Brain Expression Genome-Wide Association Study (eGWAS) Identifies Human Disease-Associated Variants

Genetic variants that modify brain gene expression may also influence risk for human diseases. We measured expression levels of 24,526 transcripts in brain samples from the cerebellum and temporal cortex of autopsied subjects with Alzheimer's disease (AD, cerebellar n = 197, temporal cortex n = 202) and with other brain pathologies (non–AD, cerebellar n = 177, temporal cortex n = 197). We conducted an expression genome-wide association study (eGWAS) using 213,528 cisSNPs within ±100 kb of the tested transcripts. We identified 2,980 cerebellar cisSNP/transcript level associations (2,596 unique cisSNPs) significant in both ADs and non–ADs (q<0.05, p = 7.70×10−5–1.67×10−82). Of these, 2,089 were also significant in the temporal cortex (p = 1.85×10−5–1.70×10−141). The top cerebellar cisSNPs had 2.4-fold enrichment for human disease-associated variants (p<10−6). We identified novel cisSNP/transcript associations for human disease-associated variants, including progressive supranuclear palsy SLCO1A2/rs11568563, Parkinson's disease (PD) MMRN1/rs6532197, Paget's disease OPTN/rs1561570; and we confirmed others, including PD MAPT/rs242557, systemic lupus erythematosus and ulcerative colitis IRF5/rs4728142, and type 1 diabetes mellitus RPS26/rs1701704. In our eGWAS, there was 2.9–3.3 fold enrichment (p<10−6) of significant cisSNPs with suggestive AD–risk association (p<10−3) in the Alzheimer's Disease Genetics Consortium GWAS. These results demonstrate the significant contributions of genetic factors to human brain gene expression, which are reliably detected across different brain regions and pathologies. The significant enrichment of brain cisSNPs among disease-associated variants advocates gene expression changes as a mechanism for many central nervous system (CNS) and non–CNS diseases. Combined assessment of expression and disease GWAS may provide complementary information in discovery of human disease variants with functional implications. Our findings have implications for the design and interpretation of eGWAS in general and the use of brain expression quantitative trait loci in the study of human disease genetics.

[1]  Thomas W. Mühleisen,et al.  Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's disease , 2013, Nature Genetics.

[2]  Margaret A. Pericak-Vance,et al.  Novel late-onset Alzheimer disease loci variants associate with brain gene expression , 2012, Neurology.

[3]  P. Deloukas,et al.  Integrating Genome-Wide Genetic Variations and Monocyte Expression Data Reveals Trans-Regulated Gene Modules in Humans , 2011, PLoS genetics.

[4]  Bruce L. Miller,et al.  Expanded GGGGCC Hexanucleotide Repeat in Noncoding Region of C9ORF72 Causes Chromosome 9p-Linked FTD and ALS , 2011, Neuron.

[5]  David Heckerman,et al.  A Hexanucleotide Repeat Expansion in C9ORF72 Is the Cause of Chromosome 9p21-Linked ALS-FTD , 2011, Neuron.

[6]  M. Folstein,et al.  Clinical diagnosis of Alzheimer's disease: Report of the NINCDS—ADRDA Work Group under the auspices of Department of Health and Human Services Task Force on Alzheimer's Disease , 2011, Neurology.

[7]  J. Haines,et al.  Genome-Wide Association Study of Late-Onset Alzheimer Disease Identifies Disease-Associated Variants in MS4A4/MS4A6E, CD2AP, CD33, and EPHA1 , 2011, Alzheimer's & Dementia.

[8]  Andrew J. Lees,et al.  Identification of common variants influencing risk of the tauopathy Progressive Supranuclear Palsy , 2011, Nature Genetics.

[9]  N. Ertekin-Taner Gene expression endophenotypes: a novel approach for gene discovery in Alzheimer's disease , 2011, Molecular Neurodegeneration.

[10]  D. G. Clark,et al.  Common variants in MS4A4/MS4A6E, CD2uAP, CD33, and EPHA1 are associated with late-onset Alzheimer’s disease , 2011, Nature Genetics.

[11]  Nick C Fox,et al.  Common variants in ABCA7, MS4A6A/MS4A4E, EPHA1, CD33 and CD2AP are associated with Alzheimer’s disease , 2011, Nature Genetics.

[12]  D. Dickson,et al.  V37 Common variants affect risk for the tauopathy progressive supranuclear palsy , 2011 .

[13]  Tariq Ahmad,et al.  Meta-analysis identifies 29 additional ulcerative colitis risk loci, increasing the number of confirmed associations to 47 , 2011, Nature Genetics.

[14]  M. Quail,et al.  Genetic Mapping Identifies Novel Highly Protective Antigens for an Apicomplexan Parasite , 2011, PLoS pathogens.

[15]  Scott T. Weiss,et al.  Global Analysis of the Impact of Environmental Perturbation on cis-Regulation of Gene Expression , 2011, PLoS genetics.

[16]  Wei Chen,et al.  Gene Expression in Skin and Lymphoblastoid Cells: Refined Statistical Method Reveals Extensive Overlap in Cis-eqtl Signals , 2022 .

[17]  Mousheng Xu,et al.  Mapping of numerous disease-associated expression polymorphisms in primary peripheral blood CD4+ lymphocytes. , 2010, Human molecular genetics.

[18]  David Heckerman,et al.  Chromosome 9p21 in amyotrophic lateral sclerosis in Finland: a genome-wide association study , 2010, The Lancet Neurology.

[19]  Yun Li,et al.  METAL: fast and efficient meta-analysis of genomewide association scans , 2010, Bioinform..

[20]  Sudha Seshadri,et al.  Genome-wide analysis of genetic loci associated with Alzheimer disease. , 2010, JAMA.

[21]  H. Dressman,et al.  Intratumor heterogeneity and precision of microarray-based predictors of breast cancer biology and clinical outcome. , 2010, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[22]  Xia Yang,et al.  Liver and Adipose Expression Associated SNPs Are Enriched for Association to Type 2 Diabetes , 2010, PLoS genetics.

[23]  N. Cox,et al.  Trait-Associated SNPs Are More Likely to Be eQTLs: Annotation to Enhance Discovery from GWAS , 2010, PLoS genetics.

[24]  Eden R Martin,et al.  Genome‐Wide Association Study Confirms SNPs in SNCA and the MAPT Region as Common Risk Factors for Parkinson Disease , 2010, Annals of human genetics.

[25]  Ying Wang,et al.  Genome-wide association study in a Chinese Han population identifies nine new susceptibility loci for systemic lupus erythematosus , 2009, Nature Genetics.

[26]  Sonja W. Scholz,et al.  Genome-Wide Association Study reveals genetic risk underlying Parkinson’s disease , 2009, Nature Genetics.

[27]  Ewout J N Groen,et al.  Genome-wide association study identifies 19p13.3 (UNC13A) and 9p21.2 as susceptibility loci for sporadic amyotrophic lateral sclerosis , 2009, Nature Genetics.

[28]  L. Kiemeney,et al.  Corrigendum: Genetic variation in the prostate stem cell antigen gene PSCA confers susceptibility to urinary bladder cancer , 2009, Nature Genetics.

[29]  P. Deloukas,et al.  Common Regulatory Variation Impacts Gene Expression in a Cell Type–Dependent Manner , 2009, Science.

[30]  P. Bosco,et al.  Genome-wide association study identifies variants at CLU and CR1 associated with Alzheimer's disease , 2009, Nature Genetics.

[31]  F. Collins,et al.  Potential etiologic and functional implications of genome-wide association loci for human diseases and traits , 2009, Proceedings of the National Academy of Sciences.

[32]  D. Stephan,et al.  Genetic control of human brain transcript expression in Alzheimer disease. , 2009, American journal of human genetics.

[33]  V. Pankratz,et al.  Genetic variation in PCDH11X is associated with susceptibility to late-onset Alzheimer's disease , 2009, Nature Genetics.

[34]  Nick C Fox,et al.  Letter abstract - Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's Disease , 2009 .

[35]  R. Wade-Martins,et al.  Haplotype-specific expression of the N-terminal exons 2 and 3 at the human MAPT locus , 2008, Neurobiology of Aging.

[36]  Pan Du,et al.  lumi: a pipeline for processing Illumina microarray , 2008, Bioinform..

[37]  John D. Storey,et al.  Mapping the Genetic Architecture of Gene Expression in Human Liver , 2008, PLoS biology.

[38]  H. Stefánsson,et al.  Genetics of gene expression and its effect on disease , 2008, Nature.

[39]  W. Huber,et al.  Model-based variance-stabilizing transformation for Illumina microarray data , 2008, Nucleic acids research.

[40]  D. Stephan,et al.  A survey of genetic human cortical gene expression , 2007, Nature Genetics.

[41]  L. Liang,et al.  A genome-wide association study of global gene expression , 2007, Nature Genetics.

[42]  D. Koller,et al.  Population genomics of human gene expression , 2007, Nature Genetics.

[43]  L. Almasy,et al.  Discovery of expression QTLs using large-scale transcriptional profiling in human lymphocytes , 2007, Nature Genetics.

[44]  Manuel A. R. Ferreira,et al.  PLINK: a tool set for whole-genome association and population-based linkage analyses. , 2007, American journal of human genetics.

[45]  Stanley J. Watson,et al.  Methodological considerations for gene expression profiling of human brain , 2007, Journal of Neuroscience Methods.

[46]  Winnie S. Liang,et al.  GAB2 Alleles Modify Alzheimer's Risk in APOE ɛ4 Carriers , 2007, Neuron.

[47]  Geoffrey Hom,et al.  Three functional variants of IFN regulatory factor 5 (IRF5) define risk and protective haplotypes for human lupus , 2007, Proceedings of the National Academy of Sciences.

[48]  M. Farrer,et al.  Phenotypic variation in a large Swedish pedigree due to SNCA duplication and triplication , 2007, Neurology.

[49]  A. Myers,et al.  The MAPT H1c risk haplotype is associated with increased expression of tau and especially of 4 repeat containing transcripts , 2007, Neurobiology of Disease.

[50]  R. Redon,et al.  Relative Impact of Nucleotide and Copy Number Variation on Gene Expression Phenotypes , 2007, Science.

[51]  Winnie S. Liang,et al.  GAB2 alleles modify Alzheimer's risk in APOE epsilon4 carriers. , 2007, Neuron.

[52]  M. Esiri,et al.  Haplotype-specific expression of exon 10 at the human MAPT locus. , 2006, Human molecular genetics.

[53]  D. Reich,et al.  Principal components analysis corrects for stratification in genome-wide association studies , 2006, Nature Genetics.

[54]  Marta E Alarcón-Riquelme,et al.  A common haplotype of interferon regulatory factor 5 (IRF5) regulates splicing and expression and is associated with increased risk of systemic lupus erythematosus , 2006, Nature Genetics.

[55]  S. Hunt,et al.  Genome-Wide Associations of Gene Expression Variation in Humans , 2005, PLoS genetics.

[56]  Joshua T. Burdick,et al.  Mapping determinants of human gene expression by regional and genome-wide association , 2005, Nature.

[57]  Nashville Tennessee,et al.  Polymorphisms in Human Organic Anion-transporting Polypeptide 1A2 (OATP1A2) , 2005, Journal of Biological Chemistry.

[58]  M. Olivier A haplotype map of the human genome. , 2003, Nature.

[59]  M. Olivier A haplotype map of the human genome , 2003, Nature.

[60]  E. Schadt,et al.  Genetic inheritance of gene expression in human cell lines. , 2004, American journal of human genetics.

[61]  C. Molony,et al.  Genetic analysis of genome-wide variation in human gene expression , 2004, Nature.

[62]  H. Braak,et al.  Neuropathological stageing of Alzheimer-related changes , 2004, Acta Neuropathologica.

[63]  John D. Storey,et al.  Statistical significance for genomewide studies , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[64]  R. Stoughton,et al.  Genetics of gene expression surveyed in maize, mouse and man , 2003, Nature.

[65]  R. Spielman,et al.  Natural variation in human gene expression assessed in lymphoblastoid cells , 2003, Nature Genetics.

[66]  Dmitri V Zaykin,et al.  Multiple tests for genetic effects in association studies. , 2002, Methods in molecular biology.

[67]  A. Burns Clinical diagnosis of Alzheimer's disease , 1991 .

[68]  H. Cann,et al.  Centre d'etude du polymorphisme humain (CEPH): collaborative genetic mapping of the human genome. , 1990, Genomics.

[69]  M. Folstein,et al.  Clinical diagnosis of Alzheimer's disease , 1984, Neurology.