pleiotropy test and leave-one-out analysis.
Results
The selected number of single nucleotide polymorphisms (SNPs) was 13 for adiponectin, 6 for leptin,12 for resistin, and 6 for MCP-1, respectively. The results showed a causal effect of the circulating adiponectin levels on the risk of IPF (OR 0.645, 95% CI 0.457–0.911, P = 0.013). However, we did not observe significant associations of genetic changes in serum leptin (OR 1.018, 95% CI 0.442–2.346, P = 0.967), resistin (OR 1.002, 95% CI 0.712–1.408, P = 0.993), and MCP-1 (OR 1.358, 95% CI 0.891–2.068, P = 0.155) with risk of developing IPF. There was no evidence of heterogeneity or horizontal pleiotropy. The sensitivity analyses confirmed that our results were stable and reliable.
Conclusions
The increase in serum adiponectin was associated causally with a decreased risk of developing IPF. There is no evidence to support a causal association between leptin, resistin or MCP-1 with risk of IPF. Further studies are needed to confirm our findings.
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Data Availability
Publicly available datasets were analyzed in this study. All GWAS data used in this study are available in the IEU open GWAS project (https://gwas.mrcieu.ac.uk/). All data generated or analyzed during this study are included in this published article.
Abbreviations
- IPF:
-
Idiopathic pulmonary fibrosis
- MR:
-
Mendelian randomization
- GWAS:
-
Genome-wide association studies
- MCP-1:
-
Monocyte chemoattractant protein-1
- IVW:
-
Inverse-variance weighted
- MR-PRESSO:
-
MR pleiotropy residual sum and outlier
- SNP:
-
Single nucleotide polymorphism
- OR:
-
Odds ratio
- 95%CI:
-
95% Confidence interval
- EMT:
-
Epithelial-mesenchymal transition
- BMI:
-
Body mass index
- IV:
-
Instrumental variable
References
Richeldi L, Collard HR, Jones MG (2017) Idiopathic pulmonary fibrosis. Lancet 389(10082):1941–1952. https://doi.org/10.1016/S0140-6736(17)30866-8
Martinez FJ, Collard HR, Pardo A et al (2017) Idiopathic pulmonary fibrosis. Nat Rev Dis Primers 3:17074. https://doi.org/10.1038/nrdp.2017.74
Lederer DJ, Martinez FJ (2018) Idiopathic pulmonary fibrosis. N Engl J Med 378(19):1811–1823. https://doi.org/10.1056/NEJMra1705751
Fasshauer M, Blüher M (2015) Adipokines in health and disease. Trends Pharmacol Sci 36(7):461–470. https://doi.org/10.1016/j.tips.2015.04.014
Jain M, Budinger GR, Lo A et al (2011) Leptin promotes fibroproliferative acute respiratory distress syndrome by inhibiting peroxisome proliferator-activated receptor-γ. Am J Respir Crit Care Med 183(11):1490–1498. https://doi.org/10.1164/rccm.201009-1409OC
d’Alessandro M, Bergantini L, Refini RM et al (2020) Adiponectin and leptin levels in idiopathic pulmonary fibrosis: a new method for BAL and serum assessment. Immunobiology 225(5):151997. https://doi.org/10.1016/j.imbio.2020.151997
Cao M, Swigris JJ, Wang X et al (2016) Plasma Leptin is elevated in acute exacerbation of idiopathic pulmonary fibrosis. Mediators Inflamm 2016:6940480. https://doi.org/10.1155/2016/6940480
Enomoto N, Oyama Y, Yasui H et al (2019) Analysis of serum adiponectin and leptin in patients with acute exacerbation of idiopathic pulmonary fibrosis. Sci Rep 9(1):10484. https://doi.org/10.1038/s41598-019-46990-3
Emdin CA, Khera AV, Kathiresan S (2017) Mendelian randomization. JAMA 318(19):1925–1926. https://doi.org/10.1001/jama.2017.17219
Boehm FJ, Zhou X (2022) Statistical methods for Mendelian randomization in genome-wide association studies: a review. Comput Struct Biotechnol J 20:2338–2351. https://doi.org/10.1016/j.csbj.2022.05.015
Skrivankova VW, Richmond RC, Woolf BAR et al (2021) Strengthening the reporting of observational studies in epidemiology using mendelian randomization: the STROBE-MR statement. JAMA 326(16):1614–1621. https://doi.org/10.1001/jama.2021.18236
Dastani Z, Hivert MF, Timpson N et al (2012) Novel loci for adiponectin levels and their influence on type 2 diabetes and metabolic traits: a multi-ethnic meta-analysis of 45,891 individuals. PLoS Genet 8(3):e1002607. https://doi.org/10.1371/journal.pgen.1002607
Yaghootkar H, Zhang Y, Spracklen CN et al (2020) Genetic studies of leptin concentrations implicate leptin in the regulation of early adiposity. Diabetes 69(12):2806–2818. https://doi.org/10.2337/db20-0070
Folkersen L, Gustafsson S, Wang Q et al (2020) Genomic and drug target evaluation of 90 cardiovascular proteins in 30,931 individuals. Nat Metab 2(10):1135–1148. https://doi.org/10.1038/s42255-020-00287-2
Dhindsa RS, Mattsson J, Nag A et al (2021) Identification of a missense variant in SPDL1 associated with idiopathic pulmonary fibrosis. Commun Biol 4(1):392. https://doi.org/10.1038/s42003-021-01910-y
Lawlor DA, Harbord RM, Sterne JA, Timpson N, Davey SG (2008) Mendelian randomization: using genes as instruments for making causal inferences in epidemiology. Stat Med 27(8):1133–1163. https://doi.org/10.1002/sim.3034
Burgess S, Thompson SG, CRP CHD genetics collaboration (2011) Avoiding bias from weak instruments in Mendelian randomization studies. Int J Epidemiol 40(3):755–764. https://doi.org/10.1093/ije/dyr036
Bowden J, Davey Smith G, Burgess S (2015) Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol 44(2):512–525. https://doi.org/10.1093/ije/dyv080
Bowden J, Davey Smith G, Haycock PC, Burgess S (2016) Consistent estimation in mendelian randomization with some invalid instruments using a weighted median estimator. Genet Epidemiol 40(4):304–314. https://doi.org/10.1002/gepi.21965
Verbanck M, Chen CY, Neale B, Do R (2018) Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat Genet 50(5):693–698. https://doi.org/10.1038/s41588-018-0099-7
Ma Y, Feng C, Tang H et al (2022) Management of BMI Is a potential new approach for the prevention of idiopathic pulmonary fibrosis. Front Genet 13:821029. https://doi.org/10.3389/fgene.2022.821029
Xiao W, Li J, Feng T, Jin L (2023) Circulating adipokine concentrations and the risk of venous thromboembolism: a Mendelian randomization and mediation analysis. Front Genet 14:1113111. https://doi.org/10.3389/fgene.2023.1113111
Guo X, Sunil C, Qian G (2022) Obesity and the development of lung fibrosis. Front Pharmacol 12:812166. https://doi.org/10.3389/fphar.2021.812166
Heukels P, Moor CC, von der Thüsen JH, Wijsenbeek MS, Kool M (2019) Inflammation and immunity in IPF pathogenesis and treatment. Respir Med 147:79–91. https://doi.org/10.1016/j.rmed.2018.12.015
Nie YJ, Wu SH, Xuan YH, Yan G (2022) Role of IL-17 family cytokines in the progression of IPF from inflammation to fibrosis. Mil Med Res 9(1):21. https://doi.org/10.1186/s40779-022-00382-3
Fang H, Judd RL (2018) Adiponectin regulation and function. Compr Physiol 8(3):1031–1063. https://doi.org/10.1002/cphy.c170046
Yao R, Cao Y, He YR, Lau WB, Zeng Z, Liang ZA (2015) Adiponectin attenuates lung fibroblasts activation and pulmonary fibrosis induced by paraquat. PloS One 10(5):e0125169. https://doi.org/10.1371/journal.pone.0125169
Wu W, Zhang G, Qiu L, Liu X, Zhou S, Wu J (2022) Contribution of Adiponectin/Carnitine Palmityl Transferase 1A-mediated fatty acid metabolism during the development of idiopathic pulmonary fibrosis. Oxid Med Cell Longev 2022:5265616. https://doi.org/10.1155/2022/5265616
Wang X, Yang J, Wu L et al (2022) Adiponectin inhibits the activation of lung fibroblasts and pulmonary fibrosis by regulating the nuclear factor kappa B (NF-κB) pathway. Bioengineered 13(4):10098–10110. https://doi.org/10.1080/21655979.2022.2063652
Jing H, Tang S, Lin S et al (2020) Adiponectin in renal fibrosis. Aging (Albany NY) 12(5):4660–4672. https://doi.org/10.18632/aging.102811
Xie M, Xiong Z, Yin S et al (2022) Adiponectin alleviates intestinal fibrosis by enhancing AMP-activated protein kinase phosphorylation. Dig Dis Sci 67(6):2232–2243. https://doi.org/10.1007/s10620-021-07015-0
Perakakis N, Farr OM, Mantzoros CS (2021) Leptin in leanness and obesity: JACC state-of-the-art review. J Am Coll Cardiol 77(6):745–760. https://doi.org/10.1016/j.jacc.2020.11.069
Gui X, Chen H, Cai H, Sun L, Gu L (2018) Leptin promotes pulmonary fibrosis development by inhibiting autophagy via PI3K/Akt/mTOR pathway. Biochem Biophys Res Commun 498(3):660–666. https://doi.org/10.1016/j.bbrc.2018.03.039
Acquarone E, Monacelli F, Borghi R, Nencioni A, Odetti P (2019) Resistin: a reappraisal. Mech Ageing Dev 178:46–63. https://doi.org/10.1016/j.mad.2019.01.004
Lin Q, Johns RA (2020) Resistin family proteins in pulmonary diseases. Am J Physiol Lung Cell Mol Physiol 319(3):L422–L434. https://doi.org/10.1152/ajplung.00040.2020
Singh S, Anshita D, Ravichandiran V (2021) MCP-1: function, regulation, and involvement in disease. Int Immunopharmacol 101(Pt B):107598. https://doi.org/10.1016/j.intimp.2021.107598
Inoshima I, Kuwano K, Hamada N et al (2004) Anti-monocyte chemoattractant protein-1 gene therapy attenuates pulmonary fibrosis in mice. Am J Physiol Lung Cell Mol Physiol 286(5):L1038–L1044. https://doi.org/10.1152/ajplung.00167.2003
Pulito-Cueto V, Remuzgo-Martínez S, Genre F et al (2022) Elevated VCAM-1, MCP-1 and ADMA serum levels related to pulmonary fibrosis of interstitial lung disease associated with rheumatoid arthritis. Front Mol Biosci 9:1056121. https://doi.org/10.3389/fmolb.2022.1056121
Grinde KE, Arbet J, Green A et al (2017) Illustrating, quantifying, and correcting for bias in post-hoc analysis of gene-based rare variant tests of association. Front Genet. 8:117. https://doi.org/10.3389/fgene.2017.00117
Fan J, Zhu J, Sun L, Li Y, Wang T, Li Y (2021) Causal association of adipokines with osteoarthritis: a Mendelian randomization study. Rheumatology (Oxford) 60(6):2808–2815. https://doi.org/10.1093/rheumatology/keaa719
Kulkarni T, Yuan K, Tran-Nguyen TK et al (2019) Decrements of body mass index are associated with poor outcomes of idiopathic pulmonary fibrosis patients. PloS one 14(10):e0221905. https://doi.org/10.1371/journal.pone.0221905
Acknowledgements
The authors thank all investigators and participants from the open GWAS summary datasets. Special thanks to the IEU open GWAS project developed by the MRC Integrative Epidemiology Unit (IEU) at the University of Bristol. Thank them for extracting relevant GWAS summary-level data from published articles, UK Biobank, and FinnGen biobank.
Funding
This work was supported by the Science and Technology Department of Sichuan Province (2023NSFSC1459, 2022NSFSC1313), the West China Hospital of Sichuan University Postdoctoral Science Foundation (2023HXBH043).
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DH and LG gave the study concept and design; all authors acquired, analyzed, and interpreted the data, and critically revised the manuscript for important intellectual content; DH drafted the manuscript; DH carried out the statistical analysis; YS and ZL supervised the study; All authors read and approved the final manuscript.
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The present study relied only on publicly available de-identified summary statistics from relevant published GWASs. The ethical approval and informed consent were obtained in all original studies. Additional ethical approval was not required for our study.
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Huang, D., Gong, L., Wu, Z. et al. Genetic Association of Circulating Adipokines with Risk of Idiopathic Pulmonary Fibrosis: A Two-Sample Mendelian Randomization Study. Lung 201, 355–362 (2023). https://doi.org/10.1007/s00408-023-00640-8
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DOI: https://doi.org/10.1007/s00408-023-00640-8