ArticlePsychological medicine2026
Multimodal fusion of brain imaging and proteomics reveals a brain-body pathway linking depression and metabolic dysfunction.
Article in Psychological medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Neural Threat Processing in Individuals with Small-Animal Phobia Is Shaped by Cluster C Personality Traits.European journal of investigation in health, psychology and education · 2026Article
- FSC-BiMamba: A Dual-Branch Bidirectional Mamba Network for Frontal Sparse-Channel EEG Depression Detection.Brain sciences · 2026Article
- Sleep Quality and Its Association with Health-Related Clinical Outcomes and Biomarkers Among Rural Northern Thai Older Adults: A Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2026Article
- Gastric-Selective Associations of Caudate Functional Connectivity with Gastrointestinal Rhythms in Parkinson's Disease: A Resting-State fMRI and Electrogastroenterography Study.Brain sciences · 2026Article
- Duodenal α-Synuclein PFF Injection Induces Vagus-Related Gut-to-Brain Pathology in C57BL/6J and A53T Transgenic Mice.Brain sciences · 2026Article
- Comparative Analysis of Four Commercially Available Artificial Intelligence Software for Brain Volumetry.Diagnostics (Basel, Switzerland) · 2026Article
- Seeing Through Feeling: Dynamic Interplay Between Emotion and Visual Perception.Brain sciences · 2026Review
- The Amygdala and Politics.Brain sciences · 2026Review
- Emotion Dysregulation and Mentalization in Adult Attention-Deficit/Hyperactivity Disorder.Brain sciences · 2026Article
- The Role of DaT-SPECT Imaging in the Evaluation of Progressive Supranuclear Palsy.Life (Basel, Switzerland) · 2026Review
- Immediate excitatory effect of transcranial ultrasound intensity on the human primary motor cortex: a double-blind, sham-controlled and crossover study.Frontiers in human neuroscience · 2026Article
- High-frequency taVNS modulates olfaction-related brain activity in patients with subjective cognitive decline.Frontiers in human neuroscience · 2026Article
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Authors and funding
17 authors.
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Abstract
backgroundDepression is associated with pathological dysregulations affecting both the brain and the body, with the latter being reflected in plasma proteins. While plasma protein signatures of depression have been increasingly recognized, a holistic examination of interactions with brain features is lacking.
methodsLeveraging data from 3,966 UK Biobank participants, we identified a multimodal neuroimaging-plasma protein component of depression (NeuroPro-Dep) by integrating plasma proteins and five brain modalities via an ICD-10 diagnosis-constrained multimodal fusion approach.
resultsNotably, NeuroPro-Dep demonstrates detectable associations with depression symptoms across datasets from diverse populations, underscoring its clinical potential. This capability is anchored in its five brain modalities alterations, including hippocampal atrophy, reduced cortical sensorimotor network functional connectivity, and impaired internetwork structural connectivity of the frontoparietal network. The multimodal neuroimaging-derived plasma protein modality of NeuroPro-Dep is enriched in metabolic pathways, as further supported by association analysis linking this modality to body mass index (BMI), type 2 diabetes, and other metabolic indicators. Crucially, two-step Mendelian randomization analysis revealed that the NeuroPro-Dep plasma protein modality exerts a causal effect on depression through BMI (plasma protein to BMI: or=0.28, p=0.035; BMI to depression: or=1.14, p=4.37×10
conclusionsOverall, this study underscores metabolic dysfunction as a bridge between brain changes, depression, and physical diseases, while providing a novel multimodal biological signature and valuable insights that may inform future treatment strategies.
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