Genetics of gene expression in primary immune cells identifies cell type-specific master regulators and roles of HLA alleles.
- Authors
- Fairfax, Benjamin P; Makino, Seiko; Radhakrishnan, Jayachandran; Plant, Katharine; Leslie, Stephen; Dilthey, Alexander; Ellis, Peter; Langford, Cordelia; Vannberg, Fredrik O; Knight, Julian C
- Year
- 2012
- Journal
- Nature genetics
- PMID
- 22446964
- DOI
- 10.1038/ng.2205
- PMCID
- PMC3437404
Trans-acting genetic variants have a substantial, albeit poorly characterized, role in the heritable determination of gene expression. Using paired purified primary monocytes and B cells, we identify new predominantly cell type-specific cis and trans expression quantitative trait loci (eQTLs), including multi-locus trans associations to LYZ and KLF4 in monocytes and B cells, respectively. Additionally, we observe a B cell-specific trans association of rs11171739 at 12q13.2, a known autoimmune disease locus, with IP6K2 (P = 5.8 Γ 10(-15)), PRIC285 (P = 3.0 Γ 10(-10)) and an upstream region of CDKN1A (P = 2 Γ 10(-52)), suggesting roles for cell cycle regulation and peroxisome proliferator-activated receptor Ξ³ (PPARΞ³) signaling in autoimmune pathogenesis. We also find that specific human leukocyte antigen (HLA) alleles form trans associations with the expression of AOAH and ARHGAP24 in monocytes but not in B cells. In summary, we show that mapping gene expression in defined primary cell populations identifies new cell type-specific trans-regulated networks and provides insights into the genetic basis of disease susceptibility.
Shared and cellβspecific cis and trans associations in B-cells and monocytes(a) Venn diagrams illustrating the number of eSNPs unique to each cell subset and shared between datasets in cis (left panel) and in trans. B-cell data depicted in orange, monocyte in blue. (b) Circos plots for monocyte dataset (left panel) and B-cell dataset. From outside rim inwards: The outermost rim depicts a Manhattan plot for eQTLs from the respective dataset, the second rim depicts relative expression of genes, the third rim depicts an arbitrary selection of genes (constrained due to space) with significant trans-eQTLs (p<1Γ10β11) and the innermost network depicts βspokesβ between nodal eSNPs and their trans-regulated genes. Such nodal eSNPs include rs10784774 which marks a monocyte specific master-regulatory region while rs10816519 identifies a B-cell specific master regulatory region. Red spokes: > 10 eSNPs from this locus map to the trans-eQTLs, blue spokes: >1 and <10, grey spokes: 1 eSNP.
eSNPs shared between cell-types may lead to opposing directional effects on gene expression or associate with expression of different genes in a cell-specific manner(a) Using eSNPs shared between cell types the most significant eSNP per probe is plotted with the fold change in expression this eSNP causes in homozygous form between major and minor alleles (fold-change monocytes y- axis, B-cells x-axis). Whilst the majority of eSNPs shared between datasets cause the same directional change, there are examples of eSNPs that cause opposing directional changes in expression dependent upon cell-type. Only one eSNP is plotted per probe and only eSNPs with examples of >2 individuals homozygous in the minor allele with permuted p<0.001 in both B-cells and monocyte datasets are annotated. (b) rs2223286 is associated with profound directional effects in the expression of SELL dependent upon genotype, with the minor C allele associated with increased expression of SELL in B-cells and reduced expression of SELL in monocytes (pB-cell=4.6Γ10β11, pmonocyte=1.1Γ10β22). (c) rs738289 is an example of an eSNP that forms eQTL to differing genes dependent upon cell type. In B-cells this eSNP is strongly associated with the expression of MGAT3 (pB-cell= 9.8Γ10β26) with no association to SYNGR1 expression; whilst in monocytes this eSNP is significantly associated with the expression of SYNGR1 (pmonocyte = 1.2Γ10β17) with no association to MGAT3 expression.
rs10784774 marks a monocyte specific cis-eSNP to LYZ and forms a monocyte specific master regulator of multiple genes including CREB1(a & b) rs10784774 is significantly associated with the expression of a probe mapping to the 3β²UTR of LYZ, encoding lysozyme, in monocytes only (p 78 B-cell N.S., pmonocyte=8.9Γ10β78). (c) rs10784774 additionally forms an eSNP to 72 probes mapping across the genome, the most significantly associated being in the genes CREB1(p = 2.0Γ10β67), DUSP19 (p = 2.2Γ10β59), and RAB27A (p = 2.0Γ10β57). (d) Manhattan plot demonstrating chromosomal location of all genes with probes mapping to rs10784774. The blue line represents 1.0Γ10β11, red line 5.0Γ10β8.
rs11171739, a SNP at 12q13.2 with strong autoimmune association forms B-cell specific trans-eQTL to 3 separate genes(a) rs11171739 specifically associates with the B-cell trans expression of the genes LAP3P2 (pB-cell=2.0Γ10β52, pmonocyte=1.7Γ10β4), IP6K2 (pB-cell =5.8Γ10β15) and PRIC285 (pB-cell=3.0Γ10β10). (b) B-cell regional association plots of these genes demonstrating their expression by SNP marker across chromosome 12q13.2, a known autoimmune risk locus. (c) LAP3P2 lies ~1kb 5β² to CDKN1A and is denoted as a pseudogene. We observe a high degree of transcriptional activity in our RNA-seq data from CD19+ primary B-cells, and this is also seen in LCLs (GM12878)24. This region is highly conserved amongst vertebrates.
Imputation of HLA status resolves cell-specific trans-associated gene expression to carriage of specific classical HLA alleles(a) Regional association plots from monocyte and B-cell data demonstrating the monocyte specific trans association of the chromosome 7 gene AOAH, to the class II MHC gene HLA-DRB1. There is no association in B-cell dataset, whilst the peak eSNP from monocyte dataset is rs28366298 (pmonocyte=1.6Γ10β43). (b) Imputation of class II alleles to 2 digit resolution demonstrates that the C allele of rs28366298 is specific to DRB1 *04, *07 and *09 alleles and these alleles are associated with reduced AOAH expression. For clarity only homozygotes are plotted with two AOAH expression values per individual (corresponding to each DRB allele) are displayed. (c) The number of DRB1 *04/*07/*09 alleles carried by an individual is significantly associated with reduced expression of AOAH (pB-cell <2.2Γ10β16, one-way ANOVA) and increased expression of ARHGAP24 (pmonocyte=3.0Γ10β14, one-way ANOVA). (d) Imputation of DQA1 status to 4 digits demonstrates that the G allele of rs35265698 is significantly associated with reduced expression of DEF8 in both B-cells and monocytes (pB-cell=6.2Γ10β13, pmonocyte=9.0Γ10β17). This allele is unique to DQA1*0301 as illustrated. For clarity only homozygotes of rs35265698 are plotted with two DEF8 expression values per individual (corresponding to each DQA allele) displayed. (e) Higher numbers of DQA1*0301 alleles possessed by an individual is significantly associated with reduced DEF8 expression (pB-cell=6.2Γ10β13, pmonocyte <2.2Γ10β16)
Cell specific cis-eQTL involving SNP markers associated with diseaseGenes showing significant cis-eQTL that involve SNPs reported at genome-wide significance (p < 5Γ10β8) in the Catalog of Published Genome-Wide Association Studies (www.genome.gov/GWA studies) (accessed 10th September 2011) or proxy SNPs identified for these disease markers from the 1000 Genomes Project (CEU cohort, r2 > 0.8) are shown. (a) List of genes with shared cis-eQTL/GWAS SNPs for UC, SLE and CD grouped by cell type and excluding HLA genes. Specific examples are described further in Supplementary Information. (b) Examples of genes showing eQTL involving SNPs associated with multiple GWAS traits.
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| Increased expression of PRKCB mRNA in peripheral blood mononuclear cells from patients with systemic lupus erythematosus. | Zhu Z et al. | β | 2018 | β |
| Molecular evolution of elements controlling HLA-C expression: Adaptation to a role as a killer-cell immunoglobulin-like receptor ligand regulating natural killer cell function. | Anderson SK | β | 2018 | β |
| Novel Transcriptional Activity and Extensive Allelic Imbalance in the Human MHC Region. | Gensterblum-Miller E et al. | β | 2018 | β |
| Population-based analysis of ocular Chlamydia trachomatis in trachoma-endemic West African communities identifies genomic markers of disease severity. | Last AR et al. | β | 2018 | β |
| Reduced monocyte and macrophage TNFSF15/TL1A expression is associated with susceptibility to inflammatory bowel disease. | Richard AC et al. | β | 2018 | β |
| Regulatory variants at KLF14 influence type 2 diabetes risk via a female-specific effect on adipocyte size and body composition. | Small KS et al. | β | 2018 | β |
| Renal compartment-specific genetic variation analyses identify new pathways in chronic kidney disease. | Qiu C et al. | β | 2018 | β |
| Risk of nontyphoidal Salmonella bacteraemia in African children is modified by STAT4. | Gilchrist JJ et al. | β | 2018 | β |
| RNAseq analysis of bronchial epithelial cells to identify COPD-associated genes and SNPs. | Yeo J et al. | β | 2018 | β |
| Single-cell RNA sequencing identifies celltype-specific cis-eQTLs and co-expression QTLs. | van der Wijst MGP et al. | β | 2018 | β |
| Systematic approach demonstrates enrichment of multiple interactions between non-<i>HLA</i> risk variants and <i>HLA-DRB1</i> risk alleles in rheumatoid arthritis. | Diaz-Gallo LM et al. | β | 2018 | β |
| The rheumatic disease-associated FAM167A-BLK locus encodes DIORA-1, a novel disordered protein expressed highly in bronchial epithelium and alveolar macrophages. | Mentlein L et al. | β | 2018 | β |
| Translating GWAS in rheumatic disease: approaches to establishing mechanism and function for genetic associations with ankylosing spondylitis. | Osgood JA et al. | β | 2018 | β |
| Type 1 Diabetes Mellitus-Associated Genetic Variants Contribute to Overlapping Immune Regulatory Networks. | Nyaga DM et al. | β | 2018 | β |
| Viewpoint: Toward the Genetic Architecture of Disease Severity in Inflammatory Bowel Diseases. | Liefferinckx C et al. | β | 2018 | β |
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| An independent component analysis confounding factor correction framework for identifying broad impact expression quantitative trait loci. | Ju JH et al. | β | 2017 | β |
| cis-Acting Complex-Trait-Associated lincRNA Expression Correlates with Modulation of Chromosomal Architecture. | Tan JY et al. | β | 2017 | β |
| Context-specific effects of genetic variants associated with autoimmune disease. | Jonkers IH et al. | β | 2017 | β |
| Deciphering the genetic regulation of peripheral blood transcriptome in pigs through expression genome-wide association study and allele-specific expression analysis. | Maroilley T et al. | β | 2017 | β |
| Effects of Type 1 Diabetes Risk Alleles on Immune Cell Gene Expression. | Ram R et al. | β | 2017 | β |
| Functional variation in allelic methylomes underscores a strong genetic contribution and reveals novel epigenetic alterations in the human epigenome. | Cheung WA et al. | β | 2017 | β |
| Gene Regulatory Elements, Major Drivers of Human Disease. | Chatterjee S et al. | β | 2017 | β |
| Genetic advances in systemic lupus erythematosus: an update. | Chen L et al. | β | 2017 | β |
| Genetic correlations reveal the shared genetic architecture of transcription in human peripheral blood. | Lukowski SW et al. | β | 2017 | β |
| Genetic regulation of gene expression in the epileptic human hippocampus. | Mirza N et al. | β | 2017 | β |
| Genome-wide association study of primary sclerosing cholangitis identifies new risk loci and quantifies the genetic relationship with inflammatory bowel disease. | Ji SG et al. | β | 2017 | β |
| GWAS for serum galactose-deficient IgA1 implicates critical genes of the O-glycosylation pathway. | Kiryluk K et al. | β | 2017 | β |
| Identification of context-dependent expression quantitative trait loci in whole blood. | Zhernakova DV et al. | β | 2017 | β |
| Interplay of cis and trans mechanisms driving transcription factor binding and gene expression evolution. | Wong ES et al. | β | 2017 | β |
| Living in an adaptive world: Genomic dissection of the genus <i>Homo</i> and its immune response. | Quach H et al. | β | 2017 | β |
| Mapping eQTLs with RNA-seq reveals novel susceptibility genes, non-coding RNAs and alternative-splicing events in systemic lupus erythematosus. | Odhams CA et al. | β | 2017 | β |
| Mapping of 79 loci for 83 plasma protein biomarkers in cardiovascular disease. | Folkersen L et al. | β | 2017 | β |
| Methods to analyze big data in pharmacogenomics research. | Li R et al. | β | 2017 | β |
| Network-based analysis reveals novel gene signatures in peripheral blood of patients with chronic obstructive pulmonary disease. | Obeidat M et al. | β | 2017 | β |
| Pathogenic implications for autoimmune mechanisms derived by comparative eQTL analysis of CD4+ versus CD8+ T cells. | Kasela S et al. | β | 2017 | β |
| Polygenic burdens on cell-specific pathways underlie the risk of rheumatoid arthritis. | Ishigaki K et al. | β | 2017 | β |
| Sex influences eQTL effects of SLE and SjΓΆgren's syndrome-associated genetic polymorphisms. | LindΓ©n M et al. | β | 2017 | β |
| Shared genetic origin of asthma, hay fever and eczema elucidates allergic disease biology. | Ferreira MA et al. | β | 2017 | β |
| Systems Genetics as a Tool to Identify Master Genetic Regulators in Complex Disease. | Moreno-Moral A et al. | β | 2017 | β |
| The Role of Osteopontin and Its Gene on Glucocorticoid Response in Myasthenia Gravis. | Xie Y et al. | β | 2017 | β |
| Type 1 diabetes genome-wide association studies: not to be lost in translation. | Pociot F | β | 2017 | β |
| Understanding Human Autoimmunity and Autoinflammation Through Transcriptomics. | Banchereau R et al. | β | 2017 | β |
| Unique Allelic eQTL Clusters in Human MHC Haplotypes. | Lam TH et al. | β | 2017 | β |
| What has GWAS done for HLA and disease associations? | Kennedy AE et al. | β | 2017 | β |
| Analysis of five chronic inflammatory diseases identifies 27 new associations and highlights disease-specific patterns at shared loci. | Ellinghaus D et al. | β | 2016 | β |
| A rare nonsynonymous variant in the lipid metabolic gene HELZ2 related to primary biliary cirrhosis in Chinese Han. | Li P et al. | β | 2016 | β |
| Autoimmune diseases - connecting risk alleles with molecular traits of the immune system. | Gutierrez-Arcelus M et al. | β | 2016 | β |
| Capture Hi-C identifies a novel causal gene, IL20RA, in the pan-autoimmune genetic susceptibility region 6q23. | McGovern A et al. | β | 2016 | β |
| Characterization of candidate genes in inflammatory bowel disease-associated risk loci. | Peloquin JM et al. | β | 2016 | β |
| Concerted Genetic Function in Blood Traits. | Kim-Hellmuth S et al. | β | 2016 | β |
| Consensus Genome-Wide Expression Quantitative Trait Loci and Their Relationship with Human Complex Trait Disease. | Yu CH et al. | β | 2016 | β |
| Decreased SMG7 expression associates with lupus-risk variants and elevated antinuclear antibody production. | Deng Y et al. | β | 2016 | β |
| Dynamics and Correlates of CD8 T-Cell Counts in Africans with Primary Human Immunodeficiency Virus Type 1 Infection. | Prentice HA et al. | β | 2016 | β |
| eQuIPS: eQTL Analysis Using Informed Partitioning of SNPs - A Fully Bayesian Approach. | Boggis EM et al. | β | 2016 | β |
| Expressional profiling of prostate cancer risk SNPs at 11q13.5 identifies DGAT2 as a new target gene. | Nurminen R et al. | β | 2016 | β |
| Extraordinary Cancer Epigenomics: Thinking Outside the Classical Coding and Promoter Box. | Murtha M et al. | β | 2016 | β |
| Fast and efficient QTL mapper for thousands of molecular phenotypes. | Ongen H et al. | β | 2016 | β |
| From integrative genomics to systems genetics in the rat to link genotypes to phenotypes. | Moreno-Moral A et al. | β | 2016 | β |
| Gender Differences in Adipocyte Metabolism and Liver Cancer Progression. | Cheung OK et al. | β | 2016 | β |
| Genetics and immunity in the era of single-cell genomics. | Vieira Braga FA et al. | β | 2016 | β |
| Genetic susceptibility to rheumatoid arthritis and its implications for novel drug discovery. | Yarwood A et al. | β | 2016 | β |
| Genome-wide association meta-analysis in Chinese and European individuals identifies ten new loci associated with systemic lupus erythematosus. | Morris DL et al. | β | 2016 | β |
| Genome-wide association study identifies five new susceptibility loci for primary angle closure glaucoma. | Khor CC et al. | β | 2016 | β |
| Genome-wide search followed by replication reveals genetic interaction of CD80 and ALOX5AP associated with systemic lupus erythematosus in Asian populations. | Zhang Y et al. | β | 2016 | β |
| Genomic landscape of the individual host response and outcomes in sepsis: a prospective cohort study. | Davenport EE et al. | β | 2016 | β |
| High-throughput allele-specific expression across 250 environmental conditions. | Moyerbrailean GA et al. | β | 2016 | β |
| HLA-C Level Is Regulated by a Polymorphic Oct1 Binding Site in the HLA-C Promoter Region. | Vince N et al. | β | 2016 | β |
| Identification of STOML2 as a putative novel asthma risk gene associated with IL6R. | Revez JA et al. | β | 2016 | β |
| Identification of Tissue-Specific Protein-Coding and Noncoding Transcripts across 14 Human Tissues Using RNA-seq. | Zhu J et al. | β | 2016 | β |
| Identifying Cell Type-Specific Transcription Factors by Integrating ChIP-seq and eQTL Data-Application to Monocyte Gene Regulation. | Choudhury M et al. | β | 2016 | β |
| Immunoseq: the identification of functionally relevant variants through targeted capture and sequencing of active regulatory regions in human immune cells. | Morin A et al. | β | 2016 | β |
| Insight into Genotype-Phenotype Associations through eQTL Mapping in Multiple Cell Types in Health and Immune-Mediated Disease. | Peters JE et al. | β | 2016 | β |
| Integrative Analysis of Multi-omics Data for Discovery and Functional Studies of Complex Human Diseases. | Sun YV et al. | β | 2016 | β |
| Integrative genomic deconvolution of rheumatoid arthritis GWAS loci into gene and cell type associations. | Walsh AM et al. | β | 2016 | β |
| In vitro transdifferentiation of human peripheral blood mononuclear cells to photoreceptor-like cells. | Komuta Y et al. | β | 2016 | β |
| Lineage-Specific Genome Architecture Links Enhancers and Non-coding Disease Variants to Target Gene Promoters. | Javierre BM et al. | β | 2016 | β |
| Modelling local gene networks increases power to detect trans-acting genetic effects on gene expression. | Rakitsch B et al. | β | 2016 | β |
| MT-HESS: an efficient Bayesian approach for simultaneous association detection in OMICS datasets, with application to eQTL mapping in multiple tissues. | Lewin A et al. | β | 2016 | β |
| Polymorphism in a lincRNA Associates with a Doubled Risk of Pneumococcal Bacteremia in Kenyan Children. | Kenyan Bacteraemia Study Group et al. | β | 2016 | β |
| Regulatory polymorphisms modulate the expression of HLA class II molecules and promote autoimmunity. | Raj P et al. | β | 2016 | β |
| Resolving TYK2 locus genotype-to-phenotype differences in autoimmunity. | Dendrou CA et al. | β | 2016 | β |
| Risk Genes of Inflammatory Bowel Disease in Asia: What Are the Most Important Pathways Affected? | Guo C et al. | β | 2016 | β |
| Systematic Evaluation of Genes and Genetic Variants Associated with Type 1 Diabetes Susceptibility. | Ram R et al. | β | 2016 | β |
| Systematic identification of genetic influences on methylation across the human life course. | Gaunt TR et al. | β | 2016 | β |
| Targeted genomic analysis reveals widespread autoimmune disease association with regulatory variants in the TNF superfamily cytokine signalling network. | Richard AC et al. | β | 2016 | β |
| The Importance of Context: Uncovering Species- and Tissue-Specific Effects of Genetic Risk Variants for Type 2 Diabetes. | Thomsen SK et al. | β | 2016 | β |
| The importance of p53 pathway genetics in inherited and somatic cancer genomes. | Stracquadanio G et al. | β | 2016 | β |
| Transcriptome Profiling in Rat Inbred Strains and Experimental Cross Reveals Discrepant Genetic Architecture of Genome-Wide Gene Expression. | Kaisaki PJ et al. | β | 2016 | β |
| Understanding Celiac Disease by Genomics. | Withoff S et al. | β | 2016 | β |
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| Accurate and fast multiple-testing correction in eQTL studies. | Sul JH et al. | β | 2015 | β |
| An epidemiological perspective of personalized medicine: the Estonian experience. | Milani L et al. | β | 2015 | β |
| Applying genetics in inflammatory disease drug discovery. | Folkersen L et al. | β | 2015 | β |
| Cell Specific eQTL Analysis without Sorting Cells. | Westra HJ et al. | β | 2015 | β |
| Cutting Edge: Chronic NF-ΞΊB Activation in CD4+ T Cells in Rheumatoid Arthritis Is Genetically Determined by HLA Risk Alleles. | Spurlock CF et al. | β | 2015 | β |
| Demystifying the secret mission of enhancers: linking distal regulatory elements to target genes. | Yao L et al. | β | 2015 | β |
| Effect of different stages of Schistosoma mansoni infection on the parasite burden and immune response to Strongyloides venezuelensis in co-infected mice. | de Rezende MC et al. | β | 2015 | β |
| eQTL mapping identifies insertion- and deletion-specific eQTLs in multiple tissues. | Huang J et al. | β | 2015 | β |
| ERAP1 Gene Expression Is Influenced by Nonsynonymous Polymorphisms Associated With Predisposition to Spondyloarthritis. | Costantino F et al. | β | 2015 | β |
| Evaluation of Association Between HLA Class II DR4-DQ8 Haplotype and Type I Diabetes Mellitus in Children of East Azerbaijan State of Iran. | Sohrabi N et al. | β | 2015 | β |
| Expression quantitative trait Loci acting across multiple tissues are enriched in inherited risk for coronary artery disease. | Foroughi Asl H et al. | β | 2015 | β |
| Expression quantitative trait locus analysis for translational medicine. | Gibson G et al. | β | 2015 | β |
| Fine mapping of type 1 diabetes susceptibility loci and evidence for colocalization of causal variants with lymphoid gene enhancers. | Onengut-Gumuscu S et al. | β | 2015 | β |
| Gene-based meta-analysis of genome-wide association study data identifies independent single-nucleotide polymorphisms in ANXA6 as being associated with systemic lupus erythematosus in Asian populations. | Zhang J et al. | β | 2015 | β |
| Generation of primary human intestinal T cell transcriptomes reveals differential expression at genetic risk loci for immune-mediated disease. | Raine T et al. | β | 2015 | β |
| Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus. | Bentham J et al. | β | 2015 | β |
| Genetic risk factors for decreased bone mineral accretion in children with asthma receiving multiple oral corticosteroid bursts. | Park HW et al. | β | 2015 | β |
| Genome-wide analysis identifies a role for common copy number variants in specific language impairment. | Simpson NH et al. | β | 2015 | β |
| Genome-wide analysis of the genetic regulation of gene expression in human neutrophils. | Andiappan AK et al. | β | 2015 | β |
| Genome-wide association study of recalcitrant atopic dermatitis in Korean children. | Kim KW et al. | β | 2015 | β |
| Genome-wide identification of allele-specific expression in response to Streptococcus suis 2 infection in two differentially susceptible pig breeds. | Wu H et al. | β | 2015 | β |
| Genome-wide meta-analysis identifies multiple novel associations and ethnic heterogeneity of psoriasis susceptibility. | Yin X et al. | β | 2015 | β |
| Genomic modulators of gene expression in human neutrophils. | Naranbhai V et al. | β | 2015 | β |
| Hypocretin (orexin) biology and the pathophysiology of narcolepsy with cataplexy. | Liblau RS et al. | β | 2015 | β |
| Identification of new susceptibility loci for IgA nephropathy in Han Chinese. | Li M et al. | β | 2015 | β |
| Immunogenetic influences on acquisition of HIV-1 infection: consensus findings from two African cohorts point to an enhancer element in IL19 (1q32.2). | Li X et al. | β | 2015 | β |
| Integration of disease association and eQTL data using a Bayesian colocalisation approach highlights six candidate causal genes in immune-mediated diseases. | Guo H et al. | β | 2015 | β |
| Intrahaplotypic Variants Differentiate Complex Linkage Disequilibrium within Human MHC Haplotypes. | Lam TH et al. | β | 2015 | β |
| Meta-analysis of 65,734 individuals identifies TSPAN15 and SLC44A2 as two susceptibility loci for venous thromboembolism. | Germain M et al. | β | 2015 | β |
| Meta-analysis of two Chinese populations identifies an autoimmune disease risk allele in 22q11.21 as associated with systemic lupus erythematosus. | Zhang Y et al. | β | 2015 | β |
| Population Variation and Genetic Control of Modular Chromatin Architecture in Humans. | Waszak SM et al. | β | 2015 | β |
| Predicting functional regulatory SNPs in the human antimicrobial peptide genes DEFB1 and CAMP in tuberculosis and HIV/AIDS. | Flores Saiffe FarΓas A et al. | β | 2015 | β |
| Prediction of Causal Candidate Genes in Coronary Artery Disease Loci. | BrΓ¦nne I et al. | β | 2015 | β |
| Reverse Engineering of Genome-wide Gene Regulatory Networks from Gene Expression Data. | Liu ZP | β | 2015 | β |
| Solving the genetic puzzle of systemic lupus erythematosus. | Yang W et al. | β | 2015 | β |
| The Genotype and Phenotype (GaP) registry: a living biobank for the analysis of quantitative traits. | Gregersen PK et al. | β | 2015 | β |
| The role of regulatory variation in complex traits and disease. | Albert FW et al. | β | 2015 | β |
| Trachoma and Ocular Chlamydial Infection in the Era of Genomics. | Derrick T et al. | β | 2015 | β |
| UBE2L3 polymorphism amplifies NF-ΞΊB activation and promotes plasma cell development, linking linear ubiquitination to multiple autoimmune diseases. | Lewis MJ et al. | β | 2015 | β |
| Variants in ALOX5, ALOX5AP and LTA4H are not associated with atherosclerotic plaque phenotypes: the Athero-Express Genomics Study. | van der Laan SW et al. | β | 2015 | β |
| A comprehensive association analysis confirms ZMIZ1 to be a susceptibility gene for vitiligo in Chinese population. | Sun Y et al. | β | 2014 | β |
| Admixture fine-mapping in African Americans implicates XAF1 as a possible sarcoidosis risk gene. | Levin AM et al. | β | 2014 | β |
| Allelic expression mapping across cellular lineages to establish impact of non-coding SNPs. | Adoue V et al. | β | 2014 | β |
| Altered inactivation of commensal LPS due to acyloxyacyl hydrolase deficiency in colonic dendritic cells impairs mucosal Th17 immunity. | Janelsins BM et al. | β | 2014 | β |
| A meta-analysis of Hodgkin lymphoma reveals 19p13.3 TCF3 as a novel susceptibility locus. | Cozen W et al. | β | 2014 | β |
| Approaches for establishing the function of regulatory genetic variants involved in disease. | Knight JC | β | 2014 | β |
| A role for noncoding variation in schizophrenia. | Roussos P et al. | β | 2014 | β |
| Association of functional polymorphisms in interferon regulatory factor 2 (IRF2) with susceptibility to systemic lupus erythematosus: a case-control association study. | Kawasaki A et al. | β | 2014 | β |
| Associations of HLA alleles with specific language impairment. | Nudel R et al. | β | 2014 | β |
| Characterizing the genetic basis of innate immune response in TLR4-activated human monocytes. | Kim S et al. | β | 2014 | β |
| Characterizing the genetic basis of methylome diversity in histologically normal human lung tissue. | Shi J et al. | β | 2014 | β |
| Characterizing the genetic basis of transcriptome diversity through RNA-sequencing of 922 individuals. | Battle A et al. | β | 2014 | β |
| Detecting epistasis in human complex traits. | Wei WH et al. | β | 2014 | β |
| Discovery of new risk loci for IgA nephropathy implicates genes involved in immunity against intestinal pathogens. | Kiryluk K et al. | β | 2014 | β |
| Enhancer variants: evaluating functions in common disease. | Corradin O et al. | β | 2014 | β |
| Epigenetics in adipose tissue, obesity, weight loss, and diabetes. | MartΓnez JA et al. | β | 2014 | β |
| Epigenome-guided analysis of the transcriptome of plaque macrophages during atherosclerosis regression reveals activation of the Wnt signaling pathway. | Ramsey SA et al. | β | 2014 | β |
| Evidence of NLRP3-inflammasome activation in rheumatoid arthritis (RA); genetic variants within the NLRP3-inflammasome complex in relation to susceptibility to RA and response to anti-TNF treatment. | Mathews RJ et al. | β | 2014 | β |
| Fine mapping genetic determinants of the highly variably expressed MHC gene ZFP57. | Plant K et al. | β | 2014 | β |
| Follicular lymphoma-protective HLA class II variants correlate with increased HLA-DQB1 protein expression. | SillΓ© FC et al. | β | 2014 | β |
| From genome to function by studying eQTLs. | Westra HJ et al. | β | 2014 | β |
| Gene-centric meta-analysis in 87,736 individuals of European ancestry identifies multiple blood-pressure-related loci. | Tragante V et al. | β | 2014 | β |
| Genetic analysis of an allergic rhinitis cohort reveals an intercellular epistasis between FAM134B and CD39. | Melchiotti R et al. | β | 2014 | β |
| Genetics of gene expression in immunity to infection. | Fairfax BP et al. | β | 2014 | β |
| Genetic variability in the regulation of gene expression in ten regions of the human brain. | Ramasamy A et al. | β | 2014 | β |
| Genome-wide association analysis identifies 11 risk variants associated with the asthma with hay fever phenotype. | Ferreira MA et al. | β | 2014 | β |
| Genome-wide association study identifies a novel susceptibility gene for serum TSH levels in Chinese populations. | Zhan M et al. | β | 2014 | β |
| Genome-wide interaction studies reveal sex-specific asthma risk alleles. | Myers RA et al. | β | 2014 | β |
| Genomic mapping of the MHC transactivator CIITA using an integrated ChIP-seq and genetical genomics approach. | Wong D et al. | β | 2014 | β |
| GRM4 gene polymorphism is associated with susceptibility and prognosis of osteosarcoma in a Chinese Han population. | Jiang C et al. | β | 2014 | β |
| Heritability and genomics of gene expression in peripheral blood. | Wright FA et al. | β | 2014 | β |
| High-density genotyping of immune loci in Kawasaki disease and IVIG treatment response in European-American case-parent trio study. | Shendre A et al. | β | 2014 | β |
| Host genetics and immune control of HIV-1 infection: fine mapping for the extended human MHC region in an African cohort. | Prentice HA et al. | β | 2014 | β |
| Host genetics and viral load in primary HIV-1 infection: clear evidence for gene by sex interactions. | Li X et al. | β | 2014 | β |
| IBD genetics: focus on (dys) regulation in immune cells and the epithelium. | Kaser A et al. | β | 2014 | β |
| Identification and validation of genetic variants that influence transcription factor and cell signaling protein levels. | Hause RJ et al. | β | 2014 | β |
| Increased prevalence of sex chromosome aneuploidies in specific language impairment and dyslexia. | Simpson NH et al. | β | 2014 | β |
| Innate immune activity conditions the effect of regulatory variants upon monocyte gene expression. | Fairfax BP et al. | β | 2014 | β |
| Large-scale East-Asian eQTL mapping reveals novel candidate genes for LD mapping and the genomic landscape of transcriptional effects of sequence variants. | Narahara M et al. | β | 2014 | β |
| Mapping the genetic architecture of gene regulation in whole blood. | Schramm K et al. | β | 2014 | β |
| Mediation analysis demonstrates that trans-eQTLs are often explained by cis-mediation: a genome-wide analysis among 1,800 South Asians. | Pierce BL et al. | β | 2014 | β |
| Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche. | Perry JR et al. | β | 2014 | β |
| Pharmacogenetic meta-analysis of genome-wide association studies of LDL cholesterol response to statins. | Postmus I et al. | β | 2014 | β |
| Polarization of the effects of autoimmune and neurodegenerative risk alleles in leukocytes. | Raj T et al. | β | 2014 | β |
| Regulation of gene expression in autoimmune disease loci and the genetic basis of proliferation in CD4+ effector memory T cells. | Hu X et al. | β | 2014 | β |
| Replication of genomewide associations with allergic sensitization and allergic rhinitis. | Nilsson D et al. | β | 2014 | β |
| Statin-induced changes in gene expression in EBV-transformed and native B-cells. | Bolotin E et al. | β | 2014 | β |
| The architecture of parent-of-origin effects in mice. | Mott R et al. | β | 2014 | β |
| The effects of genetic variation on gene expression dynamics during development. | Francesconi M et al. | β | 2014 | β |
| The ground state of innate immune responsiveness is determined at the interface of genetic, epigenetic, and environmental influences. | Huang E et al. | β | 2014 | β |
| The multifaceted and controversial immunometabolic actions of adiponectin. | Esmaili S et al. | β | 2014 | β |
| Trans-ethnic meta-analysis of white blood cell phenotypes. | Keller MF et al. | β | 2014 | β |
| Unifying immunology with informatics and multiscale biology. | Kidd BA et al. | β | 2014 | β |
| Variation and genetic control of gene expression in primary immunocytes across inbred mouse strains. | Mostafavi S et al. | β | 2014 | β |
| A genetic screen identifies interferon-Ξ± effector genes required to suppress hepatitis C virus replication. | Fusco DN et al. | β | 2013 | β |
| A genome-wide association study on a southern European population identifies a new Crohn's disease susceptibility locus at RBX1-EP300. | JuliΓ A et al. | β | 2013 | β |
| Allelic expression analysis of the osteoarthritis susceptibility gene COL11A1 in human joint tissues. | Raine EV et al. | β | 2013 | β |
| Analysis of immune-related loci identifies 48 new susceptibility variants for multiple sclerosis. | International Multiple Sclerosis Genetics Consortium (IMSGC) et al. | β | 2013 | β |
| A refined study of FCRL genes from a genome-wide association study for Graves' disease. | Zhao SX et al. | β | 2013 | β |
| Chromatin marks identify critical cell types for fine mapping complex trait variants. | Trynka G et al. | β | 2013 | β |
| Deciphering molecular circuits from genetic variation underlying transcriptional responsiveness to stimuli. | Gat-Viks I et al. | β | 2013 | β |
| Gene-centric meta-analyses of 108 912 individuals confirm known body mass index loci and reveal three novel signals. | Guo Y et al. | β | 2013 | β |
| Gene expression drives local adaptation in humans. | Fraser HB | β | 2013 | β |
| Genetic insights into common pathways and complex relationships among immune-mediated diseases. | Parkes M et al. | β | 2013 | β |
| Genetic regulation of human adipose microRNA expression and its consequences for metabolic traits. | Civelek M et al. | β | 2013 | β |
| Genetics of ANCA-associated vasculitis in Japan: a role for HLA-DRB1*09:01 haplotype. | Tsuchiya N | β | 2013 | β |
| Genetics of human gene expression. | Stranger BE et al. | β | 2013 | β |
| Genome-wide association study in BRCA1 mutation carriers identifies novel loci associated with breast and ovarian cancer risk. | Couch FJ et al. | β | 2013 | β |
| Genome-wide expression quantitative trait loci analysis in asthma. | BossΓ© Y | β | 2013 | β |
| Genomic modulators of the immune response. | Knight JC | β | 2013 | β |
| Global properties and functional complexity of human gene regulatory variation. | Gaffney DJ | β | 2013 | β |
| Human genetics in rheumatoid arthritis guides a high-throughput drug screen of the CD40 signaling pathway. | Li G et al. | β | 2013 | β |
| Identification of single nucleotide polymorphisms regulating peripheral blood mRNA expression with genome-wide significance: an eQTL study in the Japanese population. | Sasayama D et al. | β | 2013 | β |
| Insights into TREM2 biology by network analysis of human brain gene expression data. | Forabosco P et al. | β | 2013 | β |
| Integrative modeling of eQTLs and cis-regulatory elements suggests mechanisms underlying cell type specificity of eQTLs. | Brown CD et al. | β | 2013 | β |
| Interferon-beta induces distinct gene expression response patterns in human monocytes versus T cells. | Henig N et al. | β | 2013 | β |
| Major histocompatibility complex genomics and human disease. | Trowsdale J et al. | β | 2013 | β |
| Meta-analysis of genome-wide association studies identifies ten loci influencing allergic sensitization. | BΓΈnnelykke K et al. | β | 2013 | β |
| Molecular network of chromatin immunoprecipitation followed by deep sequencing-based vitamin D receptor target genes. | Satoh J et al. | β | 2013 | β |
| Next-generation sequencing in understanding complex neurological disease. | Handel AE et al. | β | 2013 | β |
| Persistently active microbial molecules prolong innate immune tolerance in vivo. | Lu M et al. | β | 2013 | β |
| Preferential binding to Elk-1 by SLE-associated IL10 risk allele upregulates IL10 expression. | Sakurai D et al. | β | 2013 | β |
| Refining susceptibility loci of chronic obstructive pulmonary disease with lung eqtls. | Lamontagne M et al. | β | 2013 | β |
| Replication and meta-analysis of GWAS identified susceptibility loci in Kawasaki disease confirm the importance of B lymphoid tyrosine kinase (BLK) in disease susceptibility. | Chang CJ et al. | β | 2013 | β |
| SNP association mapping across the extended major histocompatibility complex and risk of B-cell precursor acute lymphoblastic leukemia in children. | Urayama KY et al. | β | 2013 | β |
| Statistical testing of shared genetic control for potentially related traits. | Wallace C | β | 2013 | β |
| Systematic identification of trans eQTLs as putative drivers of known disease associations. | Westra HJ et al. | β | 2013 | β |
| Systems biological approaches to measure and understand vaccine immunity in humans. | Li S et al. | β | 2013 | β |
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