The role of regulatory variation in complex traits and disease

We are in a phase of unprecedented progress in identifying genetic loci that cause variation in traits ranging from growth and fitness in simple organisms to disease in humans. However, a mechanistic understanding of how these loci influence traits is lacking for the majority of loci. Studies of the genetics of gene expression have emerged as a key tool for linking DNA sequence variation to phenotypes. Here, we review recent insights into the molecular nature of regulatory variants and describe their influence on the transcriptome and the proteome. We discuss conceptual advances from studies in model organisms and present examples of complete chains of causality that link individual polymorphisms to changes in gene expression, which in turn result in physiological changes and, ultimately, disease risk.

[1]  D. Schwartz Genetic Studies on Mutant Enzymes in Maize. III. Control of Gene Action in the Synthesis of Ph 7.5 Esterase. , 1962, Genetics.

[2]  P. Robbins,et al.  Chitinase is required for cell separation during growth of Saccharomyces cerevisiae. , 1991, The Journal of biological chemistry.

[3]  J. Josse,et al.  Quantitative trait loci underlying gene product variation: a novel perspective for analyzing regulation of genome expression. , 1994, Genetics.

[4]  W. Ewens Genetics and analysis of quantitative traits , 1999 .

[5]  L. Johnston,et al.  Overlapping and distinct roles of the duplicated yeast transcription factors Ace2p and Swi5p , 2001, Molecular microbiology.

[6]  J. Nap,et al.  Genetical genomics: the added value from segregation. , 2001, Trends in genetics : TIG.

[7]  J. Dekker,et al.  Capturing Chromosome Conformation , 2002, Science.

[8]  Bert Vogelstein,et al.  Allelic Variation in Human Gene Expression , 2002, Science.

[9]  L. Kruglyak,et al.  Genetic Dissection of Transcriptional Regulation in Budding Yeast , 2002, Science.

[10]  Stephen J. Elledge,et al.  Exit from Exit Resetting the Cell Cycle through Amn1 Inhibition of G Protein Signaling , 2003, Cell.

[11]  Rachel B. Brem,et al.  Trans-acting regulatory variation in Saccharomyces cerevisiae and the role of transcription factors , 2003, Nature Genetics.

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

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

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

[15]  Andrew G. Clark,et al.  Evolutionary changes in cis and trans gene regulation , 2004, Nature.

[16]  Andrew I Su,et al.  Uncovering regulatory pathways that affect hematopoietic stem cell function using 'genetical genomics' , 2005, Nature Genetics.

[17]  E. Petretto,et al.  Integrated transcriptional profiling and linkage analysis for identification of genes underlying disease , 2005, Nature Genetics.

[18]  Robert W. Williams,et al.  Complex trait analysis of gene expression uncovers polygenic and pleiotropic networks that modulate nervous system function , 2005, Nature Genetics.

[19]  Eric E Schadt,et al.  Cis-acting expression quantitative trait loci in mice. , 2005, Genome research.

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

[21]  J. Castle,et al.  An integrative genomics approach to infer causal associations between gene expression and disease , 2005, Nature Genetics.

[22]  Rachel B. Brem,et al.  The landscape of genetic complexity across 5,700 gene expression traits in yeast. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

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

[24]  Leonid Kruglyak,et al.  Local Regulatory Variation in Saccharomyces cerevisiae , 2005, PLoS genetics.

[25]  S. Weidlich,et al.  Proteasomal Degradation of Human CYP1B1: Effect of the Asn453Ser Polymorphism on the Post-Translational Regulation of CYP1B1 Expression , 2005, Molecular Pharmacology.

[26]  John D. Storey,et al.  Genetic interactions between polymorphisms that affect gene expression in yeast , 2005, Nature.

[27]  L. Kruglyak,et al.  Genetics of global gene expression , 2006, Nature Reviews Genetics.

[28]  C. Nusbaum,et al.  Chromosome Conformation Capture Carbon Copy (5C): a massively parallel solution for mapping interactions between genomic elements. , 2006, Genome research.

[29]  Jingyuan Fu,et al.  Mapping Determinants of Gene Expression Plasticity by Genetical Genomics in C. elegans , 2006, PLoS genetics.

[30]  Enrico Petretto,et al.  Heritability and Tissue Specificity of Expression Quantitative Trait Loci , 2006, PLoS genetics.

[31]  K. Sandhu,et al.  Circular chromosome conformation capture (4C) uncovers extensive networks of epigenetically regulated intra- and interchromosomal interactions , 2006, Nature Genetics.

[32]  B. Steensel,et al.  Nuclear organization of active and inactive chromatin domains uncovered by chromosome conformation capture–on-chip (4C) , 2006, Nature Genetics.

[33]  Vip Viprakasit,et al.  A Regulatory SNP Causes a Human Genetic Disease by Creating a New Transcriptional Promoter , 2006, Science.

[34]  David R Goodlett,et al.  Genetic basis of proteome variation in yeast , 2007, Nature Genetics.

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

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

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

[38]  M. Jarvelin,et al.  A Common Variant in the FTO Gene Is Associated with Body Mass Index and Predisposes to Childhood and Adult Obesity , 2007, Science.

[39]  Jeffrey T Leek,et al.  On the design and analysis of gene expression studies in human populations , 2007, Nature Genetics.

[40]  Gonçalo R. Abecasis,et al.  Genetic variants regulating ORMDL3 expression contribute to the risk of childhood asthma , 2007, Nature.

[41]  R. Doerge,et al.  Global eQTL Mapping Reveals the Complex Genetic Architecture of Transcript-Level Variation in Arabidopsis , 2007, Genetics.

[42]  Jingyuan Fu,et al.  Regulatory network construction in Arabidopsis by using genome-wide gene expression quantitative trait loci , 2007, Proceedings of the National Academy of Sciences.

[43]  John D. Storey,et al.  Capturing Heterogeneity in Gene Expression Studies by Surrogate Variable Analysis , 2007, PLoS genetics.

[44]  J. Akey,et al.  The Evolution of Gene Expression QTL in Saccharomyces cerevisiae , 2007, PloS one.

[45]  W. G. Hill,et al.  Data and Theory Point to Mainly Additive Genetic Variance for Complex Traits , 2008, PLoS genetics.

[46]  Chun Jimmie Ye,et al.  Accurate Discovery of Expression Quantitative Trait Loci Under Confounding From Spurious and Genuine Regulatory Hotspots , 2008, Genetics.

[47]  Rachel B. Brem,et al.  Integrating large-scale functional genomic data to dissect the complexity of yeast regulatory networks , 2008, Nature Genetics.

[48]  Mark I. McCarthy,et al.  A Genome-Wide Association Study Identifies Protein Quantitative Trait Loci (pQTLs) , 2008, PLoS genetics.

[49]  L. Kruglyak,et al.  Gene–Environment Interaction in Yeast Gene Expression , 2008, PLoS biology.

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

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

[52]  S. Horvath,et al.  Variations in DNA elucidate molecular networks that cause disease , 2008, Nature.

[53]  Jingyuan Fu,et al.  System-wide molecular evidence for phenotypic buffering in Arabidopsis , 2009, Nature Genetics.

[54]  Daniel A. Skelly,et al.  Inherited variation in gene expression. , 2009, Annual review of genomics and human genetics.

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

[56]  David A. Drubin,et al.  Learning a Prior on Regulatory Potential from eQTL Data , 2009, PLoS genetics.

[57]  L. Liang,et al.  Mapping complex disease traits with global gene expression , 2009, Nature Reviews Genetics.

[58]  I. Amit,et al.  Comprehensive mapping of long range interactions reveals folding principles of the human genome , 2011 .

[59]  Nicholas T. Ingolia,et al.  Genome-Wide Analysis in Vivo of Translation with Nucleotide Resolution Using Ribosome Profiling , 2009, Science.

[60]  Jens C. Brüning,et al.  Inactivation of the Fto gene protects from obesity , 2009, Nature.

[61]  B. Cohen,et al.  Genetic Interactions Between Transcription Factors Cause Natural Variation in Yeast , 2009, Science.

[62]  P. Schnable,et al.  Paternal Dominance of Trans-eQTL Influences Gene Expression Patterns in Maize Hybrids , 2009, Science.

[63]  Rainer Breitling,et al.  Expression Quantitative Trait Loci Are Highly Sensitive to Cellular Differentiation State , 2009, PLoS genetics.

[64]  Silke Szymczak,et al.  Genetics and Beyond – The Transcriptome of Human Monocytes and Disease Susceptibility , 2010, PloS one.

[65]  G. Page,et al.  Identification of Quantitative Trait Loci Underlying Proteome Variation in Human Lymphoblastoid Cells* , 2010, Molecular & Cellular Proteomics.

[66]  E. Birney,et al.  Heritable Individual-Specific and Allele-Specific Chromatin Signatures in Humans , 2010, Science.

[67]  R. Guigó,et al.  Transcriptome genetics using second generation sequencing in a Caucasian population , 2010, Nature.

[68]  Olle Melander,et al.  From noncoding variant to phenotype via SORT1 at the 1p13 cholesterol locus , 2010, Nature.

[69]  David Heckerman,et al.  Correction for hidden confounders in the genetic analysis of gene expression , 2010, Proceedings of the National Academy of Sciences.

[70]  E. Dermitzakis,et al.  Candidate Causal Regulatory Effects by Integration of Expression QTLs with Complex Trait Genetic Associations , 2010, PLoS genetics.

[71]  L. Kruglyak,et al.  Selection at Linked Sites Shapes Heritable Phenotypic Variation in C. elegans , 2010, Science.

[72]  David M. Simcha,et al.  Tackling the widespread and critical impact of batch effects in high-throughput data , 2010, Nature Reviews Genetics.

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

[74]  Joseph K. Pickrell,et al.  Understanding mechanisms underlying human gene expression variation with RNA sequencing , 2010, Nature.

[75]  Joseph K. Pickrell,et al.  Noisy Splicing Drives mRNA Isoform Diversity in Human Cells , 2010, PLoS genetics.

[76]  P. Visscher,et al.  Common SNPs explain a large proportion of heritability for human height , 2011 .

[77]  Leopold Parts,et al.  A Bayesian Framework to Account for Complex Non-Genetic Factors in Gene Expression Levels Greatly Increases Power in eQTL Studies , 2010, PLoS Comput. Biol..

[78]  Eunjee Lee,et al.  Identifying the genetic determinants of transcription factor activity , 2010, Molecular systems biology.

[79]  J. Sinsheimer,et al.  Expression Quantitative Trait Loci: Replication, Tissue- and Sex-Specificity in Mice , 2010, Genetics.

[80]  E. Grice,et al.  Differential contributions of rare and common, coding and noncoding Ret mutations to multifactorial Hirschsprung disease liability. , 2010, American journal of human genetics.

[81]  Wen-Hsiung Li,et al.  The genetic basis of evolutionary change in gene expression levels , 2010, Philosophical Transactions of the Royal Society B: Biological Sciences.

[82]  M. Gerstein,et al.  Variation in Transcription Factor Binding Among Humans , 2010, Science.

[83]  Martin Vingron,et al.  A trans-acting locus regulates an anti-viral expression network and type 1 diabetes risk , 2010, Nature.

[84]  Luigi Ferrucci,et al.  Abundant Quantitative Trait Loci Exist for DNA Methylation and Gene Expression in Human Brain , 2010, PLoS genetics.

[85]  Mark I. McCarthy,et al.  Identification of an imprinted master trans-regulator at the KLF14 locus related to multiple metabolic phenotypes , 2011, Nature Genetics.

[86]  Brian J. Bennett,et al.  Comparative Analysis of Proteome and Transcriptome Variation in Mouse , 2011, PLoS genetics.

[87]  Alkes L. Price,et al.  Single-Tissue and Cross-Tissue Heritability of Gene Expression Via Identity-by-Descent in Related or Unrelated Individuals , 2011, PLoS genetics.

[88]  M. Selbach,et al.  Global quantification of mammalian gene expression control , 2011, Nature.

[89]  E. Dermitzakis,et al.  Rare and Common Regulatory Variation in Population-Scale Sequenced Human Genomes , 2011, PLoS genetics.

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

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

[92]  Joseph K. Pickrell,et al.  DNA methylation patterns associate with genetic and gene expression variation in HapMap cell lines , 2011, Genome Biology.

[93]  Gerome Breen,et al.  Using Functional Annotation for the Empirical Determination of Bayes Factors for Genome-Wide Association Study Analysis , 2011, PloS one.

[94]  R. Durbin,et al.  Joint Genetic Analysis of Gene Expression Data with Inferred Cellular Phenotypes , 2011, PLoS genetics.

[95]  J. Leek,et al.  Temporal dynamics and genetic control of transcription in the human prefrontal cortex , 2011, Nature.

[96]  Ivana V. Yang,et al.  Genetic analysis of complex traits in the emerging Collaborative Cross. , 2011, Genome research.

[97]  Matthew Stephens,et al.  Dissecting the regulatory architecture of gene expression QTLs , 2012, Genome Biology.

[98]  Christopher D. Brown,et al.  Identification, Replication, and Functional Fine-Mapping of Expression Quantitative Trait Loci in Primary Human Liver Tissue , 2011, PLoS genetics.

[99]  Beth Holloway,et al.  Genome-wide expression quantitative trait loci (eQTL) analysis in maize , 2011, BMC Genomics.

[100]  T. Spector,et al.  Corrigendum: Identification of an imprinted master trans regulator at the KLF14 locus related to multiple metabolic phenotypes , 2011, Nature Genetics.

[101]  Francisco A. Cubillos,et al.  Expression variation in connected recombinant populations of Arabidopsis thaliana highlights distinct transcriptome architectures , 2012, BMC Genomics.

[102]  Scott A. Shaffer,et al.  Genetic Variation Shapes Protein Networks Mainly through Non-transcriptional Mechanisms , 2011, PLoS biology.

[103]  Jingyuan Fu,et al.  Trans-eQTLs Reveal That Independent Genetic Variants Associated with a Complex Phenotype Converge on Intermediate Genes, with a Major Role for the HLA , 2011, PLoS genetics.

[104]  F. Vannberg,et al.  GENETICS OF GENE EXPRESSION IN PRIMARY IMMUNE CELLS IDENTIFIES CELL-SPECIFIC MASTER REGULATORS AND ROLES OF HLA ALLELES , 2012, Nature Genetics.

[105]  Timothy E. Reddy,et al.  Effects of sequence variation on differential allelic transcription factor occupancy and gene expression , 2012, Genome research.

[106]  Magda Tsolaki,et al.  Identification of cis-regulatory variation influencing protein abundance levels in human plasma. , 2012, Human molecular genetics.

[107]  Joseph K. Pickrell,et al.  DNaseI sensitivity QTLs are a major determinant of human expression variation , 2011, Nature.

[108]  T. Garland,et al.  Functional Genomic Architecture of Predisposition to Voluntary Exercise in Mice: Expression QTL in the Brain , 2012, Genetics.

[109]  Simon C. Potter,et al.  Mapping cis- and trans-regulatory effects across multiple tissues in twins , 2012, Nature Genetics.

[110]  Joseph E. Powell,et al.  The Brisbane Systems Genetics Study: Genetical Genomics Meets Complex Trait Genetics , 2012, PloS one.

[111]  Margaret A. Pericak-Vance,et al.  Brain Expression Genome-Wide Association Study (eGWAS) Identifies Human Disease-Associated Variants , 2012, PLoS genetics.

[112]  David C. Nickle,et al.  Lung eQTLs to Help Reveal the Molecular Underpinnings of Asthma , 2012, PLoS genetics.

[113]  Neil D. Lawrence,et al.  Joint Modelling of Confounding Factors and Prominent Genetic Regulators Provides Increased Accuracy in Genetical Genomics Studies , 2012, PLoS Comput. Biol..

[114]  G. Daley,et al.  The promise of induced pluripotent stem cells in research and therapy , 2012, Nature.

[115]  Angus Roberts,et al.  Using Prior Information from the Medical Literature in GWAS of Oral Cancer Identifies Novel Susceptibility Variant on Chromosome 4 - the AdAPT Method , 2012, PloS one.

[116]  Nathan C. Sheffield,et al.  The accessible chromatin landscape of the human genome , 2012, Nature.

[117]  Matthew Stephens,et al.  The Contribution of RNA Decay Quantitative Trait Loci to Inter-Individual Variation in Steady-State Gene Expression Levels , 2012, PLoS genetics.

[118]  Data production leads,et al.  An integrated encyclopedia of DNA elements in the human genome , 2012 .

[119]  Sebastian M. Waszak,et al.  Genomic Variation and Its Impact on Gene Expression in Drosophila melanogaster , 2012, PLoS genetics.

[120]  Anton J. Enright,et al.  Extent, Causes, and Consequences of Small RNA Expression Variation in Human Adipose Tissue , 2012, PLoS genetics.

[121]  S. Batzoglou,et al.  Linking disease associations with regulatory information in the human genome , 2012, Genome research.

[122]  Shane J. Neph,et al.  Systematic Localization of Common Disease-Associated Variation in Regulatory DNA , 2012, Science.

[123]  ENCODEConsortium,et al.  An Integrated Encyclopedia of DNA Elements in the Human Genome , 2012, Nature.

[124]  John C. Marioni,et al.  Deciphering the genetic architecture of variation in the immune response to Mycobacterium tuberculosis infection , 2012, Proceedings of the National Academy of Sciences.

[125]  Emmanouil T. Dermitzakis,et al.  Cellular genomics for complex traits , 2012, Nature Reviews Genetics.

[126]  P. Deloukas,et al.  Powerful Identification of Cis-regulatory SNPs in Human Primary Monocytes Using Allele-Specific Gene Expression , 2012, PloS one.

[127]  L. Aaltonen,et al.  Mice Lacking a Myc Enhancer That Includes Human SNP rs6983267 Are Resistant to Intestinal Tumors , 2012, Science.

[128]  R. Durbin,et al.  Using probabilistic estimation of expression residuals (PEER) to obtain increased power and interpretability of gene expression analyses , 2012, Nature Protocols.

[129]  Brian J. Bennett,et al.  Unraveling Inflammatory Responses using Systems Genetics and Gene-Environment Interactions in Macrophages , 2012, Cell.

[130]  Christopher D. Brown,et al.  Integrative Modeling of eQTLs and Cis-Regulatory Elements Suggests Mechanisms Underlying Cell Type Specificity of eQTLs , 2012, PLoS genetics.

[131]  M. Peters,et al.  Systematic identification of trans eQTLs as putative drivers of known disease associations , 2013, Nature Genetics.

[132]  Jonathan K. Pritchard,et al.  Identification of Genetic Variants That Affect Histone Modifications in Human Cells , 2013, Science.

[133]  Christopher D. Brown,et al.  A statin-dependent QTL for GATM expression is associated with statin-induced myopathy , 2013, Nature.

[134]  Hunter B. Fraser,et al.  The Molecular Mechanism of a Cis-Regulatory Adaptation in Yeast , 2013, PLoS genetics.

[135]  Julien Gagneur,et al.  Genotype-Environment Interactions Reveal Causal Pathways That Mediate Genetic Effects on Phenotype , 2013, PLoS genetics.

[136]  M. Stephens,et al.  A Statistical Framework for Joint eQTL Analysis in Multiple Tissues , 2012, PLoS genetics.

[137]  Pedro G. Ferreira,et al.  Transcriptome and genome sequencing uncovers functional variation in humans , 2013, Nature.

[138]  Dan Xie,et al.  Variation and Genetic Control of Protein Abundance in Humans , 2013, Nature.

[139]  Nicholas G Martin,et al.  Contribution of genetic variation to transgenerational inheritance of DNA methylation , 2014, Genome Biology.

[140]  Inkyung Jung,et al.  Genetic Landscape of Open Chromatin in Yeast , 2013, PLoS genetics.

[141]  M. Kostrzewa,et al.  Quantitative Trait Loci Mapping of the Mouse Plasma Proteome (pQTL) , 2013, Genetics.

[142]  L. Bottolo,et al.  Systems-level approaches reveal conservation of trans-regulated genes in the rat and genetic determinants of blood pressure in humans. , 2013, Cardiovascular research.

[143]  Nicholas G Martin,et al.  Genetic and Nongenetic Variation Revealed for the Principal Components of Human Gene Expression , 2013, Genetics.

[144]  Xiaohong Yang,et al.  RNA sequencing reveals the complex regulatory network in the maize kernel , 2013, Nature Communications.

[145]  E. Dermitzakis,et al.  Passive and active DNA methylation and the interplay with genetic variation in gene regulation , 2013, eLife.

[146]  A. McKenna,et al.  Integrative eQTL-Based Analyses Reveal the Biology of Breast Cancer Risk Loci , 2013, Cell.

[147]  Molly S Bray,et al.  Integrative genomic analysis of the human immune response to influenza vaccination , 2013, eLife.

[148]  Stefan Enroth,et al.  Identification of genetic variants influencing the human plasma proteome , 2013, Proceedings of the National Academy of Sciences.

[149]  E. Dermitzakis,et al.  Genetic and epigenetic regulation of human lincRNA gene expression. , 2013, American journal of human genetics.

[150]  Buhm Han,et al.  Chromatin marks identify critical cell types for fine mapping complex trait variants , 2012 .

[151]  Marit Ackermann,et al.  Impact of Natural Genetic Variation on Gene Expression Dynamics , 2013, PLoS genetics.

[152]  Daphne Koller,et al.  Normalizing RNA-Sequencing Data by Modeling Hidden Covariates with Prior Knowledge , 2013, PloS one.

[153]  O. Andreassen,et al.  All SNPs Are Not Created Equal: Genome-Wide Association Studies Reveal a Consistent Pattern of Enrichment among Functionally Annotated SNPs , 2013, PLoS genetics.

[154]  Dan Xie,et al.  Extensive Variation in Chromatin States Across Humans , 2013, Science.

[155]  Leonid Kruglyak,et al.  Genetics of single-cell protein abundance variation in large yeast populations , 2013 .

[156]  C. Glass,et al.  Impact of natural genetic variation on enhancer selection and function , 2013, Nature.

[157]  M. Laakso,et al.  Genetic regulation of human adipose microRNA expression and its consequences for metabolic traits. , 2013, Human molecular genetics.

[158]  Daniel J. Gaffney,et al.  Global Properties and Functional Complexity of Human Gene Regulatory Variation , 2013, PLoS genetics.

[159]  William Stafford Noble,et al.  Integrative phenomics reveals insight into the structure of phenotypic diversity in budding yeast , 2013, Genome research.

[160]  Leighton J. Core,et al.  Coordinated Effects of Sequence Variation on DNA Binding, Chromatin Structure, and Transcription , 2013, Science.

[161]  Eran Segal,et al.  Robust Prediction of Expression Differences among Human Individuals Using Only Genotype Information , 2013, PLoS genetics.

[162]  Maria Gutierrez-Arcelus,et al.  Correction: Passive and active DNA methylation and the interplay with genetic variation in gene regulation , 2013, eLife.

[163]  Jingyuan Fu,et al.  Human Disease-Associated Genetic Variation Impacts Large Intergenic Non-Coding RNA Expression , 2013, PLoS genetics.

[164]  Lin Wang,et al.  Accounting for non-genetic factors by low-rank representation and sparse regression for eQTL mapping , 2013, Bioinform..

[165]  T. Juenger,et al.  Expression Quantitative Trait Locus Mapping across Water Availability Environments Reveals Contrasting Associations with Genomic Features in Arabidopsis[C][W][OPEN] , 2013, Plant Cell.

[166]  Ellen T. Gelfand,et al.  The Genotype-Tissue Expression (GTEx) project , 2013, Nature Genetics.

[167]  Jeroen F. J. Laros,et al.  Reproducibility of high-throughput mRNA and small RNA sequencing across laboratories , 2013, Nature Biotechnology.

[168]  T. Marquès-Bonet,et al.  DNA methylation contributes to natural human variation , 2013, Genome research.

[169]  L. Carey,et al.  Nonlinear Fitness Consequences of Variation in Expression Level of a Eukaryotic Gene , 2012, Molecular biology and evolution.

[170]  Eric W. Deutsch,et al.  A complete mass-spectrometric map of the yeast proteome applied to quantitative trait analysis , 2013, Nature.

[171]  Joseph E. Powell,et al.  Detection and replication of epistasis influencing transcription in humans , 2014, Nature.

[172]  A. Long,et al.  Genetic Dissection of the Drosophila melanogaster Female Head Transcriptome Reveals Widespread Allelic Heterogeneity , 2014, PLoS genetics.

[173]  A. Ashworth,et al.  Unbiased analysis of potential targets of breast cancer susceptibility loci by Capture Hi-C , 2014, Genome research.

[174]  John D. Blischak,et al.  Methylation QTLs Are Associated with Coordinated Changes in Transcription Factor Binding, Histone Modifications, and Gene Expression Levels , 2014, bioRxiv.

[175]  A. Singleton,et al.  Genetic variability in the regulation of gene expression in ten regions of the human brain , 2014, Nature Neuroscience.

[176]  Hongyu Zhao,et al.  GPA: A Statistical Approach to Prioritizing GWAS Results by Integrating Pleiotropy and Annotation , 2014, PLoS genetics.

[177]  D. Koller,et al.  Characterizing the genetic basis of transcriptome diversity through RNA-sequencing of 922 individuals , 2013, Genome research.

[178]  Jason G. Mezey,et al.  HEFT: eQTL analysis of many thousands of expressed genes while simultaneously controlling for hidden factors , 2014, Bioinform..

[179]  Daphne Koller,et al.  Polarization of the Effects of Autoimmune and Neurodegenerative Risk Alleles in Leukocytes , 2014, Science.

[180]  P. Sullivan,et al.  Heritability and Genomics of Gene Expression in Peripheral Blood , 2014, Nature Genetics.

[181]  E. Eskin,et al.  Integrating Functional Data to Prioritize Causal Variants in Statistical Fine-Mapping Studies , 2014, PLoS genetics.

[182]  Han Xu,et al.  Partitioning heritability of regulatory and cell-type-specific variants across 11 common diseases. , 2014, American journal of human genetics.

[183]  Richard Durbin,et al.  Genetic interactions affecting human gene expression identified by variance association mapping , 2014, eLife.

[184]  Sarah A. Gagliano,et al.  A Bayesian Method to Incorporate Hundreds of Functional Characteristics with Association Evidence to Improve Variant Prioritization , 2013, bioRxiv.

[185]  C. Spencer,et al.  Biological Insights From 108 Schizophrenia-Associated Genetic Loci , 2014, Nature.

[186]  Ben Lehner,et al.  The effects of genetic variation on gene expression dynamics during development , 2013, Nature.

[187]  Daniel J. Gaffney,et al.  Genetic Background Drives Transcriptional Variation in Human Induced Pluripotent Stem Cells , 2014, PLoS genetics.

[188]  J. Knight,et al.  Genetics of gene expression in immunity to infection. , 2014, Current opinion in immunology.

[189]  Gavin Sherlock,et al.  Extensive and coordinated control of allele-specific expression by both transcription and translation in Candida albicans , 2014, Genome research.

[190]  Adam P. Rosebrock,et al.  Heritability and genetic basis of protein level variation in an outbred population , 2014, Genome research.

[191]  Vincent L. Butty,et al.  The genetic basis for individual differences in mRNA splicing and APOBEC1 editing activity in murine macrophages , 2014, Genome research.

[192]  I. Amit,et al.  Massively Parallel Single-Cell RNA-Seq for Marker-Free Decomposition of Tissues into Cell Types , 2014, Science.

[193]  Ronald M. Nelson,et al.  Genetic Influences on Brain Gene Expression in Rats Selected for Tameness and Aggression , 2019 .

[194]  Stephen B. Montgomery,et al.  Cis and Trans Effects of Human Genomic Variants on Gene Expression , 2014, PLoS genetics.

[195]  Manolis Kellis,et al.  Common Genetic Variants Modulate Pathogen-Sensing Responses in Human Dendritic Cells , 2014, Science.

[196]  Liqun Luo,et al.  A molecular basis for classic blond hair color in Europeans , 2014, Nature Genetics.

[197]  Leonid Kruglyak,et al.  Genetic Influences on Translation in Yeast , 2014, bioRxiv.

[198]  A. Battle,et al.  Determining causality and consequence of expression quantitative trait loci , 2014, Human Genetics.

[199]  B. Stranger,et al.  Expression QTL-based analyses reveal candidate causal genes and loci across five tumor types. , 2014, Human molecular genetics.

[200]  N. Neff,et al.  Reconstructing lineage hierarchies of the distal lung epithelium using single cell RNA-seq , 2014, Nature.

[201]  Jürg Bähler,et al.  Natural genetic variation impacts expression levels of coding, non-coding, and antisense transcripts in fission yeast , 2014, Molecular systems biology.

[202]  C. Wallace,et al.  Bayesian Test for Colocalisation between Pairs of Genetic Association Studies Using Summary Statistics , 2013, PLoS genetics.

[203]  Jeffry D. Sander,et al.  CRISPR-Cas systems for editing, regulating and targeting genomes , 2014, Nature Biotechnology.

[204]  Joseph K. Pickrell Joint analysis of functional genomic data and genome-wide association studies of 18 human traits , 2013, bioRxiv.

[205]  Peter Reinhardt,et al.  Investigating human disease using stem cell models , 2014, Nature Reviews Genetics.

[206]  Emmanouil T. Dermitzakis,et al.  Putative cis-regulatory drivers in colorectal cancer , 2014, Nature.

[207]  H. Bussemaker,et al.  Harnessing Natural Sequence Variation to Dissect Posttranscriptional Regulatory Networks in Yeast , 2014, G3: Genes, Genomes, Genetics.

[208]  Holger Fröhlich,et al.  Characterizing the genetic basis of innate immune response in TLR4-activated human monocytes , 2014, Nature Communications.

[209]  Sander W. Timmer,et al.  Quantitative Genetics of CTCF Binding Reveal Local Sequence Effects and Different Modes of X-Chromosome Association , 2014, PLoS genetics.

[210]  W. G. Hill,et al.  Influence of Gene Interaction on Complex Trait Variation with Multilocus Models , 2014, Genetics.

[211]  C. D. dos Remedios,et al.  Genome-Wide Identification of Expression Quantitative Trait Loci (eQTLs) in Human Heart , 2014, PloS one.

[212]  P. Bickel,et al.  System wide analyses have underestimated protein abundances and the importance of transcription in mammals , 2012, PeerJ.

[213]  A. Gasch,et al.  Genetic Architecture of Ethanol-Responsive Transcriptome Variation in Saccharomyces cerevisiae Strains , 2014, Genetics.

[214]  R. Andrews,et al.  Innate Immune Activity Conditions the Effect of Regulatory Variants upon Monocyte Gene Expression , 2014, Science.

[215]  P. Deloukas,et al.  Allelic expression mapping across cellular lineages to establish impact of non-coding SNPs , 2014, Molecular systems biology.

[216]  Nancy F. Hansen,et al.  An enhancer polymorphism at the cardiomyocyte intercalated disc protein NOS1AP locus is a major regulator of the QT interval. , 2014, American journal of human genetics.

[217]  D. Odom,et al.  Evolution of transcription factor binding in metazoans — mechanisms and functional implications , 2014, Nature Reviews Genetics.

[218]  Chun Jimmie Ye,et al.  Intersection of population variation and autoimmunity genetics in human T cell activation , 2014, Science.

[219]  E. Lander,et al.  Development and Applications of CRISPR-Cas9 for Genome Engineering , 2014, Cell.

[220]  Adan Valladares-Salgado,et al.  Cross-tissue and tissue-specific eQTLs: partitioning the heritability of a complex trait. , 2014, American journal of human genetics.

[221]  N. Cox,et al.  Obesity-associated variants within FTO form long-range functional connections with IRX3 , 2014, Nature.

[222]  B. Stranger,et al.  Interindividual variation in human T regulatory cells , 2014, Proceedings of the National Academy of Sciences.

[223]  S. Bandinelli,et al.  Another explanation for apparent epistasis , 2014, Nature.

[224]  P. Sudarsanam,et al.  Single Nucleotide Variants in Transcription Factors Associate More Tightly with Phenotype than with Gene Expression , 2014, PLoS genetics.

[225]  Christopher D. Brown,et al.  Identification and Validation of Genetic Variants that Influence Transcription Factor and Cell Signaling Protein Levels , 2014, American journal of human genetics.

[226]  A. Lusis,et al.  Systems genetics approaches to understand complex traits , 2013, Nature Reviews Genetics.

[227]  Richard Durbin,et al.  Gene-gene and gene-environment interactions detected by transcriptome sequence analysis in twins , 2014, Nature Genetics.

[228]  M. Daly,et al.  Genetic and Epigenetic Fine-Mapping of Causal Autoimmune Disease Variants , 2014, Nature.

[229]  Alexis Battle,et al.  Impact of regulatory variation from RNA to protein , 2015, Science.

[230]  C. Spencer,et al.  A contribution of novel CNVs to schizophrenia from a genome-wide study of 41,321 subjects: CNV Analysis Group and the Schizophrenia Working Group of the Psychiatric Genomics Consortium , 2016, bioRxiv.