Heritability enrichment of specifically expressed genes identifies disease-relevant tissues and cell types.

Abstract:

:We introduce an approach to identify disease-relevant tissues and cell types by analyzing gene expression data together with genome-wide association study (GWAS) summary statistics. Our approach uses stratified linkage disequilibrium (LD) score regression to test whether disease heritability is enriched in regions surrounding genes with the highest specific expression in a given tissue. We applied our approach to gene expression data from several sources together with GWAS summary statistics for 48 diseases and traits (average N = 169,331) and found significant tissue-specific enrichments (false discovery rate (FDR) < 5%) for 34 traits. In our analysis of multiple tissues, we detected a broad range of enrichments that recapitulated known biology. In our brain-specific analysis, significant enrichments included an enrichment of inhibitory over excitatory neurons for bipolar disorder, and excitatory over inhibitory neurons for schizophrenia and body mass index. Our results demonstrate that our polygenic approach is a powerful way to leverage gene expression data for interpreting GWAS signals.

journal_name

Nat Genet

journal_title

Nature genetics

authors

Finucane HK,Reshef YA,Anttila V,Slowikowski K,Gusev A,Byrnes A,Gazal S,Loh PR,Lareau C,Shoresh N,Genovese G,Saunders A,Macosko E,Pollack S,Brainstorm Consortium.,Perry JRB,Buenrostro JD,Bernstein BE,Raychaudhuri S,M

doi

10.1038/s41588-018-0081-4

subject

Has Abstract

pub_date

2018-04-01 00:00:00

pages

621-629

issue

4

eissn

1061-4036

issn

1546-1718

pii

10.1038/s41588-018-0081-4

journal_volume

50

pub_type

杂志文章
  • Lipid transport and human brain development.

    abstract::How the human brain rapidly builds up its lipid content during brain growth and maintains its lipids in adulthood has remained elusive. Two new studies show that inactivating mutations in MFSD2A, known to be expressed specifically at the blood-brain barrier, lead to microcephaly, thereby offering a simple and surprisi...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.3348

    authors: Betsholtz C

    更新日期:2015-07-01 00:00:00

  • Mammalian ultraconserved elements are strongly depleted among segmental duplications and copy number variants.

    abstract::An earlier search in the human, mouse and rat genomes for sequences that are 100% conserved in orthologous segments and > or = 200 bp in length identified 481 distinct sequences. These human-mouse-rat sequences, which represent ultraconserved elements (UCEs), are believed to be important for functions involving DNA bi...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1888

    authors: Derti A,Roth FP,Church GM,Wu CT

    更新日期:2006-10-01 00:00:00

  • Pleiotropic fitness effects of the Tre1-Gr5a region in Drosophila melanogaster.

    abstract::The abundance of transposable elements and DNA repeat sequences in mammalian genomes raises the question of whether such insertions represent passive evolutionary baggage or may influence the expression of complex traits. We addressed this question in Drosophila melanogaster, in which the effects of single transposabl...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1823

    authors: Rollmann SM,Magwire MM,Morgan TJ,Ozsoy ED,Yamamoto A,Mackay TF,Anholt RR

    更新日期:2006-07-01 00:00:00

  • A rare nonsynonymous sequence variant in C3 is associated with high risk of age-related macular degeneration.

    abstract::Through whole-genome sequencing of 2,230 Icelanders, we detected a rare nonsynonymous SNP (minor allele frequency = 0.55%) in the C3 gene encoding a p.Lys155Gln substitution in complement factor 3, which, following imputation into a set of Icelandic cases with age-related macular degeneration (AMD) and controls, assoc...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.2740

    authors: Helgason H,Sulem P,Duvvari MR,Luo H,Thorleifsson G,Stefansson H,Jonsdottir I,Masson G,Gudbjartsson DF,Walters GB,Magnusson OT,Kong A,Rafnar T,Kiemeney LA,Schoenmaker-Koller FE,Zhao L,Boon CJ,Song Y,Fauser S,Pei M,

    更新日期:2013-11-01 00:00:00

  • Loss of Cdk4 expression causes insulin-deficient diabetes and Cdk4 activation results in beta-islet cell hyperplasia.

    abstract::To ascertain the role of cyclin-dependent kinase 4 (Cdk4) in vivo, we have targeted the mouse Cdk4 locus by homologous recombination to generate two strains of mice, one that lacks Cdk4 expression and one that expresses a Cdk4 molecule with an activating mutation. Embryonic fibroblasts proliferate normally in the abse...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/8751

    authors: Rane SG,Dubus P,Mettus RV,Galbreath EJ,Boden G,Reddy EP,Barbacid M

    更新日期:1999-05-01 00:00:00

  • Extensive allelic variation and ultrashort telomeres in senescent human cells.

    abstract::By imposing a limit on the proliferative lifespan of most somatic cells, telomere erosion represents an innate mechanism for tumor suppression and may contribute to age-related disease. A detailed understanding of the pathways that link shortened telomeres to replicative senescence has been severely hindered by the in...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1084

    authors: Baird DM,Rowson J,Wynford-Thomas D,Kipling D

    更新日期:2003-02-01 00:00:00

  • Large intergenic non-coding RNA-RoR modulates reprogramming of human induced pluripotent stem cells.

    abstract::The conversion of lineage-committed cells to induced pluripotent stem cells (iPSCs) by reprogramming is accompanied by a global remodeling of the epigenome, resulting in altered patterns of gene expression. Here we characterize the transcriptional reorganization of large intergenic non-coding RNAs (lincRNAs) that occu...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.710

    authors: Loewer S,Cabili MN,Guttman M,Loh YH,Thomas K,Park IH,Garber M,Curran M,Onder T,Agarwal S,Manos PD,Datta S,Lander ES,Schlaeger TM,Daley GQ,Rinn JL

    更新日期:2010-12-01 00:00:00

  • A single-copy Sleeping Beauty transposon mutagenesis screen identifies new PTEN-cooperating tumor suppressor genes.

    abstract::The overwhelming number of genetic alterations identified through cancer genome sequencing requires complementary approaches to interpret their significance and interactions. Here we developed a novel whole-body insertional mutagenesis screen in mice, which was designed for the discovery of Pten-cooperating tumor supp...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.3817

    authors: de la Rosa J,Weber J,Friedrich MJ,Li Y,Rad L,Ponstingl H,Liang Q,de Quirós SB,Noorani I,Metzakopian E,Strong A,Li MA,Astudillo A,Fernández-García MT,Fernández-García MS,Hoffman GJ,Fuente R,Vassiliou GS,Rad R,López-O

    更新日期:2017-05-01 00:00:00

  • Newly identified genetic risk variants for celiac disease related to the immune response.

    abstract::Our genome-wide association study of celiac disease previously identified risk variants in the IL2-IL21 region. To identify additional risk variants, we genotyped 1,020 of the most strongly associated non-HLA markers in an additional 1,643 cases and 3,406 controls. Through joint analysis including the genome-wide asso...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.102

    authors: Hunt KA,Zhernakova A,Turner G,Heap GA,Franke L,Bruinenberg M,Romanos J,Dinesen LC,Ryan AW,Panesar D,Gwilliam R,Takeuchi F,McLaren WM,Holmes GK,Howdle PD,Walters JR,Sanders DS,Playford RJ,Trynka G,Mulder CJ,Mearin

    更新日期:2008-04-01 00:00:00

  • Identification of the gene that, when mutated, causes the human obesity syndrome BBS4.

    abstract::Bardet-Biedl syndrome (BBS, MIM 209900) is a heterogeneous autosomal recessive disorder characterized by obesity, pigmentary retinopathy, polydactyly, renal malformations, mental retardation, and hypogenitalism. The disorder is also associated with diabetes mellitus, hypertension, and congenital heart disease. Six dis...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/88925

    authors: Mykytyn K,Braun T,Carmi R,Haider NB,Searby CC,Shastri M,Beck G,Wright AF,Iannaccone A,Elbedour K,Riise R,Baldi A,Raas-Rothschild A,Gorman SW,Duhl DM,Jacobson SG,Casavant T,Stone EM,Sheffield VC

    更新日期:2001-06-01 00:00:00

  • Extensive genomic and transcriptional diversity identified through massively parallel DNA and RNA sequencing of eighteen Korean individuals.

    abstract::Massively parallel sequencing technologies have identified a broad spectrum of human genome diversity. Here we deep sequenced and correlated 18 genomes and 17 transcriptomes of unrelated Korean individuals. This has allowed us to construct a genome-wide map of common and rare variants and also identify variants formed...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.872

    authors: Ju YS,Kim JI,Kim S,Hong D,Park H,Shin JY,Lee S,Lee WC,Kim S,Yu SB,Park SS,Seo SH,Yun JY,Kim HJ,Lee DS,Yavartanoo M,Kang HP,Gokcumen O,Govindaraju DR,Jung JH,Chong H,Yang KS,Kim H,Lee C,Seo JS

    更新日期:2011-07-03 00:00:00

  • Identification of a novel X-linked gene responsible for Emery-Dreifuss muscular dystrophy.

    abstract::Emery-Dreifuss muscular dystrophy (EDMD) is an X-linked recessive disorder characterized by slowly progressing contractures, wasting of skeletal muscle and cardiomyopathy. Heart block is a frequent cause of death. The disease gene has been mapped to distal Xq28. Among many genes in this region, we selected eight trans...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1294-323

    authors: Bione S,Maestrini E,Rivella S,Mancini M,Regis S,Romeo G,Toniolo D

    更新日期:1994-12-01 00:00:00

  • ISPD loss-of-function mutations disrupt dystroglycan O-mannosylation and cause Walker-Warburg syndrome.

    abstract::Walker-Warburg syndrome (WWS) is clinically defined as congenital muscular dystrophy that is accompanied by a variety of brain and eye malformations. It represents the most severe clinical phenotype in a spectrum of diseases associated with abnormal post-translational processing of a-dystroglycan that share a defect i...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.2252

    authors: Willer T,Lee H,Lommel M,Yoshida-Moriguchi T,de Bernabe DB,Venzke D,Cirak S,Schachter H,Vajsar J,Voit T,Muntoni F,Loder AS,Dobyns WB,Winder TL,Strahl S,Mathews KD,Nelson SF,Moore SA,Campbell KP

    更新日期:2012-05-01 00:00:00

  • A genetic link between cold responses and flowering time through FVE in Arabidopsis thaliana.

    abstract::Cold induces expression of a number of genes that encode proteins that enhance tolerance to freezing temperatures in plants. A cis-acting element responsive to cold and drought, the C-repeat/dehydration-responsive element (C/DRE), was identified in the Arabidopsis thaliana stress-inducible genes RD29A and COR15a and f...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1298

    authors: Kim HJ,Hyun Y,Park JY,Park MJ,Park MK,Kim MD,Kim HJ,Lee MH,Moon J,Lee I,Kim J

    更新日期:2004-02-01 00:00:00

  • An evolutionary framework for measuring epigenomic information and estimating cell-type-specific fitness consequences.

    abstract::Here we ask the question "How much information do epigenomic datasets provide about human genomic function?" We consider nine epigenomic features across 115 cell types and measure information about function as a reduction in entropy under a probabilistic evolutionary model fitted to human and nonhuman primate genomes....

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/s41588-018-0300-z

    authors: Gulko B,Siepel A

    更新日期:2019-02-01 00:00:00

  • Transposon mutagenesis identifies genetic drivers of Braf(V600E) melanoma.

    abstract::Although nearly half of human melanomas harbor oncogenic BRAF(V600E) mutations, the genetic events that cooperate with these mutations to drive melanogenesis are still largely unknown. Here we show that Sleeping Beauty (SB) transposon-mediated mutagenesis drives melanoma progression in Braf(V600E) mutant mice and iden...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.3275

    authors: Mann MB,Black MA,Jones DJ,Ward JM,Yew CC,Newberg JY,Dupuy AJ,Rust AG,Bosenberg MW,McMahon M,Print CG,Copeland NG,Jenkins NA

    更新日期:2015-05-01 00:00:00

  • Unstable expansion of CAG repeat in hereditary dentatorubral-pallidoluysian atrophy (DRPLA).

    abstract::Hereditary dentatorubral-pallidoluysian atrophy (DRPLA) is an autosomal dominant neurologic disorder characterized by variable combinations of myoclonus, epilepsy, cerebellar ataxia, choreoathetosis and dementia. By specifically searching published brain cDNA sequences for the presence of CAG repeats we identified uns...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng0194-9

    authors: Koide R,Ikeuchi T,Onodera O,Tanaka H,Igarashi S,Endo K,Takahashi H,Kondo R,Ishikawa A,Hayashi T

    更新日期:1994-01-01 00:00:00

  • Expression profiling of medulloblastoma: PDGFRA and the RAS/MAPK pathway as therapeutic targets for metastatic disease.

    abstract::Little is known about the genetic regulation of medulloblastoma dissemination, but metastatic medulloblastoma is highly associated with poor outcome. We obtained expression profiles of 23 primary medulloblastomas clinically designated as either metastatic (M+) or non-metastatic (M0) and identified 85 genes whose expre...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng731

    authors: MacDonald TJ,Brown KM,LaFleur B,Peterson K,Lawlor C,Chen Y,Packer RJ,Cogen P,Stephan DA

    更新日期:2001-10-01 00:00:00

  • Physical and neurobehavioral determinants of reproductive onset and success.

    abstract::The ages of puberty, first sexual intercourse and first birth signify the onset of reproductive ability, behavior and success, respectively. In a genome-wide association study of 125,667 UK Biobank participants, we identify 38 loci associated (P < 5 × 10(-8)) with age at first sexual intercourse. These findings were t...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.3551

    authors: Day FR,Helgason H,Chasman DI,Rose LM,Loh PR,Scott RA,Helgason A,Kong A,Masson G,Magnusson OT,Gudbjartsson D,Thorsteinsdottir U,Buring JE,Ridker PM,Sulem P,Stefansson K,Ong KK,Perry JRB

    更新日期:2016-06-01 00:00:00

  • Genome screening by searching for shared segments: mapping a gene for benign recurrent intrahepatic cholestasis.

    abstract::It is now feasible to map disease genes by screening the genome for linkage disequilibrium between the disease and marker alleles. This report presents the first application of this approach for a previously unmapped locus. A gene for benign recurrent intrahepatic cholestasis (BRIC) was mapped to chromosome 18 by sear...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1294-380

    authors: Houwen RH,Baharloo S,Blankenship K,Raeymaekers P,Juyn J,Sandkuijl LA,Freimer NB

    更新日期:1994-12-01 00:00:00

  • Lung cancer susceptibility locus at 5p15.33.

    abstract::We carried out a genome-wide association study of lung cancer (3,259 cases and 4,159 controls), followed by replication in 2,899 cases and 5,573 controls. Two uncorrelated disease markers at 5p15.33, rs402710 and rs2736100 were detected by the genome-wide data (P = 2 x 10(-7) and P = 4 x 10(-6)) and replicated by the ...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.254

    authors: McKay JD,Hung RJ,Gaborieau V,Boffetta P,Chabrier A,Byrnes G,Zaridze D,Mukeria A,Szeszenia-Dabrowska N,Lissowska J,Rudnai P,Fabianova E,Mates D,Bencko V,Foretova L,Janout V,McLaughlin J,Shepherd F,Montpetit A,Narod S

    更新日期:2008-12-01 00:00:00

  • Large-scale analysis of the regulatory architecture of the mouse genome with a transposon-associated sensor.

    abstract::We present here a Sleeping Beauty-based transposition system that offers a simple and efficient way to investigate the regulatory architecture of mammalian chromosomes in vivo. With this system, we generated several hundred mice and embryos, each with a regulatory sensor inserted at a random genomic position. This lar...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.790

    authors: Ruf S,Symmons O,Uslu VV,Dolle D,Hot C,Ettwiller L,Spitz F

    更新日期:2011-03-20 00:00:00

  • Ancestry estimation and control of population stratification for sequence-based association studies.

    abstract::Estimating individual ancestry is important in genetic association studies where population structure leads to false positive signals, although assigning ancestry remains challenging with targeted sequence data. We propose a new method for the accurate estimation of individual genetic ancestry, based on direct analysi...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.2924

    authors: Wang C,Zhan X,Bragg-Gresham J,Kang HM,Stambolian D,Chew EY,Branham KE,Heckenlively J,FUSION Study.,Fulton R,Wilson RK,Mardis ER,Lin X,Swaroop A,Zöllner S,Abecasis GR

    更新日期:2014-04-01 00:00:00

  • An oncogenic MYB feedback loop drives alternate cell fates in adenoid cystic carcinoma.

    abstract::Translocation events are frequent in cancer and may create chimeric fusions or 'regulatory rearrangements' that drive oncogene overexpression. Here we identify super-enhancer translocations that drive overexpression of the oncogenic transcription factor MYB as a recurrent theme in adenoid cystic carcinoma (ACC). Whole...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.3502

    authors: Drier Y,Cotton MJ,Williamson KE,Gillespie SM,Ryan RJ,Kluk MJ,Carey CD,Rodig SJ,Sholl LM,Afrogheh AH,Faquin WC,Queimado L,Qi J,Wick MJ,El-Naggar AK,Bradner JE,Moskaluk CA,Aster JC,Knoechel B,Bernstein BE

    更新日期:2016-03-01 00:00:00

  • Mutations in IRX5 impair craniofacial development and germ cell migration via SDF1.

    abstract::Using homozygosity mapping and locus resequencing, we found that alterations in the homeodomain of the IRX5 transcription factor cause a recessive congenital disorder affecting face, brain, blood, heart, bone and gonad development. We found through in vivo modeling in Xenopus laevis embryos that Irx5 modulates the mig...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.2259

    authors: Bonnard C,Strobl AC,Shboul M,Lee H,Merriman B,Nelson SF,Ababneh OH,Uz E,Güran T,Kayserili H,Hamamy H,Reversade B

    更新日期:2012-05-13 00:00:00

  • Distinct patterns of somatic genome alterations in lung adenocarcinomas and squamous cell carcinomas.

    abstract::To compare lung adenocarcinoma (ADC) and lung squamous cell carcinoma (SqCC) and to identify new drivers of lung carcinogenesis, we examined the exome sequences and copy number profiles of 660 lung ADC and 484 lung SqCC tumor-normal pairs. Recurrent alterations in lung SqCCs were more similar to those of other squamou...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.3564

    authors: Campbell JD,Alexandrov A,Kim J,Wala J,Berger AH,Pedamallu CS,Shukla SA,Guo G,Brooks AN,Murray BA,Imielinski M,Hu X,Ling S,Akbani R,Rosenberg M,Cibulskis C,Ramachandran A,Collisson EA,Kwiatkowski DJ,Lawrence MS,Wei

    更新日期:2016-06-01 00:00:00

  • Variants within the immunoregulatory CBLB gene are associated with multiple sclerosis.

    abstract::A genome-wide association scan of approximately 6.6 million genotyped or imputed variants in 882 Sardinian individuals with multiple sclerosis (cases) and 872 controls suggested association of CBLB gene variants with disease, which was confirmed in 1,775 cases and 2,005 controls (rs9657904, overall P = 1.60 x 10(-10),...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng.584

    authors: Sanna S,Pitzalis M,Zoledziewska M,Zara I,Sidore C,Murru R,Whalen MB,Busonero F,Maschio A,Costa G,Melis MC,Deidda F,Poddie F,Morelli L,Farina G,Li Y,Dei M,Lai S,Mulas A,Cuccuru G,Porcu E,Liang L,Zavattari P,M

    更新日期:2010-06-01 00:00:00

  • Adenovirus mediated expression of therapeutic plasma levels of human factor IX in mice.

    abstract::Gene therapy strategies designed to combat haemophilia B, caused by defects in clotting factor IX, have so far concentrated on ex vivo approaches. We have now evaluated adenoviral vector-mediated expression of human factor IX in vivo. Injection of the vector Av1H9B, which encodes human factor IX cDNA, into the tail ve...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng1293-397

    authors: Smith TA,Mehaffey MG,Kayda DB,Saunders JM,Yei S,Trapnell BC,McClelland A,Kaleko M

    更新日期:1993-12-01 00:00:00

  • Common variants at ABCA7, MS4A6A/MS4A4E, EPHA1, CD33 and CD2AP are associated with Alzheimer's disease.

    abstract::We sought to identify new susceptibility loci for Alzheimer's disease through a staged association study (GERAD+) and by testing suggestive loci reported by the Alzheimer's Disease Genetic Consortium (ADGC) in a companion paper. We undertook a combined analysis of four genome-wide association datasets (stage 1) and id...

    journal_title:Nature genetics

    pub_type: 杂志文章,meta分析

    doi:10.1038/ng.803

    authors: Hollingworth P,Harold D,Sims R,Gerrish A,Lambert JC,Carrasquillo MM,Abraham R,Hamshere ML,Pahwa JS,Moskvina V,Dowzell K,Jones N,Stretton A,Thomas C,Richards A,Ivanov D,Widdowson C,Chapman J,Lovestone S,Powell J,Pr

    更新日期:2011-05-01 00:00:00

  • Susceptibility to insulin dependent diabetes mellitus maps to a 4.1 kb segment of DNA spanning the insulin gene and associated VNTR.

    abstract::Recent studies have demonstrated that a locus at 11p15.5 confers susceptibility to insulin dependent diabetes mellitus (IDDM). This locus has been shown to lie within a 19 kb region. We present a detailed sequence comparison of the predominant haplotypes found in this region in a population of French Caucasian IDDM pa...

    journal_title:Nature genetics

    pub_type: 杂志文章

    doi:10.1038/ng0793-305

    authors: Lucassen AM,Julier C,Beressi JP,Boitard C,Froguel P,Lathrop M,Bell JI

    更新日期:1993-07-01 00:00:00