Evidence map›Paper›PMID 28323831›Full record

ArticlePLoS medicine2017

Genetic assessment of age-associated Alzheimer disease risk: Development and validation of a polygenic hazard score.

Rahul S Desikan, Chun Chieh Fan, Yunpeng Wang, Andrew J Schork, Howard J Cabral, L Adrienne Cupples, Wesley K Thompson, Lilah Besser, Walter A Kukull, Dominic Holland and 24 more

Erratum issuedAbstract readValidation Study
In one paragraph

Article in PLoS medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 236 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
236citing papers in PubMed, 2 pooled it
–field-weighted citation impact
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

236 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Polygenic risk and hazard scores for Alzheimer's disease prediction.Annals of clinical and translational neurology · 2019
    Pooled it
  3. Comorbid insomnia and sleep apnea is associated with worse verbal episodic memory in older females.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2025
    Trial
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Article
  11. Article
  12. Review
  13. Alzheimer's disease polygenic risk in early- and late-onset Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Article
  14. Prediction of Episodic Memory With Multiomics Scores.Biological psychiatry global open science · 2026
    Article
  15. Review
  16. Article
  17. Article
  18. Article
  19. The impact of polygenic risk for alzheimer's disease on neurotransmitter-related grey matter atrophy in the alzheimer continuum.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025
    Article
  20. Article

176 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

34 authors.

Rahul S DesikanNeuroradiology Section, Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America.ORCID 0000-0002-4151-6017
Chun Chieh FanDepartment of Cognitive Science, University of California, San Diego, La Jolla, California, United States of America.ORCID 0000-0001-9437-2128
Yunpeng WangDepartment of Neurosciences, University of California, San Diego, La Jolla, California, United States of America.ORCID 0000-0001-9831-1090
Andrew J SchorkDepartment of Cognitive Science, University of California, San Diego, La Jolla, California, United States of America.ORCID 0000-0003-4164-9335
Howard J CabralDepartment of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America.ORCID 0000-0002-1185-8331
L Adrienne CupplesDepartment of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, United States of America.
Wesley K ThompsonInstitute for Biological Psychiatry, Sankt Hans Psychiatric Hospital, Roskilde, Denmark.
Lilah BesserNational Alzheimer's Coordinating Center, Department of Epidemiology, University of Washington, Seattle, Washington, United States of America.
Walter A KukullNational Alzheimer's Coordinating Center, Department of Epidemiology, University of Washington, Seattle, Washington, United States of America.
Dominic HollandDepartment of Neurosciences, University of California, San Diego, La Jolla, California, United States of America.
Chi-Hua ChenDepartment of Radiology, University of California, San Diego, La Jolla, California, United States of America.
James B BrewerDepartment of Neurosciences, University of California, San Diego, La Jolla, California, United States of America.
David S KarowDepartment of Radiology, University of California, San Diego, La Jolla, California, United States of America.
Karolina KauppiDepartment of Radiology, University of California, San Diego, La Jolla, California, United States of America.
Aree WitoelarNorwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway.ORCID 0000-0003-0971-6868
Celeste M KarchDepartment of Psychiatry, Washington University, St. Louis, Missouri, United States of America.ORCID 0000-0002-6854-5547
Luke W BonhamDepartment of Neurology, University of California, San Francisco, California, United States of America.
Jennifer S YokoyamaDepartment of Neurology, University of California, San Francisco, California, United States of America.ORCID 0000-0001-7274-2634
Howard J RosenDepartment of Neurology, University of California, San Francisco, California, United States of America.
Bruce L MillerDepartment of Neurology, University of California, San Francisco, California, United States of America.
William P DillonNeuroradiology Section, Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America.
David M WilsonNeuroradiology Section, Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America.
Christopher P HessNeuroradiology Section, Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, United States of America.ORCID 0000-0002-5132-5302
Margaret Pericak-VanceJohn P. Hussman Institute for Human Genomics, University of Miami, Miami, Florida, United States of America.
Jonathan L HainesDepartment of Epidemiology and Biostatistics, Case Western University, Cleveland, Ohio, United States of America.
Lindsay A FarrerDepartment of Medicine (Biomedical Genetics), Boston University School of Medicine, Boston, Massachusetts, United States of America.
Richard MayeuxDepartment of Neurology, Columbia University, New York, New York, United States of America.
John HardyDepartment of Molecular Neuroscience, UCL Institute of Neurology, University College London, London, United Kingdom.
Alison M GoateDepartment of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York, United States of America.
Bradley T HymanDepartment of Neurology, Massachusetts General Hospital, Boston, Massachusetts, United States of America.ORCID 0000-0002-7959-9401
Gerard D SchellenbergDepartment of Pathology and Laboratory Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, United States of America.
Linda K McEvoyDepartment of Radiology, University of California, San Diego, La Jolla, California, United States of America.ORCID 0000-0003-4583-7798
Ole A AndreassenNorwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
Anders M DaleDepartment of Cognitive Science, University of California, San Diego, La Jolla, California, United States of America.ORCID 0000-0002-6126-2966

Funding

NATIONAL ALZHEIMERS COORDINATING CENTER (NACC)U01AG016976 · NIA · UNIVERSITY OF WASHINGTON · PI KUKULL, WALTER ANTHONY · 1999 to 2020
$72.8M
Alzheimer's Disease Genetics ConsortiumU01AG032984 · NIA · UNIVERSITY OF PENNSYLVANIA · PI SCHELLENBERG, GERARD DAVID · 2009 to 2024
$60.4M
VIRUS-INDUCED BRAIN PATHOLOGYP50AG005131 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BREWER, JAMES B · 1985 to 2018
$55.4M
THE ROLE OF ADVANCED CAA IN ALZHEIMER'S DEMENTIAP50AG005134 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI HYMAN, BRADLEY T. · 1985 to 2018
$42.1M
VESICULAR LOCALIZATION AND FUNCTION OF PRESENILIN 1 FRAGMENTP50AG005138 · NIA · MOUNT SINAI SCHOOL OF MEDICINE OF NYU · PI SCHIMMING, CORBETT · 1985 to 2019
$37.9M
Neuropathology CoreP30AG013846 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI KOWALL, NEIL W. · 1996 to 2020
$29.1M
UC Davis Alzheimer's Disease Core CenterP30AG010129 · NIA · UNIVERSITY OF CALIFORNIA DAVIS · PI DECARLI, CHARLES · 1991 to 2020
$28.3M
EPIDEMIOLOGY OF DEMENTIA IN THE FRAMINGHAM STUDYR01AG008122 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI AU, RHODA, SESHADRI, SUDHA · 1989 to 2015
$14.4M
Temporal Trends, Novel Imaging and Molecular Characterization of Preclinical and Clinical Alzheimer's Disease in the Framingham CohortsR01AG054076 · NIA · UNIVERSITY OF TEXAS HLTH SCIENCE CENTER · PI DECARLI, CHARLES, SESHADRI, SUDHA · 2016 to 2020
$12.3M
CHARGE Consortium: Omics Discovery for CVD and Aging PhenotypesR01HL105756 · NHLBI · UNIVERSITY OF WASHINGTON · PI Bruce M Psaty, NICHOLAS L SMITH · 2011 to 2026
$9.5M
Genetic Epidemiology of Cerebrovascular Factors in Alzheimer's DiseaseRF1AG054023 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI MAYEUX, RICHARD P · 2016 to 2018
$8.9M
Collaborative GWAS of Dementia, AD and related MRI and Cognitive EndophenotypesR01AG033193 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI SESHADRI, SUDHA · 2009 to 2016
$4.4M
Medical Research Council G0701075Medical Research Council G0901254Medical Research Council G1001253Medical Research Council MR/J004758/1Medical Research Council MR/K01417X/1Medical Research Council MR/L501542/1NHLBI NIH HHS R01 HL105756NIA NIH HHS K01 AG046374NIA NIH HHS K01 AG049152NIA NIH HHS K24 AG045333NIA NIH HHS P30 AG010129NIA NIH HHS P30 AG013846NIA NIH HHS P50 AG005131NIA NIH HHS P50 AG005134NIA NIH HHS P50 AG005138NIA NIH HHS R01 AG008122NIA NIH HHS R01 AG033193NIA NIH HHS R01 AG041797NIA NIH HHS R01 AG054076NIA NIH HHS RF1 AG015473NIA NIH HHS RF1 AG054023NIA NIH HHS U01 AG016976NIA NIH HHS U01 AG032984NIGMS NIH HHS R01 GM104400NIMH NIH HHS R01 MH100351Parkinson's UK G-1307
6 · The paper itself

Abstract

backgroundIdentifying individuals at risk for developing Alzheimer disease (AD) is of utmost importance. Although genetic studies have identified AD-associated SNPs in APOE and other genes, genetic information has not been integrated into an epidemiological framework for risk prediction. METHODS AND

findingsUsing genotype data from 17,008 AD cases and 37,154 controls from the International Genomics of Alzheimer's Project (IGAP Stage 1), we identified AD-associated SNPs (at p < 10-5). We then integrated these AD-associated SNPs into a Cox proportional hazard model using genotype data from a subset of 6,409 AD patients and 9,386 older controls from Phase 1 of the Alzheimer's Disease Genetics Consortium (ADGC), providing a polygenic hazard score (PHS) for each participant. By combining population-based incidence rates and the genotype-derived PHS for each individual, we derived estimates of instantaneous risk for developing AD, based on genotype and age, and tested replication in multiple independent cohorts (ADGC Phase 2, National Institute on Aging Alzheimer's Disease Center [NIA ADC], and Alzheimer's Disease Neuroimaging Initiative [ADNI], total n = 20,680). Within the ADGC Phase 1 cohort, individuals in the highest PHS quartile developed AD at a considerably lower age and had the highest yearly AD incidence rate. Among APOE ε3/3 individuals, the PHS modified expected age of AD onset by more than 10 y between the lowest and highest deciles (hazard ratio 3.34, 95% CI 2.62-4.24, p = 1.0 × 10-22). In independent cohorts, the PHS strongly predicted empirical age of AD onset (ADGC Phase 2, r = 0.90, p = 1.1 × 10-26) and longitudinal progression from normal aging to AD (NIA ADC, Cochran-Armitage trend test, p = 1.5 × 10-10), and was associated with neuropathology (NIA ADC, Braak stage of neurofibrillary tangles, p = 3.9 × 10-6, and Consortium to Establish a Registry for Alzheimer's Disease score for neuritic plaques, p = 6.8 × 10-6) and in vivo markers of AD neurodegeneration (ADNI, volume loss within the entorhinal cortex, p = 6.3 × 10-6, and hippocampus, p = 7.9 × 10-5). Additional prospective validation of these results in non-US, non-white, and prospective community-based cohorts is necessary before clinical use.

conclusionsWe have developed a PHS for quantifying individual differences in age-specific genetic risk for AD. Within the cohorts studied here, polygenic architecture plays an important role in modifying AD risk beyond APOE. With thorough validation, quantification of inherited genetic variation may prove useful for stratifying AD risk and as an enrichment strategy in therapeutic trials.

Indexed as

Multifactorial InheritancePolymorphism, Single NucleotideAgedAged, 80 and overAlzheimer DiseaseApolipoproteins EFemaleGenotypeGeriatric AssessmentHumansLongitudinal StudiesMaleMiddle AgedUnited StatesApoE protein, humanApolipoproteins E

Identifiers

PMID28323831
PMCPMC5360219

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