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抑郁症中代谢失调的多组学研究:整合代谢组学、加权基因共表达网络分析和孟德尔随机化

Multi-omics investigation of metabolic dysregulation in depression: integrating metabolomics, weighted gene co-expression network analysis, and mendelian randomization.

作者信息

Qianhao Wu, Jinwen Zhang, Jingjie Miao, Xiaoyu Chen, Yangfei Zhao, Wenxiu Yao, Xu Jiang, Xiaojun Wang, Peipei Han, Qi Guo

机构信息

Graduate School, Shanghai University of Traditional Chinese Medicine, Shanghai, China.

College of Rehabilitation Sciences, Shanghai University of Medicine and Health Sciences, Shanghai, China.

出版信息

Front Psychiatry. 2025 Aug 12;16:1627020. doi: 10.3389/fpsyt.2025.1627020. eCollection 2025.

DOI:10.3389/fpsyt.2025.1627020
PMID:40873671
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12378940/
Abstract

BACKGROUND

The etiology of depressive disorder, the leading cause of global mental disability, is characterized by systemic metabolic dysregulation. However, the causal metabolites and their mechanistic networks remain elusive.

METHODS

We combined untargeted LC/GC-MS metabolomics (N=98 Chinese elderly), weighted gene co-expression network analysis (WGCNA), and two-sample Mendelian randomization (MR) using GWAS data (59,333 depression cases with 434,831 controls) to identify depression-associated metabolites and pathways.

RESULTS

LC/GC-MS analysis identified 1,458 metabolites, with 84 differentially expressed in depression (VIP>1.5, p<0.05). WGCNA revealed a turquoise module enriched in amino acid metabolism (MM>0.7, p<0.05), while MR analysis confirmed 35 causal metabolites, including cysteine-alanine ratio (β=0.18, p=0.003) and serine levels (β=-0.24, p=0.001). Multi-omics integration highlighted glycine/serine/threonine metabolism (Impact = 0.35) and one-carbon folate cycle as core dysregulated pathways. Alterations were characterized by serine deficiency and phosphoserine accumulation, potentially reflecting disturbances in DNA methylation processes. Furthermore, elevated cysteine levels indicated a compensatory response to oxidative stress, and disruptions in purine metabolism pointed to mitochondrial dysfunction, particularly impaired mitochondrial ATP synthesis.

CONCLUSION

This study establishes a hierarchical metabolic framework for depression, prioritizing single-carbon metabolism and oxidative stress as central therapeutic targets. The findings emphasize methylation dysregulation and mitochondrial dysfunction in elderly depression, offering novel biomarkers for precision intervention.

摘要

背景

抑郁症是全球精神残疾的主要原因,其病因以全身代谢失调为特征。然而,因果代谢物及其机制网络仍不明确。

方法

我们结合非靶向液相色谱/气相色谱-质谱代谢组学(N = 98名中国老年人)、加权基因共表达网络分析(WGCNA)以及使用全基因组关联研究(GWAS)数据(59333例抑郁症患者与434831例对照)的两样本孟德尔随机化(MR)来识别与抑郁症相关的代谢物和途径。

结果

液相色谱/气相色谱-质谱分析鉴定出1458种代谢物,其中84种在抑郁症中差异表达(VIP>1.5,p<0.05)。WGCNA显示一个绿松石模块富含氨基酸代谢(MM>0.7,p<0.05),而MR分析确认了35种因果代谢物,包括半胱氨酸-丙氨酸比率(β = 0.18,p = 0.003)和丝氨酸水平(β = -0.24,p = 0.001)。多组学整合突出了甘氨酸/丝氨酸/苏氨酸代谢(影响值=0.35)和一碳叶酸循环作为核心失调途径。这些改变的特征是丝氨酸缺乏和磷酸丝氨酸积累,可能反映了DNA甲基化过程的紊乱。此外,半胱氨酸水平升高表明对氧化应激的代偿反应,嘌呤代谢的破坏表明线粒体功能障碍,特别是线粒体ATP合成受损。

结论

本研究建立了抑郁症的分层代谢框架,将一碳代谢和氧化应激作为主要治疗靶点。研究结果强调了老年抑郁症中甲基化失调和线粒体功能障碍,为精准干预提供了新的生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/8301bba6101f/fpsyt-16-1627020-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/e46d3da53031/fpsyt-16-1627020-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/ab43f211f853/fpsyt-16-1627020-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/a6cf422e2aac/fpsyt-16-1627020-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/c60601f8e430/fpsyt-16-1627020-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/8301bba6101f/fpsyt-16-1627020-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/e46d3da53031/fpsyt-16-1627020-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/ab43f211f853/fpsyt-16-1627020-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/a6cf422e2aac/fpsyt-16-1627020-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/c60601f8e430/fpsyt-16-1627020-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330a/12378940/8301bba6101f/fpsyt-16-1627020-g005.jpg

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