ArticleAlzheimer's research & therapy2021
An integrative multi-omics approach reveals new central nervous system pathway alterations in Alzheimer's disease.
Article in Alzheimer's research & therapy, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers, 1 of them a synthesis that pooled it.
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Who cites it
66 citing papers in PubMed, 1 synthesis or guideline pooled it, 103 citations in OpenAlex.
- Multi-omics and high-spatial-resolution omics: deciphering complexity in neurological disorders.GigaScience · 2025Pooled it
- Omics-driven strategies for identifying biomarkers in Alzheimer's disease.Metabolic brain disease · 2026Review
- The Associations Between Dietary Flavonoid Intake and Neurodegenerative Diseases Risk: A Cross-Sectional Study.Chemical biology & drug design · 2026Article
- Muscle-brain crosstalk as a driver of brain health in aging.GeroScience · 2026Review
- Epigenetic biomarkers in inflammatory bowel diseases-computational challenges and opportunities.Journal of Crohn's & colitis · 2026Review
- Integrating polygenic and transcriptional risk scores for detecting Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- Spatial-temporal lipidomics reveals dysregulated lipid metabolism in mouse brain during Alzheimer's disease progression.Journal of advanced research · 2026Article
- Integration of aged brain multi-omics reveals cross-system mechanisms underlying Alzheimer's disease heterogeneity.Cell reports · 2026Article
- Balanced deep learning on multi-omics networks identifies molecular subgroups of pathological brain aging.medRxiv : the preprint server for health sciences · 2026Article
- The 3xTg-AD Mouse Model: A Comprehensive Tool for Understanding Alzheimer's Disease.Cellular and molecular neurobiology · 2026Review
- Injectable multi-component hydrogels for the treatment of ascites caused by hepatocellular carcinoma via anti-tumor and reduction of ascites generation.Journal of nanobiotechnology · 2026Article
- Omics-AD-A multimodal biomarker study on cognitive decline and neuropsychiatric symptoms: Design and cohort characteristics.Journal of Alzheimer's disease : JAD · 2026Article
- Emerging pathological mechanisms of Alzheimer's disease pathogenesis: from neuroimmune interactions to intercellular communication.Frontiers in aging neuroscience · 2026Review
- Integrating genetic and transcriptomic data to identify genes underlying obesity risk loci.International journal of obesity (2005) · 2025Article
- Combined multi-omics and brain pathology reveal novel biomarkers for alzheimer's disease.Scientific reports · 2025Article
- Multi-omic network inference from time-series data.NPJ systems biology and applications · 2025Article
- Integration of aged brain multi-omics reveals cross-system mechanisms underlying Alzheimer's disease heterogeneity.bioRxiv : the preprint server for biology · 2025Article
- Special Issue: "New Trends in Alzheimer's Disease Research: From Molecular Mechanisms to Therapeutics: 2nd Edition".International journal of molecular sciences · 2025Article
- Identification and Validation of New Molecular Subtypes within the Early and Late Mild Cognitive Impairment Stages of Alzheimer's Disease.medRxiv : the preprint server for health sciences · 2025Article
- Extracellular vesicles as therapeutic modulators of neuroinflammation in Alzheimer's disease: a focus on signaling mechanisms.Journal of neuroinflammation · 2025Review
6 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 5 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMultiple pathophysiological processes have been described in Alzheimer's disease (AD). Their inter-individual variations, complex interrelations, and relevance for clinical manifestation and disease progression remain poorly understood. We hypothesize that specific molecular patterns indicating both known and yet unidentified pathway alterations are associated with distinct aspects of AD pathology.
methodsWe performed multi-level cerebrospinal fluid (CSF) omics in a well-characterized cohort of older adults with normal cognition, mild cognitive impairment, and mild dementia. Proteomics, metabolomics, lipidomics, one-carbon metabolism, and neuroinflammation related molecules were analyzed at single-omic level with correlation and regression approaches. Multi-omics factor analysis was used to integrate all biological levels. Identified analytes were used to construct best predictive models of the presence of AD pathology and of cognitive decline with multifactorial regression analysis. Pathway enrichment analysis identified pathway alterations in AD.
resultsMulti-omics integration identified five major dimensions of heterogeneity explaining the variance within the cohort and differentially associated with AD. Further analysis exposed multiple interactions between single 'omics modalities and distinct multi-omics molecular signatures differentially related to amyloid pathology, neuronal injury, and tau hyperphosphorylation. Enrichment pathway analysis revealed overrepresentation of the hemostasis, immune response, and extracellular matrix signaling pathways in association with AD. Finally, combinations of four molecules improved prediction of both AD (protein 14-3-3 zeta/delta, clusterin, interleukin-15, and transgelin-2) and cognitive decline (protein 14-3-3 zeta/delta, clusterin, cholesteryl ester 27:1 16:0 and monocyte chemoattractant protein-1).
conclusionsApplying an integrative multi-omics approach we report novel molecular and pathways alterations associated with AD pathology. These findings are relevant for the development of personalized diagnosis and treatment approaches in AD.
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