title: Hippocampus neuronal metabolic gene expression outperforms whole tissue data in accurately predicting Alzheimer's disease progression.
abstract: Numerous metabolic alterations are associated with the impairment of brain cells in Alzheimer's disease (AD). Here we use gene expression microarrays of both whole hippocampus tissue and hippocampal neurons of AD patients to investigate the ability of metabolic gene expression to predict AD progression and its cognitive decline. We find that the prediction accuracy of different AD stages is markedly higher when using neuronal expression data (0.9) than when using whole tissue expression (0.76). Furthermore, the metabolic genes' expression is shown to be as effective in predicting AD severity as the entire gene list. Remarkably, a regression model from hippocampal metabolic gene expression leads to a marked correlation of 0.57 with the Mini-Mental State Examination cognitive score. Notably, the expression of top predictive neuronal genes in AD is significantly higher than that of other metabolic genes in the brains of healthy subjects. All together, the analyses point to a subset of metabolic genes that is strongly associated with normal brain functioning and whose disruption plays a major role in AD.
authors.affiliation: The Sackler School of Medicine-Tel Aviv University, Tel Aviv, Israel. shirist2@post.tau.ac.il
authors.forename: Shiri
authors.initials: S
authors.lastname: Stempler
authors.forename: Yedael Y
authors.initials: YY
authors.lastname: Waldman
authors.forename: Lior
authors.initials: L
authors.lastname: Wolf
authors.forename: Eytan
authors.initials: E
authors.lastname: Ruppin
mesh_terms: D000544:Alzheimer Disease / Q000175:diagnosis / Q000235:genetics / Q000473:pathology*; D000818:Animals; D018450:Disease Progression; D005786:Gene Expression Regulation / Q000502:physiology*; D055106:Genome-Wide Association Study; D006624:Hippocampus / Q000473:pathology*; D006801:Humans; D009419:Nerve Tissue Proteins / Q000235:genetics / Q000378:metabolism*; D009474:Neurons / Q000378:metabolism*; D011237:Predictive Value of Tests
chemical_list: D009419:Nerve Tissue Proteins