Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases

Abstract Background This study investigates the causal role of metabolites mediating immune cells in rheumatoid arthritis (RA) and ankylosing spondylitis (AS) through a Mendelian randomization (MR) study. Methods The two-sample and two-step MR methods were used for the current analysis: (1) causal e...

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Main Authors: Jinpeng Wei, Jian Li, Tianyang Li, Tao Xu, Yingchi Zhang, Shuhan Yang, Hua Wu, Haihu Hao
Format: Article
Language:English
Published: BMC 2024-12-01
Series:Arthritis Research & Therapy
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Online Access:https://doi.org/10.1186/s13075-024-03445-z
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author Jinpeng Wei
Jian Li
Tianyang Li
Tao Xu
Yingchi Zhang
Shuhan Yang
Hua Wu
Haihu Hao
author_facet Jinpeng Wei
Jian Li
Tianyang Li
Tao Xu
Yingchi Zhang
Shuhan Yang
Hua Wu
Haihu Hao
author_sort Jinpeng Wei
collection DOAJ
description Abstract Background This study investigates the causal role of metabolites mediating immune cells in rheumatoid arthritis (RA) and ankylosing spondylitis (AS) through a Mendelian randomization (MR) study. Methods The two-sample and two-step MR methods were used for the current analysis: (1) causal effects of immune cells on RA and AS; (2) mediation effects of metabolites. Inverse variance weighted (IVW) is the main method to analyze causality, and MR results are verified by several sensitive analyses. Results This study first identified the immune cells and metabolites that are causally associated with RA and AS, respectively. Subsequent mediation analyses revealed that of the 61 metabolic factors that were causally associated with RA, 6 were identified as mediators of the relationship between immune cells and RA, including 4-cholesten-3-one levels (mediation ratio: 8.91%), N-lactoyl isoleucine levels (13%), 3- phosphoglycerate to glycerate ratio (12.9%, 2.31%, respectively), Gamma-glutamyl histidine levels (9.54%), and Citrulline to phosphate ratio (15.6%). Among the 52 metabolic factors that were causally associated with AS, 2 were identified as mediators of the relationship between immune cells and AS, including salicylate levels (10.4%) and Glucose to N-palmitoyl-sphingosine (d18:1 to 16:0) ratio (8.72%). These results performed well in sensitivity analysis. Conclusions Genetic predictions show causal relationships between immune cells and autoimmune diseases, and that these causal relationships can be mediated by certain metabolites as mediators.
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spelling doaj-art-23a8abfd7c8546228a74c1391fa176982024-12-08T12:39:05ZengBMCArthritis Research & Therapy1478-63622024-12-0126111010.1186/s13075-024-03445-zGenetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseasesJinpeng Wei0Jian Li1Tianyang Li2Tao Xu3Yingchi Zhang4Shuhan Yang5Hua Wu6Haihu Hao7Department of Orthopedics, Third Hospital of Shanxi Medical University, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalDepartment of Orthopedics, Third Hospital of Shanxi Medical University, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalDepartment of Orthopedics, Third Hospital of Shanxi Medical University, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalDepartment of Orthopedics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and TechnologyDepartment of Orthopedics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and TechnologyDepartment of Orthopedics, Third Hospital of Shanxi Medical University, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalDepartment of Orthopedics, Third Hospital of Shanxi Medical University, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalDepartment of Orthopedics, Third Hospital of Shanxi Medical University, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalAbstract Background This study investigates the causal role of metabolites mediating immune cells in rheumatoid arthritis (RA) and ankylosing spondylitis (AS) through a Mendelian randomization (MR) study. Methods The two-sample and two-step MR methods were used for the current analysis: (1) causal effects of immune cells on RA and AS; (2) mediation effects of metabolites. Inverse variance weighted (IVW) is the main method to analyze causality, and MR results are verified by several sensitive analyses. Results This study first identified the immune cells and metabolites that are causally associated with RA and AS, respectively. Subsequent mediation analyses revealed that of the 61 metabolic factors that were causally associated with RA, 6 were identified as mediators of the relationship between immune cells and RA, including 4-cholesten-3-one levels (mediation ratio: 8.91%), N-lactoyl isoleucine levels (13%), 3- phosphoglycerate to glycerate ratio (12.9%, 2.31%, respectively), Gamma-glutamyl histidine levels (9.54%), and Citrulline to phosphate ratio (15.6%). Among the 52 metabolic factors that were causally associated with AS, 2 were identified as mediators of the relationship between immune cells and AS, including salicylate levels (10.4%) and Glucose to N-palmitoyl-sphingosine (d18:1 to 16:0) ratio (8.72%). These results performed well in sensitivity analysis. Conclusions Genetic predictions show causal relationships between immune cells and autoimmune diseases, and that these causal relationships can be mediated by certain metabolites as mediators.https://doi.org/10.1186/s13075-024-03445-zAutoimmune diseasesMendelian randomizationImmune cellsMetabolites
spellingShingle Jinpeng Wei
Jian Li
Tianyang Li
Tao Xu
Yingchi Zhang
Shuhan Yang
Hua Wu
Haihu Hao
Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
Arthritis Research & Therapy
Autoimmune diseases
Mendelian randomization
Immune cells
Metabolites
title Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
title_full Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
title_fullStr Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
title_full_unstemmed Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
title_short Genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
title_sort genetically predicted metabolite mediates the causal relationship between immune cells and autoimmune diseases
topic Autoimmune diseases
Mendelian randomization
Immune cells
Metabolites
url https://doi.org/10.1186/s13075-024-03445-z
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