Evidence map›Paper›PMID 28341160›Full record

ArticleAlzheimer's & dementia : the journal of the Alzheimer's Association2017

Metabolic network failures in Alzheimer's disease: A biochemical road map.

Jon B Toledo, Matthias Arnold, Gabi Kastenmüller, Rui Chang, Rebecca A Baillie, Xianlin Han, Madhav Thambisetty, Jessica D Tenenbaum, Karsten Suhre, J Will Thompson and 35 more

Open access · greenAbstract read
In one paragraph

Article in Alzheimer's & dementia : the journal of the Alzheimer's Association, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 271 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
271citing papers in PubMed, 4 pooled it
17.1field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

271 citing papers in PubMed, 4 syntheses or guidelines pooled it, 481 citations in OpenAlex.

  1. Pooled it
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  16. Recent Trends in Metabolomics by NMR Spectroscopy.Angewandte Chemie (International ed. in English) · 2026
    Review
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211 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

45 authors at 20 institutions in 7 countries.

Jon B ToledoDepartment of Pathology & Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Neurology, Houston Methodist Hospital, Houston, TX, USA. Electronic address: jbtoledoatucha@houstonmethodist.org.
Matthias ArnoldInstitute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany.
Gabi KastenmüllerInstitute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany; German Center for Diabetes Research (DZD), Neuherberg, Germany.
Rui ChangDepartment of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Rebecca A BaillieRosa & Co LLC, San Carlos, CA, USA.
Xianlin HanSanford Burnham Prebys Medical Discovery Institute, Orlando, FL, USA.
Madhav ThambisettyClinical and Translational Neuroscience Unit, Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
Jessica D TenenbaumDepartment of Biostatistics and Bioinformatics, Duke University, Durham, NC, USA.
Karsten SuhreInstitute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany; Department of Physiology and Biophysics, Weill Cornell Medical College, Qatar, Doha, Qatar.
J Will ThompsonDuke Proteomics and Metabolomics Shared Resource, Center for Genomic and Computational Biology, Duke University, Durham, NC, USA.
Lisa St John-WilliamsDuke Proteomics and Metabolomics Shared Resource, Center for Genomic and Computational Biology, Duke University, Durham, NC, USA.
Siamak MahmoudianDehkordiBioinformatics Research Center, Department of Statistics, North Carolina State University, Raleigh, NC, USA.
Daniel M RotroffBioinformatics Research Center, Department of Statistics, North Carolina State University, Raleigh, NC, USA.
John R JackBioinformatics Research Center, Department of Statistics, North Carolina State University, Raleigh, NC, USA.
Alison Motsinger-ReifBioinformatics Research Center, Department of Statistics, North Carolina State University, Raleigh, NC, USA.
Shannon L RisacherDepartment of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA; The Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA.
Colette BlachDuke Molecular Physiology Institute, Duke University, Durham, NC, USA; Department of Biostatistics and Bioinformatics, Duke University, Durham, NC, USA.
Joseph E LucasInstitute for Genome Sciences and Policy, Duke University, Durham, NC, USA.
Tyler MassaroInstitute for Genome Sciences and Policy, Duke University, Durham, NC, USA.
Gregory LouieDepartment of Psychiatry, Duke University, Durham, NC, USA; Duke Institute for Brain Sciences, Duke University, Durham, NC, USA.
Hongjie ZhuDepartment of Psychiatry, Duke University, Durham, NC, USA; Duke Institute for Brain Sciences, Duke University, Durham, NC, USA.
Guido DallmannBIOCRATES Life Sciences AG, Innsbruck, Austria.
Kristaps KlavinsBIOCRATES Life Sciences AG, Innsbruck, Austria.
Therese KoalBIOCRATES Life Sciences AG, Innsbruck, Austria.
Sungeun KimDepartment of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA; The Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA.
Kwangsik NhoDepartment of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA; The Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA.
Li ShenDepartment of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA; The Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA.
Ramon CasanovaClinical and Translational Neuroscience Unit, Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
Sudhir VarmaClinical and Translational Neuroscience Unit, Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA.
Cristina Legido-QuigleyIPS, Faculty of Life Sciences and Medicine, King's College London, London.
M Arthur MoseleyDuke Proteomics and Metabolomics Shared Resource, Center for Genomic and Computational Biology, Duke University, Durham, NC, USA.
Kuixi ZhuDepartment of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Marc Y R HenrionDepartment of Genetics and Genomic Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Sven J van der LeeDepartment of Epidemiology, ErasmusMC, Rotterdam, The Netherlands.
Amy C HarmsAnalytical Biosciences, Leiden Academic Centre for Drug Research, Leiden University, Leiden, Netherlands.
Ayse DemirkanDepartment of Epidemiology, ErasmusMC, Rotterdam, The Netherlands.
Thomas HankemeierDepartment of Epidemiology, ErasmusMC, Rotterdam, The Netherlands; Analytical Biosciences, Leiden Academic Centre for Drug Research, Leiden University, Leiden, Netherlands.
Cornelia M van DuijnDepartment of Epidemiology, ErasmusMC, Rotterdam, The Netherlands; Analytical Biosciences, Leiden Academic Centre for Drug Research, Leiden University, Leiden, Netherlands.
John Q TrojanowskiDepartment of Pathology & Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Leslie M ShawDepartment of Pathology & Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Andrew J SaykinDepartment of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA; The Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, IN, USA.
Michael W WeinerDepartment of Radiology, Center for Imaging of Neurodegenerative Diseases, San Francisco VA Medical Center/University of California San Francisco, San Francisco, CA, USA.
P Murali DoraiswamyDepartment of Psychiatry, Duke University, Durham, NC, USA; Duke Institute for Brain Sciences, Duke University, Durham, NC, USA.
Rima Kaddurah-DaoukDepartment of Psychiatry, Duke University, Durham, NC, USA; Duke Institute for Brain Sciences, Duke University, Durham, NC, USA; Department of Medicine, Duke University Medical Center, Durham, NC, USA. Electronic address: kaddu001@mc.duke.edu.
Alzheimer's Disease Neuroimaging Initiative and the Alzheimer Disease Metabolomics Consortium
Duke University · USIndiana University – Purdue University Indianapolis · USNorth Carolina State University · USBiocrates Life Sciences (Austria) · ATIcahn School of Medicine at Mount Sinai · USErasmus University Rotterdam · NLNational Institute on Aging · USUniversity of Pennsylvania · USAnalytical Biosciences (China) · CNCenter for Child and Family Health · USCentre for Human Drug Research · NLDeutsches Diabetes-Zentrum e.V. · DEErasmus MC · NLHelmholtz Zentrum München · DEIndiana University School of MedicineInstitute of Bioinformatics and Systems Biology · DEKing's College London · GBMethodist Hospital · USNational Institutes of Health · USRosa (United States) · US

Funding

Project 1U19AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE/RES/EDU · PI ANDREW J SAYKIN · 2016 to 2026
$226.7M
Alzheimer's Disease Neuroimaging Initiative - SupplementU01AG024904 · NIA · NORTHERN CALIFORNIA INSTITUTE RES &EDUC · PI WEINER, MICHAEL W · 2004 to 2015
$121.0M
Research Education ComponentP30AG010133 · NIA · INDIANA UNIV-PURDUE UNIV AT INDIANAPOLIS · PI SAYKIN, ANDREW J · 1991 to 2020
$37.3M
UPenn ADCC Biomarker CoreP30AG010124 · NIA · UNIVERSITY OF PENNSYLVANIA · PI XIE, SHARON XIANGWEN · 1991 to 2020
$35.1M
Project IV: "Alpha-Synuclein Strains & Diverse Synucleinopathies"P50NS053488 · NINDS · UNIVERSITY OF PENNSYLVANIA · PI TROJANOWSKI, JOHN Q. · 2007 to 2017
$20.9M
Understanding mechanisms and seeking novel biomarkers in Alzheimer's diseaseZIAAG000200 · NIA · NATIONAL INSTITUTE ON AGING · PI RESNICK, SUSAN · 2013 to 2024
$12.2M
Metabolomic Signatures for Disease Sub-classification and Target Prioritization in AMP-ADU01AG061359 · NIA · DUKE UNIVERSITY · PI KADDURAH-DAOUK, RIMA F, KASTENMULLER, GABI · 2018 to 2022
$10.0M
Memory Circuitry in MCI and Early Alzheimer’s Disease Prodrome: Molecular DriversR01AG019771 · NIA · INDIANA UNIV-PURDUE UNIV AT INDIANAPOLIS · PI SAYKIN, ANDREW J · 2001 to 2021
$6.9M
Metabolic Signatures Underlying Vascular Risk Factors for Alzheimer-type DementiasRF1AG051550 · NIA · DUKE UNIVERSITY · PI KADDURAH-DAOUK, RIMA F, KLING, MITCHEL ALLAN · 2015 to 2016
$6.3M
Metabolic Networks and Pathways in Alzheimer's DiseaseR01AG046171 · NIA · DUKE UNIVERSITY · PI KADDURAH-DAOUK, RIMA F · 2014 to 2017
$4.4M
STRESS AND INFLAMMATION IN THE PATHOPHYSIOLOGY OF LATE-LIFE DEPRESSIONR01MH098260 · NIMH · UNIVERSITY OF PENNSYLVANIA · PI SHELINE, YVETTE I · 2013 to 2018
$2.4M
Building Novel Predictive Networks for high-throughput, in-silico Key Driver Prioritization to Enhance Drug Target Discovery in AMP-AD and M2OVE-ADRF1AG057457 · NIA · UNIVERSITY OF ARIZONA · PI BRADSHAW, ELIZABETH M, CHANG, RUI · 2017 to 2019
$2.3M
Intramural NIH HHS Z99 AG999999NIA NIH HHS K01 AG049050NIA NIH HHS P30 AG010124NIA NIH HHS P30 AG010133NIA NIH HHS R01 AG019771NIA NIH HHS R01 AG046171NIA NIH HHS RF1 AG051550NIA NIH HHS RF1 AG057457NIA NIH HHS U01 AG024904NIA NIH HHS U01 AG061359NIA NIH HHS U19 AG024904NIBIB NIH HHS R01 EB022574NIMH NIH HHS R01 MH098260NINDS NIH HHS P50 NS053488NLM NIH HHS R00 LM011384NLM NIH HHS R01 LM011360NLM NIH HHS R01 LM012535
6 · The paper itself

Abstract

introductionThe Alzheimer's Disease Research Summits of 2012 and 2015 incorporated experts from academia, industry, and nonprofit organizations to develop new research directions to transform our understanding of Alzheimer's disease (AD) and propel the development of critically needed therapies. In response to their recommendations, big data at multiple levels are being generated and integrated to study network failures in disease. We used metabolomics as a global biochemical approach to identify peripheral metabolic changes in AD patients and correlate them to cerebrospinal fluid pathology markers, imaging features, and cognitive performance.

methodsFasting serum samples from the Alzheimer's Disease Neuroimaging Initiative (199 control, 356 mild cognitive impairment, and 175 AD participants) were analyzed using the AbsoluteIDQ-p180 kit. Performance was validated in blinded replicates, and values were medication adjusted.

resultsMultivariable-adjusted analyses showed that sphingomyelins and ether-containing phosphatidylcholines were altered in preclinical biomarker-defined AD stages, whereas acylcarnitines and several amines, including the branched-chain amino acid valine and α-aminoadipic acid, changed in symptomatic stages. Several of the analytes showed consistent associations in the Rotterdam, Erasmus Rucphen Family, and Indiana Memory and Aging Studies. Partial correlation networks constructed for Aβ DISCUSSION: Metabolomics identified key disease-related metabolic changes and disease-progression-related changes. Defining metabolic changes during AD disease trajectory and its relationship to clinical phenotypes provides a powerful roadmap for drug and biomarker discovery.

Indexed as

AgedAged, 80 and overAgingAlzheimer DiseaseAmino AcidsAmyloid beta-PeptidesAniline CompoundsCognitive DysfunctionCohort StudiesCross-Sectional StudiesFastingFemaleHumansMaleMetabolic DiseasesMetabolic Networks and Pathways2-(4'-(methylamino)phenyl)-6-hydroxybenzothiazoleAmino AcidsAmyloid beta-Peptidesamyloid beta-protein (1-42)Aniline CompoundsPeptide FragmentsPhosphatidylcholinesSphingomyelinstau ProteinsThiazolesAcylcarnitinesAlzheimer's diseaseBiochemical networksBiomarkersBranched-chain amino acidsDementiaMetabolismMetabolomicsMetabonomicsPharmacometabolomicsPharmacometabonomicsPhospholipidsPrecision medicineSerumSphingomyelinsSystems biology

Identifiers

PMID28341160
PMCPMC5866045
OpenAlexW2603228471

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.