Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.

BACKGROUND:The metabolic basis of Alzheimer disease (AD) is poorly understood, and the relationships between systemic abnormalities in metabolism and AD pathogenesis are unclear. Understanding how global perturbations in metabolism are related to severity of AD neuropathology and the eventual expres...

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Main Authors: Vijay R Varma, Anup M Oommen, Sudhir Varma, Ramon Casanova, Yang An, Ryan M Andrews, Richard O'Brien, Olga Pletnikova, Juan C Troncoso, Jon Toledo, Rebecca Baillie, Matthias Arnold, Gabi Kastenmueller, Kwangsik Nho, P Murali Doraiswamy, Andrew J Saykin, Rima Kaddurah-Daouk, Cristina Legido-Quigley, Madhav Thambisetty
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-01-01
Series:PLoS Medicine
Online Access:http://europepmc.org/articles/PMC5784884?pdf=render
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author Vijay R Varma
Anup M Oommen
Sudhir Varma
Ramon Casanova
Yang An
Ryan M Andrews
Richard O'Brien
Olga Pletnikova
Juan C Troncoso
Jon Toledo
Rebecca Baillie
Matthias Arnold
Gabi Kastenmueller
Kwangsik Nho
P Murali Doraiswamy
Andrew J Saykin
Rima Kaddurah-Daouk
Cristina Legido-Quigley
Madhav Thambisetty
spellingShingle Vijay R Varma
Anup M Oommen
Sudhir Varma
Ramon Casanova
Yang An
Ryan M Andrews
Richard O'Brien
Olga Pletnikova
Juan C Troncoso
Jon Toledo
Rebecca Baillie
Matthias Arnold
Gabi Kastenmueller
Kwangsik Nho
P Murali Doraiswamy
Andrew J Saykin
Rima Kaddurah-Daouk
Cristina Legido-Quigley
Madhav Thambisetty
Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.
PLoS Medicine
author_facet Vijay R Varma
Anup M Oommen
Sudhir Varma
Ramon Casanova
Yang An
Ryan M Andrews
Richard O'Brien
Olga Pletnikova
Juan C Troncoso
Jon Toledo
Rebecca Baillie
Matthias Arnold
Gabi Kastenmueller
Kwangsik Nho
P Murali Doraiswamy
Andrew J Saykin
Rima Kaddurah-Daouk
Cristina Legido-Quigley
Madhav Thambisetty
author_sort Vijay R Varma
title Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.
title_short Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.
title_full Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.
title_fullStr Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.
title_full_unstemmed Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.
title_sort brain and blood metabolite signatures of pathology and progression in alzheimer disease: a targeted metabolomics study.
publisher Public Library of Science (PLoS)
series PLoS Medicine
issn 1549-1277
1549-1676
publishDate 2018-01-01
description BACKGROUND:The metabolic basis of Alzheimer disease (AD) is poorly understood, and the relationships between systemic abnormalities in metabolism and AD pathogenesis are unclear. Understanding how global perturbations in metabolism are related to severity of AD neuropathology and the eventual expression of AD symptoms in at-risk individuals is critical to developing effective disease-modifying treatments. In this study, we undertook parallel metabolomics analyses in both the brain and blood to identify systemic correlates of neuropathology and their associations with prodromal and preclinical measures of AD progression. METHODS AND FINDINGS:Quantitative and targeted metabolomics (Biocrates AbsoluteIDQ [identification and quantification] p180) assays were performed on brain tissue samples from the autopsy cohort of the Baltimore Longitudinal Study of Aging (BLSA) (N = 44, mean age = 81.33, % female = 36.36) from AD (N = 15), control (CN; N = 14), and "asymptomatic Alzheimer's disease" (ASYMAD, i.e., individuals with significant AD pathology but no cognitive impairment during life; N = 15) participants. Using machine-learning methods, we identified a panel of 26 metabolites from two main classes-sphingolipids and glycerophospholipids-that discriminated AD and CN samples with accuracy, sensitivity, and specificity of 83.33%, 86.67%, and 80%, respectively. We then assayed these 26 metabolites in serum samples from two well-characterized longitudinal cohorts representing prodromal (Alzheimer's Disease Neuroimaging Initiative [ADNI], N = 767, mean age = 75.19, % female = 42.63) and preclinical (BLSA) (N = 207, mean age = 78.68, % female = 42.63) AD, in which we tested their associations with magnetic resonance imaging (MRI) measures of AD-related brain atrophy, cerebrospinal fluid (CSF) biomarkers of AD pathology, risk of conversion to incident AD, and trajectories of cognitive performance. We developed an integrated blood and brain endophenotype score that summarized the relative importance of each metabolite to severity of AD pathology and disease progression (Endophenotype Association Score in Early Alzheimer's Disease [EASE-AD]). Finally, we mapped the main metabolite classes emerging from our analyses to key biological pathways implicated in AD pathogenesis. We found that distinct sphingolipid species including sphingomyelin (SM) with acyl residue sums C16:0, C18:1, and C16:1 (SM C16:0, SM C18:1, SM C16:1) and hydroxysphingomyelin with acyl residue sum C14:1 (SM (OH) C14:1) were consistently associated with severity of AD pathology at autopsy and AD progression across prodromal and preclinical stages. Higher log-transformed blood concentrations of all four sphingolipids in cognitively normal individuals were significantly associated with increased risk of future conversion to incident AD: SM C16:0 (hazard ratio [HR] = 4.430, 95% confidence interval [CI] = 1.703-11.520, p = 0.002), SM C16:1 (HR = 3.455, 95% CI = 1.516-7.873, p = 0.003), SM (OH) C14:1 (HR = 3.539, 95% CI = 1.373-9.122, p = 0.009), and SM C18:1 (HR = 2.255, 95% CI = 1.047-4.855, p = 0.038). The sphingolipid species identified map to several biologically relevant pathways implicated in AD, including tau phosphorylation, amyloid-β (Aβ) metabolism, calcium homeostasis, acetylcholine biosynthesis, and apoptosis. Our study has limitations: the relatively small number of brain tissue samples may have limited our power to detect significant associations, control for heterogeneity between groups, and replicate our findings in independent, autopsy-derived brain samples. CONCLUSIONS:We present a novel framework to identify biologically relevant brain and blood metabolites associated with disease pathology and progression during the prodromal and preclinical stages of AD. Our results show that perturbations in sphingolipid metabolism are consistently associated with endophenotypes across preclinical and prodromal AD, as well as with AD pathology at autopsy. Sphingolipids may be biologically relevant biomarkers for the early detection of AD, and correcting perturbations in sphingolipid metabolism may be a plausible and novel therapeutic strategy in AD.
url http://europepmc.org/articles/PMC5784884?pdf=render
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spelling doaj-22f7f44d5e424f9fae92e9cc4533ed092020-11-25T02:32:12ZengPublic Library of Science (PLoS)PLoS Medicine1549-12771549-16762018-01-01151e100248210.1371/journal.pmed.1002482Brain and blood metabolite signatures of pathology and progression in Alzheimer disease: A targeted metabolomics study.Vijay R VarmaAnup M OommenSudhir VarmaRamon CasanovaYang AnRyan M AndrewsRichard O'BrienOlga PletnikovaJuan C TroncosoJon ToledoRebecca BaillieMatthias ArnoldGabi KastenmuellerKwangsik NhoP Murali DoraiswamyAndrew J SaykinRima Kaddurah-DaoukCristina Legido-QuigleyMadhav ThambisettyBACKGROUND:The metabolic basis of Alzheimer disease (AD) is poorly understood, and the relationships between systemic abnormalities in metabolism and AD pathogenesis are unclear. Understanding how global perturbations in metabolism are related to severity of AD neuropathology and the eventual expression of AD symptoms in at-risk individuals is critical to developing effective disease-modifying treatments. In this study, we undertook parallel metabolomics analyses in both the brain and blood to identify systemic correlates of neuropathology and their associations with prodromal and preclinical measures of AD progression. METHODS AND FINDINGS:Quantitative and targeted metabolomics (Biocrates AbsoluteIDQ [identification and quantification] p180) assays were performed on brain tissue samples from the autopsy cohort of the Baltimore Longitudinal Study of Aging (BLSA) (N = 44, mean age = 81.33, % female = 36.36) from AD (N = 15), control (CN; N = 14), and "asymptomatic Alzheimer's disease" (ASYMAD, i.e., individuals with significant AD pathology but no cognitive impairment during life; N = 15) participants. Using machine-learning methods, we identified a panel of 26 metabolites from two main classes-sphingolipids and glycerophospholipids-that discriminated AD and CN samples with accuracy, sensitivity, and specificity of 83.33%, 86.67%, and 80%, respectively. We then assayed these 26 metabolites in serum samples from two well-characterized longitudinal cohorts representing prodromal (Alzheimer's Disease Neuroimaging Initiative [ADNI], N = 767, mean age = 75.19, % female = 42.63) and preclinical (BLSA) (N = 207, mean age = 78.68, % female = 42.63) AD, in which we tested their associations with magnetic resonance imaging (MRI) measures of AD-related brain atrophy, cerebrospinal fluid (CSF) biomarkers of AD pathology, risk of conversion to incident AD, and trajectories of cognitive performance. We developed an integrated blood and brain endophenotype score that summarized the relative importance of each metabolite to severity of AD pathology and disease progression (Endophenotype Association Score in Early Alzheimer's Disease [EASE-AD]). Finally, we mapped the main metabolite classes emerging from our analyses to key biological pathways implicated in AD pathogenesis. We found that distinct sphingolipid species including sphingomyelin (SM) with acyl residue sums C16:0, C18:1, and C16:1 (SM C16:0, SM C18:1, SM C16:1) and hydroxysphingomyelin with acyl residue sum C14:1 (SM (OH) C14:1) were consistently associated with severity of AD pathology at autopsy and AD progression across prodromal and preclinical stages. Higher log-transformed blood concentrations of all four sphingolipids in cognitively normal individuals were significantly associated with increased risk of future conversion to incident AD: SM C16:0 (hazard ratio [HR] = 4.430, 95% confidence interval [CI] = 1.703-11.520, p = 0.002), SM C16:1 (HR = 3.455, 95% CI = 1.516-7.873, p = 0.003), SM (OH) C14:1 (HR = 3.539, 95% CI = 1.373-9.122, p = 0.009), and SM C18:1 (HR = 2.255, 95% CI = 1.047-4.855, p = 0.038). The sphingolipid species identified map to several biologically relevant pathways implicated in AD, including tau phosphorylation, amyloid-β (Aβ) metabolism, calcium homeostasis, acetylcholine biosynthesis, and apoptosis. Our study has limitations: the relatively small number of brain tissue samples may have limited our power to detect significant associations, control for heterogeneity between groups, and replicate our findings in independent, autopsy-derived brain samples. CONCLUSIONS:We present a novel framework to identify biologically relevant brain and blood metabolites associated with disease pathology and progression during the prodromal and preclinical stages of AD. Our results show that perturbations in sphingolipid metabolism are consistently associated with endophenotypes across preclinical and prodromal AD, as well as with AD pathology at autopsy. Sphingolipids may be biologically relevant biomarkers for the early detection of AD, and correcting perturbations in sphingolipid metabolism may be a plausible and novel therapeutic strategy in AD.http://europepmc.org/articles/PMC5784884?pdf=render