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Updated: Aug 21, 2026

DeepOmicsAE: Representing Signaling Modules in Alzheimer's Disease with Deep Learning Analysis of Proteomics, Metabolomics, and Clinical Data
Published on: December 15, 2023
Integrated multi-omics profiling identifies a convergent gut-metabolic-immune signature in Alzheimer's disease
Zongxin Ling1, Xiaocui Xu2, Yiwen Cheng1
1State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, National Medical Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, 310003, China.
Abstract:
Alzheimer's disease (AD) is a progressive neurodegenerative disorder with rising global prevalence, yet the peripheral mechanisms linking gut dysbiosis, systemic redox imbalance, and immune activation remain poorly understood. Here, we performed integrated multi-omics profiling of fecal microbiome, serum metabolome, and circulating cytokines in 40 patients with AD and 40 cognitively normal controls, with a specific focus on oxidative stress and antioxidant signatures. Compared with controls, AD patients exhibited marked gut microbial dysbiosis characterized by depletion of butyrate-producing genera (including Faecalibacterium and Roseburia) and enrichment of pro-inflammatory taxa (including Escherichia/Shigella). Serum metabolomics identified a distinct oxidative stress phenotype: AD samples showed significantly elevated levels of xanthosine, (±)-3-hydroxynonanoic acid, and several acyl-carnitines, alongside a marked reduction in the antioxidant carotenoid capsorubin (AUC = 0.98) and other protective compounds. Lipid peroxidation products, including 15,16-epoxy-9,12-octadecadienoic acid and (Z)-5,8,11-trihydroxyoctadec-9-enoic acid, inversely correlated with cognitive scores (MMSE, Barthel Index, WAIS-IV). Concurrently, circulating pro-inflammatory cytokines (IL-8, MCP-1, IP-10, TNF-α) were elevated and correlated positively with both AD-enriched bacteria and oxidative metabolites, while showing negative correlations with antioxidant-related compounds. Integrated network analysis linked loss of butyrate-producing microbes to accumulation of oxidative stress biomarkers and heightened chemokine signaling, which together associated with worse cognitive performance. Selected microbial and redox-related metabolic features achieved excellent diagnostic accuracy (AUC > 0.95). Collectively, these findings define a convergent gut-metabolic-immune axis in AD where systemic oxidative stress serves as a central hub, providing specific, measurable redox biomarkers and mechanistic insights for noninvasive biomarker candidate development and therapeutic target exploration.
