Genetics and beyond--the transcriptome of human monocytes and disease susceptibility.
- Authors
- Zeller, Tanja; Wild, Philipp; Szymczak, Silke; Rotival, Maxime; Schillert, Arne; Castagne, Raphaele; Maouche, Seraya; Germain, Marine; Lackner, Karl; Rossmann, Heidi; Eleftheriadis, Medea; Sinning, Christoph R; Schnabel, Renate B; Lubos, Edith; Mennerich, Detlev; Rust, Werner; Perret, Claire; Proust, Carole; Nicaud, Viviane; Loscalzo, Joseph; HΓΌbner, Norbert; Tregouet, David; MΓΌnzel, Thomas; Ziegler, Andreas; Tiret, Laurence; Blankenberg, Stefan; Cambien, FranΓ§ois
- Year
- 2010
- Journal
- PloS one
- PMID
- 20502693
- DOI
- 10.1371/journal.pone.0010693
- PMCID
- PMC2872668
BACKGROUND: Variability of gene expression in human may link gene sequence variability and phenotypes; however, non-genetic variations, alone or in combination with genetics, may also influence expression traits and have a critical role in physiological and disease processes. METHODOLOGY/PRINCIPAL FINDINGS: To get better insight into the overall variability of gene expression, we assessed the transcriptome of circulating monocytes, a key cell involved in immunity-related diseases and atherosclerosis, in 1,490 unrelated individuals and investigated its association with >675,000 SNPs and 10 common cardiovascular risk factors. Out of 12,808 expressed genes, 2,745 expression quantitative trait loci were detected (P<5.78x10(-12)), most of them (90%) being cis-modulated. Extensive analyses showed that associations identified by genome-wide association studies of lipids, body mass index or blood pressure were rarely compatible with a mediation by monocyte expression level at the locus. At a study-wide level (P<3.9x10(-7)), 1,662 expression traits (13.0%) were significantly associated with at least one risk factor. Genome-wide interaction analyses suggested that genetic variability and risk factors mostly acted additively on gene expression. Because of the structure of correlation among expression traits, the variability of risk factors could be characterized by a limited set of independent gene expressions which may have biological and clinical relevance. For example expression traits associated with cigarette smoking were more strongly associated with carotid atherosclerosis than smoking itself. CONCLUSIONS/SIGNIFICANCE: This study demonstrates that the monocyte transcriptome is a potent integrator of genetic and non-genetic influences of relevance for disease pathophysiology and risk assessment.
Number of eQTLs according to the significance threshold adopted and corresponding cis/trans eQTL ratio.The vertical arrow indicates the study-wise level of significance correcting for the number of hypotheses tested. Some eQTLs being associated with both cis and trans-acting eSNPs, the sum of cis and trans eQTLs is greater than the total number of eQTLs.
Comparison of the distributions of P-values of cis eQTLs reported as significant in three previous association studies with P-values observed in GHS for the same eQTLs.For each of the 3 comparisons, we selected in GHS the subset of gene expressions claimed as significant in the study of comparison. Only autosomal genes were considered in these comparisons. The data used to generate this figure are provided in Files S2βS4. See also footnote of Table S3 for details.
Comparison of the heritability of cis eQTLs estimated in the SAFHS study with the R2 of the corresponding cis eQTLs in GHS.Data were extracted from Supplementary Table 4 in GΓΆring et al. [4] and comparisons were restricted to genes having a corresponding gene symbol in GHS. Heritability in the SAFHS was estimated by linkage analysis and accounts for the whole variability at a locus while R2 refers to a single eSNP (the best eSNP) and therefore underestimates the global variability affecting gene expression at a locus. The data used to generate this figure are provided in File S5. The median R2 was globally lower than the heritability, consistent with the fact that the R2 is referring to a single SNP whereas heritability reflects the whole genetic variation at a locus.
The loci affecting CDKN2B expression and CAD on chromosome 9p21 are independent.The lead SNP rs1333049 generally reported at the CAD locus was not present on the Affymetrix 6.0 array, we therefore selected its best proxy, rs10757272 (position 22078260, r2 = 0.9 with rs1333049), using SNAP (https://www.broadinstitute.org/mpg/snap). Positions of genotyped SNPs are shown using a green link and position of the proxy SNP, rs10757272, is represented by a green triangle. The red curve reflect the βlog10(P-value) for the association between SNPs and CDKN2B expression. The LD (r2) between pairs of SNPs is shown at the bottom of the figure using a range of colors between white (r2 = 0) and black (r2 = 1). The CDKN2B and CAD-associated SNPs are located in different blocks of LD strongly suggesting that the genetic effects on CDKN2B expression and CAD are independent.
Effect of the best cis eSNP and smoking on expression of smoking-related eQTLs.The proportion of variability of expression explained by the best cis eSNP varied from 3.1% for CLEC10A to 27.2% for GFRA2 while the proportion explained by smoking varied from 2.8% for SMAD6 to 21.6% for SASH1. The lowest P-value for interaction between SNP and smoking was 0.02 for STAB1.
| Name | Type |
|---|---|
| 9p21 SNPs local | variant |
| ABCA1 | gene |
| ABCG1 | gene |
| ADM local | gene |
| ADVIA 2120 Analyzer local | drug |
| Affymetrix | drug |
| Affymetrix 6.0 | drug |
| Affymetrix Birdseed-V2 local | drug |
| Affymetrix Genome-wide Human SNP array 6.0 | drug |
| age | phenotype |
| ageing | phenotype |
| Agilent 2100 Bioanalyzer | drug |
| ANRIL local | gene |
| ARID5B local | gene |
| atherosclerosis | phenotype |
| atherosclerosis-related diseases local | phenotype |
| attention deficit hyperactivity disorder | phenotype |
| autoimmune diseases | phenotype |
| Beadstudio local | drug |
| blood | drug |
| blood pressure | phenotype |
| BMI | phenotype |
| body mass index | phenotype |
| C1qb | gene |
| C1RL local | gene |
| CAD | drug |
| CAD patients local | cohort |
| CAD patients cohort local | cohort |
| cardiovascular disease | phenotype |
| carotid atherosclerosis local | phenotype |
| Carotid bulb local | phenotype |
| Carotid plaque local | phenotype |
| carotid plaques local | phenotype |
| CD209 local | gene |
| CD36 | gene |
| CDKN2A | gene |
| CDKN2B | gene |
| CELSR2 local | gene |
| CHD risk factor local | phenotype |
| chloroform | drug |
| cigarettes | phenotype |
| circulating lipids local | phenotype |
| cis eQTL local | variant |
| cis eSNP local | variant |
| cis eSNPs local | variant |
| cis-heritable eQTL local | variant |
| CLEC10A local | gene |
| Common carotid artery local | phenotype |
| complex diseases | phenotype |
| coronary artery disease | phenotype |
| cotinine | drug |
| C-reactive protein | phenotype |
| CRP | drug |
| Cx3cr1 | gene |
| Cxorf local | gene |
| dbSNP | cohort |
| DNase I | drug |
| EDTA | drug |
| EDTA blood local | drug |
| environmental exposures | drug |
| eQTLGen Consortium | cohort |
| eSNP | variant |
| eSNPs local | variant |
| expression trait local | gene |
| FCER1A local | gene |
| FCGBP local | gene |
| FLJ local | gene |
| GenABEL local | drug |
| gene expression | phenotype |
| gene expression traits | phenotype |
| genes | gene |
| genome-wide association studies | cohort |
| genome wide expression local | phenotype |
| GFOD1 | gene |
| GHS local | cohort |
| GHS cohort local | cohort |
| GHS_Express local | cohort |
| GHS-Express database local | cohort |
| GHS individuals local | cohort |
| GHS participants local | cohort |
| Gutenberg Heart Study local | cohort |
| GWAS | cohort |
| HapMap3 | cohort |
| HapMap SNP local | variant |
| HDL cholesterol | phenotype |
| HDL-cholesterol local | drug |
| HDL-cholesterol local | phenotype |
| healthy controls | cohort |
| Hepatic cell eQTL study local | cohort |
| HIST1H2AE local | gene |
| HS local | gene |
| Illumina Bead Array Reader local | drug |
| Illumina HT12 array local | drug |
| Illumina HT-12 BeadChip | drug |
| Illumina HT-12 v3 BeadChip local | drug |
| Illumina Human HT-12 expression BeadChips local | drug |
| Illumina TotalPrep-96 RNA amplification kit | drug |
| intima-media thickness | phenotype |
| ISCU local | gene |
| KIAA local | gene |
| LCL eQTL study local | cohort |
| LDL cholesterol | phenotype |
| LDL-cholesterol local | drug |
| LDL-cholesterol local | phenotype |
| lead SNP | cohort |
| lipid metabolism | phenotype |
| LOC local | gene |
| LPL | gene |
| MAPK8IP1 local | gene |
| men | cohort |
| metabolic conditions | phenotype |
| MGC local | gene |
| Miller method local | drug |
| MMP25 local | gene |
| monocytes | cohort |
| monocytes RNA samples local | drug |
| MYLIP local | gene |
| NanoDrop N-1000 local | drug |
| NCBI B36 assembly local | drug |
| non-smokers | phenotype |
| P2RY6 local | gene |
| PBS buffer | drug |
| peripheral blood monocytes | cohort |
| Phase Lock Gel Tubes local | drug |
| population | cohort |
| PRSC1 local | gene |
| PRSC1 expression local | phenotype |
| PSRC1 local | gene |
| PTGDS local | gene |
| risk factor | phenotype |
| RNA | drug |
| RNeasy Mini kit | drug |
| Rosette Sep Monocyte Enrichment Cocktail local | drug |
| rs16891378 local | variant |
| rs17489282 local | variant |
| rs4830487 local | variant |
| rs629301 local | variant |
| SAFHS local | cohort |
| SASH1 | gene |
| SCD | gene |
| screening sample local | cohort |
| sex | phenotype |
| silica-based columns local | drug |
| smoking | phenotype |
| SNP | cohort |
| SORT1 | gene |
| subjects | cohort |
| tobacco use | phenotype |
| total monocytes RNA local | phenotype |
| transcriptome | drug |
| trans eSNPs local | variant |
| triglycerides | phenotype |
| Trizol | drug |
| Trizol reagent | drug |
| upstream CDKN2B SNPs local | variant |
| validation sample | cohort |
| VSIG4 | gene |
| women | cohort |
| WWC3 local | gene |
| X chromosome | drug |
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| Alterations of a Cellular Cholesterol Metabolism Network Are a Molecular Feature of Obesity-Related Type 2 Diabetes and Cardiovascular Disease. | Ding J et al. | β | 2015 | β |
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| Assessment of the genetic basis of rosacea by genome-wide association study. | Chang ALS et al. | β | 2015 | β |
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| A systematic heritability analysis of the human whole blood transcriptome. | Huan T et al. | β | 2015 | β |
| Bariatric Surgery Induces Disruption in Inflammatory Signaling Pathways Mediated by Immune Cells in Adipose Tissue: A RNA-Seq Study. | Poitou C et al. | β | 2015 | β |
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| Common polygenic variation contributes to risk of migraine in the Norfolk Island population. | Rodriguez-Acevedo AJ et al. | β | 2015 | β |
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| Conditional entropy in variation-adjusted windows detects selection signatures associated with expression quantitative trait loci (eQTLs). | Handelman SK et al. | β | 2015 | β |
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| Expression Quantitative Trait Loci for CARD8 Contributes to Risk of Two Infection-Related Cancers--Hepatocellular Carcinoma and Cervical Cancer. | Yin J et al. | β | 2015 | β |
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| Fine-mapping the 2q37 and 17q11.2-q22 loci for novel genes and sequence variants associated with a genetic predisposition to prostate cancer. | Laitinen VH et al. | β | 2015 | β |
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| Functional mechanisms for type 2 diabetes-associated genetic variants. | Zhu XW et al. | β | 2015 | β |
| Functional relevance for multiple sclerosis-associated genetic variants. | Lin X 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 |
| Gene expression markers of age-related inflammation in two human cohorts. | Pilling LC et al. | β | 2015 | β |
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| Genetic Contribution of Variants near SORT1 and APOE on LDL Cholesterol Independent of Obesity in Children. | Breitling C et al. | β | 2015 | β |
| Genetic influences on nicotinic Ξ±5 receptor (CHRNA5) CpG methylation and mRNA expression in brain and adipose tissue. | Ramsay JE et al. | β | 2015 | β |
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| Genetic variants of H2AX gene were associated with PM2.5-modulated DNA damage levels in Chinese Han populations. | Sun C et al. | β | 2015 | β |
| Genetic Variants Underlying Risk of Intracranial Aneurysms: Insights from a GWAS in Portugal. | Abrantes P et al. | β | 2015 | β |
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| Global DNA methylation analysis of human atherosclerotic plaques reveals extensive genomic hypomethylation and reactivation at imprinted locus 14q32 involving induction of a miRNA cluster. | Aavik E et al. | β | 2015 | β |
| Heme oxygenase-1 suppresses a pro-inflammatory phenotype in monocytes and determines endothelial function and arterial hypertension in mice and humans. | Wenzel P et al. | β | 2015 | β |
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| Identification of Genes Whose Expression Profile Is Associated with Non-Progression towards AIDS Using eQTLs. | Spadoni JL et al. | β | 2015 | β |
| Identification of risk loci for Crohn's disease phenotypes using a genome-wide association study. | Alonso A et al. | β | 2015 | β |
| Integrative genomics identifies 7p11.2 as a novel locus for fever and clinical stress response in humans. | Ferguson JF et al. | β | 2015 | β |
| Investigation of TSPO variants in schizophrenia and antipsychotic treatment outcomes. | Pouget JG et al. | β | 2015 | β |
| Involvement of BAG3 and HSPB7 loci in various etiologies of systolic heart failure: Results of a European collaboration assembling more than 2000 patients. | Garnier S et al. | β | 2015 | β |
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| NLRC4 Inflammasome Is an Important Regulator of Interleukin-18 Levels in Patients With Acute Coronary Syndromes: Genome-Wide Association Study in the PLATelet inhibition and patient Outcomes Trial (PLATO). | Johansson Γ et al. | β | 2015 | β |
| Non-coding genomic regions possessing enhancer and silencer potential are associated with healthy aging and exceptional survival. | Kim S et al. | β | 2015 | β |
| Optineurin Negatively Regulates Osteoclast Differentiation by Modulating NF-ΞΊB and Interferon Signaling: Implications for Paget's Disease. | Obaid R et al. | β | 2015 | β |
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| Protective effect of vitamin E against diabetes-induced oxidized LDL and aorta cell wall proliferation in rat. | Shirpoor A et al. | β | 2015 | β |
| Relationship between SNPs and expression level for candidate genes in rheumatoid arthritis. | Fodil M et al. | β | 2015 | β |
| SASH1, a new potential link between smoking and atherosclerosis. | Weidmann H et al. | β | 2015 | β |
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| The ACVRL1 c.314-35A>G polymorphism is associated with organ vascular malformations in hereditary hemorrhagic telangiectasia patients with ENG mutations, but not in patients with ACVRL1 mutations. | Pawlikowska L et al. | β | 2015 | β |
| The ophthalmic branch of the Gutenberg Health Study: study design, cohort profile and self-reported diseases. | HΓΆhn R et al. | β | 2015 | β |
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| The transcriptional landscape of age in human peripheral blood. | Peters MJ et al. | β | 2015 | β |
| Tobacco smoking-response genes in blood and buccal cells. | Na HK et al. | β | 2015 | β |
| Trans-ancestry genome-wide association study identifies 12 genetic loci influencing blood pressure and implicates a role for DNA methylation. | Kato N et al. | β | 2015 | β |
| Transcript Expression Data from Human Islets Links Regulatory Signals from Genome-Wide Association Studies for Type 2 Diabetes and Glycemic Traits to Their Downstream Effectors. | van de Bunt M et al. | β | 2015 | β |
| ZNF143 provides sequence specificity to secure chromatin interactions at gene promoters. | Bailey SD et al. | β | 2015 | β |
| A cellular genome-wide association study reveals human variation in microtubule stability and a role in inflammatory cell death. | Salinas RE et al. | β | 2014 | β |
| Admixture facilitates genetic adaptations to high altitude in Tibet. | Jeong C et al. | β | 2014 | β |
| Adrenomedullin and arterial stiffness: integrative approach combining monocyte ADM expression, plasma MR-Pro-ADM, and genome-wide association study. | Beygui F et al. | β | 2014 | β |
| A genome-wide association study identifies a novel locus at 6q22.1 associated with ulcerative colitis. | JuliΓ A et al. | β | 2014 | β |
| Allele-specific methylation occurs at genetic variants associated with complex disease. | Hutchinson JN et al. | β | 2014 | β |
| A meta-analysis of gene expression quantitative trait loci in brain. | Kim Y et al. | β | 2014 | β |
| A meta-analysis of genome-wide association studies identifies ORM1 as a novel gene controlling thrombin generation potential. | Rocanin-Arjo A et al. | β | 2014 | β |
| A method for gene-based pathway analysis using genomewide association study summary statistics reveals nine new type 1 diabetes associations. | Evangelou M et al. | β | 2014 | β |
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| Association between Expression Quantitative Trait Loci and Metabolic Traits in Two Korean Populations. | Hong KW et al. | β | 2014 | β |
| Association of high-sensitivity assayed troponin I with cardiovascular phenotypes in the general population: the population-based Gutenberg health study. | Sinning C et al. | β | 2014 | β |
| Association of levels of fasting glucose and insulin with rare variants at the chromosome 11p11.2-MADD locus: Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium Targeted Sequencing Study. | Cornes BK et al. | β | 2014 | β |
| Association of OPRD1 polymorphisms with heroin dependence in a large case-control series. | Nelson EC et al. | β | 2014 | β |
| BAT2 and BAT3 polymorphisms as novel genetic risk factors for rejection after HLA-related SCT. | Piras IS et al. | β | 2014 | β |
| BiomarCaRE: rationale and design of the European BiomarCaRE project including 300,000 participants from 13 European countries. | Zeller T et al. | β | 2014 | β |
| Biomarkers of coronary artery disease: the promise of the transcriptome. | Siemelink MA et al. | β | 2014 | β |
| CTSH regulates Ξ²-cell function and disease progression in newly diagnosed type 1 diabetes patients. | FlΓΈyel T et al. | β | 2014 | β |
| DNA mismatch repair gene MSH6 implicated in determining age at natural menopause. | Perry JR et al. | β | 2014 | β |
| Downregulation of the acetyl-CoA metabolic network in adipose tissue of obese diabetic individuals and recovery after weight loss. | Dharuri H et al. | β | 2014 | β |
| Effects of long-term averaging of quantitative blood pressure traits on the detection of genetic associations. | Ganesh SK et al. | β | 2014 | β |
| Epigenetic modifications are associated with inter-species gene expression variation in primates. | Zhou X 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 |
| Evaluation of functional genetic variants at 6q25.1 and risk of breast cancer in a Chinese population. | Wang Y et al. | β | 2014 | β |
| Evaluation Of Patients With Early Repolarization Syndrome. | Mahida S et al. | β | 2014 | β |
| Fine mapping and functional studies of risk variants for type 1 diabetes at chromosome 16p13.13. | Tomlinson MJ et al. | β | 2014 | β |
| From genome to function by studying eQTLs. | Westra HJ et al. | β | 2014 | β |
| Frontotemporal dementia and its subtypes: a genome-wide association study. | Ferrari R 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 |
| Genetic associations with expression for genes implicated in GWAS studies for atherosclerotic cardiovascular disease and blood phenotypes. | Zhang X 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 |
| Genetic variants at 8q24 are associated with risk of esophageal squamous cell carcinoma in a Chinese population. | Dai N 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 analysis in East Asians identifies breast cancer susceptibility loci at 1q32.1, 5q14.3 and 15q26.1. | Cai Q et al. | β | 2014 | β |
| Genome-wide association meta-analysis of human longevity identifies a novel locus conferring survival beyond 90 years of age. | Deelen J 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 association study of metabolic syndrome in koreans. | Jeong SW et al. | β | 2014 | β |
| Genome-wide identification of allele-specific effects on gene expression for single and multiple individuals. | Zhang S et al. | β | 2014 | β |
| Genome-wide interaction studies reveal sex-specific asthma risk alleles. | Myers RA et al. | β | 2014 | β |
| Genome-wide interaction study identifies RCBTB1 as a modifier for smoking effect on carotid intima-media thickness. | Wang L 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 |
| Higher-order chromatin domains link eQTLs with the expression of far-away genes. | Duggal G et al. | β | 2014 | β |
| How can genetics and epigenetics help the nephrologist improve the diagnosis and treatment of chronic kidney disease patients? | Witasp A et al. | β | 2014 | β |
| Increased coagulation activity and genetic polymorphisms in the F5, F10 and EPCR genes are associated with breast cancer: a case-control study. | Tinholt M et al. | β | 2014 | β |
| Linking polymorphic p53 response elements with gene expression in airway epithelial cells of smokers and cancer risk. | Wang X et al. | β | 2014 | β |
| Links between allergy and cardiovascular or hemostatic system. | Potaczek DP | 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 |
| Meta-analysis in more than 17,900 cases of ischemic stroke reveals a novel association at 12q24.12. | Kilarski LL et al. | β | 2014 | β |
| Meta-analysis of genome-wide association studies in East Asian-ancestry populations identifies four new loci for body mass index. | Wen W et al. | β | 2014 | β |
| Mutation of POLB causes lupus in mice. | Senejani AG et al. | β | 2014 | β |
| Myopia and level of education: results from the Gutenberg Health Study. | Mirshahi A et al. | β | 2014 | β |
| NOD2 regulates CXCR3-dependent CD8+ T cell accumulation in intestinal tissues with acute injury. | Wu X et al. | β | 2014 | β |
| Novel genetic approach to investigate the role of plasma secretory phospholipase A2 (sPLA2)-V isoenzyme in coronary heart disease: modified Mendelian randomization analysis using PLA2G5 expression levels. | Holmes MV et al. | β | 2014 | β |
| Overlap of expression quantitative trait loci (eQTL) in human brain and blood. | McKenzie M 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 |
| Patient-Specific Pluripotent Stem Cells in Doxorubicin Cardiotoxicity: A New Window Into Personalized Medicine. | Bernstein D 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 |
| Rare and low-frequency coding variants in CXCR2 and other genes are associated with hematological traits. | Auer PL et al. | β | 2014 | β |
| rSNPBase: a database for curated regulatory SNPs. | Guo L et al. | β | 2014 | β |
| RTeQTL: Real-Time Online Engine for Expression Quantitative Trait Loci Analyses. | Ma B et al. | β | 2014 | β |
| Synthesis of 53 tissue and cell line expression QTL datasets reveals master eQTLs. | Zhang X et al. | β | 2014 | β |
| Systematic genetic analysis identifies Cis-eQTL target genes associated with glioblastoma patient survival. | Chen QR et al. | β | 2014 | β |
| The effect of freeze-thaw cycles on gene expression levels in lymphoblastoid cell lines. | ΓalΔ±Εkan M et al. | β | 2014 | β |
| The marriage of quantitative genetics and cell biology: a novel screening approach reveals people have genetically encoded variation in microtubule stability. | Ko DC et al. | β | 2014 | β |
| Top associated SNPs in prostate cancer are significantly enriched in cis-expression quantitative trait loci and at transcription factor binding sites. | Jiang J et al. | β | 2014 | β |
| Trans-ethnic meta-analysis of white blood cell phenotypes. | Keller MF et al. | β | 2014 | β |
| Urban-rural differences in the gene expression profiles of Ghanaian children. | Amoah AS et al. | β | 2014 | β |
| Variants at IRX4 as prostate cancer expression quantitative trait loci. | Xu X et al. | β | 2014 | β |
| Variants in two adjacent genes, EGLN2 and CYP2A6, influence smoking behavior related to disease risk via different mechanisms. | Bloom AJ et al. | β | 2014 | β |
| VAV3 mediates resistance to breast cancer endocrine therapy. | Aguilar H et al. | β | 2014 | β |
| ABCA7 expression is associated with Alzheimer's disease polymorphism and disease status. | Vasquez JB et al. | β | 2013 | β |
| Adaptive linear rank tests for eQTL studies. | Szymczak S et al. | β | 2013 | β |
| A genome-wide association meta-analysis of self-reported allergy identifies shared and allergy-specific susceptibility loci. | Hinds DA et al. | β | 2013 | β |
| A genome-wide association study in Caucasian women points out a putative role of the STXBP5L gene in facial photoaging. | Le Clerc S 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 |
| Alu elements in ANRIL non-coding RNA at chromosome 9p21 modulate atherogenic cell functions through trans-regulation of gene networks. | Holdt LM et al. | β | 2013 | β |
| A meta-analysis of two genome-wide association studies to identify novel loci for maximum number of alcoholic drinks. | Kapoor M 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 |
| Association of heat shock proteins with all-cause mortality. | Broer L et al. | β | 2013 | β |
| Association of Parkinson disease with structural and regulatory variants in the HLA region. | Wissemann WT et al. | β | 2013 | β |
| Beyond GWASs: illuminating the dark road from association to function. | Edwards SL et al. | β | 2013 | β |
| Blood-based gene expression tests: promises and limitations. | Zeller T et al. | β | 2013 | β |
| Common genetic variants in the 9p21 region and their associations with multiple tumours. | Gu F et al. | β | 2013 | β |
| Common risk alleles for inflammatory diseases are targets of recent positive selection. | Raj T et al. | β | 2013 | β |
| Comprehensive functional annotation of seventy-one breast cancer risk Loci. | Rhie SK et al. | β | 2013 | β |
| Comprehensive genetic analysis of cytarabine sensitivity in a cell-based model identifies polymorphisms associated with outcome in AML patients. | Gamazon ER et al. | β | 2013 | β |
| Decoding asthma: translating genetic variation in IL33 and IL1RL1 into disease pathophysiology. | Grotenboer NS et al. | β | 2013 | β |
| Defining a reference population to determine the 99th percentile of a contemporary sensitive cardiac troponin I assay. | Keller T et al. | β | 2013 | β |
| Dense mapping of IL2RA shows no association with Graves' disease in Chinese Han population. | Song ZY et al. | β | 2013 | β |
| DEXUS: identifying differential expression in RNA-Seq studies with unknown conditions. | Klambauer G et al. | β | 2013 | β |
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| The Brisbane Systems Genetics Study: genetical genomics meets complex trait genetics. | Powell JE et al. | β | 2012 | β |
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| A genome-wide association study identifies LIPA as a susceptibility gene for coronary artery disease. | Wild PS et al. | β | 2011 | β |
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| Gene expression differences among primates are associated with changes in a histone epigenetic modification. | Cain CE et al. | β | 2011 | β |
| Genome-wide association identifies three new susceptibility loci for Paget's disease of bone. | Albagha OM et al. | β | 2011 | β |
| Genome-wide association study identifies four loci associated with eruption of permanent teeth. | Geller F et al. | β | 2011 | β |
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| Influence of sex and genetic variability on expression of X-linked genes in human monocytes. | CastagnΓ© R et al. | β | 2011 | β |
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| Integrative genomics strategies to elucidate the complexity of drug response. | Kasarskis A et al. | β | 2011 | β |
| Lessons from genome-wide association studies in venous thrombosis. | Morange PE et al. | β | 2011 | β |
| LPAR1 and ITGA4 regulate peripheral blood monocyte counts. | Maugeri N et al. | β | 2011 | β |
| Pharmacogenomics of the RNA world: structural RNA polymorphisms in drug therapy. | Sadee W et al. | β | 2011 | β |
| Relating CNVs to transcriptome data at fine resolution: assessment of the effect of variant size, type, and overlap with functional regions. | Schlattl A et al. | β | 2011 | β |
| Systematic review of genome-wide expression studies in multiple sclerosis. | Kemppinen AK et al. | β | 2011 | β |
| T1DBase: update 2011, organization and presentation of large-scale data sets for type 1 diabetes research. | Burren OS et al. | β | 2011 | β |
| The choice of the filtering method in microarrays affects the inference regarding dosage compensation of the active X-chromosome. | CastagnΓ© R et al. | β | 2011 | β |
| The study of eQTL variations by RNA-seq: from SNPs to phenotypes. | Majewski J et al. | β | 2011 | β |
| Thirty-five common variants for coronary artery disease: the fruits of much collaborative labour. | Peden JF et al. | β | 2011 | β |
| Trans-eQTLs reveal that independent genetic variants associated with a complex phenotype converge on intermediate genes, with a major role for the HLA. | Fehrmann RS et al. | β | 2011 | β |
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| A trans-acting locus regulates an anti-viral expression network and type 1 diabetes risk. | Heinig M et al. | β | 2010 | β |
| C4BPB/C4BPA is a new susceptibility locus for venous thrombosis with unknown protein S-independent mechanism: results from genome-wide association and gene expression analyses followed by case-control studies. | Buil A et al. | β | 2010 | β |
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| The role of the blood transcriptome in innate inflammation and stroke. | Freedman JE et al. | β | 2010 | β |