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Causal Relationships Between Plasma Metabolites and Risk of Dermatomyositis
Wenyi Qin1, Jiayu Tian1, Yuqin Qiu1
1Department of Integrated Traditional Chinese and Western Medicine, the First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, People's Republic of China.
Purpose:
This exploratory study aimed to investigate the potential causal relationships between plasma metabolites and dermatomyositis using Mendelian randomization (MR), with the goal of generating hypotheses for future research.
Patients And Methods:
We screened well-established metabolite GWAS databases and a comprehensive dermatomyositis patient database, starting with 1,400 metabolites. Suitable instrumental variables (IVs) were selected based on genome-wide significance, LD independence (r² < 0.01), and F-statistics > 10 to minimize weak instrument bias and pleiotropy. These IVs were then integrated with dermatomyositis patient data for MR analysis, employing techniques such as inverse-variance weighting (IVW), MR-Egger regression, and weighted median approaches. Sensitivity analyses were conducted to ensure result robustness, and findings were visualized using forest plots, scatter plots, and funnel plots.
Results:
The IVW method revealed 53 metabolites and metabolic ratios significantly associated with dermatomyositis. Specifically, 20 metabolites and 8 metabolic ratios were linked to a decreased risk, while 17 metabolites and 8 ratios indicated increased risk. However, none of these associations remained statistically significant after false discovery rate (FDR) correction. Notable heterogeneity was observed in Lactosyl-N-palmitoyl-sphingosine levels, and pleiotropy was evident with 3-carboxy-4-methyl-5-pentyl-2-furanpropionate (3-CMPFP). Robustness was confirmed through MR-PRESSO and leave-one-out analyses.
Conclusion:
This study conducted the first exploratory Mendelian randomization analysis to investigate potential causal links between plasma metabolites and dermatomyositis. Although no statistically significant causal relationships were identified after multiple testing correction, this study provides preliminary evidence and valuable hypotheses for further research into metabolic pathways underlying dermatomyositis.
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