Predictive metabolic networks reveal sex- and APOE genotype-specific metabolic signatures and drivers for precision medicine in Alzheimer's disease

Alzheimers Dement. 2023 Feb;19(2):518-531. doi: 10.1002/alz.12675. Epub 2022 Apr 28.

Abstract

Introduction: Late-onset Alzheimer's disease (LOAD) is a complex neurodegenerative disease characterized by multiple progressive stages, glucose metabolic dysregulation, Alzheimer's disease (AD) pathology, and inexorable cognitive decline. Discovery of metabolic profiles unique to sex, apolipoprotein E (APOE) genotype, and stage of disease progression could provide critical insights for personalized LOAD medicine.

Methods: Sex- and APOE-specific metabolic networks were constructed based on changes in 127 metabolites of 656 serum samples from the Alzheimer's Disease Neuroimaging Initiative cohort.

Results: Application of an advanced analytical platform identified metabolic drivers and signatures clustered with sex and/or APOE ɛ4, establishing patient-specific biomarkers predictive of disease state that significantly associated with cognitive function. Presence of the APOE ɛ4 shifts metabolic signatures to a phosphatidylcholine-focused profile overriding sex-specific differences in serum metabolites of AD patients.

Discussion: These findings provide an initial but critical step in developing a diagnostic platform for personalized medicine by integrating metabolomic profiling and cognitive assessments to identify targeted precision therapeutics for AD patient subgroups through computational network modeling.

Keywords: Alzheimer's Disease Neuroimaging Initiative; apolipoprotein E ε4; computational systems biology; late-onset Alzheimer's disease; metabolic biomarkers; metabolic network; metabolomics; precision medicine; sex-specific metabolic changes.

MeSH terms

  • Alzheimer Disease* / pathology
  • Apolipoprotein E4 / genetics
  • Apolipoproteins E / genetics
  • Female
  • Genotype
  • Humans
  • Male
  • Metabolic Networks and Pathways
  • Neurodegenerative Diseases* / complications
  • Precision Medicine

Substances

  • Apolipoproteins E
  • Apolipoprotein E4