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Konieczny MJ, Omarov M, Zhang L, Malik R, Richardson TG, Baumeister SE, Bernhagen J, Dichgans M, Georgakis MK. The genomic architecture of circulating cytokine levels points to drug targets for immune-related diseases. Commun Biol 2025; 8:34. [PMID: 39794498 PMCID: PMC11724035 DOI: 10.1038/s42003-025-07453-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 01/02/2025] [Indexed: 01/13/2025] Open
Abstract
Circulating cytokines orchestrate immune reactions and are promising drug targets for immune-mediated and inflammatory diseases. Exploring the genetic architecture of circulating cytokine levels could yield key insights into causal mediators of human disease. Here, we performed genome-wide association studies (GWAS) for 40 circulating cytokines in meta-analyses of 74,783 individuals. We detected 359 significant associations between cytokine levels and variants in 169 independent loci, including 150 trans- and 19 cis-acting loci. Integration with transcriptomic data point to key regulatory mechanisms, such as the buffering function of the Atypical Chemokine Receptor 1 (ACKR1) acting as scavenger for multiple chemokines and the role of tumor necrosis factor receptor-associated factor 1 (TRAFD1) in modulating the cytokine storm triggered by TNF signaling. Applying Mendelian randomization (MR), we detected a network of complex cytokine interconnections with TNF-b, VEGF, and IL-1ra exhibiting pleiotropic downstream effects on multiple cytokines. Drug target cis-MR using 2 independent proteomics datasets paired with colocalization revealed G-CSF/CSF-3 and CXCL9/MIG as potential causal mediators of asthma and Crohn's disease, respectively, but also a potentially protective role of TNF-b in multiple sclerosis. Our results provide an overview of the genetic architecture of circulating cytokines and could guide the development of targeted immunotherapies.
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Affiliation(s)
- Marek J Konieczny
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany
| | - Murad Omarov
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany
| | - Lanyue Zhang
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany
| | - Rainer Malik
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany
| | - Tom G Richardson
- Medical Research Council (MRC) Integrative Epidemiology Unit (IEU), University of Bristol, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | | | - Jürgen Bernhagen
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- German Centre for Cardiovascular Research (DZHKMunich), Munich, Germany
| | - Martin Dichgans
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- German Centre for Cardiovascular Research (DZHKMunich), Munich, Germany
- German Center for Neurodegenerative Diseases (DZNE), Munich, Germany
| | - Marios K Georgakis
- Institute for Stroke and Dementia Research (ISD), LMU University Hospital, LMU Munich, Munich, Germany.
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany.
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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Zhang L, Li J, Zhang Q, Gao J, Zhao K, Asai Y, Hu Z, Gao H. An Integrative analysis of single-cell RNA-seq, transcriptome and Mendelian randomization for the Identification and validation of NAD + Metabolism-Related biomarkers in ulcerative colitis. Int Immunopharmacol 2025; 145:113765. [PMID: 39647286 DOI: 10.1016/j.intimp.2024.113765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 11/25/2024] [Accepted: 11/30/2024] [Indexed: 12/10/2024]
Abstract
Ulcerative colitis (UC) is a chronic and refractory inflammatory disease of the colon and rectum. This study utilized bioinformatics methods to explore the potential of Nicotinamide adenine dinucleotide (NAD+) metabolism-related genes (NMRGs) as key genes in UC. Using the GSE87466 dataset, differentially expressed NMRGs were identified through differential expression analysis, weighted gene co-expression network analysis (WGCNA), and NMRG scoring. These NMRGs were used as exposure factors, with UC as the outcome, to identify causal candidate genes through Mendelian randomization (MR) analysis. Key genes were further validated as biomarkers using machine learning and expression validation in external datasets (GSE75214, GSE224758). A nomogram based on the expression levels of these biomarkers was constructed to predict UC risk, and the biomarkers' expression was validated through real-time quantitative polymerase chain reaction (RT-qPCR). Subsequently, signaling pathway analysis, enrichment analysis, immune infiltration analysis, and drug prediction were conducted to comprehensively understand the biological roles of the key genes in the human body. Single-cell (GSE116222) and spatial transcriptomic analyses (GSE189184) revealed the expression patterns of these key genes in specific cell types. NCF2, IL1B, S100A8, and SLC26A2 were identified as biomarkers, with NCF2 and IL1B serving as protective factors and S100A8 and SLC26A2 as risk factors for UC. The nomogram based on these biomarkers demonstrated strong predictive value. Functional analysis revealed significant IL1B, NCF2, and S100A8 enrichment in pathways such as IL-4 and IL-13 signaling, while SLC26A2 was strongly associated with respiratory electron transport. Significant differences in immune cells, such as macrophages and neutrophils, were also observed. Single-cell analysis showed high expression of NCF2, IL1B, and S100A8 in monocytes, while SLC26A2 was primarily expressed in epithelial cells, intestinal epithelial cells, and mast cells. Overall, these findings reveal the roles of NMRGs, providing valuable insights into the diagnosis and treatment of UC patients.
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Affiliation(s)
- Longxiang Zhang
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Jian Li
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Qiqi Zhang
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Jianshu Gao
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Keke Zhao
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Yersen Asai
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Ziying Hu
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China
| | - Hongliang Gao
- The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830000, Xinjiang, China.
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Luan Z, Wang J, Zhao Z, Chen Y, Zhang H, Wu J, Wang S, Sun G. Childhood obesity and risk of inflammatory bowel disease in adulthood: A Mendelian randomization study. Medicine (Baltimore) 2024; 103:e40478. [PMID: 39612455 PMCID: PMC11608687 DOI: 10.1097/md.0000000000040478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2024] [Accepted: 10/24/2024] [Indexed: 12/01/2024] Open
Abstract
It is well-known that childhood obesity is associated with various adult gastrointestinal diseases, inflammatory bowel disease (IBD) being no exception. However, previous epidemiological observational studies, while reporting a correlation between the 2, have left the question of a causal relationship inconclusive. This study aims to use a 2-sample Mendelian randomization (MR) analysis to assess the causal relationship between childhood obesity and IBD as well as its subtypes (ulcerative colitis [UC] and Crohn disease [CD]). Data on childhood obesity, IBD, and its subtypes (UC and CD) were sourced from IEU OpenGWAS (https://gwas.mrcieu.ac.uk/datasets/ieu-a-1096/) and IIBDGC (https://www.ibdgenetics.org/). The data were analyzed using the inverse variance weighted (IVW), MR-Egger, weighted median, simple mode, and weighted mode methods. The MR analysis indicates no causal relationship between childhood obesity and IBD or its subtypes (UC and CD). The consistency of the results across the IVW, MR-Egger, weighted median, simple mode, and weighted mode methods suggests the reliability of the findings. We found that childhood obesity is not causally related to IBD or its subtypes (UC and CD). This differs from prior studies. The observed discrepancies may be due to common biological or environmental confounding factors.
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Affiliation(s)
- Zhe Luan
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Jing Wang
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
- School of Medicine, Nankai University, Tianjin, China
| | - Zhizhuang Zhao
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Yi Chen
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Hanwen Zhang
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Junling Wu
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Shufang Wang
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Gang Sun
- Department of Gastroenterology and Hepatology, First Medical Center, Chinese PLA General Hospital, Beijing, China
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Li S, Mao D, Hao Q, You L, Li X, Wu Y, Wei L, Du H. Causal relationship between circulating immune cells and inflammatory bowel disease: A Mendelian randomization analysis. Medicine (Baltimore) 2024; 103:e39056. [PMID: 39058862 PMCID: PMC11272237 DOI: 10.1097/md.0000000000039056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 07/02/2024] [Indexed: 07/28/2024] Open
Abstract
Inflammatory bowel disease (IBD) is an immune-mediated inflammation of the gastrointestinal tract that includes Crohn disease and ulcerative colitis (UC). Although IBD is associated with elevated levels of innate and adaptive immunity, the relationship between circulating immune cells and IBD remains largely unknown. Therefore, we conducted a bidirectional 2-sample Mendelian randomization (MR) study to determine their causal relationship. Genome-wide association study summary statistics were extracted from publicly available databases regarding immune cell phenotypes and IBD traits (including IBD, Crohn disease, and UC). MR analysis was conducted using 5 MR methods, with inverse-variance-weighted (IVW) as the primary analysis method. False discovery rate correction (FDR) was used to reduce the likelihood of type 1 errors. We also conducted MR-Egger-intercept tests to evaluate horizontal pleiotropy. After FDR adjustment of the P values for the IVW method, the results indicated no causal relationship between immune cell phenotypes and IBD or UC, but 4 immune characteristics were causally associated with Crohn disease. The percentage of human leukocyte antigen DR+ CD4+ T cells in lymphocytes was positively associated with the development of Crohn disease (odd ratio [OR], 1.13; 95% confidence interval [CI], 1.07-1.21; P < .001; PFDR = 0.019), whereas the percentage of IgD- CD27- B cells in lymphocytes (OR, 0.85; 95% CI, 0.79-0.92; P < .001; PFDR = 0.014), CD28 on CD39+ secreting CD4 regulatory T cells (OR, 0.92; 95% CI, 0.89-0.96; P < .001; PFDR = 0.019), and the percentage of naïve CD4+ T cells in all CD4+ T cells (OR, 0.90; 95% CI, 0.85-0.95; P < .001; PFDR = 0.027) were negatively related to the risk of Crohn disease. MR analysis of the above 4 immune cell phenotypes revealed no horizontal pleiotropy. In the reverse MR analysis, Crohn disease was not causally associated with any of these immune cell phenotypes. The findings provide insight into the relationship between immune cells and IBD pathogenesis, and may serve as a basis for developing novel immunotherapies.
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Affiliation(s)
- Shan Li
- Department of Anesthesiology, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
| | - Dujuan Mao
- Department of Anesthesiology, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
| | - Quanshui Hao
- Department of Anesthesiology, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
| | - Lijuan You
- Department of Anesthesiology, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
| | - Xiufang Li
- Department of Anesthesiology, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
| | - Yaohua Wu
- Department of Anesthesiology, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
| | - Lai Wei
- Anesthesiology Center, Hunan Provincial People’s Hospital (The First Affiliated Hospital of Hunan Normal University), Changsha, Hunan, China
| | - Heng Du
- Department of Gastrointestinal Surgery, Huanggang Central Hospital Affiliated to Yangtze University, Huanggang, Hubei, China
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Zhi F, Ma JW, Ji DD, Bao J, Li QQ. Causal associations between circulating cytokines and risk of sepsis and related outcomes: a two-sample Mendelian randomization study. Front Immunol 2024; 15:1336586. [PMID: 38504987 PMCID: PMC10948396 DOI: 10.3389/fimmu.2024.1336586] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Accepted: 02/21/2024] [Indexed: 03/21/2024] Open
Abstract
Introduction Sepsis represents a critical medical condition that arises due to an imbalanced host reaction to infection. Central to its pathophysiology are cytokines. However, observational investigations that explore the interrelationships between circulating cytokines and susceptibility to sepsis frequently encounter challenges pertaining to confounding variables and reverse causality. Methods To elucidate the potential causal impact of cytokines on the risk of sepsis, we conducted two-sample Mendelian randomization (MR) analyses. Genetic instruments tied to circulating cytokine concentrations were sourced from genome-wide association studies encompassing 8,293 Finnish participants. We then evaluated their links with sepsis and related outcomes using summary-level data acquired from the UK Biobank, a vast multicenter cohort study involving over 500,000 European participants. Specifically, our data spanned 11,643 sepsis cases and 474,841 controls, with subsets including specific age groups, 28-day mortality, and ICU-related outcomes. Results and Discussion MR insights intimated that reduced genetically-predicted interleukin-10 (IL-10) levels causally correlated with a heightened sepsis risk (odds ratio [OR] 0.68, 95% confidence interval [CI] 0.52-0.90, P=0.006). An inverse relationship emerged between monocyte chemoattractant protein-1 (MCP-1) and sepsis-induced mortality. Conversely, elevated macrophage inflammatory protein 1 beta (MIP1B) concentrations were positively linked with both sepsis incidence and associated mortality. These revelations underscore the causal impact of certain circulating cytokines on sepsis susceptibility and its prognosis, hinting at the therapeutic potential of modulating these cytokine levels. Additional research is essential to corroborate these connections.
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Affiliation(s)
- Feng Zhi
- Department of Critical Care Medicine, Wuxi No.2 People's Hospital, Jiangnan University Medical Center, Wuxi, China
| | - Jia-Wei Ma
- Department of Critical Care Medicine, Wuxi No.2 People's Hospital, Jiangnan University Medical Center, Wuxi, China
- Department of Critical Care Medicine, Aheqi County People's Hospital, Xinjiang, China
| | - Dan-Dan Ji
- Department of Critical Care Medicine, Wuxi No.2 People's Hospital, Jiangnan University Medical Center, Wuxi, China
| | - Jie Bao
- Department of Critical Care Medicine, Wuxi No.2 People's Hospital, Jiangnan University Medical Center, Wuxi, China
| | - Qian-Qian Li
- Department of Critical Care Medicine, Wuxi No.2 People's Hospital, Jiangnan University Medical Center, Wuxi, China
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