Functionally oriented analysis of cardiometabolic traits in a trans-ethnic sample.
Adult
Aged
Blood Pressure
Body Mass Index
Chromosome Mapping
/ methods
Ethnicity
/ genetics
Female
Forecasting
/ methods
Genetic Association Studies
/ methods
Genome-Wide Association Study
/ methods
Humans
Male
Metabolome
/ genetics
Middle Aged
Multifactorial Inheritance
/ genetics
Phenotype
Polymorphism, Single Nucleotide
/ genetics
Transcriptome
/ genetics
White People
/ genetics
Journal
Human molecular genetics
ISSN: 1460-2083
Titre abrégé: Hum Mol Genet
Pays: England
ID NLM: 9208958
Informations de publication
Date de publication:
01 04 2019
01 04 2019
Historique:
received:
24
05
2018
revised:
13
11
2018
accepted:
20
11
2018
pubmed:
10
1
2019
medline:
2
7
2019
entrez:
10
1
2019
Statut:
ppublish
Résumé
Interpretation of genetic association results is difficult because signals often lack biological context. To generate hypotheses of the functional genetic etiology of complex cardiometabolic traits, we estimated the genetically determined component of gene expression from common variants using PrediXcan (1) and determined genes with differential predicted expression by trait. PrediXcan imputes tissue-specific expression levels from genetic variation using variant-level effect on gene expression in transcriptome data. To explore the value of imputed genetically regulated gene expression (GReX) models across different ancestral populations, we evaluated imputed expression levels for predictive accuracy genome-wide in RNA sequence data in samples drawn from European-ancestry and African-ancestry populations and identified substantial predictive power using European-derived models in a non-European target population. We then tested the association of GReX on 15 cardiometabolic traits including blood lipid levels, body mass index, height, blood pressure, fasting glucose and insulin, RR interval, fibrinogen level, factor VII level and white blood cell and platelet counts in 15 755 individuals across three ancestry groups, resulting in 20 novel gene-phenotype associations reaching experiment-wide significance across ancestries. In addition, we identified 18 significant novel gene-phenotype associations in our ancestry-specific analyses. Top associations were assessed for additional support via query of S-PrediXcan (2) results derived from publicly available genome-wide association studies summary data. Collectively, these findings illustrate the utility of transcriptome-based imputation models for discovery of cardiometabolic effect genes in a diverse dataset.
Identifiants
pubmed: 30624610
pii: 5256804
doi: 10.1093/hmg/ddy435
pmc: PMC6423424
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
1212-1224Subventions
Organisme : NIDDK NIH HHS
ID : P30 DK020595
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL142302
Pays : United States
Organisme : NHLBI NIH HHS
ID : T32 HL007055
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH107666
Pays : United States
Informations de copyright
© The Author(s) 2019. Published by Oxford University Press.
Références
Nat Commun. 2018 May 8;9(1):1825
pubmed: 29739930
Proc Natl Acad Sci U S A. 2014 May 20;111(20):7361-6
pubmed: 24799715
Genomics. 2001 May 15;74(1):71-8
pubmed: 11374903
Nature. 2017 Oct 11;550(7675):204-213
pubmed: 29022597
Circulation. 2010 Mar 30;121(12):1382-92
pubmed: 20231535
Bioinformatics. 2010 Sep 1;26(17):2190-1
pubmed: 20616382
Nature. 2013 Sep 26;501(7468):506-11
pubmed: 24037378
Circ Cardiovasc Genet. 2009 Aug;2(4):354-61
pubmed: 20031607
Nat Rev Genet. 2009 Sep;10(9):595-604
pubmed: 19636342
Hum Genet. 2012 Oct;131(10):1565-89
pubmed: 22740325
Nat Genet. 2016 Mar;48(3):245-52
pubmed: 26854917
Diabetologia. 2011 Aug;54(8):2038-46
pubmed: 21573907
Nat Genet. 2014 Nov;46(11):1173-86
pubmed: 25282103
Nature. 2017 Feb 9;542(7640):186-190
pubmed: 28146470
Nature. 2015 Feb 12;518(7538):187-196
pubmed: 25673412
Am J Epidemiol. 1989 Apr;129(4):687-702
pubmed: 2646917
Circ Cardiovasc Genet. 2014 Oct;7(5):583-7
pubmed: 25170055
J Stat Softw. 2010;33(1):1-22
pubmed: 20808728
Nat Genet. 2016 Oct;48(10):1151-1161
pubmed: 27618447
Mol Psychiatry. 2018 Jun;23(6):1402-1409
pubmed: 28584286
Biopreserv Biobank. 2015 Oct;13(5):307-8
pubmed: 26484569
Nucleic Acids Res. 2015 Jan;43(Database issue):D447-52
pubmed: 25352553
Nat Genet. 2018 Jan;50(1):26-41
pubmed: 29273807
Am J Hum Genet. 2014 Nov 6;95(5):521-34
pubmed: 25439722
J Thromb Haemost. 2015 Dec;13(12):2141-51
pubmed: 26391322
Am J Hum Genet. 2014 Feb 6;94(2):223-32
pubmed: 24507774
Sci Transl Med. 2013 Oct 2;5(205):205ra136
pubmed: 24089408
PLoS Genet. 2013 Mar;9(3):e1003396
pubmed: 23555302
Nat Neurosci. 2017 Oct;20(10):1342-1349
pubmed: 28805813
Sci Rep. 2016 Jan 19;6:19429
pubmed: 26780889
Nat Genet. 2013 Nov;45(11):1274-1283
pubmed: 24097068
Genome Res. 2014 Jan;24(1):14-24
pubmed: 24092820
Nature. 2014 Jul 24;511(7510):421-7
pubmed: 25056061
Nat Rev Genet. 2013 Jul;14(7):483-95
pubmed: 23752797
Twin Res Hum Genet. 2008 Dec;11(6):597-602
pubmed: 19016616
PLoS Genet. 2009 Jan;5(1):e1000360
pubmed: 19180233
Clin Chem. 1972 Jun;18(6):499-502
pubmed: 4337382
Cell. 2016 Nov 17;167(5):1415-1429.e19
pubmed: 27863252
Hum Mol Genet. 2016 Jan 15;25(2):358-70
pubmed: 26561523
Nat Commun. 2018 May 16;9(1):1947
pubmed: 29769521
PLoS Genet. 2018 Apr 5;14(4):e1007275
pubmed: 29621232
Dev Cell. 2012 Oct 16;23(4):796-811
pubmed: 23041383
Am J Hum Genet. 2016 Oct 6;99(4):817-830
pubmed: 27640306
Biopreserv Biobank. 2015 Oct;13(5):311-9
pubmed: 26484571
Nucleic Acids Res. 2009 Jan;37(1):1-13
pubmed: 19033363
Neurobiol Aging. 2014 Sep;35(9):1961-72
pubmed: 24786631
Nucleic Acids Res. 2017 Jan 4;45(D1):D896-D901
pubmed: 27899670
PLoS Genet. 2016 Nov 11;12(11):e1006423
pubmed: 27835642
Genomics. 2002 Apr;79(4):539-46
pubmed: 11944986
Nat Genet. 2015 Sep;47(9):1091-8
pubmed: 26258848
J Biol Chem. 2010 Jan 15;285(3):1582-6
pubmed: 19940119
Lancet Diabetes Endocrinol. 2015 Jul;3(7):526-534
pubmed: 26095709
Cardiovasc Diabetol. 2016 Jun 08;15:86
pubmed: 27266869
J Biol Chem. 1991 Jun 15;266(17):11051-7
pubmed: 1904059
Mol Biol Cell. 2007 Jan;18(1):24-33
pubmed: 17065550
Science. 2015 May 8;348(6235):648-60
pubmed: 25954001
J Hum Genet. 2016 May;61(5):427-33
pubmed: 26763881
PLoS Genet. 2006 Mar;2(3):e41
pubmed: 16565746
PLoS Genet. 2010 Apr 01;6(4):e1000888
pubmed: 20369019
Epigenetics. 2016 Jul 2;11(7):482-8
pubmed: 27148772
Nature. 2015 Feb 12;518(7538):197-206
pubmed: 25673413
Nature. 2012 Sep 6;489(7414):109-13
pubmed: 22955621
Genome Med. 2016 Jul 19;8(1):78
pubmed: 27435222