4.6 Article

An integrative multi-omics approach reveals new central nervous system pathway alterations in Alzheimer's disease

期刊

ALZHEIMERS RESEARCH & THERAPY
卷 13, 期 1, 页码 -

出版社

BMC
DOI: 10.1186/s13195-021-00814-7

关键词

Alzheimer’ s disease; CSF; MOFA; Multi-omics; Biomarkers

资金

  1. Swiss National Research Foundation [SNF 320030_141179]
  2. Synapsis Foundation -Alzheimer Research Switzerland [2017-PI01]
  3. Nestle Institute of Health Sciences

向作者/读者索取更多资源

By integrating multi-omics approaches, this study identified novel molecular and pathway alterations associated with Alzheimer's disease pathology. The findings revealed multiple interactions between single 'omics modalities and distinct multi-omics molecular signatures related to amyloid pathology, neuronal injury, and tau hyperphosphorylation. Pathway enrichment analysis highlighted overrepresentation of hemostasis, immune response, and extracellular matrix signaling pathways in association with AD, while combinations of specific molecules improved prediction of AD pathology and cognitive decline.
Background Multiple 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. Methods We 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. Results Multi-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). Conclusions Applying 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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