Phenotype risk scores identify patients with unrecognized Mendelian disease patterns.

TitlePhenotype risk scores identify patients with unrecognized Mendelian disease patterns.
Publication TypeJournal Article
Year of Publication2018
AuthorsBastarache, L, Hughey, JJ, Hebbring, S, Marlo, J, Zhao, W, Ho, WT, Van Driest, SL, McGregor, TL, Mosley, JD, Wells, QS, Temple, M, Ramirez, AH, Carroll, R, Osterman, T, Edwards, T, Ruderfer, D, Edwards, DRVelez, Hamid, R, Cogan, J, Glazer, A, Wei, W-Q, Feng, QP, Brilliant, M, Zhao, ZJ, Cox, NJ, Roden, DM, Denny, JC
JournalScience
Volume359
Issue6381
Pagination1233-1239
Date Published2018 03 16
ISSN1095-9203
KeywordsDatabases, Genetic, DNA Mutational Analysis, Electronic Health Records, Exome, Genetic Association Studies, Genetic Diseases, Inborn, Genetic Predisposition to Disease, Genetic Variation, Humans, Phenotype, Risk Factors
Abstract

Genetic association studies often examine features independently, potentially missing subpopulations with multiple phenotypes that share a single cause. We describe an approach that aggregates phenotypes on the basis of patterns described by Mendelian diseases. We mapped the clinical features of 1204 Mendelian diseases into phenotypes captured from the electronic health record (EHR) and summarized this evidence as phenotype risk scores (PheRSs). In an initial validation, PheRS distinguished cases and controls of five Mendelian diseases. Applying PheRS to 21,701 genotyped individuals uncovered 18 associations between rare variants and phenotypes consistent with Mendelian diseases. In 16 patients, the rare genetic variants were associated with severe outcomes such as organ transplants. PheRS can augment rare-variant interpretation and may identify subsets of patients with distinct genetic causes for common diseases.

DOI10.1126/science.aal4043
Alternate JournalScience
PubMed ID29590070
PubMed Central IDPMC5959723
Grant ListUL1 TR000445 / TR / NCATS NIH HHS / United States
T32 HG008341 / HG / NHGRI NIH HHS / United States
F32 HL137385 / HL / NHLBI NIH HHS / United States
R01 GM120523 / GM / NIGMS NIH HHS / United States
T15 LM007450 / LM / NLM NIH HHS / United States
R01 HL136748 / HL / NHLBI NIH HHS / United States
R01 LM010685 / LM / NLM NIH HHS / United States
U01 HG004603 / HG / NHGRI NIH HHS / United States
T15 LM007359 / LM / NLM NIH HHS / United States
U01 HG007674 / HG / NHGRI NIH HHS / United States
R01 HL140074 / HL / NHLBI NIH HHS / United States
U01 HG008672 / HG / NHGRI NIH HHS / United States
16FTF30130005 / / American Heart Association-American Stroke Association / United States
R01 HL133786 / HL / NHLBI NIH HHS / United States
R01 GM114128 / GM / NIGMS NIH HHS / United States
P50 GM115305 / GM / NIGMS NIH HHS / United States
U01 HG006378 / HG / NHGRI NIH HHS / United States
UL1 RR024975 / RR / NCRR NIH HHS / United States
UL1 TR002243 / TR / NCATS NIH HHS / United States
U01 HG009086 / HG / NHGRI NIH HHS / United States
R01 MH113362 / MH / NIMH NIH HHS / United States