Obesity-associated variants within FTO form long-range functional connections with IRX3.
- Authors
- Smemo, Scott; Tena, Juan J; Kim, Kyoung-Han; Gamazon, Eric R; Sakabe, Noboru J; GΓ³mez-MarΓn, Carlos; Aneas, Ivy; Credidio, Flavia L; Sobreira, DΓ©bora R; Wasserman, Nora F; Lee, Ju Hee; Puviindran, Vijitha; Tam, Davis; Shen, Michael; Son, Joe Eun; Vakili, Niki Alizadeh; Sung, Hoon-Ki; Naranjo, Silvia; Acemel, Rafael D; Manzanares, Miguel; Nagy, Andras; Cox, Nancy J; Hui, Chi-Chung; Gomez-Skarmeta, Jose Luis; NΓ³brega, Marcelo A
- Year
- 2014
- Journal
- Nature
- PMID
- 24646999
- DOI
- 10.1038/nature13138
- PMCID
- PMC4113484
Genome-wide association studies (GWAS) have reproducibly associated variants within introns of FTO with increased risk for obesity and type 2 diabetes (T2D). Although the molecular mechanisms linking these noncoding variants with obesity are not immediately obvious, subsequent studies in mice demonstrated that FTO expression levels influence body mass and composition phenotypes. However, no direct connection between the obesity-associated variants and FTO expression or function has been made. Here we show that the obesity-associated noncoding sequences within FTO are functionally connected, at megabase distances, with the homeobox gene IRX3. The obesity-associated FTO region directly interacts with the promoters of IRX3 as well as FTO in the human, mouse and zebrafish genomes. Furthermore, long-range enhancers within this region recapitulate aspects of IRX3 expression, suggesting that the obesity-associated interval belongs to the regulatory landscape of IRX3. Consistent with this, obesity-associated single nucleotide polymorphisms are associated with expression of IRX3, but not FTO, in human brains. A direct link between IRX3 expression and regulation of body mass and composition is demonstrated by a reduction in body weight of 25 to 30% in Irx3-deficient mice, primarily through the loss of fat mass and increase in basal metabolic rate with browning of white adipose tissue. Finally, hypothalamic expression of a dominant-negative form of Irx3 reproduces the metabolic phenotypes of Irx3-deficient mice. Our data suggest that IRX3 is a functional long-range target of obesity-associated variants within FTO and represents a novel determinant of body mass and composition.
Long-range interactions in the IRX3/FTO locusa, Mouse embryo 4C-seq interactions emanating from each promoter are displayed as links across the circle (darker link implies greater significance). Outer plots show significance of interactions above background (-log(p-value)). The obesity-associated interval is highlighted red. b, Magnified view of the association interval. Contained within are the orthologous locations of obesity-associated SNPs (black pips), and epigenetic marks associated with regulatory elements. Endogenous Irx3 expression is shown (1. lung, 2. brain) in Irx3lacZ knockin mouse. Three enhancers (rectangles 3β5) drive reporter expression in lungs (3, 5) and brain (4). Other enhancers17 are shown in black.
Irx3KO male mice are leaner with reduced adipositya, Representative photograph of WT and Irx3KO mice fed ND at 18 weeks of age. b, Representative anatomical views of WT and Irx3KO mice fed ND. Yellow dotted lines depict subcutaneous IWAT (left) and visceral PWAT (right). c, Tissue weights as a percentage of body weight showed smaller fat pad sizes in Irx3KO mice, compared to WT mice, in both ND and HFD conditions. (ND, WT/KO: n = 20/12; HFD, WT/KO: n = 8/5). Data are mean Β± s.e.m. (*, P < 0.05 vs. WT, ND; #, P < 0.05 vs. WT, HFD). d, Representative H&E sections of PWAT, IWAT, and BAT from ND-fed mice demonstrated smaller adipocyte size in Irx3KO mice than control. e, qPCR of WT and Irx3KO PWAT for the indicated marker genes: Leptin (lep) and adiponectin (adipoq) are adipogenic markers, positively and negatively associated with adiposity, respectively; Monocyte chemoattractant protein-1 (Mcp1) correlate positively with adiposity. (*, P < 0.05 vs. the corresponding with WT value) (WT/KO: n = 10/7).
Irx3KO female mice are leaner with reduced adipositya, Body weight (BW) changes of WT and Irx3KO female mice fed a normal diet (ND). (WT/KO: n = 15/14). b, BMI, calculated by BW/body length2 (BL), is lower in Irx3KO female mice. (WT/KO: n = 7/7). cβd, body composition analysis showed reduced fat mass and to a less extent lean mass in Irx3KO female mice compared to WT mice, leading to decreased fat mass ratio. (WT/KO: n = 9/8). e, Representative H&E-stained sections of mammary gland (MG) WAT and periovarian (PO) WAT revealed smaller adipocyte size in Irx3KO female mice, compared to WT. f, MGWAT and BAT weights as a percentage of body weight. (WT/KO: n = 4/5). Data are mean Β± s.e.m. (*, P < 0.05 vs. the corresponding with WT value)
Higher energy expenditure of Irx3KO micea, Energy expenditure, corrected for lean mass (kcal/kg/hr), over 24 hour period of 18 week old WT and Irx3KO mice fed with ND and HFD. (ND WT/KO: n = 7/5; HFD WT/KO: n = 8/4). b, Locomotor activity of WT and Irx3KO mice. c, Average amount of food intake over 24 hour period with or without normalization to lean mass. d, Average locomotor activity measured over 24 hours. eβf, Elevated Ucp1 gene and protein expression in BAT. (WT/KO: n = 7/6). Data are mean Β± s.e.m. *, P < 0.05 vs. the corresponding with WT value.
Hypothalamic-specific Irx3 dominant negative mice are leaner with reduced adipositya, Schematic diagram of generation of transgenic mice overexpressing dominant-negative Irx3 in the hypothalamus. b, Immunoblotting showed EnR-Irx3 expression in the hypothalamus of mutant mice without affecting endogenous Irx3 expression, compared to control mice. c, Tissue weights as a percentage of body weight showed that fat pad sizes are smaller in mutant mice, compared to control mice. d, Reduced leptin expression and increased adiponectin gene expression in PWAT of mutant mice. (control/mutant: n = 5/7). Data are expressed as mean Β± s.e.m. *, P < 0.05 compared to control group.
Higher energy expenditure of Hypothalamic dominant negative Irx3 micea, Energy expenditure, corrected for lean mass (kcal/kg/hr), over 24 hour period of 18 week old mice. b, Locomotor activity. cβd, Average amount of food intake over 24 hour period with or without normalization to lean mass. e, Average locomotor activity measured over 24 hours. fβg, Elevated gene and protein expression of Ucp1 in BAT of mutant mice. (control/mutant: n = 5/7). Data are expressed as mean Β± s.e.m. *, P < 0.05 compared to control group.
BMI-associated SNPs are eSNPs for IRX3, not FTO, expression in human braina, SNPs associated with BMI in the FTO locus. 43 SNPs associated with IRX3 expression (eSNPs) are shown in red, including 11 also associated with BMI. No SNPs are associated with FTO expression (p-value>0.05). Arrowheads: IRX3 eSNPs outside the obesity-associated region (pink); arrow: rs9930506. b, In cerebellum, the allele of rs9930506 associated with increased BMI (risk allele) is correlated with increased IRX3 expression and not with FTO expression. c, Histogram plotting the number of SNPs associated with IRX3 expression in adipose (black) and brain (red) (y-axis) by the significance of their association with BMI (x-axis). Full statistical details in Methods.
Irx3 deficient mice are leaner and are protective against diet-induced obesitya, Body weight in wild-type (WT) and Irx3KO mice fed normal (ND) or high-fat diet (HFD). b, Weight gain in ND or HFD. c, Fat and lean mass in WT and Irx3 KO mice. d, Fat and lean mass ratio as a percentage of body weight. e, Sections of inguinal white adipose tissue (IWAT; subcutaneous), perigonadal WAT (PWAT; visceral), brown adipose tissue (BAT), and liver from HFD-fed mice. f, Fto mRNA expression in hypothalamus and PWAT of Irx3 KO and WT mice.g-i, Glucose tolerance tests (GTT) in WT and Irx3 KO mice. Inset graphs show area under curve (AUC). j, Insulin tolerance test (ITT) in HFD-fed mice. k, Energy expenditure on ND- and HFD-fed mice. l, Gene expression in PWAT. m, Irx3 expression in the arcuate nucleus and median eminence. Left panel shows a ventral view of whole-mount stained brain. A dashed red line indicates the position of cross-section, displayed in the right panel. Ξ²-gal stained area in arcuate nucleus is marked by black line. HP, hypothalamus; OC, optic chiasm; MEm, median eminence; 3V, third ventricle. Data are expressed as mean Β± s.e.m. *, P < 0.05 compared to control group. See additional statistical detail in Methods.
hypothalamus-specific dominant negative Irx3 mice recapitulate the metabolic phenotype of Irx3 deficient micea, Body weight of control (EnR-Irx3) and mutant mice (EnR-Irx3;Ins2-Cre) fed normal diet. b, Fat and lean mass ratio as a percentage of body weight.. c, H&E-stained sections of IWAT, PWAT and BAT. d, Glucose tolerance test. e, Energy expenditure corrected for lean mass (kcal/kg/hr). f, qPCR in PWAT in control and mutant mice. Data are expressed as mean Β± s.e.m. *, P < 0.05 compared to control group. Additional detail in Methods.
Long range interactions in mouse and zebrafish4C-seq data for the Irx3/Fto locus, visualized with the UCSC genome browser. a, Data (also shown in the circular plot in Fig. 1) generated using whole mouse embryos (E9.5), showing the frequency of interactions with the promoter of Irx3 (blue, top) or Fto (magenta, bottom). The background signal corrects for the strong correlation between (non-specific) ligation events and the linear distance along the chromosome. Poisson statistical significance (-log (p-value)) of the 4C-seq interactions over the background is plotted. Significant interactions (p<0.01), βtargets,β are displayed in black. b, as above but for adult mouse brain (8 wks). c, as above for whole zebrafish embryos (24hrs post fertilization). In all, the region orthologous to the obesity association interval in the first intron of Fto is highlighted in pink.
Long-range interactions at the FTO/IRX3 locusa, ENCODE data for ChIA-PET using RNA polymerase 2 (POL2) in MCF7 (human breast adenocarcinoma) cells shows interactions between IRX3 and the obesity association interval in the first intron of FTO. No interactions are observed between the FTO promoter and the association interval. This public data is available from and was visualized with the WashU EpiGenome Browser (http://epigenomegateway.wustl.edu/browser/). b, Hi-C data previously generated{Jin, 2013 #49} in human IMR-90 (fetal lung) cells. In the association interval, the IRX3 signal is stronger than the background (random) signal. However, the signal for FTO is not. c, 3C data generated with adult (8 wks) mouse brain. Using bait (red circle) in the association interval (red rectangle), we observe more frequent interactions with the Irx3 promoter compared to control regions 1 and 2 that are 29 and 42 kb away, respectively, indicative of looping.
Gene expression in mouse tissuea, FTO expression in lung and brain, shown by RNA in situ hybridization for mouse Fto mRNA, in newborn (P1) mouse. Lungs and heart (left, whole organs) were processed simultaneously and in the same well as brain (right, sagittal section) so that the relatively higher expression in brain can be observed. b, LacZ staining for beta-galactosidase expression driven from the human FTO promoter. At top, the promoter-lacZ fusion is in the context of 162kbp of human genomic sequence carried in a bacterial artificial chromosome (BAC) containing the first three exons of FTO, the entire obesity-associated interval and any enhancers present. The broad expression is consistent with previous reports in human and mouse (see main text for references). At bottom, the promoter-lacZ construct is isolated: only the 1,237 bp proximal to the transcriptional start site are included. Broad expression is recapitulated, indicating the robust transcriptional competency of the human FTO promoter. c, In contrast, the 2,820 bp proximal human IRX3 promoter is not sufficient to drive lacZ expression, which is consistent with an enhancer-dependent transcriptional control mechanism.
IRX3 expression in human braina, IRX3 expression in human tissues including brain. Expression data, measured on Affymetrix HG-U133 arrays, were obtained from the Body Atlas, Tissues, at http://www.nextbio.com. The median expression across all 128 human tissues from 1,068 arrays is shown by the red line. b, IRX3 expression in 11 different regions of human brain. Data were retrieved from Human Brain Transcriptome data at http://www.molecularbrain.org. Abbreviations: Amyg: amygdala; Caud nuc: caudate nucleus; Cere: cerebellum; Corp Call: corpus callosum; DRG: dorsal root ganglion; Frnt Cort: frontal cortex; Hippo: hippocampus; Hypo: hypothalamus; Pit: pituitary; Spine: spinal cord; Thal: thalamus.
Linkage Disequilibrium in FTOLD plot from HapMap phase II European dataset, visualized in the UCSC browser. LD blocks are outlined in black. Obesity-associated SNPs from the National Human Genome Research Institute (NHGRI) GWAS catalog are shown above, in green, demonstrating why this LD block is considered to define the βassociation interval.
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| Comprehensive immunohistochemical analysis of N6-methyladenosine (m6A) writers, erasers, and readers in endometrial cancer. | Ralser DJ et al. | β | 2023 | β |
| Computational methods for identifying enhancer-promoter interactions. | Gong H et al. | β | 2023 | β |
| Deciphering the genetic architecture of human brain structure and function: a brief survey on recent advances of neuroimaging genomics. | Zhao X et al. | β | 2023 | β |
| Decoding the genetic and epigenetic basis of asthma. | Stikker BS et al. | β | 2023 | β |
| Determining chromatin architecture with Micro Capture-C. | Hamley JC et al. | β | 2023 | β |
| Dietary Supplement, Containing the Dry Extract of <i>Curcumin</i>, <i>Emblica</i> and <i>Cassia</i>, Counteracts Intestinal Inflammation and Enteric Dysmotility Associated with Obesity. | D'Antongiovanni V et al. | β | 2023 | β |
| Differentiation block in acute myeloid leukemia regulated by intronic sequences of <i>FTO</i>. | Camera F et al. | β | 2023 | β |
| Epitranscriptomics in metabolic disease. | Matsumura Y et al. | β | 2023 | β |
| Epromoters are new players in the regulatory landscape with potential pleiotropic roles. | Malfait J et al. | β | 2023 | β |
| FTO negatively regulates the cytotoxic activity of natural killer cells. | Kim SM et al. | β | 2023 | β |
| GCPBayes pipeline: a tool for exploring pleiotropy at theΒ gene level. | Asgari Y et al. | β | 2023 | β |
| Gene polymorphisms associated with heterogeneity and senescence characteristics of sarcopenia in chronic obstructive pulmonary disease. | Attaway AH et al. | β | 2023 | β |
| Genetics of sexually dimorphic adipose distribution in humans. | Hansen GT et al. | β | 2023 | β |
| Genetic underpinning of the comorbidity between type 2 diabetes and osteoarthritis. | Arruda AL et al. | β | 2023 | β |
| Human height: a model common complex trait. | Conery M et al. | β | 2023 | β |
| Identification and validation of key biomarkers based on RNA methylation genes in sepsis. | Zhang Q et al. | β | 2023 | β |
| <i>FTO</i> Gene Polymorphisms at the Crossroads of Metabolic Pathways of Obesity and Epigenetic Influences. | PopoviΔ AM et al. | β | 2023 | β |
| Increased meso-striatal connectivity mediates trait impulsivity in <i>FTO</i> variant carriers. | Edwin Thanarajah S et al. | β | 2023 | β |
| Integrated omics analysis of coronary artery calcifications and myocardial infarction: the Framingham Heart Study. | MΓΈller AL et al. | β | 2023 | β |
| Integrative single-cell RNA-seq and ATAC-seq analysis of myogenic differentiation in pig. | Cai S et al. | β | 2023 | β |
| Iroquois homeobox 3 regulates odontoblast proliferation and differentiation mediated by Wnt5a expression. | Narwidina A et al. | β | 2023 | β |
| Linkage disequilibrium block single-nucleotide polymorphisms in FTO alpha ketoglutarate dependent dioxygenase gene inference with breast cancer and Type II diabetes in Pakistani female population. | Mansoor Q et al. | β | 2023 | β |
| Low levels of circulating methylated IRX3 are related to worse outcome after transcatheter aortic valve implantation in patients with severe aortic stenosis. | Kanwischer L et al. | β | 2023 | β |
| <i>SOX17</i> Enhancer Variants Disrupt Transcription Factor Binding And Enhancer Inactivity Drives Pulmonary Hypertension. | Walters R et al. | β | 2023 | β |
| Novel regulators of islet function identified from genetic variation in mouse islet Ca<sup>2+</sup> oscillations. | Emfinger CH et al. | β | 2023 | β |
| Pathological Remodeling of the Gut Barrier as a Prodromal Event of High-Fat Diet-Induced Obesity. | D'Antongiovanni V et al. | β | 2023 | β |
| Physiological and pathological roles of lipogenesis. | Jeon YG et al. | β | 2023 | β |
| Progress in genetics of type 2 diabetes and diabetic complications. | Shojima N et al. | β | 2023 | β |
| RNA <i>N6-</i>methyladenosine of <i>DHAPAT</i> and <i>PAP</i> involves in regulation of diapause of <i>Bombyx mori</i> via the lipid metabolism pathway. | Chen YH et al. | β | 2023 | β |
| Single-cell sequencing analysis related to sphingolipid metabolism guides immunotherapy and prognosis of skin cutaneous melanoma. | Ding Y et al. | β | 2023 | β |
| Single-nucleotide variants within heart enhancers increase binding affinity and disrupt heart development. | Jindal GA et al. | β | 2023 | β |
| Strategies for activity analysis of single nucleotide polymorphisms associated with human diseases. | Ren N et al. | β | 2023 | β |
| Studies on the fat mass and obesity-associated (FTO) gene and its impact on obesity-associated diseases. | Huang C et al. | β | 2023 | β |
| Systematic characterization of regulatory variants of blood pressure genes. | Oliveros W et al. | β | 2023 | β |
| Technologies, strategies, and cautions when deconvoluting genome-wide association signals: FTO in focus. | Pahl MC et al. | β | 2023 | β |
| The interaction between enhancer variants and environmental factors as an overlooked aetiological paradigm in human complex disease. | Robert S et al. | β | 2023 | β |
| The Parkinson's disease variant rs356182 regulates neuronal differentiation independently from alpha-synuclein. | Prahl JD et al. | β | 2023 | β |
| The Proteins of mRNA Modification: Writers, Readers, and Erasers. | Flamand MN et al. | β | 2023 | β |
| The rs1421085 variant within FTO promotes brown fat thermogenesis. | Zhang Z et al. | β | 2023 | β |
| Variant-to-gene mapping followed by cross-species genetic screening identifies GPI-anchor biosynthesis as a regulator of sleep. | Palermo J et al. | β | 2023 | β |
| A comparative investigation on H3K27ac enhancer activities in the brain and liver tissues between wild boars and domesticated pigs. | Zhou Z et al. | β | 2022 | β |
| Advancing human disease research with fish evolutionary mutant models. | Beck EA et al. | β | 2022 | β |
| A leukemia-protective germline variant mediates chromatin module formation via transcription factor nucleation. | Llimos G et al. | β | 2022 | β |
| A multi-layer functional genomic analysis to understand noncoding genetic variation in lipids. | Ramdas S et al. | β | 2022 | β |
| Analyzing human knockouts to validate GPR151 as a therapeutic target for reduction of body mass index. | Gurtan A et al. | β | 2022 | β |
| An effector index to predict target genes at GWAS loci. | Forgetta V et al. | β | 2022 | β |
| An integrated framework for local genetic correlation analysis. | Werme J et al. | β | 2022 | β |
| Associations between Gene-Gene Interaction and Overweight/Obesity of 12-Month-Old Chinese Infants. | Mei H et al. | β | 2022 | β |
| Bioinformatic Prioritization and Functional Annotation of GWAS-Based Candidate Genes for Primary Open-Angle Glaucoma. | Asefa NG et al. | β | 2022 | β |
| Calculating genetic risk for dysfunction in pleiotropic biological processes using whole exome sequencing data. | Veatch OJ et al. | β | 2022 | β |
| Cis-eQTL Analysis and Functional Validation of Candidate Genes for Carcass Yield Traits in Beef Cattle. | Wang T et al. | β | 2022 | β |
| Common Polymorphism That Protects From Cardiovascular Disease Increases Fibronectin Processing and Secretion. | Soubeyrand S et al. | β | 2022 | β |
| Construction of a transposase accessible chromatin landscape reveals chromatin state of repeat elements and potential causal variant for complex traits in pigs. | Jiang T et al. | β | 2022 | β |
| Current challenges in understanding the role of enhancers in disease. | Zaugg JB et al. | β | 2022 | β |
| DeepLoop robustly maps chromatin interactions from sparse allele-resolved or single-cell Hi-C data at kilobase resolution. | Zhang S et al. | β | 2022 | β |
| Deficiency of Irx5 protects mice from obesity and associated metabolic abnormalities. | Son JE et al. | β | 2022 | β |
| Development of a genetic risk score for obesity predisposition evaluation. | Damavandi N et al. | β | 2022 | β |
| Emerging Role of Epitranscriptomics in Diabetes Mellitus and Its Complications. | Geng X et al. | β | 2022 | β |
| Establishing gene regulatory networks from Parkinson's disease risk loci. | Farrow SL et al. | β | 2022 | β |
| FTO m6A Demethylase in Obesity and Cancer: Implications and Underlying Molecular Mechanisms. | Azzam SK et al. | β | 2022 | β |
| Functional Characterization of Genetic Variant Effects on Expression. | Flynn ED et al. | β | 2022 | β |
| Functional studies of lung cancer GWAS beyond association. | Long E et al. | β | 2022 | β |
| Functional Validation of Osteoporosis Genetic Findings Using Small Fish Models. | Kague E et al. | β | 2022 | β |
| Genetic, epigenetic and enviromental influencing factors on the regulation of precocious and delayed puberty. | Faienza MF et al. | β | 2022 | β |
| Genetic Regulation of Vertebrate Forebrain Development by Homeobox Genes. | Leung RF et al. | β | 2022 | β |
| Genetic variation in satiety signaling and hypothalamic inflammation: merging fields for the study of obesity. | Szalanczy AM et al. | β | 2022 | β |
| Genome-wide interaction analysis identified low-frequency variants with sex disparity in lung cancer risk. | Li Y et al. | β | 2022 | β |
| Genomic loci mispositioning in Tmem120a knockout mice yields latent lipodystrophy. | Czapiewski R et al. | β | 2022 | β |
| Heritability enrichment in context-specific regulatory networks improves phenotype-relevant tissue identification. | Feng Z et al. | β | 2022 | β |
| Human Genetic Variants Associated with COVID-19 Severity are Enriched in Immune and Epithelium Regulatory Networks. | Feng Z et al. | β | 2022 | β |
| Identification and functional validation of super-enhancers in <i>Arabidopsis thaliana</i>. | Zhao H et al. | β | 2022 | β |
| Identification of potential functional variants and genes at 18q21.1 associated with the carcinogenesis of colorectal cancer. | Cheng X et al. | β | 2022 | β |
| Identifying genes targeted by disease-associated non-coding SNPs with a protein knowledge graph. | Vlietstra WJ et al. | β | 2022 | β |
| Integrated genomic analysis identifies novel low-frequency <i>cis</i>-regulatory variant rs2279658 associated with VSD risk in Chinese children. | Jin L et al. | β | 2022 | β |
| Integrating Multimorbidity into a Whole-Body Understanding of Disease Using Spatial Genomics. | Gokuladhas S et al. | β | 2022 | β |
| Interaction analysis of <i>FTO</i> and <i>IRX3</i> genes with obesity and related metabolic disorders in an admixed Latin American population: a possible risk increases of body weight excess. | Ruiz-DΓaz MS et al. | β | 2022 | β |
| Interpretation of the role of germline and somatic non-coding mutations in cancer: expression and chromatin conformation informed analysis. | Pudjihartono M et al. | β | 2022 | β |
| Interpreting coronary artery disease GWAS results: A functional genomics approach assessing biological significance. | Hartmann K et al. | β | 2022 | β |
| Intronic elements associated with insomnia and restless legs syndrome exhibit cell-type-specific epigenetic features contributing to MEIS1 regulation. | Lam DD et al. | β | 2022 | β |
| Long-range promoter-enhancer contacts are conserved during evolution and contribute to gene expression robustness. | LaverrΓ© A et al. | β | 2022 | β |
| <i>IRX3</i> plays an important role in the pathogenesis of metabolic-associated fatty liver disease by regulating hepatic lipid metabolism. | Ma Y et al. | β | 2022 | β |
| Modelling the genetic aetiology of complex disease: human-mouse conservation of noncoding features and disease-associated loci. | Powell G et al. | β | 2022 | β |
| Natural genetic variation as a tool for discovery in Caenorhabditis nematodes. | Andersen EC et al. | β | 2022 | β |
| NFIA determines the <i>cis</i>-effect of genetic variation on Ucp1 expression in murine thermogenic adipocytes. | Hiraike Y et al. | β | 2022 | β |
| Possible role of transcription factors (BSX, NKX2.1, IRX3 and SIRT1) in the regulation of appetite in goldfish (Carassius auratus). | Vinnicombe KRT et al. | β | 2022 | β |
| Potential role of regulatory DNA variants in modifying the risk of severe cutaneous reactions induced by aromatic anti-seizure medications. | Mullan KA et al. | β | 2022 | β |
| Predicting causal genes from psychiatric genome-wide association studies using high-level etiological knowledge. | Wainberg M et al. | β | 2022 | β |
| Pregnancy, preeclampsia and maternal aging: From epidemiology to functional genomics. | Miller EC et al. | β | 2022 | β |
| Prioritization of risk genes in multiple sclerosis by a refined Bayesian framework followed by tissue-specificity and cell type feature assessment. | Liu A et al. | β | 2022 | β |
| Prostate Cancer Transcriptomic Regulation by the Interplay of Germline Risk Alleles, Somatic Mutations, and 3D Genomic Architecture. | Yuan J et al. | β | 2022 | β |
| Recruitment of CTCF to an <i>Fto</i> enhancer is responsible for transgenerational inheritance of BPA-induced obesity. | Jung YH et al. | β | 2022 | β |
| Regulatory Role of N6-Methyladenosine in Longissimus Dorsi Development in Yak. | Ma X et al. | β | 2022 | β |
| Scalable Functional Assays for the Interpretation of Human Genetic Variation. | Tabet D et al. | β | 2022 | β |
| Smooth muscle cell FTO regulates contractile function. | Luse MA et al. | β | 2022 | β |
| Strategies to identify causal common genetic variants and corresponding effector genes for paediatric obesity. | Littleton SH et al. | β | 2022 | β |
| Systematic discovery and perturbation of regulatory genes in human T cells reveals the architecture of immune networks. | Freimer JW et al. | β | 2022 | β |
| The genetic basis for adult onset glaucoma: Recent advances and future directions. | Wang Z et al. | β | 2022 | β |
| The genetics of obesity: from discovery to biology. | Loos RJF et al. | β | 2022 | β |
| The <i>FTO</i> rs9939609 Variant Is Associated with Cardiometabolic Disease Risk and Dietary Energy Intakes in Children with Mental Health Disorders. | Wiedeman AM et al. | β | 2022 | β |
| The importance of considering regulatory domains in genome-wide analyses - the nearest gene is often wrong! | Chua EHZ et al. | β | 2022 | β |
| The role of RNA m6A methylation in lipid metabolism. | Wang Y et al. | β | 2022 | β |
| Understanding the function of regulatory DNA interactions in the interpretation of non-coding GWAS variants. | Zhong W et al. | β | 2022 | β |
| Validation of Candidate Sleep Disorder Risk Genes Using Zebrafish. | Tran S et al. | β | 2022 | β |
| A compendium and comparative epigenomics analysis of cis-regulatory elements in the pig genome. | Zhao Y et al. | β | 2021 | β |
| A functional genomics pipeline identifies pleiotropy and cross-tissue effects within obesity-associated GWAS loci. | Joslin AC et al. | β | 2021 | β |
| A model and test for coordinated polygenic epistasis in complex traits. | Sheppard B et al. | β | 2021 | β |
| Analysing electrocardiographic traits and predicting cardiac risk in UK biobank. | RamΓrez J et al. | β | 2021 | β |
| An Empirical Bayes approach for the identification of long-range chromosomal interaction from Hi-C data. | Zhang Q et al. | β | 2021 | β |
| A platform for experimental precision medicine: The extended BXD mouse family. | Ashbrook DG et al. | β | 2021 | β |
| Assigning Co-Regulated Human Genes and Regulatory Gene Clusters. | Strunz T et al. | β | 2021 | β |
| Association between the <i>lipoprotein lipase</i> rs1534649 gene polymorphism in intron one with Body Mass Index and High Density Lipoprotein-Cholesterol. | Al-Serri A et al. | β | 2021 | β |
| Association of serum 25-OH-vitamin D level with FTO and IRX3 genes expression in obese and overweight boys with different FTO rs9930506 genotypes. | Gholamalizadeh M et al. | β | 2021 | β |
| Asthma-associated genetic variants induce IL33 differential expression through an enhancer-blocking regulatory region. | Aneas I et al. | β | 2021 | β |
| Bench Research Informed by GWAS Results. | Kondratyev NV et al. | β | 2021 | β |
| Biological constraints on GWAS SNPs at suggestive significance thresholds reveal additional BMI loci. | Hammond RK et al. | β | 2021 | β |
| Chromatin architecture reveals cell type-specific target genes for kidney disease risk variants. | Duan A et al. | β | 2021 | β |
| Chromatin Conformation in Development and Disease. | Boltsis I et al. | β | 2021 | β |
| Cis-regulatory architecture of human ESC-derived hypothalamic neuron differentiation aids in variant-to-gene mapping of relevant complex traits. | Pahl MC et al. | β | 2021 | β |
| Comparative Enhancer Map of Cattle Muscle Genome Annotated by ATAC-Seq. | Cao X et al. | β | 2021 | β |
| Cross-species data integration to prioritize causal genes in lipid metabolism. | Votava JA et al. | β | 2021 | β |
| [Current state of the obesity research: genetic aspects, the role of microbiome, and susceptibility to COVID-19]. | Timasheva YR et al. | β | 2021 | β |
| Discovery and implications of polygenicity of common diseases. | Visscher PM et al. | β | 2021 | β |
| Discovery of Novel Host Molecular Factors Underlying HBV/HCV Infection. | Huang X et al. | β | 2021 | β |
| Dnmt3a deficiency in the skin causes focal, canonical DNA hypomethylation and a cellular proliferation phenotype. | Chen DY et al. | β | 2021 | β |
| Dynamic regulation of N<sup>6</sup>,2'-O-dimethyladenosine (m<sup>6</sup>Am) in obesity. | Ben-Haim MS et al. | β | 2021 | β |
| Ectopic expression of <i>Irx3</i> and <i>Irx5</i> in the paraventricular nucleus of the hypothalamus contributes to defects in <i>Sim1</i> haploinsufficiency. | Son JE et al. | β | 2021 | β |
| Effect of Posttranslational Modifications on the Structure and Activity of FTO Demethylase. | Marcinkowski M et al. | β | 2021 | β |
| E-MAGMA: an eQTL-informed method to identify risk genes using genome-wide association study summary statistics. | Gerring ZF et al. | β | 2021 | β |
| Epigenetic regulation of N6-methyladenosine modifications in obesity. | Sun M et al. | β | 2021 | β |
| Epigenetic Regulators of White Adipocyte Browning. | Nanduri R | β | 2021 | β |
| EPIsHilbert: Prediction of Enhancer-Promoter Interactions via Hilbert Curve Encoding and Transfer Learning. | Zhang M et al. | β | 2021 | β |
| Evidence for and localization of proposed causative variants in cattle and pig genomes. | Johnsson M et al. | β | 2021 | β |
| Extensive pleiotropism and allelic heterogeneity mediate metabolic effects of <i>IRX3</i> and <i>IRX5</i>. | Sobreira DR et al. | β | 2021 | β |
| Fat mass and obesity-associated (FTO) gene epigenetic modifications in gestational diabetes: new insights and possible pathophysiological connections. | Franzago M et al. | β | 2021 | β |
| Focused Strategies for Defining the Genetic Architecture of Congenital Heart Defects. | Martin LJ et al. | β | 2021 | β |
| FTO demethylates m6A modifications in HOXB13 mRNA and promotes endometrial cancer metastasis by activating the WNT signalling pathway. | Zhang L et al. | β | 2021 | β |
| Functional genomics and epigenomics of atrial fibrillation. | Victorino J et al. | β | 2021 | β |
| Gaining insight into metabolic diseases from human genetic discoveries. | Claussnitzer M et al. | β | 2021 | β |
| Gaining Insight into Vitiligo Genetics through the Lens of a Large Epidemiologic Study. | Okamura K et al. | β | 2021 | β |
| Genes in human obesity loci are causal obesity genes in C. elegans. | Ke W et al. | β | 2021 | β |
| Genetic Mechanism Revealed of Age-Related Macular Degeneration Based on Fusion of Statistics and Machine Learning Method. | Du Y et al. | β | 2021 | β |
| Genetics and Genomics of <i>SOST</i>: Functional Analysis of Variants and Genomic Regulation in Osteoblasts. | MartΓnez-Gil N et al. | β | 2021 | β |
| Genetics of Obesity: What We Have Learned Over Decades of Research. | Bouchard C | β | 2021 | β |
| Genetics of Type 2 Diabetes: Opportunities for Precision Medicine: JACC Focus Seminar. | Kim DS et al. | β | 2021 | β |
| Genetic variants in the <i>SLC16A11</i> gene are associated with increased BMI and insulin levels in nondiabetic Chilean population. | Mardones L et al. | β | 2021 | β |
| Genome-wide association study of phenotypes measuring progression from first cocaine or opioid use to dependence reveals novel risk genes. | Sherva R et al. | β | 2021 | β |
| Genomic Analyses Revealed the Genetic Difference and Potential Selection Genes of Growth Traits in Two Duroc Lines. | Li D et al. | β | 2021 | β |
| Genomic editing of intronic enhancers unveils their role in fine-tuning tissue-specific gene expression in Arabidopsis thaliana. | Meng F et al. | β | 2021 | β |
| Host genetics and infectious disease: new tools, insights and translational opportunities. | Kwok AJ et al. | β | 2021 | β |
| <i>Irx3</i> and <i>Irx5</i> - Novel Regulatory Factors of Postnatal Hypothalamic Neurogenesis. | Dou Z et al. | β | 2021 | β |
| <i>IRX3</i> Overexpression Enhances <i>Ucp1</i> Expression <i>In Vivo</i>. | Zhang Z et al. | β | 2021 | β |
| INFIMA leverages multi-omics model organism data to identify effector genes of human GWAS variants. | Dong C et al. | β | 2021 | β |
| Inhibition of AlkB Nucleic Acid Demethylases: Promising New Epigenetic Targets. | Perry GS et al. | β | 2021 | β |
| Integrating genomics and transcriptomics: Towards deciphering ADHD. | Pujol-Gualdo N et al. | β | 2021 | β |
| Integration of Multiple-Omics Data to Analyze the Population-Specific Differences for Coronary Artery Disease. | Hu Y et al. | β | 2021 | β |
| Integrative analysis of genomic and epigenomic data reveal underlying superenhancer-mediated microRNA regulatory network for human bone mineral density. | Bai WY et al. | β | 2021 | β |
| Integrative genomic analysis in African American children with asthma finds three novel loci associated with lung function. | Goddard PC et al. | β | 2021 | β |
| Irx3 and Irx5 in Ins2-Cre<sup>+</sup> cells regulate hypothalamic postnatal neurogenesis and leptin response. | Son JE et al. | β | 2021 | β |
| Leveraging phenotypic variability to identify genetic interactions in human phenotypes. | Marderstein AR et al. | β | 2021 | β |
| Linking the <i>FTO</i> obesity rs1421085 variant circuitry to cellular, metabolic, and organismal phenotypes in vivo. | Laber S et al. | β | 2021 | β |
| Macrophage IRX3 promotes diet-induced obesity and metabolic inflammation. | Yao J et al. | β | 2021 | β |
| Multi-omics integration analysis identifies novel genes for alcoholism with potential overlap with neurodegenerative diseases. | Kapoor M et al. | β | 2021 | β |
| Multi-scale inference of genetic trait architecture using biologically annotated neural networks. | Demetci P et al. | β | 2021 | β |
| Multi-substrate selectivity based on key loops and non-homologous domains: new insight into ALKBH family. | Xu B et al. | β | 2021 | β |
| N6-Adenosine Methylation (m<sup>6</sup>A) RNA Modification: an Emerging Role in Cardiovascular Diseases. | Chen YS et al. | β | 2021 | β |
| New novel non-MHC genes were identified for cervical cancer with an integrative analysis approach of transcriptome-wide association study. | Chen H et al. | β | 2021 | β |
| Nutrigenetics and nutrigenomics-A personalized approach to nutrition. | Ahluwalia MK | β | 2021 | β |
| OPRD1 SNPs associated with opioid addiction are cis-eQTLs for the phosphatase and actin regulator 4 gene, PHACTR4, a mediator of cytoskeletal dynamics. | Levran O et al. | β | 2021 | β |
| Predict long-range enhancer regulation based on protein-protein interactions between transcription factors. | Wang H et al. | β | 2021 | β |
| Prioritization of schizophrenia risk genes from GWAS results by integrating multi-omics data. | He D et al. | β | 2021 | β |
| Promoter-interacting expression quantitative trait loci are enriched for functional genetic variants. | Chandra V et al. | β | 2021 | β |
| Quantitative Genetics of Human Protein N-Glycosylation. | KriΕ‘tiΔ J et al. | β | 2021 | β |
| RNA Epigenetics: Fine-Tuning Chromatin Plasticity and Transcriptional Regulation, and the Implications in Human Diseases. | Willbanks A et al. | β | 2021 | β |
| RNA N6-methyladenosine demethylase FTO promotes osteoporosis through demethylating Runx2 mRNA and inhibiting osteogenic differentiation. | Wang J et al. | β | 2021 | β |
| Scalable analysis of multi-modal biomedical data. | Smith J et al. | β | 2021 | β |
| Search for Possible Associations of <i>FTO</i> Gene Polymorphic Variants with Metabolic Syndrome, Obesity and Body Mass Index in Schizophrenia Patients. | Boiko AS et al. | β | 2021 | β |
| Straightforward protocol for allele-specific chromatin conformation capture. | Acemel RD et al. | β | 2021 | β |
| Systems genetic analysis of binge-like eating in a C57BL/6J x DBA/2J-F2 cross. | Yao EJ et al. | β | 2021 | β |
| The Regulation of RNA Modification Systems: The Next Frontier in Epitranscriptomics? | Schaefer MR | β | 2021 | β |
| Transcriptional enhancers and their communication with gene promoters. | Ray-Jones H et al. | β | 2021 | β |
| Transcriptional Regulation of <i>RUNX1</i>: An Informatics Analysis. | Thomas AL et al. | β | 2021 | β |
| Transcriptome-wide association study identifies new susceptibility genes and pathways for depression. | Li X et al. | β | 2021 | β |
| Translational Research in Vitiligo. | Katz EL et al. | β | 2021 | β |
| Unique roles of rare variants in the genetics of complex diseases in humans. | Momozawa Y et al. | β | 2021 | β |
| Valproate-Induced Epigenetic Upregulation of Hypothalamic Fto Expression Potentially Linked with Weight Gain. | Zhang H et al. | β | 2021 | β |
| Variable expression quantitative trait loci analysis of breast cancer risk variants. | Wiggins GAR et al. | β | 2021 | β |
| Variants in the Obesity-Linked FTO gene locus modulates psychopathological features of patients with Anorexia Nervosa. | GonzΓ‘lez LM et al. | β | 2021 | β |
| Where Are the Disease-Associated eQTLs? | Umans BD et al. | β | 2021 | β |
| ABC-GWAS: Functional Annotation of Estrogen Receptor-Positive Breast Cancer Genetic Variants. | Manjunath M et al. | β | 2020 | β |
| A brief history of human disease genetics. | Claussnitzer M et al. | β | 2020 | β |
| A combination of genetics and microbiota influences the severity of the obesity phenotype in diet-induced obesity. | Smoczek M et al. | β | 2020 | β |
| Analyzing a putative enhancer of optic disc morphology. | Babenko V et al. | β | 2020 | β |
| An integrated analysis of public genomic data unveils a possible functional mechanism of psoriasis risk via a long-range ERRFI1 enhancer. | Kubota N et al. | β | 2020 | β |
| A non-coding genetic variant associated with abdominal aortic aneurysm alters ERG gene regulation. | Marsman J et al. | β | 2020 | β |
| A practical view of fine-mapping and gene prioritization in the post-genome-wide association era. | Broekema RV et al. | β | 2020 | β |
| Association of FTO rs9939609 and CD36 rs1761667 with Visceral Obesity. | Salim S et al. | β | 2020 | β |
| Associations of nicotidamide-N-methyltransferase, FTO, and IRX3 genetic variants with body mass index and resting energy expenditure in Mexican subjects. | BaΓ±ales-Luna M et al. | β | 2020 | β |
| Common genetic variation in obesity, lipid transfer genes and risk of Metabolic Syndrome: Results from IDEFICS/I.Family study and meta-analysis. | Nagrani R et al. | β | 2020 | β |
| CRISPR-based functional evaluation of schizophrenia risk variants. | Rajarajan P et al. | β | 2020 | β |
| CRISPR/Cas9-Mediated Biallelic Knockout of IRX3 Reduces the Production and Survival of Somatic Cell-Cloned Bama Minipigs. | Zhu X et al. | β | 2020 | β |
| Deregulated Regulators: Disease-Causing cis Variants in Transcription Factor Genes. | van der Lee R et al. | β | 2020 | β |
| Down-regulation of FTO promotes proliferation and migration, and protects bladder cancer cells from cisplatin-induced cytotoxicity. | Wen L et al. | β | 2020 | β |
| Emerging role of m<sup>6</sup> A RNA methylation in nutritional physiology and metabolism. | Wu J et al. | β | 2020 | β |
| Estimation of non-null SNP effect size distributions enables the detection of enriched genes underlying complex traits. | Cheng W et al. | β | 2020 | β |
| FAM13A Represses AMPK Activity and Regulates Hepatic Glucose and Lipid Metabolism. | Lin X et al. | β | 2020 | β |
| Focus on Causality in ESC/iPSC-Based Modeling of Psychiatric Disorders. | Hoffmann A et al. | β | 2020 | β |
| From Genetic Association to Molecular Mechanisms for Islet-cell Dysfunction in Type 2 Diabetes. | Mattis KK et al. | β | 2020 | β |
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| FTO - A Common Genetic Basis for Obesity and Cancer. | Lan N et al. | β | 2020 | β |
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| Important Role of FTO in the Survival of Rare Panresistant Triple-Negative Inflammatory Breast Cancer Cells Facing a Severe Metabolic Challenge. | Singh B et al. | β | 2016 | β |
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