51
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Ulirsch JC, Nandakumar SK, Wang L, Giani FC, Zhang X, Rogov P, Melnikov A, McDonel P, Do R, Mikkelsen TS, Sankaran VG. Systematic Functional Dissection of Common Genetic Variation Affecting Red Blood Cell Traits. Cell 2016; 165:1530-1545. [PMID: 27259154 PMCID: PMC4893171 DOI: 10.1016/j.cell.2016.04.048] [Citation(s) in RCA: 232] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Revised: 11/12/2015] [Accepted: 04/12/2016] [Indexed: 11/24/2022]
Abstract
Genome-wide association studies (GWAS) have successfully identified thousands of associations between common genetic variants and human disease phenotypes, but the majority of these variants are non-coding, often requiring genetic fine-mapping, epigenomic profiling, and individual reporter assays to delineate potential causal variants. We employ a massively parallel reporter assay (MPRA) to simultaneously screen 2,756 variants in strong linkage disequilibrium with 75 sentinel variants associated with red blood cell traits. We show that this assay identifies elements with endogenous erythroid regulatory activity. Across 23 sentinel variants, we conservatively identified 32 MPRA functional variants (MFVs). We used targeted genome editing to demonstrate endogenous enhancer activity across 3 MFVs that predominantly affect the transcription of SMIM1, RBM38, and CD164. Functional follow-up of RBM38 delineates a key role for this gene in the alternative splicing program occurring during terminal erythropoiesis. Finally, we provide evidence for how common GWAS-nominated variants can disrupt cell-type-specific transcriptional regulatory pathways.
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Affiliation(s)
- Jacob C Ulirsch
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Satish K Nandakumar
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Li Wang
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Felix C Giani
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Charité-Universitätsmedizin Berlin, Berlin 10117, Germany
| | - Xiaolan Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Peter Rogov
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Patrick McDonel
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ron Do
- Department of Genetics and Genomic Sciences and The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Tarjei S Mikkelsen
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Vijay G Sankaran
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Stem Cell Institute, Cambridge, MA 02138, USA.
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52
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Dezan MR, Dinardo CL, Bosi SRA, Vega S, Salles NA, Mendrone-Júnior A, Levi JE. High-throughput strategy for molecular identification of Vel- blood donors employing nucleic acids extracted from plasma pools used for viral nucleic acid test screening. Transfusion 2016; 56:1430-4. [PMID: 27060345 DOI: 10.1111/trf.13572] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2015] [Revised: 01/11/2016] [Accepted: 01/21/2016] [Indexed: 11/28/2022]
Abstract
BACKGROUND Serologic methods to determine the Vel- phenotype require the use of rare human antisera and do not allow for many samples to be tested simultaneously, which limits their application as a tool to search for rare donors. This study developed a low-cost molecular screening strategy using real-time polymerase chain reaction (PCR) and DNA, extracted from plasma pools for viral nucleic acid test (NAT) screening, to identify Vel- and Vel+(W) donors. STUDY DESIGN AND METHODS A total of 4680 blood donors from the Brazilian southeast region were genotyped through real-time PCR targeting the 17-nucleotide (c.64_80del) deletion in the SMIM1 gene, which determines the Vel- phenotype, by using remaining nucleic acid from plasma pools of six donors, routinely discarded after the release of viral NAT results. RESULTS Twenty pools tested reactive and individual testing of samples from reactive pools identified 19 heterozygous donors with the SMIM1*64_80del deletion (0.40%) and one homozygous donor (0.02%). Fourteen of the 19 donors were confirmed as Vel- or Vel+(W) using anti-Vel human antiserum. CONCLUSION The DNA pool genotyping strategy using real-time PCR designed to detect the deletion in the SMIM1 gene proved effective and accurate in identifying donors with the Vel- and Vel+(W) phenotypes. The fact that remaining nucleic acid from routine viral NAT screening was used makes this technique economically attractive and definitely superior to the serologic techniques available to search for this rare phenotype.
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Affiliation(s)
- Marcia R Dezan
- Fundação Pró-Sangue/Hemocentro de São Paulo, São Paulo, Brazil
| | - Carla L Dinardo
- Fundação Pró-Sangue/Hemocentro de São Paulo, São Paulo, Brazil
| | - Silvia R A Bosi
- Fundação Pró-Sangue/Hemocentro de São Paulo, São Paulo, Brazil
| | - Sileni Vega
- Fundação Pró-Sangue/Hemocentro de São Paulo, São Paulo, Brazil
| | - Nanci A Salles
- Fundação Pró-Sangue/Hemocentro de São Paulo, São Paulo, Brazil
| | | | - José E Levi
- Fundação Pró-Sangue/Hemocentro de São Paulo, São Paulo, Brazil
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53
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Nandakumar SK, Ulirsch JC, Sankaran VG. Advances in understanding erythropoiesis: evolving perspectives. Br J Haematol 2016; 173:206-18. [PMID: 26846448 DOI: 10.1111/bjh.13938] [Citation(s) in RCA: 91] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Red blood cells (RBCs) are generated from haematopoietic stem and progenitor cells (HSPCs) through the step-wise process of differentiation known as erythropoiesis. In this review, we discuss our current understanding of erythropoiesis and highlight recent advances in this field. During embryonic development, erythropoiesis occurs in three distinct waves comprising first, the yolk sac-derived primitive RBCs, followed sequentially by the erythro-myeloid progenitor (EMP) and HSPC-derived definitive RBCs. Recent work has highlighted the complexity and variability that may exist in the hierarchical arrangement of progenitors responsible for erythropoiesis. Using recently defined cell surface markers, it is now possible to enrich for erythroid progenitors and precursors to a much greater extent than has been possible before. While a great deal of knowledge has been gained on erythropoiesis from model organisms, our understanding of this process is currently being refined through human genetic studies. Genes mutated in erythroid disorders can now be identified more rapidly by the use of next-generation sequencing techniques. Genome-wide association studies on erythroid traits in healthy populations have also revealed new modulators of erythropoiesis. All of these recent developments have significant promise not only for increasing our understanding of erythropoiesis, but also for improving our ability to intervene when RBC production is perturbed in disease.
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Affiliation(s)
- Satish K Nandakumar
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jacob C Ulirsch
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Vijay G Sankaran
- Division of Hematology/Oncology, The Manton Center for Orphan Disease Research, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.,Broad Institute of MIT and Harvard, Cambridge, MA, USA
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54
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Nance S, Scharberg EA, Thornton N, Yahalom V, Sareneva I, Lomas-Francis C. International rare donor panels: a review. Vox Sang 2015; 110:209-18. [DOI: 10.1111/vox.12357] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2015] [Revised: 08/11/2015] [Accepted: 09/20/2015] [Indexed: 12/27/2022]
Affiliation(s)
- S. Nance
- IRL; Biomedical Services; American Red Cross; Philadelphia PA USA
| | - E. A. Scharberg
- Institute for Transfusion Medicine and Immunohematology; Red Cross Transfusion Service of Baden-Wuerttemberg-Hessen gGmbH; Baden-Baden Germany
| | - N. Thornton
- The International Blood Group Reference Laboratory; NHS Blood and Transplant; Filton Bristol UK
| | - V. Yahalom
- National Blood Services; Ramat Gan Israel
| | - I. Sareneva
- Blood Group Unit; Finnish Red Cross Blood Service; Helsinki Finland
| | - C. Lomas-Francis
- New York Blood Center; Laboratory of Immunohematology and Genomics; Long Island City NY USA
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55
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Coghlan G, Zelinski T. The c.64_80del SMIM1 allele is segregating in the Hutterite population. Transfusion 2015; 56:946-9. [PMID: 26666208 DOI: 10.1111/trf.13439] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2015] [Revised: 10/09/2015] [Accepted: 11/02/2015] [Indexed: 11/29/2022]
Abstract
BACKGROUND The high-incidence red blood cell (RBC) antigen Vel is coded by SMIM1 (small-membrane molecule 1 gene), where a homozygous 17 base pair deletion underlies the majority of Vel- phenotypes. Because anti-Vel has been reported to cause severe hemolytic transfusion reactions and periodically hemolytic disease of the newborn and fetus, identification of individuals negative for Vel is clinically important. STUDY DESIGN AND METHODS RBCs from the members of a large three-generation Hutterite family were serologically determined to be Vel+(w) . Genomic DNA from these family members was polymerase chain reaction amplified and analyzed for SMIM1 polymorphisms by either Sanger sequencing or restriction fragment length polymorphisms. SMIM1 genotyping was also conducted on DNA from an additional 104 Hutterites. RESULTS All family members whose RBCs weakly expressed the Vel antigen were found to be heterozygous for the c.64_80del mutation in SMIM1. Of the 104 additional Hutterite samples, four were found to be heterozygous for the same SMIM1 mutation. CONCLUSION After emigrating to the United States and Canada, the Hutterite population has expanded dramatically. Alleles that initially entered the population have been maintained within the population. The c.64_80del null allele of SMIM1 is one such allele, thus having implications for transfusion medicine and child or maternal health.
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Affiliation(s)
- Gail Coghlan
- Rh Laboratory, Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Teresa Zelinski
- Rh Laboratory, Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, Manitoba, Canada.,Department of Biochemistry and Medical Genetics, Faculty of Health Sciences, College of Medicine, University of Manitoba, Winnipeg, Manitoba, Canada
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56
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Lane WJ, Westhoff CM, Uy JM, Aguad M, Smeland-Wagman R, Kaufman RM, Rehm HL, Green RC, Silberstein LE. Comprehensive red blood cell and platelet antigen prediction from whole genome sequencing: proof of principle. Transfusion 2015; 56:743-54. [PMID: 26634332 PMCID: PMC5019240 DOI: 10.1111/trf.13416] [Citation(s) in RCA: 67] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2015] [Revised: 09/15/2015] [Accepted: 10/14/2015] [Indexed: 12/29/2022]
Abstract
BACKGROUND There are 346 serologically defined red blood cell (RBC) antigens and 33 serologically defined platelet (PLT) antigens, most of which have known genetic changes in 45 RBC or six PLT genes that correlate with antigen expression. Polymorphic sites associated with antigen expression in the primary literature and reference databases are annotated according to nucleotide positions in cDNA. This makes antigen prediction from next-generation sequencing data challenging, since it uses genomic coordinates. STUDY DESIGN AND METHODS The conventional cDNA reference sequences for all known RBC and PLT genes that correlate with antigen expression were aligned to the human reference genome. The alignments allowed conversion of conventional cDNA nucleotide positions to the corresponding genomic coordinates. RBC and PLT antigen prediction was then performed using the human reference genome and whole genome sequencing (WGS) data with serologic confirmation. RESULTS Some major differences and alignment issues were found when attempting to convert the conventional cDNA to human reference genome sequences for the following genes: ABO, A4GALT, RHD, RHCE, FUT3, ACKR1 (previously DARC), ACHE, FUT2, CR1, GCNT2, and RHAG. However, it was possible to create usable alignments, which facilitated the prediction of all RBC and PLT antigens with a known molecular basis from WGS data. Traditional serologic typing for 18 RBC antigens were in agreement with the WGS-based antigen predictions, providing proof of principle for this approach. CONCLUSION Detailed mapping of conventional cDNA annotated RBC and PLT alleles can enable accurate prediction of RBC and PLT antigens from whole genomic sequencing data.
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Affiliation(s)
- William J Lane
- Department of Pathology.,Harvard Medical School, Boston, Massachusetts
| | | | | | | | | | | | - Heidi L Rehm
- Department of Pathology.,Harvard Medical School, Boston, Massachusetts.,Laboratory for Molecular Medicine.,Partners Healthcare Personalized Medicine, Boston, Massachusetts
| | - Robert C Green
- Division of Genetics, Department of Medicine.,Harvard Medical School, Boston, Massachusetts.,Partners Healthcare Personalized Medicine, Boston, Massachusetts
| | - Leslie E Silberstein
- Division of Transfusion Medicine, Department of Pathology, Brigham and Women's Hospital
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57
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Wieckhusen C, Rink G, Scharberg EA, Rothenberger S, Kömürcü N, Bugert P. Molecular Screening for Vel- Blood Donors in Southwestern Germany. Transfus Med Hemother 2015; 42:356-60. [PMID: 26732700 DOI: 10.1159/000440791] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Accepted: 05/31/2015] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND The SMIM1 protein carries the Vel blood group antigen, and homozygosity for a 17 bp deletion in the coding region of the SMIM1 gene represents the molecular basis of the Vel- blood group phenotype. We developed PCR-based methods for typing the SMIM1 17 bp (64-80del) gene deletion and performed a molecular screening for the Vel- blood type in German blood donors. METHODS For SMIM1 genotyping, TaqMan-PCR and PCR-SSP methods were developed and validated using reference samples. Both methods were used for screening of donors with blood group O from southwestern Germany. Heterozygotes and homozygotes for the SMIM1 64-80del allele were serologically typed for the Vel blood group antigen. In addition, the rs1175550 SNP in SMIM1 was typed and correlated to the results of the phenotyping. RESULTS Both genotyping methods, TaqMan-PCR and PCR-SSP, represent reliable methods for the detection of the SMIM1 64-80del allele. Screening of 10,598 blood group O donors revealed 5 individuals homozygous for the deletional allele. They were confirmed Vel- by serological typing. Heterozygotes for the 64-80del allele showed different antigen expressions ranging from very weak to regular positive. CONCLUSION Molecular screening of blood donors for the Vel- blood type is feasible and avoids the limitations of serological typing which might show false-negative results with heterozygous individuals. The identification of Vel- blood donors significantly contributes to the adequate blood supply of patients with anti-Vel.
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Affiliation(s)
- Carola Wieckhusen
- Institute of Transfusion Medicine and Immunology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gabi Rink
- Institute of Transfusion Medicine and Immunology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Erwin A Scharberg
- Institute of Transfusion Medicine and Immunohematology, Baden-Baden; German Red Cross Blood Service Baden-Württemberg - Hessen, Baden-Baden, Germany
| | - Sina Rothenberger
- Institute of Transfusion Medicine and Immunohematology, Baden-Baden; German Red Cross Blood Service Baden-Württemberg - Hessen, Baden-Baden, Germany
| | - Naime Kömürcü
- Institute of Transfusion Medicine and Immunohematology, Baden-Baden; German Red Cross Blood Service Baden-Württemberg - Hessen, Baden-Baden, Germany
| | - Peter Bugert
- Institute of Transfusion Medicine and Immunology, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
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58
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SMIM1 is a type II transmembrane phosphoprotein and displays the Vel blood group antigen at its carboxyl-terminus. FEBS Lett 2015; 589:3624-30. [PMID: 26452714 DOI: 10.1016/j.febslet.2015.09.029] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2015] [Revised: 09/03/2015] [Accepted: 09/23/2015] [Indexed: 11/22/2022]
Abstract
Disruption of SMIM1, encoding small integral membrane protein 1, is responsible for the Vel-negative blood type, a rare but clinically-important blood type. However, the exact nature of the Vel antigen and how it is presented by SMIM1 are poorly understood. Using mass spectrometry we found several sites of phosphorylation in the N-terminal region of SMIM1 and we found the initiating methionine of SMIM1 to be acetylated. Flow cytometry analyses of human erythroleukemia cells expressing N- or C-terminally Flag-tagged SMIM1, several point mutants of SMIM1, and a chimeric molecule between Kell and SMIM1 demonstrated that SMIM1 carries the Vel antigen as a type II membrane protein with a predicted C-terminal extracellular domain of only 3-12 amino acids.
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59
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Danger Y, Danard S, Gringoire V, Peyrard T, Riou P, Semana G, Vérité F. Characterization of a new human monoclonal antibody directed against the Vel antigen. Vox Sang 2015; 110:172-8. [PMID: 26382919 DOI: 10.1111/vox.12321] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Revised: 06/01/2015] [Accepted: 07/11/2015] [Indexed: 12/01/2022]
Abstract
BACKGROUND AND OBJECTIVES The Vel blood group antigen is a poorly characterized high-prevalence antigen. Until now, anti-Vel antibodies have been observed in only alloimmunized Vel-negative individuals. In this study, we aimed to establish a human hybridoma cell line secreting the first anti-Vel monoclonal antibody (mAb), clone SpG213Dc. MATERIALS AND METHODS Peripheral blood lymphocytes from a French Vel-negative woman with anti-Vel in her plasma were transformed with Epstein-Barr virus and then hybridized with the myeloma cell line Sp2/O-Ag14 using the polyethylene glycol (PEG) method. A specific anti-Vel mAb was successfully produced and was extensively characterized by serological, flow cytometry and Western blot analyses. RESULTS One human anti-Vel-secreting clone was produced and the secreted anti-Vel mAb (SpG213Dc) was examined. The specificity of the SpG213Dc mAb was assessed by its reactivity against a panel of nine genotyped RBCs including, respectively, three Vel-negative and six Vel-positive (three wild-type homozygous and three heterozygous) samples using flow cytometry method. Vel-positive RBCs were specifically stained and were subsequently used to perform Western blot and immunoprecipitation analysis of the Vel antigen. CONCLUSION Serological characterization of the new monoclonal anti-Vel SpG213Dc showed a heterogeneous level of expression of the Vel antigen on the different RBCs. Our results suggest that the mAb SpG213Dc can be reliably used as a blood grouping reagent, thus allowing the mass-scale phenotyping of blood donors to strengthen rare blood banks with Vel-negative RBC units.
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Affiliation(s)
- Y Danger
- EFS Bretagne, Rennes, France.,Structure Fédérative BioSit UMS 3480 CNRS-US18 Inserm, Rennes, France
| | | | | | - T Peyrard
- Institut National de la Transfusion Sanguine, Département Centre National de Référence pour les Groupes Sanguins, Paris, France.,INSERM UMR_S1134, Paris, France.,Laboratoire d'Excellence LABEX GR-Ex, Paris, France
| | - P Riou
- EFS Bretagne, Rennes, France
| | | | - F Vérité
- EFS Bretagne, Rennes, France.,Structure Fédérative BioSit UMS 3480 CNRS-US18 Inserm, Rennes, France
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60
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Surakka I, Horikoshi M, Mägi R, Sarin AP, Mahajan A, Lagou V, Marullo L, Ferreira T, Miraglio B, Timonen S, Kettunen J, Pirinen M, Karjalainen J, Thorleifsson G, Hägg S, Hottenga JJ, Isaacs A, Ladenvall C, Beekman M, Esko T, Ried JS, Nelson CP, Willenborg C, Gustafsson S, Westra HJ, Blades M, de Craen AJM, de Geus EJ, Deelen J, Grallert H, Hamsten A, Havulinna AS, Hengstenberg C, Houwing-Duistermaat JJ, Hyppönen E, Karssen LC, Lehtimäki T, Lyssenko V, Magnusson PKE, Mihailov E, Müller-Nurasyid M, Mpindi JP, Pedersen NL, Penninx BWJH, Perola M, Pers TH, Peters A, Rung J, Smit JH, Steinthorsdottir V, Tobin MD, Tsernikova N, van Leeuwen EM, Viikari JS, Willems SM, Willemsen G, Schunkert H, Erdmann J, Samani NJ, Kaprio J, Lind L, Gieger C, Metspalu A, Slagboom PE, Groop L, van Duijn CM, Eriksson JG, Jula A, Salomaa V, Boomsma DI, Power C, Raitakari OT, Ingelsson E, Järvelin MR, Stefansson K, Franke L, Ikonen E, Kallioniemi O, Pietiäinen V, Lindgren CM, Thorsteinsdottir U, Palotie A, McCarthy MI, Morris AP, Prokopenko I, Ripatti S. The impact of low-frequency and rare variants on lipid levels. Nat Genet 2015; 47:589-97. [PMID: 25961943 PMCID: PMC4757735 DOI: 10.1038/ng.3300] [Citation(s) in RCA: 241] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2014] [Accepted: 04/16/2015] [Indexed: 12/18/2022]
Abstract
Using a genome-wide screen of 9.6 million genetic variants achieved through 1000 Genomes Project imputation in 62,166 samples, we identify association to lipid traits in 93 loci, including 79 previously identified loci with new lead SNPs and 10 new loci, 15 loci with a low-frequency lead SNP and 10 loci with a missense lead SNP, and 2 loci with an accumulation of rare variants. In six loci, SNPs with established function in lipid genetics (CELSR2, GCKR, LIPC and APOE) or candidate missense mutations with predicted damaging function (CD300LG and TM6SF2) explained the locus associations. The low-frequency variants increased the proportion of variance explained, particularly for low-density lipoprotein cholesterol and total cholesterol. Altogether, our results highlight the impact of low-frequency variants in complex traits and show that imputation offers a cost-effective alternative to resequencing.
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Affiliation(s)
- Ida Surakka
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Momoko Horikoshi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Reedik Mägi
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Vasiliki Lagou
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Letizia Marullo
- Department of Life Sciences and Biotechnology, Genetic Section, University of Ferrara, Ferrara, Italy
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Benjamin Miraglio
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Sanna Timonen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Johannes Kettunen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Matti Pirinen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Juha Karjalainen
- University of Croningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | | | - Sara Hägg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, EMGO institute for Health and Care research, VU University & VU medical center, Amsterdam, The Netherlands
| | - Aaron Isaacs
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Centre for Medical Systems Biology, Leiden, the Netherlands
| | - Claes Ladenvall
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Skåne University Hospital, Malmö, Sweden
| | - Marian Beekman
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Consortium for Healthy Ageing, Leiden, The Netherlands
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Divisions of Endocrinology and Center for Basic and Translational Obesity Research, Children's Hospital, Boston, Massachusetts, USA
- The Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
- Department of Genetics, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Janina S Ried
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Christopher P Nelson
- Department of Cardiovascular Sciences, University of Leicester, Leicester, LE3 9QP, UK
- National Institute for Health Research (NIHR) Leicester Cardiovascular Disease Biomedical Research Unit, Glenfield Hospital, Leicester, UK
| | - Christina Willenborg
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
- Deutsches Zentrum für Herz-Kreislauf-Forschung e. V. (DZHK), Partnersite Hamburg, Lübeck, Kiel, Germany
| | - Stefan Gustafsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Harm-Jan Westra
- University of Croningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Matthew Blades
- Bioinformatics and Biostatistics Support Hub (B/BASH), University of Leicester, University Road, Leicester, UK
| | - Anton JM de Craen
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
- Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, The Netherlands
| | - Eco J de Geus
- Department of Biological Psychology, EMGO institute for Health and Care research, VU University & VU medical center, Amsterdam, The Netherlands
| | - Joris Deelen
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Consortium for Healthy Ageing, Leiden, The Netherlands
| | - Harald Grallert
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München - Germany Research Center for Environmental Health, Neuherberg, Germany
| | - Anders Hamsten
- Cardiovascular Genetics and Genomics Group, Atherosclerosis Research Unit, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Aki S. Havulinna
- Unit of Chronic Disease Epidemiology and Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Christian Hengstenberg
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | | | - Elina Hyppönen
- Centre for Paediatric Epidemiology and Biostatistics, UCL Institute of Child Health, London, UK
- South Australian Health and Medical Research Institute, Adelaide, Australia
- School of population Health and Sansom Institute, University of South Australia, Adelaide, Australia
| | - Lennart C Karssen
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine, University of Tampere, Tampere, Finland
| | - Valeriya Lyssenko
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Skåne University Hospital, Malmö, Sweden
- Steno Diabetes Center A/S, Gentofte, Denmark
| | - Patrik KE Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - Martina Müller-Nurasyid
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
- Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-Universität, Munich, Germany
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Genetic Epidemiology, Ludwig-Maximilians-Universität, Munich, Germany
| | - John-Patrick Mpindi
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Brenda WJH Penninx
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | - Markus Perola
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
| | - Tune H Pers
- Divisions of Endocrinology and Center for Basic and Translational Obesity Research, Children's Hospital, Boston, Massachusetts, USA
- The Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
- Department of Systems Biology, Center for Biological Sequence Analysis, Technical University of Denmark, Lyngby, Denmark
| | - Annette Peters
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Institute of Epidemiology II, Helmholtz Zentrum München - Germany Research Center for Environmental Health, Neuherberg, Germany
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
| | - Johan Rung
- European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, UK
| | - Johannes H Smit
- Department of Psychiatry, VU University Medical Center, Amsterdam, The Netherlands
| | | | - Martin D Tobin
- Genetic Epidemiology Group, Department of Health Sciences, University of Leicester, University Road, Leicester, UK
| | | | - Elisabeth M van Leeuwen
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Jorma S Viikari
- Department of Medicine, University of Turku and Division of Medicine, Turku University Hospital, Turku, Finland
| | - Sara M Willems
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Gonneke Willemsen
- Department of Biological Psychology, EMGO institute for Health and Care research, VU University & VU medical center, Amsterdam, The Netherlands
| | - Heribert Schunkert
- Deutsches Herzzentrum München, Technische Universität München, München, Germany
- DZHK (German Centre for Cardiovascular Research), partner site Munich Heart Alliance, Munich, Germany
| | - Jeanette Erdmann
- Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
- Deutsches Zentrum für Herz-Kreislauf-Forschung e. V. (DZHK), Partnersite Hamburg, Lübeck, Kiel, Germany
| | - Nilesh J Samani
- Department of Cardiovascular Sciences, University of Leicester, Leicester, LE3 9QP, UK
- National Institute for Health Research (NIHR) Leicester Cardiovascular Disease Biomedical Research Unit, Glenfield Hospital, Leicester, UK
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Hjelt Institute, University of Helsinki, Helsinki, Finland
- Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland
| | - Lars Lind
- Department of Medical Sciences, Uppsala University, Akademiska Sjukhuset, Uppsala, Sweden
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- The Institute of Molecular and Cell Biology of the University of Tartu, Tartu, Estonia
| | - P Eline Slagboom
- Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, The Netherlands
- Netherlands Consortium for Healthy Ageing, Leiden, The Netherlands
| | - Leif Groop
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Department of Clinical Sciences, Diabetes and Endocrinology, Lund University Diabetes Centre, Skåne University Hospital, Malmö, Sweden
| | - Cornelia M van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
- Centre for Medical Systems Biology, Leiden, the Netherlands
| | - Johan G Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland
- Folkhälsan Research Centre, Helsinki, Finland
- Helsinki University Hospital, Unit of Primary Health Care, Helsinki, Finland
- Department of Health Promotion and Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Antti Jula
- Department of Chronic Disease Prevention, National Institute for Health and Welfare, Turku, Finland
| | - Veikko Salomaa
- Unit of Chronic Disease Epidemiology and Prevention, National Institute for Health and Welfare, Helsinki, Finland
| | - Dorret I Boomsma
- Department of Biological Psychology, EMGO institute for Health and Care research, VU University & VU medical center, Amsterdam, The Netherlands
| | - Christine Power
- Centre for Paediatric Epidemiology and Biostatistics, UCL Institute of Child Health, London, UK
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Finland
- Department of Clinical Physiology and Nuclear Medicine, University of Turku and Turku University Hospital, Finland
| | - Erik Ingelsson
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Marjo-Riitta Järvelin
- Department of Epidemiology and Biostatistics, MRC Health Protection Agency (HPE), Centre for Environment and Health, School of Public Health, Imperial College London, UK
- Institute of Health Sciences, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Unit of Primary Care, Oulu University Hospital, Oulu, Finland
- Department of Children and Young People and Families, National Institute for Health Welfare, Oulu, Finland
| | - Kari Stefansson
- deCODE Genetics/Amgen inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Lude Franke
- University of Croningen, University Medical Center Groningen, Department of Genetics, Groningen, The Netherlands
| | - Elina Ikonen
- Institute of Biomedicine, Anatomy, University of Helsinki, Helsinki, Finland
- Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Olli Kallioniemi
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Vilja Pietiäinen
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
| | - Cecilia M Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- The Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
| | - Unnur Thorsteinsdottir
- deCODE Genetics/Amgen inc., Reykjavik, Iceland
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland
- The Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts, USA
- Haartman Institute, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland
| | - Mark I McCarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
- Oxford National Institute for Health Research (NIHR) Biomedical Research Centre, Churchill Hospital, Oxford, UK
| | - Andrew P Morris
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Inga Prokopenko
- Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland
- Hjelt Institute, University of Helsinki, Helsinki, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, UK
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Genome-wide meta-analysis identifies multiple novel associations and ethnic heterogeneity of psoriasis susceptibility. Nat Commun 2015; 6:6916. [PMID: 25903422 PMCID: PMC4423213 DOI: 10.1038/ncomms7916] [Citation(s) in RCA: 135] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2014] [Accepted: 03/13/2015] [Indexed: 02/08/2023] Open
Abstract
Psoriasis is a common inflammatory skin disease with complex genetics and different degrees of prevalence across ethnic populations. Here we present the largest trans-ethnic genome-wide meta-analysis (GWMA) of psoriasis in 15,369 cases and 19,517 controls of Caucasian and Chinese ancestries. We identify four novel associations at LOC144817, COG6, RUNX1 and TP63, as well as three novel secondary associations within IFIH1 and IL12B. Fine-mapping analysis of MHC region demonstrates an important role for all three HLA class I genes and a complex and heterogeneous pattern of HLA associations between Caucasian and Chinese populations. Further, trans-ethnic comparison suggests population-specific effect or allelic heterogeneity for 11 loci. These population-specific effects contribute significantly to the ethnic diversity of psoriasis prevalence. This study not only provides novel biological insights into the involvement of immune and keratinocyte development mechanism, but also demonstrates a complex and heterogeneous genetic architecture of psoriasis susceptibility across ethnic populations. Psoriasis is a common inflammatory skin disease with complex genetics and different degrees of prevalence across ethnic populations. Here Yin et al. conduct a large trans-ethnic genome-wide meta-analysis and identify novel loci that contribute to population-specific susceptibility.
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Nasserinejad K, van Rosmalen J, van den Hurk K, Baart M, Hoekstra T, Rizopoulos D, Lesaffre E, de Kort W. Prevalence and determinants of declining versus stable hemoglobin levels in whole blood donors. Transfusion 2015; 55:1955-63. [DOI: 10.1111/trf.13066] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2014] [Revised: 02/01/2015] [Accepted: 02/01/2015] [Indexed: 12/20/2022]
Affiliation(s)
| | | | - Katja van den Hurk
- Department of Donor Studies; Sanquin Research; Amsterdam the Netherlands
| | - Mireille Baart
- Department of Donor Studies; Sanquin Research; Amsterdam the Netherlands
| | - Trynke Hoekstra
- Department of Epidemiology and Biostatistics and the EMGO Institute for Health and Care Research; VU University Medical Center; Amsterdam the Netherlands
- Department of Health Sciences; Faculty of Earth and Life Sciences; VU University; Amsterdam the Netherlands
| | | | - Emmanuel Lesaffre
- Department of Biostatistics; Erasmus MC; Rotterdam the Netherlands
- L-Biostat; KU Leuven; Leuven Belgium
| | - Wim de Kort
- Department of Donor Studies; Sanquin Research; Amsterdam the Netherlands
- Department of Public Health; Academic Medical Center; Amsterdam the Netherlands
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63
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van der Valk RJP, Kreiner-Møller E, Kooijman MN, Guxens M, Stergiakouli E, Sääf A, Bradfield JP, Geller F, Hayes MG, Cousminer DL, Körner A, Thiering E, Curtin JA, Myhre R, Huikari V, Joro R, Kerkhof M, Warrington NM, Pitkänen N, Ntalla I, Horikoshi M, Veijola R, Freathy RM, Teo YY, Barton SJ, Evans DM, Kemp JP, St Pourcain B, Ring SM, Davey Smith G, Bergström A, Kull I, Hakonarson H, Mentch FD, Bisgaard H, Chawes B, Stokholm J, Waage J, Eriksen P, Sevelsted A, Melbye M, van Duijn CM, Medina-Gomez C, Hofman A, de Jongste JC, Taal HR, Uitterlinden AG, Armstrong LL, Eriksson J, Palotie A, Bustamante M, Estivill X, Gonzalez JR, Llop S, Kiess W, Mahajan A, Flexeder C, Tiesler CMT, Murray CS, Simpson A, Magnus P, Sengpiel V, Hartikainen AL, Keinanen-Kiukaanniemi S, Lewin A, Da Silva Couto Alves A, Blakemore AI, Buxton JL, Kaakinen M, Rodriguez A, Sebert S, Vaarasmaki M, Lakka T, Lindi V, Gehring U, Postma DS, Ang W, Newnham JP, Lyytikäinen LP, Pahkala K, Raitakari OT, Panoutsopoulou K, Zeggini E, Boomsma DI, Groen-Blokhuis M, Ilonen J, Franke L, Hirschhorn JN, Pers TH, Liang L, Huang J, Hocher B, Knip M, Saw SM, Holloway JW, Melén E, Grant SFA, Feenstra B, Lowe WL, Widén E, Sergeyev E, Grallert H, Custovic A, Jacobsson B, Jarvelin MR, Atalay M, Koppelman GH, Pennell CE, Niinikoski H, Dedoussis GV, Mccarthy MI, Frayling TM, Sunyer J, Timpson NJ, Rivadeneira F, Bønnelykke K, Jaddoe VWV. A novel common variant in DCST2 is associated with length in early life and height in adulthood. Hum Mol Genet 2015; 24:1155-68. [PMID: 25281659 PMCID: PMC4447786 DOI: 10.1093/hmg/ddu510] [Citation(s) in RCA: 77] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2014] [Accepted: 09/29/2014] [Indexed: 01/04/2023] Open
Abstract
Common genetic variants have been identified for adult height, but not much is known about the genetics of skeletal growth in early life. To identify common genetic variants that influence fetal skeletal growth, we meta-analyzed 22 genome-wide association studies (Stage 1; N = 28 459). We identified seven independent top single nucleotide polymorphisms (SNPs) (P < 1 × 10(-6)) for birth length, of which three were novel and four were in or near loci known to be associated with adult height (LCORL, PTCH1, GPR126 and HMGA2). The three novel SNPs were followed-up in nine replication studies (Stage 2; N = 11 995), with rs905938 in DC-STAMP domain containing 2 (DCST2) genome-wide significantly associated with birth length in a joint analysis (Stages 1 + 2; β = 0.046, SE = 0.008, P = 2.46 × 10(-8), explained variance = 0.05%). Rs905938 was also associated with infant length (N = 28 228; P = 5.54 × 10(-4)) and adult height (N = 127 513; P = 1.45 × 10(-5)). DCST2 is a DC-STAMP-like protein family member and DC-STAMP is an osteoclast cell-fusion regulator. Polygenic scores based on 180 SNPs previously associated with human adult stature explained 0.13% of variance in birth length. The same SNPs explained 2.95% of the variance of infant length. Of the 180 known adult height loci, 11 were genome-wide significantly associated with infant length (SF3B4, LCORL, SPAG17, C6orf173, PTCH1, GDF5, ZNFX1, HHIP, ACAN, HLA locus and HMGA2). This study highlights that common variation in DCST2 influences variation in early growth and adult height.
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Affiliation(s)
| | - Eskil Kreiner-Møller
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Marjolein N Kooijman
- Department of Epidemiology, Department of Paediatrics, The Generation R Study Group
| | - Mònica Guxens
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Pompeu Fabra University (UPF), Barcelona, Catalonia, Spain
| | | | - Annika Sääf
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | | | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - M Geoffrey Hayes
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | | | - Antje Körner
- Center of Pediatric Research, University Hospital Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Elisabeth Thiering
- Division of Metabolic and Nutritional Medicine, Dr. von Hauner Children's Hospital, University of Munich Medical Center, Munich, Germany, Institute of Epidemiology I
| | - John A Curtin
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Ronny Myhre
- Division Epidemiology, Department Genes and Environment
| | | | | | - Marjan Kerkhof
- Department of Epidemiology, Groningen Research Institute for Asthma and COPD
| | - Nicole M Warrington
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia, University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Queensland, Australia
| | - Niina Pitkänen
- Research Centre of Applied and Preventive Cardiovascular Medicine
| | - Ioanna Ntalla
- Department of Health Sciences, University of Leicester, Leicester LE1 7RH, UK, Department of Nutrition and Dietetics, Harokopio University of Athens, Athens 11527, Greece
| | - Momoko Horikoshi
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK, Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford OX3 7LJ, UK
| | | | - Rachel M Freathy
- University of Exeter Medical School, Royal Devon and Exeter Hospital, Barrack Road, Exeter EX2 5DW, UK
| | - Yik-Ying Teo
- Saw Swee Hock School of Public Health, Life Science Institute, National University of Singapore, Singapore, Genome Institute of Singapore, Agency for Science, Technology and Research
| | | | - David M Evans
- MRC Integrative Epidemiology Unit , University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Queensland, Australia
| | - John P Kemp
- MRC Integrative Epidemiology Unit , University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Queensland, Australia
| | - Beate St Pourcain
- MRC Integrative Epidemiology Unit , Avon Longitudinal Study of Parents and Children (ALSPAC), School of Social and Community Medicine, School of Oral and Dental Sciences, University of Bristol, Bristol, UK
| | - Susan M Ring
- MRC Integrative Epidemiology Unit , Avon Longitudinal Study of Parents and Children (ALSPAC), School of Social and Community Medicine
| | | | - Anna Bergström
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Inger Kull
- Department of Clinical Science and Education, Södersjukhuset, Stockholm, Sweden, Sachs' Children's Hospital, Stockholm, Sweden
| | - Hakon Hakonarson
- Center for Applied Genomics, Abramson Research Center, Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Hans Bisgaard
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Bo Chawes
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Jakob Stokholm
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Johannes Waage
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Patrick Eriksen
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Astrid Sevelsted
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Mads Melbye
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark, Department of Medicine, Stanford School of Medicine, Stanford, USA
| | | | - Carolina Medina-Gomez
- Department of Epidemiology, The Generation R Study Group, Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, The Generation R Study Group
| | | | - H Rob Taal
- Department of Epidemiology, Department of Paediatrics
| | - André G Uitterlinden
- Department of Epidemiology, The Generation R Study Group, Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Loren L Armstrong
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | | | - Aarno Palotie
- Institute for Molecular Medicine Finland, Analytic and Translational Genetics Unit, Department of Medicine, Program in Medical and Population Genetics, Psychiatric & Neurodevelopmental Genetics Unit, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| | - Mariona Bustamante
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Pompeu Fabra University (UPF), Barcelona, Catalonia, Spain, Centre for Genomic Regulation (CRG), Barcelona, Spain
| | - Xavier Estivill
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Pompeu Fabra University (UPF), Barcelona, Catalonia, Spain, Centre for Genomic Regulation (CRG), Barcelona, Spain, IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Juan R Gonzalez
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Pompeu Fabra University (UPF), Barcelona, Catalonia, Spain
| | - Sabrina Llop
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Foundation for the Promotion of Health and Biomedical Research in the Valencian Region, FISABIO-Public Health, Valencia, Spain
| | - Wieland Kiess
- Center of Pediatric Research, University Hospital Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | | | - Carla M T Tiesler
- Division of Metabolic and Nutritional Medicine, Dr. von Hauner Children's Hospital, University of Munich Medical Center, Munich, Germany, Institute of Epidemiology I
| | - Clare S Murray
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Angela Simpson
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Per Magnus
- Division Epidemiology, Norwegian Institute of Public Health, Oslo, Norway
| | - Verena Sengpiel
- Department Obstetrics and Gynecology, Sahlgrenska Academy, Sahlgrenska University Hospital, Gothenburg, Sweden
| | | | | | - Alexandra Lewin
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, MRC Health Protection Agency (HPE) Centre for Environment and Health
| | - Alexessander Da Silva Couto Alves
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, MRC Health Protection Agency (HPE) Centre for Environment and Health
| | - Alexandra I Blakemore
- Section of Investigative Medicine, Division of Diabetes, Endocrinology, and Metabolism, Faculty of Medicine, Imperial College, London W12 0NN, UK
| | - Jessica L Buxton
- Section of Investigative Medicine, Division of Diabetes, Endocrinology, and Metabolism, Faculty of Medicine, Imperial College, London W12 0NN, UK
| | - Marika Kaakinen
- Institute of Health Sciences, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, MRC Health Protection Agency (HPE) Centre for Environment and Health, Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Alina Rodriguez
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, MRC Health Protection Agency (HPE) Centre for Environment and Health, Department of Psychology, Mid Sweden University, Östersund, Sweden
| | | | - Marja Vaarasmaki
- Department of Obstetrics and Gynecology and MRC Oulu, Oulu University Hospital and University of Oulu, Oulu, Finland
| | - Timo Lakka
- Institute of Biomedicine, Physiology, Kuopio Research Institute of Exercise Medicine, Kuopio, Finland, Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
| | | | - Ulrike Gehring
- Institute for Risk Assessment Sciences, Utrecht University, Utrecht, The Netherlands
| | - Dirkje S Postma
- Groningen Research Institute for Asthma and COPD, Department of Pulmonology
| | - Wei Ang
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - John P Newnham
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Leo-Pekka Lyytikäinen
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere, Finland, Department of Clinical Chemistry, University of Tampere School of Medicine, Tampere, Finland
| | - Katja Pahkala
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Queensland Diamantina Institute, Translational Research Institute, Brisbane, Queensland, Australia
| | - Olli T Raitakari
- Research Centre of Applied and Preventive Cardiovascular Medicine, Department of Clinical Physiology and Nuclear Medicine
| | - Kalliope Panoutsopoulou
- Wellcome Trust Sanger Institute, The Morgan Building, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1HH, UK
| | - Eleftheria Zeggini
- Wellcome Trust Sanger Institute, The Morgan Building, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1HH, UK
| | - Dorret I Boomsma
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands, EMGO Institute for Health and Care Research, Amsterdam, The Netherlands, Neuroscience Campus Amsterdam, The Netherlands
| | - Maria Groen-Blokhuis
- Department of Biological Psychology, VU University, Amsterdam, The Netherlands, EMGO Institute for Health and Care Research, Amsterdam, The Netherlands, Neuroscience Campus Amsterdam, The Netherlands
| | - Jorma Ilonen
- Immunogenetics Laboratory, University of Turku, Turku, Finland, Department of Clinical Microbiology, University of Eastern Finland, Kuopio, Finland
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Centre Groningen, The Netherlands
| | - Joel N Hirschhorn
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, USA, Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA, Department of Genetics, Harvard Medical School, USA
| | - Tune H Pers
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, USA, Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA, Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, Denmark
| | - Liming Liang
- Department of Pediatrics, Tampere University Hospital, Tampere, Finland
| | - Jinyan Huang
- Department of Pediatrics, Tampere University Hospital, Tampere, Finland, Shanghai Institute of Hematology, Rui Jin Hospital Affiliated with Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Berthold Hocher
- Institute of Nutritional Science, University of Potsdam, Germany, The First Affiliated Hospital of Jinan University, Guangzhou 510630, China, Center for Cardiovascular Research/Institute of Pharmacology, Charité, Berlin, Germany
| | - Mikael Knip
- Diabetes and Obesity Research Program, University of Helsinki, Helsinki, Finland, Department of Pediatrics, Tampere University Hospital, Tampere, Finland, Children's Hospital, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland
| | - Seang-Mei Saw
- Saw Swee Hock School of Public Health, Singapore Eye Research Institute, Singapore, Duke-NUS Graduate Medical School, Singapore
| | - John W Holloway
- Human Genetics and Genomic Medicine, Human Development & Health, Faculty of Medicine, University of Southampton, UK
| | - Erik Melén
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden, Sachs' Children's Hospital, Stockholm, Sweden
| | - Struan F A Grant
- Center for Applied Genomics, Abramson Research Center, Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA, Division of Human Genetics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - William L Lowe
- Division of Endocrinology, Metabolism and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | | | - Elena Sergeyev
- Center of Pediatric Research, University Hospital Center Leipzig, University of Leipzig, Leipzig, Germany
| | - Harald Grallert
- Institute of Epidemiology II, Research Unit for Molecular Epidemiology, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
| | - Adnan Custovic
- Centre for Respiratory Medicine and Allergy, Institute of Inflammation and Repair, University of Manchester and University Hospital of South Manchester, Manchester Academic Health Sciences Centre, Manchester, UK
| | - Bo Jacobsson
- Division Epidemiology, Department Genes and Environment, Department Obstetrics and Gynecology, Sahlgrenska Academy, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Marjo-Riitta Jarvelin
- Institute of Health Sciences, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, MRC Health Protection Agency (HPE) Centre for Environment and Health, Biocenter Oulu, University of Oulu, Oulu, Finland, Unit of Primary Care, Oulu University Hospital, Kajaanintie 50, P.O.Box 20, FI-90220, Oulu 90029 OYS, Finland, Department of Children and Young People and Families, National Institute for Health and Welfare, Aapistie 1, Box 310, Oulu FI-90101, Finland and
| | | | - Gerard H Koppelman
- Groningen Research Institute for Asthma and COPD, Beatrix Children's Hospital, Pediatric Pulmonology and Pediatric Allergy, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Craig E Pennell
- School of Women's and Infants' Health, The University of Western Australia, Perth, Australia
| | - Harri Niinikoski
- Research Centre of Applied and Preventive Cardiovascular Medicine, Department of Pediatrics, Turku University Hospital, Turku, Finland
| | - George V Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens 11527, Greece
| | - Mark I Mccarthy
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK, Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Churchill Hospital, Oxford OX3 7LJ, UK, Oxford NIHR Biomedical Research Centre, Churchill Hospital, Oxford OX3 7LJ, UK
| | - Timothy M Frayling
- University of Exeter Medical School, Royal Devon and Exeter Hospital, Barrack Road, Exeter EX2 5DW, UK
| | - Jordi Sunyer
- Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain, CIBER Epidemiología y Salud Pública (CIBERESP), Spain, Pompeu Fabra University (UPF), Barcelona, Catalonia, Spain, IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | | | - Fernando Rivadeneira
- Department of Epidemiology, The Generation R Study Group, Department of Internal Medicine, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Klaus Bønnelykke
- Copenhagen Prospective Studies on Asthma in Childhood, Faculty of Health Sciences, University of Copenhagen & Danish Pediatric Asthma Center, Copenhagen University Hospital, Gentofte, Denmark
| | - Vincent W V Jaddoe
- Department of Epidemiology, Department of Paediatrics, The Generation R Study Group,
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Shungin D, Winkler TW, Croteau-Chonka DC, Ferreira T, Locke AE, Mägi R, Strawbridge RJ, Pers TH, Fischer K, Justice AE, Workalemahu T, Wu JMW, Buchkovich ML, Heard-Costa NL, Roman TS, Drong AW, Song C, Gustafsson S, Day FR, Esko T, Fall T, Kutalik Z, Luan J, Randall JC, Scherag A, Vedantam S, Wood AR, Chen J, Fehrmann R, Karjalainen J, Kahali B, Liu CT, Schmidt EM, Absher D, Amin N, Anderson D, Beekman M, Bragg-Gresham JL, Buyske S, Demirkan A, Ehret GB, Feitosa MF, Goel A, Jackson AU, Johnson T, Kleber ME, Kristiansson K, Mangino M, Mateo Leach I, Medina-Gomez C, Palmer CD, Pasko D, Pechlivanis S, Peters MJ, Prokopenko I, Stančáková A, Ju Sung Y, Tanaka T, Teumer A, Van Vliet-Ostaptchouk JV, Yengo L, Zhang W, Albrecht E, Ärnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Böhringer S, Bonnet F, Böttcher Y, Bruinenberg M, Carba DB, Caspersen IH, Clarke R, Warwick Daw E, Deelen J, Deelman E, Delgado G, Doney ASF, Eklund N, Erdos MR, Estrada K, Eury E, Friedrich N, Garcia ME, Giedraitis V, Gigante B, Go AS, Golay A, Grallert H, Grammer TB, Gräßler J, Grewal J, Groves CJ, Haller T, Hallmans G, Hartman CA, Hassinen M, Hayward C, Heikkilä K, Herzig KH, Helmer Q, Hillege HL, Holmen O, Hunt SC, Isaacs A, Ittermann T, James AL, Johansson I, Juliusdottir T, Kalafati IP, Kinnunen L, Koenig W, Kooner IK, Kratzer W, Lamina C, Leander K, Lee NR, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Mach F, Magnusson PKE, Mahajan A, McArdle WL, Menni C, Merger S, Mihailov E, Milani L, Mills R, Moayyeri A, Monda KL, Mooijaart SP, Mühleisen TW, Mulas A, Müller G, Müller-Nurasyid M, Nagaraja R, Nalls MA, Narisu N, Glorioso N, Nolte IM, Olden M, Rayner NW, Renstrom F, Ried JS, Robertson NR, Rose LM, Sanna S, Scharnagl H, Scholtens S, Sennblad B, Seufferlein T, Sitlani CM, Vernon Smith A, Stirrups K, Stringham HM, Sundström J, Swertz MA, Swift AJ, Syvänen AC, Tayo BO, Thorand B, Thorleifsson G, Tomaschitz A, Troffa C, van Oort FVA, Verweij N, Vonk JM, Waite LL, Wennauer R, Wilsgaard T, Wojczynski MK, Wong A, Zhang Q, Hua Zhao J, Brennan EP, Choi M, Eriksson P, Folkersen L, Franco-Cereceda A, Gharavi AG, Hedman ÅK, Hivert MF, Huang J, Kanoni S, Karpe F, Keildson S, Kiryluk K, Liang L, Lifton RP, Ma B, McKnight AJ, McPherson R, Metspalu A, Min JL, Moffatt MF, Montgomery GW, Murabito JM, Nicholson G, Nyholt DR, Olsson C, Perry JRB, Reinmaa E, Salem RM, Sandholm N, Schadt EE, Scott RA, Stolk L, Vallejo EE, Westra HJ, Zondervan KT, Amouyel P, Arveiler D, Bakker SJL, Beilby J, Bergman RN, Blangero J, Brown MJ, Burnier M, Campbell H, Chakravarti A, Chines PS, Claudi-Boehm S, Collins FS, Crawford DC, Danesh J, de Faire U, de Geus EJC, Dörr M, Erbel R, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Forouhi NG, Forrester T, Franco OH, Gansevoort RT, Gieger C, Gudnason V, Haiman CA, Harris TB, Hattersley AT, Heliövaara M, Hicks AA, Hingorani AD, Hoffmann W, Hofman A, Homuth G, Humphries SE, Hyppönen E, Illig T, Jarvelin MR, Johansen B, Jousilahti P, Jula AM, Kaprio J, Kee F, Keinanen-Kiukaanniemi SM, Kooner JS, Kooperberg C, Kovacs P, Kraja AT, Kumari M, Kuulasmaa K, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lyssenko V, Männistö S, Marette A, Matise TC, McKenzie CA, McKnight B, Musk AW, Möhlenkamp S, Morris AD, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Palmer LJ, Penninx BW, Peters A, Pramstaller PP, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ridker PM, Ritchie MD, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PEH, Shuldiner AR, Staessen JA, Steinthorsdottir V, Stolk RP, Strauch K, Tönjes A, Tremblay A, Tremoli E, Vohl MC, Völker U, Vollenweider P, Wilson JF, Witteman JC, Adair LS, Bochud M, Boehm BO, Bornstein SR, Bouchard C, Cauchi S, Caulfield MJ, Chambers JC, Chasman DI, Cooper RS, Dedoussis G, Ferrucci L, Froguel P, Grabe HJ, Hamsten A, Hui J, Hveem K, Jöckel KH, Kivimaki M, Kuh D, Laakso M, Liu Y, März W, Munroe PB, Njølstad I, Oostra BA, Palmer CNA, Pedersen NL, Perola M, Pérusse L, Peters U, Power C, Quertermous T, Rauramaa R, Rivadeneira F, Saaristo TE, Saleheen D, Sinisalo J, Eline Slagboom P, Snieder H, Spector TD, Thorsteinsdottir U, Stumvoll M, Tuomilehto J, Uitterlinden AG, Uusitupa M, van der Harst P, Veronesi G, Walker M, Wareham NJ, Watkins H, Wichmann HE, Abecasis GR, Assimes TL, Berndt SI, Boehnke M, Borecki IB, Deloukas P, Franke L, Frayling TM, Groop LC, Hunter DJ, Kaplan RC, O’Connell JR, Qi L, Schlessinger D, Strachan DP, Stefansson K, van Duijn CM, Willer CJ, Visscher PM, Yang J, Hirschhorn JN, Carola Zillikens M, McCarthy MI, Speliotes EK, North KE, Fox CS, Barroso I, Franks PW, Ingelsson E, Heid IM, Loos RJF, Cupples LA, Morris AP, Lindgren CM, Mohlke KL. New genetic loci link adipose and insulin biology to body fat distribution. Nature 2015; 518:187-196. [PMID: 25673412 PMCID: PMC4338562 DOI: 10.1038/nature14132] [Citation(s) in RCA: 1100] [Impact Index Per Article: 122.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2013] [Accepted: 12/02/2014] [Indexed: 12/17/2022]
Abstract
Body fat distribution is a heritable trait and a well-established predictor of adverse metabolic outcomes, independent of overall adiposity. To increase our understanding of the genetic basis of body fat distribution and its molecular links to cardiometabolic traits, we conducted genome-wide association meta-analyses of waist and hip circumference-related traits in up to 224,459 individuals. We identified 49 loci (33 new) associated with waist-to-hip ratio adjusted for body mass index (WHRadjBMI) and an additional 19 loci newly associated with related waist and hip circumference measures (P<5×10−8). Twenty of the 49 WHRadjBMI loci showed significant sexual dimorphism, 19 of which displayed a stronger effect in women. The identified loci were enriched for genes expressed in adipose tissue and for putative regulatory elements in adipocytes. Pathway analyses implicated adipogenesis, angiogenesis, transcriptional regulation, and insulin resistance as processes affecting fat distribution, providing insight into potential pathophysiological mechanisms.
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Haer-Wigman L, Stegmann TC, Solati S, Ait Soussan A, Beckers E, van der Harst P, van Hulst-Sundermeijer M, Ligthart P, van Rhenen D, Schepers H, de Haas M, van der Schoot CE. Impact of genetic variation in the SMIM1 gene on Vel expression levels. Transfusion 2015; 55:1457-66. [PMID: 25647324 DOI: 10.1111/trf.13014] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2014] [Revised: 10/07/2014] [Accepted: 10/21/2014] [Indexed: 01/12/2023]
Abstract
BACKGROUND Serologic determination of the Vel- phenotype is challenging due to variable Vel expression levels. In this study we investigated the genetic basis for weak Vel expression levels and developed a high-throughput genotyping assay to detect Vel- donors. STUDY DESIGN AND METHODS In 548 random Caucasian and 107 Vel+(w) donors genetic variation in the SMIM1 gene was studied and correlated to Vel expression levels. A total of 3366 Caucasian, 621 black, and 333 Chinese donors were screened with a high-throughput genotyping assay targeting the SMIM1*64_80del allele. RESULTS The Vel+(w) phenotype is in most cases caused by the presence of one SMIM1 allele carrying the major allele of the rs1175550 SNP in combination with a SMIM1*64_80del allele or in few cases caused by the presence of the SMIM1*152T>A or SMIM1*152T>G allele. In approximately 6% of Vel+(w) donors genetic factors in SMIM1 could not explain the weak expression. We excluded the possibility that lack of expression of another blood group system was correlated with weak Vel expression levels. Furthermore, using a high-throughput Vel genotyping assay we detected two Caucasian Vel- donors. CONCLUSION Weak Vel expression levels are caused by multiple genetic factors in SMIM1 and probably also by other genetic or environmental factors. Due to the variation in Vel expression levels, serologic determination of the Vel- phenotype is difficult and a genotyping assay targeting the c.64_80del deletion in SMIM1 should be used to screen donors for the Vel- phenotype.
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Affiliation(s)
- Lonneke Haer-Wigman
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Tamara C Stegmann
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Shabnam Solati
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Aïcha Ait Soussan
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Erik Beckers
- Maastricht University Medical Center, Maastricht, the Netherlands
| | | | - Marga van Hulst-Sundermeijer
- Department of Stem Cell Biology & Department of Experimental Hematology, Sanquin Diagnostic Services, Amsterdam, the Netherlands
| | - Peter Ligthart
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | | | - Hein Schepers
- University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Masja de Haas
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - C Ellen van der Schoot
- Sanquin Research, Amsterdam and Landsteiner Laboratory, Academic Medical Center, University of Amsterdam, Amsterdam, the Netherlands
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Fehrmann RSN, Karjalainen JM, Krajewska M, Westra HJ, Maloney D, Simeonov A, Pers TH, Hirschhorn JN, Jansen RC, Schultes EA, van Haagen HHHBM, de Vries EGE, te Meerman GJ, Wijmenga C, van Vugt MATM, Franke L. Gene expression analysis identifies global gene dosage sensitivity in cancer. Nat Genet 2015; 47:115-25. [PMID: 25581432 DOI: 10.1038/ng.3173] [Citation(s) in RCA: 239] [Impact Index Per Article: 26.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2014] [Accepted: 12/02/2014] [Indexed: 12/13/2022]
Abstract
Many cancer-associated somatic copy number alterations (SCNAs) are known. Currently, one of the challenges is to identify the molecular downstream effects of these variants. Although several SCNAs are known to change gene expression levels, it is not clear whether each individual SCNA affects gene expression. We reanalyzed 77,840 expression profiles and observed a limited set of 'transcriptional components' that describe well-known biology, explain the vast majority of variation in gene expression and enable us to predict the biological function of genes. On correcting expression profiles for these components, we observed that the residual expression levels (in 'functional genomic mRNA' profiling) correlated strongly with copy number. DNA copy number correlated positively with expression levels for 99% of all abundantly expressed human genes, indicating global gene dosage sensitivity. By applying this method to 16,172 patient-derived tumor samples, we replicated many loci with aberrant copy numbers and identified recurrently disrupted genes in genomically unstable cancers.
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Affiliation(s)
- Rudolf S N Fehrmann
- 1] Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands. [2] Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Juha M Karjalainen
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Małgorzata Krajewska
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Harm-Jan Westra
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - David Maloney
- National Center for Advancing Translational Sciences, US National Institutes of Health, Rockville, Maryland, USA
| | - Anton Simeonov
- National Center for Advancing Translational Sciences, US National Institutes of Health, Rockville, Maryland, USA
| | - Tune H Pers
- 1] Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA. [2] Division of Endocrinology, Children's Hospital Boston, Boston, Massachusetts, USA. [3] Center for Basic and Translational Obesity Research, Children's Hospital Boston, Boston, Massachusetts, USA. [4] Department of Systems Biology, Center for Biological Sequence Analysis, Technical University of Denmark, Lyngby, Denmark
| | - Joel N Hirschhorn
- 1] Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA. [2] Division of Endocrinology, Children's Hospital Boston, Boston, Massachusetts, USA. [3] Center for Basic and Translational Obesity Research, Children's Hospital Boston, Boston, Massachusetts, USA. [4] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
| | - Ritsert C Jansen
- Groningen Bioinformatics Centre, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Haren, the Netherlands
| | - Erik A Schultes
- 1] Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands. [2] BioSemantics Group, Leiden Institute of Advanced Computer Science, Leiden University, Leiden, the Netherlands
| | | | - Elisabeth G E de Vries
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Gerard J te Meerman
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Marcel A T M van Vugt
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
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McBean RS, Hyland CA, Hendry JL, Shabani-Rad MT, Flower RL. SARA: a "new" low-frequency MNS antigen (MNS47) provides further evidence of the extreme diversity of the MNS blood group system. Transfusion 2014; 55:1451-6. [PMID: 25523184 DOI: 10.1111/trf.12973] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2014] [Revised: 10/07/2014] [Accepted: 10/12/2014] [Indexed: 11/28/2022]
Abstract
BACKGROUND Until recently, SARAH (SARA) was a low-frequency antigen within the 700 series (700.052). SARA was discovered in Australia and subsequently described in Canada where anti-SARA was implicated in severe hemolytic disease of the fetus and newborn (HDFN). This study investigated whether SARA could be recategorized into an existing, or novel, blood group system. STUDY DESIGN AND METHODS Serologically typed Australian SARA family members (n = 9) were exome sequenced followed by bioinformatics analysis. Sanger sequencing of Exon 3 of GYPA of Australian (n = 9) and Canadian (n = 9) family members was then performed, as were peptide inhibition studies. RESULTS Exome sequencing identified 499,329 single-nucleotide variants (SNVs) within the nine individuals. Filtering excluded SNVs with an NCBI dbSNP ID (n = 482,177) and non-protein coding SNVs (n = 14,008); for the remaining 3144 SNVs, only one, c.240G>T of GYPA encoding p.Arg80Ser, was present in all six SARA-positive individuals. Sanger sequencing confirmed the presence of c.240G>T in the Australian SARA-positive individuals and demonstrated the same genetic basis in the Canadian SARA family. For a peptide representing the SARA sequence, inhibition of anti-SARA against SARA-positive cells was 84.6% at a concentration of 1.0 mg/mL. CONCLUSION We provide evidence that the SARA antigen is encoded by a SNV on GYPA and SARA has been reassigned to the MNS blood group system, now MNS47. This discovery provides a basis for application of genetic approaches in SARA typing when clinically indicated, for example, in HDFN.
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Affiliation(s)
- Rhiannon S McBean
- Research and Development, Australian Red Cross Blood Service, Kelvin Grove, Queensland, Australia
| | - Catherine A Hyland
- Research and Development, Australian Red Cross Blood Service, Kelvin Grove, Queensland, Australia
| | - Julia L Hendry
- Transfusion Medicine, Calgary Laboratory Services, Calgary, Alberta, Canada
| | | | - Robert L Flower
- Research and Development, Australian Red Cross Blood Service, Kelvin Grove, Queensland, Australia
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Wood AR, Esko T, Yang J, Vedantam S, Pers TH, Gustafsson S, Chu AY, Estrada K, Luan J, Kutalik Z, Amin N, Buchkovich ML, Croteau-Chonka DC, Day FR, Duan Y, Fall T, Fehrmann R, Ferreira T, Jackson AU, Karjalainen J, Lo KS, Locke AE, Mägi R, Mihailov E, Porcu E, Randall JC, Scherag A, Vinkhuyzen AAE, Westra HJ, Winkler TW, Workalemahu T, Zhao JH, Absher D, Albrecht E, Anderson D, Baron J, Beekman M, Demirkan A, Ehret GB, Feenstra B, Feitosa MF, Fischer K, Fraser RM, Goel A, Gong J, Justice AE, Kanoni S, Kleber ME, Kristiansson K, Lim U, Lotay V, Lui JC, Mangino M, Mateo Leach I, Medina-Gomez C, Nalls MA, Nyholt DR, Palmer CD, Pasko D, Pechlivanis S, Prokopenko I, Ried JS, Ripke S, Shungin D, Stancáková A, Strawbridge RJ, Sung YJ, Tanaka T, Teumer A, Trompet S, van der Laan SW, van Setten J, Van Vliet-Ostaptchouk JV, Wang Z, Yengo L, Zhang W, Afzal U, Arnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Bolton JL, Böttcher Y, Boyd HA, Bruinenberg M, Buckley BM, Buyske S, Caspersen IH, Chines PS, Clarke R, Claudi-Boehm S, Cooper M, Daw EW, De Jong PA, Deelen J, Delgado G, Denny JC, Dhonukshe-Rutten R, Dimitriou M, Doney ASF, Dörr M, Eklund N, Eury E, Folkersen L, Garcia ME, Geller F, Giedraitis V, Go AS, Grallert H, Grammer TB, Gräßler J, Grönberg H, de Groot LCPGM, Groves CJ, Haessler J, Hall P, Haller T, Hallmans G, Hannemann A, Hartman CA, Hassinen M, Hayward C, Heard-Costa NL, Helmer Q, Hemani G, Henders AK, Hillege HL, Hlatky MA, Hoffmann W, Hoffmann P, Holmen O, Houwing-Duistermaat JJ, Illig T, Isaacs A, James AL, Jeff J, Johansen B, Johansson Å, Jolley J, Juliusdottir T, Junttila J, Kho AN, Kinnunen L, Klopp N, Kocher T, Kratzer W, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Lu Y, Lyssenko V, Magnusson PKE, Mahajan A, Maillard M, McArdle WL, McKenzie CA, McLachlan S, McLaren PJ, Menni C, Merger S, Milani L, Moayyeri A, Monda KL, Morken MA, Müller G, Müller-Nurasyid M, Musk AW, Narisu N, Nauck M, Nolte IM, Nöthen MM, Oozageer L, Pilz S, Rayner NW, Renstrom F, Robertson NR, Rose LM, Roussel R, Sanna S, Scharnagl H, Scholtens S, Schumacher FR, Schunkert H, Scott RA, Sehmi J, Seufferlein T, Shi J, Silventoinen K, Smit JH, Smith AV, Smolonska J, Stanton AV, Stirrups K, Stott DJ, Stringham HM, Sundström J, Swertz MA, Syvänen AC, Tayo BO, Thorleifsson G, Tyrer JP, van Dijk S, van Schoor NM, van der Velde N, van Heemst D, van Oort FVA, Vermeulen SH, Verweij N, Vonk JM, Waite LL, Waldenberger M, Wennauer R, Wilkens LR, Willenborg C, Wilsgaard T, Wojczynski MK, Wong A, Wright AF, Zhang Q, Arveiler D, Bakker SJL, Beilby J, Bergman RN, Bergmann S, Biffar R, Blangero J, Boomsma DI, Bornstein SR, Bovet P, Brambilla P, Brown MJ, Campbell H, Caulfield MJ, Chakravarti A, Collins R, Collins FS, Crawford DC, Cupples LA, Danesh J, de Faire U, den Ruijter HM, Erbel R, Erdmann J, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Ford I, Forouhi NG, Forrester T, Gansevoort RT, Gejman PV, Gieger C, Golay A, Gottesman O, Gudnason V, Gyllensten U, Haas DW, Hall AS, Harris TB, Hattersley AT, Heath AC, Hengstenberg C, Hicks AA, Hindorff LA, Hingorani AD, Hofman A, Hovingh GK, Humphries SE, Hunt SC, Hypponen E, Jacobs KB, Jarvelin MR, Jousilahti P, Jula AM, Kaprio J, Kastelein JJP, Kayser M, Kee F, Keinanen-Kiukaanniemi SM, Kiemeney LA, Kooner JS, Kooperberg C, Koskinen S, Kovacs P, Kraja AT, Kumari M, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lupoli S, Madden PAF, Männistö S, Manunta P, Marette A, Matise TC, McKnight B, Meitinger T, Moll FL, Montgomery GW, Morris AD, Morris AP, Murray JC, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Ouwehand WH, Pasterkamp G, Peters A, Pramstaller PP, Price JF, Qi L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ritchie M, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PEH, Sebert S, Sever P, Shuldiner AR, Sinisalo J, Steinthorsdottir V, Stolk RP, Tardif JC, Tönjes A, Tremblay A, Tremoli E, Virtamo J, Vohl MC, Amouyel P, Asselbergs FW, Assimes TL, Bochud M, Boehm BO, Boerwinkle E, Bottinger EP, Bouchard C, Cauchi S, Chambers JC, Chanock SJ, Cooper RS, de Bakker PIW, Dedoussis G, Ferrucci L, Franks PW, Froguel P, Groop LC, Haiman CA, Hamsten A, Hayes MG, Hui J, Hunter DJ, Hveem K, Jukema JW, Kaplan RC, Kivimaki M, Kuh D, Laakso M, Liu Y, Martin NG, März W, Melbye M, Moebus S, Munroe PB, Njølstad I, Oostra BA, Palmer CNA, Pedersen NL, Perola M, Pérusse L, Peters U, Powell JE, Power C, Quertermous T, Rauramaa R, Reinmaa E, Ridker PM, Rivadeneira F, Rotter JI, Saaristo TE, Saleheen D, Schlessinger D, Slagboom PE, Snieder H, Spector TD, Strauch K, Stumvoll M, Tuomilehto J, Uusitupa M, van der Harst P, Völzke H, Walker M, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Zanen P, Deloukas P, Heid IM, Lindgren CM, Mohlke KL, Speliotes EK, Thorsteinsdottir U, Barroso I, Fox CS, North KE, Strachan DP, Beckmann JS, Berndt SI, Boehnke M, Borecki IB, McCarthy MI, Metspalu A, Stefansson K, Uitterlinden AG, van Duijn CM, Franke L, Willer CJ, Price AL, Lettre G, Loos RJF, Weedon MN, Ingelsson E, O'Connell JR, Abecasis GR, Chasman DI, Goddard ME, Visscher PM, Hirschhorn JN, Frayling TM. Defining the role of common variation in the genomic and biological architecture of adult human height. Nat Genet 2014; 46:1173-86. [PMID: 25282103 PMCID: PMC4250049 DOI: 10.1038/ng.3097] [Citation(s) in RCA: 1215] [Impact Index Per Article: 121.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2013] [Accepted: 08/29/2014] [Indexed: 12/17/2022]
Abstract
Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated ∼2,000, ∼3,700 and ∼9,500 SNPs explained ∼21%, ∼24% and ∼29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/β-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
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Affiliation(s)
- Andrew R Wood
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Tonu Esko
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [3] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [4] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
| | - Jian Yang
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Sailaja Vedantam
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA
| | - Tune H Pers
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [3] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA. [4] Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark
| | - Stefan Gustafsson
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Audrey Y Chu
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Karol Estrada
- 1] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [2] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [3] Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Jian'an Luan
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Zoltán Kutalik
- 1] Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland. [2] Swiss Institute of Bioinformatics, Lausanne, Switzerland. [3] Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Martin L Buchkovich
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Damien C Croteau-Chonka
- 1] Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA. [2] Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Felix R Day
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Yanan Duan
- Department of Genetics, Division of Statistical Genomics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Tove Fall
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden. [3] Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Rudolf Fehrmann
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Teresa Ferreira
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Anne U Jackson
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Ken Sin Lo
- Montreal Heart Institute, Montreal, Quebec, Canada
| | - Adam E Locke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Reedik Mägi
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Evelin Mihailov
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Eleonora Porcu
- Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, Cagliari, Italy
| | - Joshua C Randall
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Wellcome Trust Sanger Institute, Hinxton, UK
| | - André Scherag
- 1] Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany. [2] Clinical Epidemiology, Integrated Research and Treatment Center, Center for Sepsis Control and Care (CSCC), Jena University Hospital, Jena, Germany
| | - Anna A E Vinkhuyzen
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Harm-Jan Westra
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Thomas W Winkler
- Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg, Germany
| | - Tsegaselassie Workalemahu
- Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA
| | - Jing Hua Zhao
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Devin Absher
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Denise Anderson
- Telethon Institute for Child Health Research, Centre for Child Health Research, University of Western Australia, Perth, Western Australia, Australia
| | - Jeffrey Baron
- Section on Growth and Development, Program in Developmental Endocrinology and Genetics, Eunice Kennedy Shriver National Institute of Child Health and Human Development, US National Institutes of Health, Bethesda, Maryland, USA
| | - Marian Beekman
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Ayse Demirkan
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Georg B Ehret
- 1] Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA. [2] Department of Specialties of Internal Medicine, Division of Cardiology, Geneva University Hospital, Geneva, Switzerland
| | - Bjarke Feenstra
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Mary F Feitosa
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Ross M Fraser
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Anuj Goel
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Radcliffe Department of Medicine, Division of Cardiovascular Medicine, University of Oxford, Oxford, UK
| | - Jian Gong
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Anne E Justice
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Marcus E Kleber
- 1] Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany. [2] Department of Internal Medicine II, Ulm University Medical Centre, Ulm, Germany
| | | | - Unhee Lim
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
| | - Vaneet Lotay
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Julian C Lui
- Section on Growth and Development, Program in Developmental Endocrinology and Genetics, Eunice Kennedy Shriver National Institute of Child Health and Human Development, US National Institutes of Health, Bethesda, Maryland, USA
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Irene Mateo Leach
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Carolina Medina-Gomez
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Michael A Nalls
- Laboratory of Neurogenetics, National Institute on Aging, US National Institutes of Health, Bethesda, Maryland, USA
| | - Dale R Nyholt
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Cameron D Palmer
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA
| | - Dorota Pasko
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Sonali Pechlivanis
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany
| | - Inga Prokopenko
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK. [3] Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK
| | - Janina S Ried
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Stephan Ripke
- 1] Analytic and Translational Genetics Unit, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA. [2] Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA
| | - Dmitry Shungin
- 1] Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University Diabetes Center, Skåne University Hospital, Malmö, Sweden. [2] Department of Public Health and Clinical Medicine, Unit of Medicine, Umeå University, Umeå, Sweden. [3] Department of Odontology, Umeå University, Umeå, Sweden
| | - Alena Stancáková
- Department of Medicine, University of Eastern Finland, Kuopio, Finland
| | - Rona J Strawbridge
- Atherosclerosis Research Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Yun Ju Sung
- Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Toshiko Tanaka
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, USA
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Stella Trompet
- 1] Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Sander W van der Laan
- Experimental Cardiology Laboratory, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jessica van Setten
- Department of Medical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jana V Van Vliet-Ostaptchouk
- Department of Endocrinology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Zhaoming Wang
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany. [3] Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA. [4] Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, USA
| | - Loïc Yengo
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - Weihua Zhang
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Uzma Afzal
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Johan Arnlöv
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden. [3] School of Health and Social Studies, Dalarna University, Falun, Sweden
| | - Gillian M Arscott
- PathWest Laboratory Medicine of Western Australia, Nedlands, Western Australia, Australia
| | | | - Amy Barrett
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Claire Bellis
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Amanda J Bennett
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Christian Berne
- Department of Medical Sciences, Endocrinology, Diabetes and Metabolism, Uppsala University, Uppsala, Sweden
| | - Matthias Blüher
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Jennifer L Bolton
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Yvonne Böttcher
- Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany
| | - Heather A Boyd
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Marcel Bruinenberg
- LifeLines, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Brendan M Buckley
- Department of Pharmacology and Therapeutics, University College Cork, Cork, Ireland
| | - Steven Buyske
- 1] Department of Statistics and Biostatistics, Rutgers University, Piscataway, New Jersy, USA. [2] Department of Genetics, Rutgers University, Piscataway, New Jersey, USA
| | - Ida H Caspersen
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Peter S Chines
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Robert Clarke
- Clinical Trial Service Unit, Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Simone Claudi-Boehm
- Division of Endocrinology, Diabetes and Metabolism, Ulm University Medical Centre, Ulm, Germany
| | - Matthew Cooper
- Telethon Institute for Child Health Research, Centre for Child Health Research, University of Western Australia, Perth, Western Australia, Australia
| | - E Warwick Daw
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Pim A De Jong
- Department of Radiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Joris Deelen
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Graciela Delgado
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Josh C Denny
- Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, USA
| | | | - Maria Dimitriou
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Alex S F Doney
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Marcus Dörr
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Department of Internal Medicine B, University Medicine Greifswald, Greifswald, Germany
| | - Niina Eklund
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Elodie Eury
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - Lasse Folkersen
- Atherosclerosis Research Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Melissa E Garcia
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, US National Institutes of Health, Bethesda, Maryland, USA
| | - Frank Geller
- Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark
| | - Vilmantas Giedraitis
- Department of Public Health and Caring Sciences, Geriatrics, Uppsala University, Uppsala, Sweden
| | - Alan S Go
- Kaiser Permanente, Division of Research, Oakland, California, USA
| | - Harald Grallert
- 1] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [3] German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Tanja B Grammer
- Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany
| | - Jürgen Gräßler
- Department of Medicine III, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | | - Christopher J Groves
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Jeffrey Haessler
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Toomas Haller
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Goran Hallmans
- Unit of Nutritional Research, Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Anke Hannemann
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Catharina A Hartman
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Maija Hassinen
- Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Nancy L Heard-Costa
- 1] National Heart, Lung, and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, USA. [2] Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
| | - Quinta Helmer
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, the Netherlands. [3] Faculty of Psychology and Education, VU University Amsterdam, Amsterdam, the Netherlands
| | - Gibran Hemani
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Anjali K Henders
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Hans L Hillege
- 1] Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [2] Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Mark A Hlatky
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Wolfgang Hoffmann
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Per Hoffmann
- 1] Department of Biomedicine, Division of Medical Genetics, University of Basel, Basel, Switzerland. [2] Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany. [3] Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Oddgeir Holmen
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jeanine J Houwing-Duistermaat
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Medical Statistics and Bioinformatics, Leiden University Medical Center, Leiden, the Netherlands
| | - Thomas Illig
- 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Aaron Isaacs
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Center for Medical Systems Biology, Leiden, the Netherlands
| | - Alan L James
- 1] Department of Pulmonary Physiology and Sleep Medicine, Nedlands, Western Australia, Australia. [2] School of Medicine and Pharmacology, University of Western Australia, Crawley, Western Australia, Australia
| | - Janina Jeff
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Berit Johansen
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Åsa Johansson
- Department of Immunology, Genetics and Pathology, SciLifeLab, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - Jennifer Jolley
- 1] Department of Haematology, University of Cambridge, Cambridge, UK. [2] NHS Blood and Transplant, Cambridge, UK
| | | | | | - Abel N Kho
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Leena Kinnunen
- National Institute for Health and Welfare, Helsinki, Finland
| | - Norman Klopp
- 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Hannover Unified Biobank, Hannover Medical School, Hannover, Germany
| | - Thomas Kocher
- Unit of Periodontology, Department of Restorative Dentistry, Periodontology and Endodontology, University Medicine Greifswald, Greifswald, Germany
| | - Wolfgang Kratzer
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Peter Lichtner
- Institute of Human Genetics, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Lars Lind
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Jaana Lindström
- National Institute for Health and Welfare, Helsinki, Finland
| | - Stéphane Lobbens
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - Mattias Lorentzon
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Yingchang Lu
- 1] Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA. [2] Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | | | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anubha Mahajan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Marc Maillard
- Service of Nephrology, Department of Medicine, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | - Wendy L McArdle
- School of Social and Community Medicine, University of Bristol, Bristol, UK
| | - Colin A McKenzie
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston, Jamaica
| | - Stela McLachlan
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Paul J McLaren
- 1] Global Health Institute, Department of Life Sciences, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland. [2] Institute of Microbiology, University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Cristina Menni
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Sigrun Merger
- Division of Endocrinology, Diabetes and Metabolism, Ulm University Medical Centre, Ulm, Germany
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Alireza Moayyeri
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Keri L Monda
- 1] Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA. [2] Center for Observational Research, Amgen, Inc., Thousand Oaks, California, USA
| | - Mario A Morken
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Gabriele Müller
- Center for Evidence-Based Healthcare, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Martina Müller-Nurasyid
- 1] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Department of Medicine I, University Hospital Großhadern, Ludwig Maximilians Universität, Munich, Germany. [3] Chair of Genetic Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig Maximilians Universität, Neuherberg, Germany. [4] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany
| | - Arthur W Musk
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Western Australia, Australia
| | - Narisu Narisu
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Matthias Nauck
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Ilja M Nolte
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Markus M Nöthen
- 1] Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany. [2] Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Laticia Oozageer
- Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK
| | - Stefan Pilz
- 1] Department of Epidemiology and Biostatistics, Institute for Research in Extramural Medicine (EMGO) Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands. [2] Department of Internal Medicine, Division of Endocrinology and Metabolism, Medical University of Graz, Graz, Austria
| | - Nigel W Rayner
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Wellcome Trust Sanger Institute, Hinxton, UK. [3] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Frida Renstrom
- Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University Diabetes Center, Skåne University Hospital, Malmö, Sweden
| | - Neil R Robertson
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK
| | - Lynda M Rose
- Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Ronan Roussel
- 1] Diabetology-Endocrinology-Nutrition, Public Hospital System of the City of Paris (AP-HP), Bichat Hospital, Paris, France. [2] INSERM U872, Centre de Recherche des Cordeliers, Paris, France. [3] Paris Diderot University, Paris, France
| | - Serena Sanna
- Istituto di Ricerca Genetica e Biomedica (IRGB), Consiglio Nazionale delle Ricerche, Cagliari, Italy
| | - Hubert Scharnagl
- Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria
| | - Salome Scholtens
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Fredrick R Schumacher
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Heribert Schunkert
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany. [2] Deutsches Herzzentrum München, Technische Universität München, Munich, Germany
| | - Robert A Scott
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Joban Sehmi
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK
| | - Thomas Seufferlein
- Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany
| | - Jianxin Shi
- National Cancer Institute, Bethesda, Maryland, USA
| | | | - Johannes H Smit
- 1] EMGO Institute for Health and Care Research, VU University, Amsterdam, the Netherlands. [2] Department of Psychiatry, Neuroscience Campus, VU University Amsterdam, Amsterdam, the Netherlands
| | - Albert Vernon Smith
- 1] Icelandic Heart Association, Kopavogur, Iceland. [2] University of Iceland, Reykjavik, Iceland
| | - Joanna Smolonska
- 1] Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [2] Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Alice V Stanton
- Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Kathleen Stirrups
- 1] Wellcome Trust Sanger Institute, Hinxton, UK. [2] William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - David J Stott
- Institute of Cardiovascular and Medical Sciences, Faculty of Medicine, University of Glasgow, Glasgow, UK
| | - Heather M Stringham
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Johan Sundström
- Department of Medical Sciences, Cardiovascular Epidemiology, Uppsala University, Uppsala, Sweden
| | - Morris A Swertz
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Ann-Christine Syvänen
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Medicine, Uppsala University, Uppsala, Sweden
| | - Bamidele O Tayo
- Department of Public Health Sciences, Stritch School of Medicine, Loyola University of Chicago, Maywood, Illinois, USA
| | | | | | - Suzanne van Dijk
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Natasja M van Schoor
- Department of Epidemiology and Biostatistics, Institute for Research in Extramural Medicine (EMGO) Institute for Health and Care Research, VU University Medical Center, Amsterdam, the Netherlands
| | - Nathalie van der Velde
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Section of Geriatrics, Department of Internal Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Diana van Heemst
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Gerontology and Geriatrics, Leiden University Medical Center, Leiden, the Netherlands
| | - Floor V A van Oort
- Department of Child and Adolescent Psychiatry, Psychology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Sita H Vermeulen
- 1] Department for Health Evidence, Radboud University Medical Centre, Nijmegen, the Netherlands. [2] Department of Genetics, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Niek Verweij
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Judith M Vonk
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Lindsay L Waite
- HudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA
| | - Melanie Waldenberger
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Roman Wennauer
- Department of Clinical Chemistry, Ulm University Medical Centre, Ulm, Germany
| | - Lynne R Wilkens
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
| | - Christina Willenborg
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), partner site Hamburg-Lubeck-Kiel, Lubeck, Germany. [2] Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - Tom Wilsgaard
- Department of Community Medicine, Faculty of Health Sciences, UiT The Arctic University of Tromsø, Tromsø, Norway
| | - Mary K Wojczynski
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Andrew Wong
- MRC Unit for Lifelong Health and Ageing at University College London, London, UK
| | - Alan F Wright
- MRC Human Genetics Unit, Institute of Genetics and Molecular Medicine, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Qunyuan Zhang
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Dominique Arveiler
- Department of Epidemiology and Public Health, University of Strasbourg, Faculty of Medicine, Strasbourg, France
| | - Stephan J L Bakker
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - John Beilby
- 1] PathWest Laboratory Medicine of Western Australia, Nedlands, Western Australia, Australia. [2] Pathology and Laboratory Medicine, University of Western Australia, Perth, Western Australia, Australia
| | - Richard N Bergman
- Cedars-Sinai Diabetes and Obesity Research Institute, Los Angeles, California, USA
| | - Sven Bergmann
- 1] Swiss Institute of Bioinformatics, Lausanne, Switzerland. [2] Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland
| | - Reiner Biffar
- Department of Prosthetic Dentistry, Gerostomatology and Dental Materials, University Medicine Greifswald, Greifswald, Germany
| | - John Blangero
- Department of Genetics, Texas Biomedical Research Institute, San Antonio, Texas, USA
| | - Dorret I Boomsma
- Biological Psychology, VU University Amsterdam, Amsterdam, the Netherlands
| | - Stefan R Bornstein
- Department of Medicine III, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Pascal Bovet
- 1] Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne, Lausanne, Switzerland. [2] Ministry of Health, Victoria, Republic of Seychelles
| | - Paolo Brambilla
- Laboratory Medicine, Hospital of Desio, Department of Health Sciences, University of Milano, Bicocca, Italy
| | - Morris J Brown
- Clinical Pharmacology Unit, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Harry Campbell
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Mark J Caulfield
- 1] Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. [2] Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Aravinda Chakravarti
- Center for Complex Disease Genomics, McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Rory Collins
- Clinical Trial Service Unit, Epidemiological Studies Unit, Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Francis S Collins
- Genome Technology Branch, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Dana C Crawford
- 1] Center for Human Genetics Research, Vanderbilt University Medical Center, Nashville, Tennessee, USA. [2] Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, Tennessee, USA
| | - L Adrienne Cupples
- 1] National Heart, Lung, and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, USA. [2] Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts, USA
| | - John Danesh
- Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK
| | - Ulf de Faire
- Division of Cardiovascular Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Hester M den Ruijter
- 1] Experimental Cardiology Laboratory, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands. [2] Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Raimund Erbel
- Clinic of Cardiology, West German Heart Centre, University Hospital Essen, Essen, Germany
| | - Jeanette Erdmann
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), partner site Hamburg-Lubeck-Kiel, Lubeck, Germany. [2] Institut für Integrative und Experimentelle Genomik, Universität zu Lübeck, Lübeck, Germany
| | - Johan G Eriksson
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland. [3] Unit of General Practice, Helsinki University Central Hospital, Helsinki, Finland
| | - Martin Farrall
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Radcliffe Department of Medicine, Division of Cardiovascular Medicine, University of Oxford, Oxford, UK
| | - Ele Ferrannini
- 1] Department of Internal Medicine, University of Pisa, Pisa, Italy. [2] National Research Council (CNR) Institute of Clinical Physiology, University of Pisa, Pisa, Italy
| | - Jean Ferrières
- Department of Cardiology, Toulouse University School of Medicine, Rangueil Hospital, Toulouse, France
| | - Ian Ford
- Robertson Center for Biostatistics, University of Glasgow, Glasgow, UK
| | - Nita G Forouhi
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Terrence Forrester
- Tropical Metabolism Research Unit, Tropical Medicine Research Institute, University of the West Indies, Mona, Kingston, Jamaica
| | - Ron T Gansevoort
- Department of Internal Medicine, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Pablo V Gejman
- NorthShore University HealthSystem, University of Chicago, Evanston, Illinois, USA
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Alain Golay
- Service of Therapeutic Education for Diabetes, Obesity and Chronic Diseases, Geneva University Hospital, Geneva, Switzerland
| | - Omri Gottesman
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Vilmundur Gudnason
- 1] Icelandic Heart Association, Kopavogur, Iceland. [2] University of Iceland, Reykjavik, Iceland
| | - Ulf Gyllensten
- Department of Immunology, Genetics and Pathology, SciLifeLab, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
| | - David W Haas
- Department of Medicine, Pharmacology, Pathology, Microbiology and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee, USA
| | - Alistair S Hall
- Leeds MRC Medical Bioinformatics Centre, University of Leeds, Leeds, UK
| | - Tamara B Harris
- Laboratory of Epidemiology and Population Sciences, National Institute on Aging, US National Institutes of Health, Bethesda, Maryland, USA
| | - Andrew T Hattersley
- Institute of Biomedical and Clinical Science, University of Exeter, Exeter, UK
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Christian Hengstenberg
- 1] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany. [2] Deutsches Herzzentrum München, Technische Universität München, Munich, Germany
| | - Andrew A Hicks
- Center for Biomedicine, European Academy Bozen, Bolzano (EURAC), Bolzano, Italy (affiliated institute of the University of Lübeck, Lübeck, Germany)
| | - Lucia A Hindorff
- Division of Genomic Medicine, National Human Genome Research Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Aroon D Hingorani
- Institute of Cardiovascular Science, University College London, London, UK
| | - Albert Hofman
- 1] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [2] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - G Kees Hovingh
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Steve E Humphries
- Centre for Cardiovascular Genetics, Institute of Cardiovascular Sciences, University College London, London, UK
| | - Steven C Hunt
- Cardiovascular Genetics Division, Department of Internal Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Elina Hypponen
- 1] School of Population Health, University of South Australia, Adelaide, South Australia, Australia. [2] Sansom Institute for Health Research, University of South Australia, Adelaide, South Australia, Australia. [3] South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia. [4] Centre for Paediatric Epidemiology and Biostatistics, University College London Institute of Child Health, London, UK
| | - Kevin B Jacobs
- 1] Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA. [2] Core Genotyping Facility, SAIC-Frederick, Inc., NCI-Frederick, Frederick, Maryland, USA
| | - Marjo-Riitta Jarvelin
- 1] Department of Epidemiology and Biostatistics, Imperial College London, London, UK. [2] National Institute for Health and Welfare, Oulu, Finland. [3] MRC Health Protection Agency (HPA) Centre for Environment and Health, School of Public Health, Imperial College London, London, UK. [4] Unit of Primary Care, Oulu University Hospital, Oulu, Finland. [5] Biocenter Oulu, University of Oulu, Oulu, Finland. [6] Institute of Health Sciences, University of Oulu, Oulu, Finland
| | | | - Antti M Jula
- National Institute for Health and Welfare, Helsinki, Finland
| | - Jaakko Kaprio
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland. [3] Hjelt Institute Department of Public Health, University of Helsinki, Helsinki, Finland
| | - John J P Kastelein
- Department of Vascular Medicine, Academic Medical Center, Amsterdam, the Netherlands
| | - Manfred Kayser
- 1] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [2] Department of Forensic Molecular Biology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Frank Kee
- UK Clinical Research Collaboration Centre of Excellence for Public Health (Northern Ireland), Queens University of Belfast, Belfast, UK
| | - Sirkka M Keinanen-Kiukaanniemi
- 1] Faculty of Medicine, Institute of Health Sciences, University of Oulu, Oulu, Finland. [2] Unit of General Practice, Oulu University Hospital, Oulu, Finland
| | - Lambertus A Kiemeney
- 1] Department for Health Evidence, Radboud University Medical Centre, Nijmegen, the Netherlands. [2] Department of Urology, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Jaspal S Kooner
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Imperial College Healthcare NHS Trust, London, UK. [3] National Heart and Lung Institute, Imperial College London, London, UK
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Seppo Koskinen
- National Institute for Health and Welfare, Helsinki, Finland
| | - Peter Kovacs
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Aldi T Kraja
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Meena Kumari
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Johanna Kuusisto
- Department of Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Timo A Lakka
- 1] Kuopio Research Institute of Exercise Medicine, Kuopio, Finland. [2] Department of Physiology, Institute of Biomedicine, University of Eastern Finland, Kuopio Campus, Kuopio, Finland. [3] Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Claudia Langenberg
- 1] Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [2] Department of Epidemiology and Public Health, University College London, London, UK
| | - Loic Le Marchand
- Epidemiology Program, University of Hawaii Cancer Center, Honolulu, Hawaii, USA
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories and School of Medicine, University of Tampere, Tampere, Finland
| | - Sara Lupoli
- 1] Department of Health Sciences, University of Milano, Milan, Italy. [2] Fondazione Filarete, Milan, Italy
| | - Pamela A F Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Satu Männistö
- National Institute for Health and Welfare, Helsinki, Finland
| | - Paolo Manunta
- 1] Division of Nephrology and Dialysis, San Raffaele Scientific Institute, Milan, Italy. [2] Università Vita-Salute San Raffaele, Milan, Italy
| | - André Marette
- 1] Institut Universitaire de Cardiologie et de Pneumologie de Québec, Faculty of Medicine, Laval University, Quebec City, Quebec, Canada. [2] Institute of Nutrition and Functional Foods, Laval University, Quebec City, Quebec, Canada
| | - Tara C Matise
- Department of Genetics, Rutgers University, Piscataway, New Jersey, USA
| | - Barbara McKnight
- Department of Biostatistics, University of Washington, Seattle, Washington, USA
| | - Thomas Meitinger
- DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany
| | - Frans L Moll
- Department of Surgery, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Grant W Montgomery
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Andrew D Morris
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Andrew P Morris
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [3] Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Jeffrey C Murray
- Department of Pediatrics, University of Iowa, Iowa City, Iowa, USA
| | - Mari Nelis
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Claes Ohlsson
- Centre for Bone and Arthritis Research, Department of Internal Medicine and Clinical Nutrition, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Albertine J Oldehinkel
- Department of Psychiatry, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Ken K Ong
- 1] Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [2] MRC Unit for Lifelong Health and Ageing at University College London, London, UK
| | - Willem H Ouwehand
- 1] Department of Haematology, University of Cambridge, Cambridge, UK. [2] NHS Blood and Transplant, Cambridge, UK
| | - Gerard Pasterkamp
- Experimental Cardiology Laboratory, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Annette Peters
- 1] Research Unit of Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] DZHK (Deutsches Forschungszentrum für Herz-Kreislauferkrankungen-German Research Centre for Cardiovascular Research), Munich Heart Alliance, Munich, Germany. [3] Institute of Epidemiology II, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Peter P Pramstaller
- 1] Center for Biomedicine, European Academy Bozen, Bolzano (EURAC), Bolzano, Italy (affiliated institute of the University of Lübeck, Lübeck, Germany). [2] Department of Neurology, General Central Hospital, Bolzano, Italy
| | - Jackie F Price
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Lu Qi
- 1] Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA. [2] Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA
| | - Olli T Raitakari
- 1] Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland. [2] Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku, Finland
| | - Tuomo Rankinen
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - D C Rao
- 1] Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA. [2] Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA. [3] Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Treva K Rice
- 1] Division of Biostatistics, Washington University School of Medicine, St. Louis, Missouri, USA. [2] Department of Psychiatry, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Marylyn Ritchie
- Center for Systems Genomics, Pennsylvania State University, University Park, Pennsylvania, USA
| | - Igor Rudan
- 1] Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK. [2] Croatian Centre for Global Health, Faculty of Medicine, University of Split, Split, Croatia
| | - Veikko Salomaa
- National Institute for Health and Welfare, Helsinki, Finland
| | - Nilesh J Samani
- 1] Department of Cardiovascular Sciences, University of Leicester, Glenfield Hospital, Leicester, UK. [2] National Institute for Health Research (NIHR) Leicester Cardiovascular Biomedical Research Unit, Glenfield Hospital, Leicester, UK
| | | | - Mark A Sarzynski
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - Peter E H Schwarz
- 1] Department of Medicine III, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany. [2] Paul Langerhans Institute Dresden, German Center for Diabetes Research (DZD), Dresden, Germany
| | - Sylvain Sebert
- Institute of Health Sciences, University of Oulu, Oulu, Finland
| | - Peter Sever
- International Centre for Circulatory Health, Imperial College London, London, UK
| | - Alan R Shuldiner
- 1] Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA. [2] Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, Maryland, USA. [3] Geriatric Research and Education Clinical Center, Vetrans Administration Medical Center, Baltimore, Maryland, USA
| | - Juha Sinisalo
- Helsinki University Central Hospital Heart and Lung Center, Department of Medicine, Helsinki University Central Hospital, Helsinki, Finland
| | | | - Ronald P Stolk
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Jean-Claude Tardif
- 1] Montreal Heart Institute, Montreal, Quebec, Canada. [2] Montreal Heart Institute, Université de Montréal, Montreal, Quebec, Canada
| | - Anke Tönjes
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Angelo Tremblay
- Department of Kinesiology, Laval University, Quebec City, Quebec, Canada
| | - Elena Tremoli
- Dipartimento di Scienze Farmacologiche e Biomolecolari, Università di Milano and Centro Cardiologico Monzino, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Milan, Italy
| | - Jarmo Virtamo
- National Institute for Health and Welfare, Helsinki, Finland
| | - Marie-Claude Vohl
- 1] Institute of Nutrition and Functional Foods, Laval University, Quebec City, Quebec, Canada. [2] Department of Food Science and Nutrition, Laval University, Quebec City, Quebec, Canada
| | - Philippe Amouyel
- Institut Pasteur de Lille, INSERM U744, Université de Lille 2, Lille, France
| | - Folkert W Asselbergs
- 1] Institute of Cardiovascular Science, University College London, London, UK. [2] Department of Cardiology, Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, the Netherlands. [3] Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, the Netherlands
| | - Themistocles L Assimes
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Murielle Bochud
- 1] Institute of Social and Preventive Medicine (IUMSP), Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne, Lausanne, Switzerland. [2] Ministry of Health, Victoria, Republic of Seychelles
| | - Bernhard O Boehm
- 1] Division of Endocrinology, Diabetes and Metabolism, Ulm University Medical Centre, Ulm, Germany. [2] Lee Kong Chian School of Medicine, Imperial College London and Nanyang Technological University, Singapore
| | - Eric Boerwinkle
- Health Science Center at Houston, University of Texas, Houston, Texas, USA
| | - Erwin P Bottinger
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Claude Bouchard
- Human Genomics Laboratory, Pennington Biomedical Research Center, Baton Rouge, Louisiana, USA
| | - Stéphane Cauchi
- 1] CNRS UMR 8199, Lille, France. [2] European Genomic Institute for Diabetes, Lille, France. [3] Université de Lille 2, Lille, France
| | - John C Chambers
- 1] Ealing Hospital National Health Service (NHS) Trust, Middlesex, UK. [2] Department of Epidemiology and Biostatistics, Imperial College London, London, UK. [3] Imperial College Healthcare NHS Trust, London, UK
| | - Stephen J Chanock
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Richard S Cooper
- Department of Public Health Sciences, Stritch School of Medicine, Loyola University of Chicago, Maywood, Illinois, USA
| | - Paul I W de Bakker
- 1] Department of Medical Genetics, University Medical Center Utrecht, Utrecht, the Netherlands. [2] Division of Genetics, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA. [3] Department of Epidemiology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - George Dedoussis
- Department of Dietetics-Nutrition, Harokopio University, Athens, Greece
| | - Luigi Ferrucci
- Translational Gerontology Branch, National Institute on Aging, Baltimore, Maryland, USA
| | - Paul W Franks
- 1] Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA. [2] Department of Clinical Sciences, Genetic and Molecular Epidemiology Unit, Lund University Diabetes Center, Skåne University Hospital, Malmö, Sweden. [3] Department of Public Health and Clinical Medicine, Unit of Medicine, Umeå University, Umeå, Sweden
| | - Philippe Froguel
- 1] Department of Genomics of Common Disease, School of Public Health, Imperial College London, Hammersmith Hospital, London, UK. [2] CNRS UMR 8199, Lille, France. [3] European Genomic Institute for Diabetes, Lille, France. [4] Université de Lille 2, Lille, France
| | - Leif C Groop
- 1] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland. [2] Lund University Diabetes Centre, Lund University, Malmö, Sweden. [3] Diabetes and Endocrinology Unit, Department of Clinical Science, Lund University, Malmö, Sweden
| | - Christopher A Haiman
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Anders Hamsten
- Atherosclerosis Research Unit, Center for Molecular Medicine, Department of Medicine, Karolinska Institutet, Stockholm, Sweden
| | - M Geoffrey Hayes
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jennie Hui
- 1] PathWest Laboratory Medicine of Western Australia, Nedlands, Western Australia, Australia. [2] Pathology and Laboratory Medicine, University of Western Australia, Perth, Western Australia, Australia. [3] School of Population Health, University of South Australia, Adelaide, South Australia, Australia. [4] Sansom Institute for Health Research, University of South Australia, Adelaide, South Australia, Australia
| | - David J Hunter
- 1] Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts, USA. [2] Department of Nutrition, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA. [3] Department of Epidemiology, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA
| | - Kristian Hveem
- Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway
| | - J Wouter Jukema
- 1] Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands. [2] Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, the Netherlands. [3] Interuniversity Cardiology Institute of the Netherlands (ICIN), Utrecht, the Netherlands
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine. Belfer, New York, USA
| | - Mika Kivimaki
- Department of Epidemiology and Public Health, University College London, London, UK
| | - Diana Kuh
- MRC Unit for Lifelong Health and Ageing at University College London, London, UK
| | - Markku Laakso
- Department of Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Yongmei Liu
- Center for Human Genetics, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, North Carolina, USA
| | - Nicholas G Martin
- QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Winfried März
- 1] Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology), Medical Faculty of Mannheim, University of Heidelberg, Heidelberg, Germany. [2] Clinical Institute of Medical and Chemical Laboratory Diagnostics, Medical University of Graz, Graz, Austria. [3] Synlab Academy, Synlab Services, Mannheim, Germany
| | - Mads Melbye
- 1] Department of Epidemiology Research, Statens Serum Institut, Copenhagen, Denmark. [2] Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Susanne Moebus
- Institute for Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, Essen, Germany
| | - Patricia B Munroe
- 1] Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. [2] Barts and The London Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Inger Njølstad
- Department of Community Medicine, Faculty of Health Sciences, UiT The Arctic University of Tromsø, Tromsø, Norway
| | - Ben A Oostra
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Center for Medical Systems Biology, Leiden, the Netherlands. [3] Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Colin N A Palmer
- Medical Research Institute, University of Dundee, Ninewells Hospital and Medical School, Dundee, UK
| | - Nancy L Pedersen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Markus Perola
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] National Institute for Health and Welfare, Helsinki, Finland. [3] Institute for Molecular Medicine, University of Helsinki, Helsinki, Finland
| | - Louis Pérusse
- 1] Institute of Nutrition and Functional Foods, Laval University, Quebec City, Quebec, Canada. [2] Department of Kinesiology, Laval University, Quebec City, Quebec, Canada
| | - Ulrike Peters
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Joseph E Powell
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Chris Power
- Centre for Paediatric Epidemiology and Biostatistics, University College London Institute of Child Health, London, UK
| | - Thomas Quertermous
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Rainer Rauramaa
- 1] Kuopio Research Institute of Exercise Medicine, Kuopio, Finland. [2] Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital and University of Eastern Finland, Kuopio, Finland
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Paul M Ridker
- 1] Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA. [2] Harvard Medical School, Boston, Massachusetts, USA
| | - Fernando Rivadeneira
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Los Angeles BioMedical Research Institute at Harbor-University of California, Los Angeles Medical Center, Torrance, California, USA
| | - Timo E Saaristo
- 1] Finnish Diabetes Association, Tampere, Finland. [2] Pirkanmaa Hospital District, Tampere, Finland
| | - Danish Saleheen
- 1] Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK. [2] Center for Non-Communicable Diseases, Karatchi, Pakistan. [3] Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - David Schlessinger
- Laboratory of Genetics, National Institute on Aging, Baltimore, Maryland, USA
| | - P Eline Slagboom
- 1] Netherlands Consortium for Healthy Aging (NCHA), Leiden University Medical Center, Leiden, the Netherlands. [2] Department of Molecular Epidemiology, Leiden University Medical Center, Leiden, the Netherlands
| | - Harold Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Konstantin Strauch
- 1] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany. [2] Chair of Genetic Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig Maximilians Universität, Neuherberg, Germany
| | - Michael Stumvoll
- 1] Integrated Research and Treatment Center (IFB) Adiposity Diseases, University of Leipzig, Leipzig, Germany. [2] Department of Medicine, University of Leipzig, Leipzig, Germany
| | - Jaakko Tuomilehto
- 1] National Institute for Health and Welfare, Helsinki, Finland. [2] Instituto de Investigacion Sanitaria del Hospital Universario La Paz (IdiPAZ), Madrid, Spain. [3] Diabetes Research Group, King Abdulaziz University, Jeddah, Saudi Arabia. [4] Centre for Vascular Prevention, Danube University Krems, Krems, Austria
| | - Matti Uusitupa
- 1] Department of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland. [2] Research Unit, Kuopio University Hospital, Kuopio, Finland
| | - Pim van der Harst
- 1] Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [2] Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. [3] Durrer Center for Cardiogenetic Research, Interuniversity Cardiology Institute Netherlands-Netherlands Heart Institute, Utrecht, the Netherlands
| | - Henry Völzke
- 1] DZHK (Deutsches Zentrum für Herz-Kreislaufforschung-German Centre for Cardiovascular Research), partner site Greifswald, Greifswald, Germany. [2] Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Mark Walker
- Institute of Cellular Medicine, Newcastle University, Newcastle, UK
| | - Nicholas J Wareham
- Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Hugh Watkins
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Radcliffe Department of Medicine, Division of Cardiovascular Medicine, University of Oxford, Oxford, UK
| | - H-Erich Wichmann
- 1] Chair of Epidemiology, Institute of Medical Informatics, Biometry and Epidemiology, Ludwig Maximilians Universität, Munich, Germany. [2] Klinikum Großhadern, Munich, Germany. [3] Institute of Epidemiology I, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - James F Wilson
- Centre for Population Health Sciences, University of Edinburgh, Edinburgh, UK
| | - Pieter Zanen
- Department of Pulmonology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Panos Deloukas
- 1] Wellcome Trust Sanger Institute, Hinxton, UK. [2] William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. [3] King Abdulaziz University, Jeddah, Saudi Arabia
| | - Iris M Heid
- 1] Department of Genetic Epidemiology, Institute of Epidemiology and Preventive Medicine, University of Regensburg, Regensburg, Germany. [2] Institute of Genetic Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany
| | - Cecilia M Lindgren
- 1] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [2] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Karen L Mohlke
- Department of Genetics, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Elizabeth K Speliotes
- 1] Department of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA. [2] Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA
| | - Unnur Thorsteinsdottir
- 1] deCODE Genetics, Amgen, Inc., Reykjavik, Iceland. [2] Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Inês Barroso
- 1] Wellcome Trust Sanger Institute, Hinxton, UK. [2] University of Cambridge Metabolic Research Laboratories, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [3] NIHR Cambridge Biomedical Research Centre, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK
| | - Caroline S Fox
- National Heart, Lung, and Blood Institute, Framingham Heart Study, Framingham, Massachusetts, USA
| | - Kari E North
- 1] Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA. [2] Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - David P Strachan
- Division of Population Health Sciences and Education, St George's, University of London, London, UK
| | - Jacques S Beckmann
- 1] Swiss Institute of Bioinformatics, Lausanne, Switzerland. [2] Department of Medical Genetics, University of Lausanne, Lausanne, Switzerland. [3] Service of Medical Genetics, CHUV University Hospital, Lausanne, Switzerland
| | - Sonja I Berndt
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, US National Institutes of Health, Bethesda, Maryland, USA
| | - Michael Boehnke
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Ingrid B Borecki
- Department of Genetics, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Mark I McCarthy
- 1] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK. [2] Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, UK. [3] Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Trust, Oxford, UK
| | - Andres Metspalu
- 1] Estonian Genome Center, University of Tartu, Tartu, Estonia. [2] Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Kari Stefansson
- 1] deCODE Genetics, Amgen, Inc., Reykjavik, Iceland. [2] Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - André G Uitterlinden
- 1] Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Cornelia M van Duijn
- 1] Genetic Epidemiology Unit, Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands. [2] Netherlands Consortium for Healthy Aging (NCHA), Rotterdam, the Netherlands. [3] Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands. [4] Center for Medical Systems Biology, Leiden, the Netherlands
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Cristen J Willer
- 1] Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, USA. [2] Department of Internal Medicine, Division of Cardiovascular Medicine, University of Michigan, Ann Arbor, Michigan, USA. [3] Department of Human Genetics, University of Michigan, Ann Arbor, Michigan, USA
| | - Alkes L Price
- 1] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [2] Department of Epidemiology, Harvard School of Public Health, Harvard University, Boston, Massachusetts, USA. [3] Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts, USA
| | - Guillaume Lettre
- 1] Montreal Heart Institute, Montreal, Quebec, Canada. [2] Montreal Heart Institute, Université de Montréal, Montreal, Quebec, Canada
| | - Ruth J F Loos
- 1] Medical Research Council (MRC) Epidemiology Unit, University of Cambridge, Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge, UK. [2] Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA. [3] Genetics of Obesity and Related Metabolic Traits Program, Icahn School of Medicine at Mount Sinai, New York, New York, USA. [4] Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Michael N Weedon
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
| | - Erik Ingelsson
- 1] Science for Life Laboratory, Uppsala University, Uppsala, Sweden. [2] Department of Medical Sciences, Molecular Epidemiology, Uppsala University, Uppsala, Sweden. [3] Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Jeffrey R O'Connell
- 1] Program for Personalized and Genomic Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA. [2] Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Goncalo R Abecasis
- Center for Statistical Genetics, Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | - Daniel I Chasman
- 1] Division of Preventive Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA. [2] Harvard Medical School, Boston, Massachusetts, USA
| | - Michael E Goddard
- 1] Biosciences Research Division, Department of Primary Industries, Melbourne, Victoria, Australia. [2] Department of Food and Agricultural Systems, University of Melbourne, Melbourne, Victoria, Australia
| | - Peter M Visscher
- 1] Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia. [2] University of Queensland Diamantina Institute, Translation Research Institute, Brisbane, Queensland, Australia
| | - Joel N Hirschhorn
- 1] Division of Endocrinology, Genetics and Basic and Translational Obesity Research, Boston Children's Hospital, Boston, Massachusetts, USA. [2] Broad Institute of MIT and Harvard University, Cambridge, Massachusetts, USA. [3] Department of Genetics, Harvard Medical School, Boston, Massachusetts, USA
| | - Timothy M Frayling
- Genetics of Complex Traits, University of Exeter Medical School, University of Exeter, Exeter, UK
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Bonder MJ, Kasela S, Kals M, Tamm R, Lokk K, Barragan I, Buurman WA, Deelen P, Greve JW, Ivanov M, Rensen SS, van Vliet-Ostaptchouk JV, Wolfs MG, Fu J, Hofker MH, Wijmenga C, Zhernakova A, Ingelman-Sundberg M, Franke L, Milani L. Genetic and epigenetic regulation of gene expression in fetal and adult human livers. BMC Genomics 2014; 15:860. [PMID: 25282492 PMCID: PMC4287518 DOI: 10.1186/1471-2164-15-860] [Citation(s) in RCA: 97] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2014] [Accepted: 09/24/2014] [Indexed: 01/07/2023] Open
Abstract
Background The liver plays a central role in the maintenance of homeostasis and health in general. However, there is substantial inter-individual variation in hepatic gene expression, and although numerous genetic factors have been identified, less is known about the epigenetic factors. Results By analyzing the methylomes and transcriptomes of 14 fetal and 181 adult livers, we identified 657 differentially methylated genes with adult-specific expression, these genes were enriched for transcription factor binding sites of HNF1A and HNF4A. We also identified 1,000 genes specific to fetal liver, which were enriched for GATA1, STAT5A, STAT5B and YY1 binding sites. We saw strong liver-specific effects of single nucleotide polymorphisms on both methylation levels (28,447 unique CpG sites (meQTL)) and gene expression levels (526 unique genes (eQTL)), at a false discovery rate (FDR) < 0.05. Of the 526 unique eQTL associated genes, 293 correlated significantly not only with genetic variation but also with methylation levels. The tissue-specificities of these associations were analyzed in muscle, subcutaneous adipose tissue and visceral adipose tissue. We observed that meQTL were more stable between tissues than eQTL and a very strong tissue-specificity for the identified associations between CpG methylation and gene expression. Conclusions Our analyses generated a comprehensive resource of factors involved in the regulation of hepatic gene expression, and allowed us to estimate the proportion of variation in gene expression that could be attributed to genetic and epigenetic variation, both crucial to understanding differences in drug response and the etiology of liver diseases. Electronic supplementary material The online version of this article (doi:10.1186/1471-2164-15-860) contains supplementary material, which is available to authorized users.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Lude Franke
- University of Groningen, University Medical Center Groningen, Department of Genetics, Hanzeplein 1, 9700 RB Groningen, the Netherlands.
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70
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McBean RS, Hyland CA, Flower RL. Approaches to determination of a full profile of blood group genotypes: single nucleotide variant mapping and massively parallel sequencing. Comput Struct Biotechnol J 2014; 11:147-51. [PMID: 25408849 PMCID: PMC4232566 DOI: 10.1016/j.csbj.2014.09.009] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2014] [Revised: 09/17/2014] [Accepted: 09/18/2014] [Indexed: 12/17/2022] Open
Abstract
The number of blood group systems, currently 35, has increased in the recent years as genetic variations defining red cell antigens continue to be discovered. At present, 44 genes and 1568 alleles have been defined as encoding antigens within the 35 blood group systems. This paper provides a brief overview of two genetic technologies: single nucleotide variant (SNV) mapping by DNA microarray and massively parallel sequencing, with respect to blood group genotyping. The most frequent genetic change associated with blood group antigens are SNVs. To predict blood group antigen phenotypes, SNV mapping which involves highly multiplexed genotyping, can be performed on commercial microarray platforms. Microarrays detect only known SNVs, therefore, to type rare or novel alleles not represented in the array, further Sanger sequencing of the region is often required to resolve genotype. An example discussed in this article is the identification of rare and novel RHD alleles in the Australian population. Massively parallel sequencing, also known as next generation sequencing, has a high-throughput capacity and maps all points of variation from a reference sequence, allowing for identification of novel SNVs. Examples of the application of this technology to resolve the genetic basis of orphan blood group antigens are presented here. Overall, the determination of a full profile of blood group SNVs, in addition to serological phenotyping, provides a basis for provision of compatible blood thus offering improved transfusion safety.
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Affiliation(s)
- Rhiannon S McBean
- Research and Development, Australian Red Cross Blood Service, Brisbane, Australia
| | - Catherine A Hyland
- Research and Development, Australian Red Cross Blood Service, Brisbane, Australia
| | - Robert L Flower
- Research and Development, Australian Red Cross Blood Service, Brisbane, Australia
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71
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Geller F, Feenstra B, Carstensen L, Pers TH, van Rooij IALM, Körberg IB, Choudhry S, Karjalainen JM, Schnack TH, Hollegaard MV, Feitz WFJ, Roeleveld N, Hougaard DM, Hirschhorn JN, Franke L, Baskin LS, Nordenskjöld A, van der Zanden LFM, Melbye M. Genome-wide association analyses identify variants in developmental genes associated with hypospadias. Nat Genet 2014; 46:957-63. [DOI: 10.1038/ng.3063] [Citation(s) in RCA: 85] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2014] [Accepted: 07/18/2014] [Indexed: 12/15/2022]
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72
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Liu Z, Liu M, Mercado T, Illoh O, Davey R. Extended blood group molecular typing and next-generation sequencing. Transfus Med Rev 2014; 28:177-86. [PMID: 25280589 DOI: 10.1016/j.tmrv.2014.08.003] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2014] [Revised: 08/11/2014] [Accepted: 08/25/2014] [Indexed: 02/09/2023]
Abstract
Several high-throughput multiplex blood group molecular typing platforms have been developed to predict blood group antigen phenotypes. These molecular systems support extended donor/patient matching by detecting commonly encountered blood group polymorphisms as well as rare alleles that determine the expression of blood group antigens. Extended molecular typing of a large number of blood donors by high-throughput platforms can increase the likelihood of identifying donor red blood cells that match those of recipients. This is especially important in the management of multiply-transfused patients who may have developed several alloantibodies. Nevertheless, current molecular techniques have limitations. For example, they detect only predefined genetic variants. In contrast, target enrichment next-generation sequencing (NGS) is an emerging technology that provides comprehensive sequence information, focusing on specified genomic regions. Target enrichment NGS is able to assess genetic variations that cannot be achieved by traditional Sanger sequencing or other genotyping platforms. Target enrichment NGS has been used to detect both known and de novo genetic polymorphisms, including single-nucleotide polymorphisms, indels (insertions/deletions), and structural variations. This review discusses the methodology, advantages, and limitations of the current blood group genotyping techniques and describes various target enrichment NGS approaches that can be used to develop an extended blood group genotyping assay system.
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Affiliation(s)
- Zhugong Liu
- Division of Blood Components and Devices, Office of Blood Research and Review, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD.
| | - Meihong Liu
- Division of Blood Components and Devices, Office of Blood Research and Review, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD
| | - Teresita Mercado
- Division of Blood Components and Devices, Office of Blood Research and Review, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD
| | - Orieji Illoh
- Division of Blood Components and Devices, Office of Blood Research and Review, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD
| | - Richard Davey
- Division of Blood Components and Devices, Office of Blood Research and Review, Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, MD
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73
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Brandsma CA, van den Berge M, Postma DS, Jonker MR, Brouwer S, Paré PD, Sin DD, Bossé Y, Laviolette M, Karjalainen J, Fehrmann RSN, Nickle DC, Hao K, Spanjer AIR, Timens W, Franke L. A large lung gene expression study identifying fibulin-5 as a novel player in tissue repair in COPD. Thorax 2014; 70:21-32. [PMID: 24990664 DOI: 10.1136/thoraxjnl-2014-205091] [Citation(s) in RCA: 74] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND Chronic obstructive pulmonary disease (COPD) is a progressive, incurable lung disease characterised by abnormal tissue repair causing emphysema and small airways fibrosis. Since current therapy cannot modify this abnormal repair, it is crucial to unravel its underlying molecular mechanisms. Unbiased analysis of genome-wide gene expression profiles in lung tissue provides a powerful tool to investigate this. METHODS We performed genome-wide gene expression profiling in 581 lung tissue samples from current and ex-smokers with (n=311) and without COPD (n=270). Subsequently, quantitative PCR, western blot and immunohistochemical analyses were performed to validate our main findings. RESULTS 112 genes were found to be upregulated in patients with COPD compared with controls, whereas 61 genes were downregulated. Among the most upregulated genes were fibulin-5 (FBLN5), elastin (ELN), latent transforming growth factor β binding protein 2 (LTBP2) and microfibrillar associated protein 4 (MFAP4), all implicated in elastogenesis. Our gene expression findings were validated at mRNA and protein level. We demonstrated higher ELN gene expression in COPD lung tissue and similar trends for FBLN5 and MFAP4, and negative correlations with lung function. FBLN5 protein levels were increased in COPD lung tissue and cleaved, possibly non-functional FBLN5 protein was present. Strong coexpression of FBLN5, ELN, LTBP2 and MFAP4 in lung tissue and in silico analysis indicated cofunctionality of these genes. Finally, colocalisation of FBLN5, MFAP4 and LTBP2 with elastic fibres was demonstrated in lung tissue. CONCLUSIONS We identified a clear gene signature for elastogenesis in COPD and propose FBLN5 as a novel player in tissue repair in COPD.
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Affiliation(s)
- Corry-Anke Brandsma
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands
| | - Maarten van den Berge
- University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands Department of Pulmonary Diseases, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Dirkje S Postma
- University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands Department of Pulmonary Diseases, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marnix R Jonker
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands
| | - Sharon Brouwer
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands
| | - Peter D Paré
- The University of British Columbia, Center for Heart Lung Innovation, St Paul's Hospital, Vancouver, Canada Respiratory Division, University of British Columbia, Vancouver, Canada
| | - Don D Sin
- The University of British Columbia, Center for Heart Lung Innovation, St Paul's Hospital, Vancouver, Canada Respiratory Division, University of British Columbia, Vancouver, Canada
| | - Yohan Bossé
- Institut universitaire de cardiologie et de pneumologie de Québec, Québec, Canada Department of Molecular Medicine, Laval University, Québec, Canada
| | - Michel Laviolette
- Institut universitaire de cardiologie et de pneumologie de Québec, Québec, Canada
| | - Juha Karjalainen
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Rudolf S N Fehrmann
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | | | - Ke Hao
- Merck Research Laboratories, Boston, Massachusetts, USA
| | - Anita I R Spanjer
- University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands Department of Molecular Pharmacology, University of Groningen, Groningen, The Netherlands
| | - Wim Timens
- Department of Pathology and Medical Biology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands
| | - Lude Franke
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
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Morales M, Ávila J, González-Fernández R, Boronat L, Soriano ML, Martín-Vasallo P. Differential transcriptome profile of peripheral white cells to identify biomarkers involved in oxaliplatin induced neuropathy. J Pers Med 2014; 4:282-96. [PMID: 25563226 PMCID: PMC4263976 DOI: 10.3390/jpm4020282] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Revised: 05/21/2014] [Accepted: 05/28/2014] [Indexed: 12/26/2022] Open
Abstract
Anticancer chemotherapy (CT) produces non-desirable effects on normal healthy cells and tissues. Oxaliplatin is widely used in the treatment of colorectal cancer and responsible for the development of sensory neuropathy in varying degrees, from complete tolerance to chronic neuropathic symptoms. We studied the differential gene expression of peripheral leukocytes in patients receiving oxaliplatin-based chemotherapy to find genes and pathways involved in oxaliplatin-induced peripheral neuropathy. Circulating white cells were obtained prior and after three cycles of FOLFOX or CAPOX chemotherapy from two groups of patients: with or without neuropathy. RNA was purified, and transcriptomes were analyzed. Differential transcriptomics revealed a total of 502 genes, which were significantly up- or down-regulated as a result of chemotherapy treatment. Nine of those genes were expressed in only one of two situations: CSHL1, GH1, KCMF1, IL36G and EFCAB8 turned off after CT, and CSRP2, IQGAP1, GNRH2, SMIM1 and C5orf17 turned on after CT. These genes are likely to be associated with the onset of oxaliplatin-induced peripheral neuropathy. The quantification of their expression in peripheral white cells may help to predict non-desirable side effects and, consequently, allow a better, more personalized chemotherapy.
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Affiliation(s)
- Manuel Morales
- Service of Oncology, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, 38010 Tenerife, Spain.
| | - Julio Ávila
- Developmental Biology Laboratory, Department of Biochemistry and Molecular Biology, University of La Laguna, Av. Astrofísico Sánchez s/n, 38206 La Laguna, Spain.
| | - Rebeca González-Fernández
- Developmental Biology Laboratory, Department of Biochemistry and Molecular Biology, University of La Laguna, Av. Astrofísico Sánchez s/n, 38206 La Laguna, Spain.
| | - Laia Boronat
- Service of Oncology, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, 38010 Tenerife, Spain.
| | - María Luisa Soriano
- Service of Oncology, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, 38010 Tenerife, Spain.
| | - Pablo Martín-Vasallo
- Developmental Biology Laboratory, Department of Biochemistry and Molecular Biology, University of La Laguna, Av. Astrofísico Sánchez s/n, 38206 La Laguna, Spain.
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Stunnenberg HG, Hubner NC. Genomics meets proteomics: identifying the culprits in disease. Hum Genet 2014; 133:689-700. [PMID: 24135908 PMCID: PMC4021166 DOI: 10.1007/s00439-013-1376-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2013] [Accepted: 10/01/2013] [Indexed: 12/20/2022]
Abstract
Genome-wide association studies (GWAS) revealed genomic risk loci that potentially have an impact on disease and phenotypic traits. This extensive resource holds great promise in providing novel directions for personalized medicine, including disease risk prediction, prevention and targeted medication. One of the major challenges that researchers face on the path between the initial identification of an association and precision treatment of patients is the comprehension of the biological mechanisms that underlie these associations. Currently, the focus to solve these questions lies on the integrative analysis of system-wide data on global genome variation, gene expression, transcription factor binding, epigenetic profiles and chromatin conformation. The generation of this data mainly relies on next-generation sequencing. However, due to multiple recent developments, mass spectrometry-based proteomics now offers additional, by the GWAS field so far hardly recognized possibilities for the identification of functional genome variants and, in particular, for the identification and characterization of (differentially) bound protein complexes as well as physiological target genes. In this review, we introduce these proteomics advances and suggest how they might be integrated in post-GWAS workflows. We argue that the combination of highly complementary techniques is powerful and can provide an unbiased, detailed picture of GWAS loci and their mechanistic involvement in disease.
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Affiliation(s)
- Hendrik G. Stunnenberg
- Department of Molecular Biology, Faculty of Science, Nijmegen Centre for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, The Netherlands
| | - Nina C. Hubner
- Department of Molecular Biology, Faculty of Science, Nijmegen Centre for Molecular Life Sciences, Radboud University Nijmegen, 6525 GA Nijmegen, The Netherlands
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From genome to function by studying eQTLs. Biochim Biophys Acta Mol Basis Dis 2014; 1842:1896-1902. [PMID: 24798236 DOI: 10.1016/j.bbadis.2014.04.024] [Citation(s) in RCA: 108] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2014] [Revised: 04/21/2014] [Accepted: 04/27/2014] [Indexed: 01/08/2023]
Abstract
Genome-wide association studies (GWASs) have shown a large number of genetic variants to be associated with complex diseases. The identification of the causal variant within an associated locus can sometimes be difficult because of the linkage disequilibrium between the associated variants and because most GWAS loci contain multiple genes, or no genes at all. Expression quantitative trait locus (eQTL) mapping is a method used to determine the effects of genetic variants on gene expression levels. eQTL mapping studies have enabled the prioritization of genetic variants within GWAS loci, and have shown that trait-associated single nucleotide polymorphisms (SNPs) often function in a tissue- or cell type-specific manner, sometimes having downstream effects on completely different chromosomes. Furthermore, recent RNA-sequencing (RNA-seq) studies have shown that a large repertoire of transcripts is available in cells, which are actively regulated by (trait-associated) variants. Future eQTL mapping studies will focus on broadening the range of available tissues and cell types, in order to determine the key tissues and cell types involved in complex traits. Finally, large meta-analyses will be able to pinpoint the causal variants within the trait-associated loci and determine their downstream effects in greater detail. This article is part of a Special Issue entitled: From Genome to Function.
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Abstract
Blood group genotyping has many advantages over conventional phenotyping for both blood donors and patients, and a number of high-throughput methods have now been developed. However, these are limited by a requirement for existing knowledge of the relevant blood group gene polymorphisms, and rare or novel mutations will not be detected. These mutations could be successfully identified by DNA sequencing of the blood group genes, and such an approach has been made feasible by the introduction of Next Generation Sequencing (NGS) technology. NGS enables many genes from multiple samples to be sequenced in parallel, resulting in sequencing information that could be used to obtain accurate blood group phenotype predictions in both blood donors and patients.
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Affiliation(s)
- Louise Tilley
- International Blood Group Reference Laboratory, NHS Blood and Transplant, Bristol, UK.
| | - Shane Grimsley
- International Blood Group Reference Laboratory, NHS Blood and Transplant, Bristol, UK
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Rietveld CA, Medland SE, Derringer J, Yang J, Esko T, Martin NW, Westra HJ, Shakhbazov K, Abdellaoui A, Agrawal A, Albrecht E, Alizadeh BZ, Amin N, Barnard J, Baumeister SE, Benke KS, Bielak LF, Boatman JA, Boyle PA, Davies G, de Leeuw C, Eklund N, Evans DS, Ferhmann R, Fischer K, Gieger C, Gjessing HK, Hägg S, Harris JR, Hayward C, Holzapfel C, Ibrahim-Verbaas CA, Ingelsson E, Jacobsson B, Joshi PK, Jugessur A, Kaakinen M, Kanoni S, Karjalainen J, Kolcic I, Kristiansson K, Kutalik Z, Lahti J, Lee SH, Lin P, Lind PA, Liu Y, Lohman K, Loitfelder M, McMahon G, Vidal PM, Meirelles O, Milani L, Myhre R, Nuotio ML, Oldmeadow CJ, Petrovic KE, Peyrot WJ, Polašek O, Quaye L, Reinmaa E, Rice JP, Rizzi TS, Schmidt H, Schmidt R, Smith AV, Smith JA, Tanaka T, Terracciano A, van der Loos MJ, Vitart V, Völzke H, Wellmann J, Yu L, Zhao W, Allik J, Attia JR, Bandinelli S, Bastardot F, Beauchamp J, Bennett DA, Berger K, Bierut LJ, Boomsma DI, Bültmann U, Campbell H, Chabris CF, Cherkas L, Chung MK, Cucca F, de Andrade M, De Jager PL, De Neve JE, Deary IJ, Dedoussis GV, Deloukas P, Dimitriou M, Eiriksdottir G, Elderson MF, Eriksson JG, Evans DM, Faul JD, Ferrucci L, Garcia ME, Grönberg H, Gudnason V, Hall P, Harris JM, Harris TB, Hastie ND, Heath AC, Hernandez DG, Hoffmann W, Hofman A, Holle R, Holliday EG, Hottenga JJ, Iacono WG, Illig T, Järvelin MR, Kähönen M, Kaprio J, Kirkpatrick RM, Kowgier M, Latvala A, Launer LJ, Lawlor DA, Lehtimäki T, Li J, Lichtenstein P, Lichtner P, Liewald DC, Madden PA, Magnusson PKE, Mäkinen TE, Masala M, McGue M, Metspalu A, Mielck A, Miller MB, Montgomery GW, Mukherjee S, Nyholt DR, Oostra BA, Palmer LJ, Palotie A, Penninx B, Perola M, Peyser PA, Preisig M, Räikkönen K, Raitakari OT, Realo A, Ring SM, Ripatti S, Rivadeneira F, Rudan I, Rustichini A, Salomaa V, Sarin AP, Schlessinger D, Scott RJ, Snieder H, Pourcain BS, Starr JM, Sul JH, Surakka I, Svento R, Teumer A, Tiemeier H, Rooij FJA, Van Wagoner DR, Vartiainen E, Viikari J, Vollenweider P, Vonk JM, Waeber G, Weir DR, Wichmann HE, Widen E, Willemsen G, Wilson JF, Wright AF, Conley D, Davey-Smith G, Franke L, Groenen PJF, Hofman A, Johannesson M, Kardia SL, Krueger RF, Laibson D, Martin NG, Meyer MN, Posthuma D, Thurik AR, Timpson NJ, Uitterlinden AG, van Duijn CM, Visscher PM, Benjamin DJ, Cesarini D, Koellinger PD. GWAS of 126,559 individuals identifies genetic variants associated with educational attainment. Science 2013; 340:1467-71. [PMID: 23722424 PMCID: PMC3751588 DOI: 10.1126/science.1235488] [Citation(s) in RCA: 484] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
A genome-wide association study (GWAS) of educational attainment was conducted in a discovery sample of 101,069 individuals and a replication sample of 25,490. Three independent single-nucleotide polymorphisms (SNPs) are genome-wide significant (rs9320913, rs11584700, rs4851266), and all three replicate. Estimated effects sizes are small (coefficient of determination R(2) ≈ 0.02%), approximately 1 month of schooling per allele. A linear polygenic score from all measured SNPs accounts for ≈2% of the variance in both educational attainment and cognitive function. Genes in the region of the loci have previously been associated with health, cognitive, and central nervous system phenotypes, and bioinformatics analyses suggest the involvement of the anterior caudate nucleus. These findings provide promising candidate SNPs for follow-up work, and our effect size estimates can anchor power analyses in social-science genetics.
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Affiliation(s)
- Cornelius A. Rietveld
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Sarah E. Medland
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Jaime Derringer
- Institute for Behavioral Genetics, University of Colorado Boulder, Boulder, CO 80309–0447, USA
| | - Jian Yang
- University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia
| | - Tõnu Esko
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Nicolas W. Martin
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
- School of Psychology, University of Queensland, Brisbane, Queensland 4072, Australia
| | - Harm-Jan Westra
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Konstantin Shakhbazov
- University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland 4072, Australia
| | - Abdel Abdellaoui
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Arpana Agrawal
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Eva Albrecht
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Behrooz Z. Alizadeh
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Najaf Amin
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands
| | - John Barnard
- Heart and Vascular and Lerner Research Institutes, Cleveland Clinic, Cleveland, OH 44195, USA
| | | | - Kelly S. Benke
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Ontario M5G 1X5, Canada
| | - Lawrence F. Bielak
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Jeffrey A. Boatman
- Division of Biostatistics, University of Minnesota, Minneapolis, MN 55455, USA
| | - Patricia A. Boyle
- Rush University Medical Center, Rush Alzheimer’s Disease Center, Chicago, IL 60612, USA
| | - Gail Davies
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - Christiaan de Leeuw
- Department of Functional Genomics, VU University Amsterdam and VU Medical Center, 1081 HV Amsterdam, The Netherlands
| | - Niina Eklund
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Daniel S. Evans
- California Pacific Medical Center Research Institute, San Francisco, CA 94107–1728, USA
| | - Rudolf Ferhmann
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Krista Fischer
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Christian Gieger
- Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Håkon K. Gjessing
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Sara Hägg
- Molecular Epidemiology, Department of Medical Sciences, Uppsala University, 751 85 Uppsala, Sweden
- Science for Life Laboratory, Department of Medical Biochemistry and Microbiology, Uppsala University, 751 23 Uppsala, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Jennifer R. Harris
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Caroline Hayward
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Christina Holzapfel
- Else Kroener-Fresenius-Centre for Nutritional Medicine, Technische Universität München, 81675 Munich, Germany
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Carla A. Ibrahim-Verbaas
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands
- Department of Neurology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Erik Ingelsson
- Molecular Epidemiology, Department of Medical Sciences, Uppsala University, 751 85 Uppsala, Sweden
- Science for Life Laboratory, Department of Medical Biochemistry and Microbiology, Uppsala University, 751 23 Uppsala, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Bo Jacobsson
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
- Department of Obstetrics and Gynecology, Institute of Public Health, Sahlgrenska Academy, Sahgrenska University Hospital, Gothenburg, 413 45, Sweden
| | - Peter K. Joshi
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Astanand Jugessur
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Marika Kaakinen
- Institute of Health Sciences, University of Oulu, Oulu 90014, Finland
- Biocenter Oulu, University of Oulu, Oulu 90014, Finland
| | - Stavroula Kanoni
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Juha Karjalainen
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Ivana Kolcic
- Faculty of Medicine, University of Split, 21000 Split, Croatia
| | - Kati Kristiansson
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Zoltán Kutalik
- Department of Medical Genetics, University of Lausanne, 1005 Lausanne, Switzerland
- Swiss Institute of Bioinformatics, 1015 Lausanne, Switzerland
| | - Jari Lahti
- Institute of Behavioral Sciences, University of Helsinki, Helsinki 00014, Finland
| | - Sang H. Lee
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Peng Lin
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Penelope A. Lind
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Yongmei Liu
- Department of Epidemiology & Prevention, Division of Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157–1063, USA
| | - Kurt Lohman
- Department of Biostatistical Sciences, Division of Public Health Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157–1063, USA
| | - Marisa Loitfelder
- Division for Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz 8036, Austria
| | - George McMahon
- School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Pedro Marques Vidal
- Institute of Social and Preventive Medicine, Lausanne University Hospital, 1005 Lausanne, Switzerland
| | - Osorio Meirelles
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Ronny Myhre
- Department of Genes and Environment, Division of Epidemiology, Norwegian Institute of Public Health, Nydalen, N-0403 Oslo, Norway
| | - Marja-Liisa Nuotio
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Christopher J. Oldmeadow
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Katja E. Petrovic
- Division of General Neurology, Department of Neurology, General Hospital and Medical University of Graz, Graz 8036, Austria
| | - Wouter J. Peyrot
- Department of Psychiatry, VU University Medical Center, 1081 HL Amsterdam, The Netherlands
| | - Ozren Polašek
- Faculty of Medicine, University of Split, 21000 Split, Croatia
| | - Lydia Quaye
- Department of Twin Research and Genetic Epidemiology, King’s College London, London SE1 7EH, UK
| | - Eva Reinmaa
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - John P. Rice
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Thais S. Rizzi
- Department of Functional Genomics, VU University Amsterdam and VU Medical Center, 1081 HV Amsterdam, The Netherlands
| | - Helena Schmidt
- Institute of Molecular Biology and Biochemistry, Medical University of Graz, Graz 8036, Austria
| | - Reinhold Schmidt
- Division for Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz 8036, Austria
| | - Albert V. Smith
- Icelandic Heart Association, Kopavogur 201, Iceland
- Department of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Jennifer A. Smith
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Toshiko Tanaka
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Antonio Terracciano
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
- College of Medicine, Florida State University, Tallahassee, FL 32306–4300, USA
| | - Matthijs J.H.M. van der Loos
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Veronique Vitart
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald 17489, Germany
| | - Jürgen Wellmann
- Institute of Epidemiology and Social Medicine, University of Muenster, 48129 Muenster, Germany
| | - Lei Yu
- Rush University Medical Center, Rush Alzheimer’s Disease Center, Chicago, IL 60612, USA
| | - Wei Zhao
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Jüri Allik
- Department of Psychology, University of Tartu, Tartu 50410, Estonia
| | - John R. Attia
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | | | - François Bastardot
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | | | - David A. Bennett
- Rush University Medical Center, Rush Alzheimer’s Disease Center, Chicago, IL 60612, USA
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Muenster, 48129 Muenster, Germany
| | - Laura J. Bierut
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Dorret I. Boomsma
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - Ute Bültmann
- Department of Health Sciences, Community & Occupational Medicine, University Medical Center Groningen, 9700 AD Groningen, The Netherlands
| | - Harry Campbell
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | | | - Lynn Cherkas
- Department of Twin Research and Genetic Epidemiology, King’s College London, London SE1 7EH, UK
| | - Mina K. Chung
- Heart and Vascular and Lerner Research Institutes, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Francesco Cucca
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, 09042, Cagliari, Italy
- Dipartimento di Scienze Biomediche, Università di Sassari, 07100 SS, Italy
| | - Mariza de Andrade
- Department of Health Sciences Research, Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, MN 55905, USA
| | - Philip L. De Jager
- Program in Translational Neuropsychiatric Genomics, Department of Neurology, Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Jan-Emmanuel De Neve
- School of Public Policy, University College London, London WC1H 9QU, UK
- Centre for Economic Performance, London School of Economics, London WC2A 2AE, UK
| | - Ian J. Deary
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
- Department of Psychology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - George V. Dedoussis
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens 17671, Greece
| | - Panos Deloukas
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Maria Dimitriou
- Department of Nutrition and Dietetics, Harokopio University of Athens, Athens 17671, Greece
| | | | - Martin F. Elderson
- LifeLines Cohort Study, University of Groningen, University Medical Center Groningen, 9700 RB Groningen, The Netherlands
| | - Johan G. Eriksson
- Department of General Practice and Primary Health Care, University of Helsinki, Helsinki 00014, Finland
- Unit of General Practice, Helsinki University Central Hospital, Helsinki 00280, Finland
- Folkhälsan Research Center, Helsinki 00250, Finland
- Vaasa Central Hospital, Vaasa 65130, Finland
| | - David M. Evans
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Jessica D. Faul
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48106, USA
| | - Luigi Ferrucci
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Melissa E. Garcia
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Vilmundur Gudnason
- Icelandic Heart Association, Kopavogur 201, Iceland
- Department of Medicine, University of Iceland, Reykjavik 101, Iceland
| | - Per Hall
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Juliette M. Harris
- Department of Twin Research and Genetic Epidemiology, King’s College London, London SE1 7EH, UK
| | - Tamara B. Harris
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Nicholas D. Hastie
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Andrew C. Heath
- Division of Biology and Biomedical Sciences, Washington University, St. Louis, MO 63110–1093, USA
| | - Dena G. Hernandez
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Wolfgang Hoffmann
- Institute for Community Medicine, University Medicine Greifswald, Greifswald 17489, Germany
| | - Adriaan Hofman
- Faculty of Behavioral and Social Sciences, University of Groningen, 9747 AD Groningen, The Netherlands
| | - Rolf Holle
- Institute of Health Economics and Health Care Management, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Elizabeth G. Holliday
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Jouke-Jan Hottenga
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - William G. Iacono
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - Thomas Illig
- Research Unit of Molecular Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
- Hannover Unified Biobank, Hannover Medical School, 30625 Hannover, Germany
| | - Marjo-Riitta Järvelin
- Institute of Health Sciences, University of Oulu, Oulu 90014, Finland
- Biocenter Oulu, University of Oulu, Oulu 90014, Finland
- Department of Epidemiology and Biostatistics, MRC-HPA Centre for Environment and Health, Imperial College London, London W2 1PG, UK
- Unit of Primary Care, Oulu University Hospital, Oulu 90220, Finland
- Department of Children and Young People and Families, National Institute for Health and Welfare, Oulu 90101, Finland
| | - Mika Kähönen
- Department of Clinical Physiology, Tampere University Hospital and University of Tampere School of Medicine, Tampere 33520, Finland
| | - Jaakko Kaprio
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Department of Public Health, University of Helsinki, 00014 Helsinki, Finland
- Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, 00300 Helsinki, Finland
| | | | - Matthew Kowgier
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Antti Latvala
- Department of Public Health, University of Helsinki, 00014 Helsinki, Finland
- Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, 00300 Helsinki, Finland
| | - Lenore J. Launer
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Debbie A. Lawlor
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Terho Lehtimäki
- Department of Clinical Chemistry, Fimlab Laboratories, Tampere University Hospital, Tampere 33520, Finland
| | - Jingmei Li
- Human Genetics, Genome Institute of Singapore, Singapore 138672, Singapore
| | - Paul Lichtenstein
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Peter Lichtner
- Institute of Human Genetics, Helmholtz Centre Munich, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - David C. Liewald
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - Pamela A. Madden
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Patrik K. E. Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, 171 77 Stockholm, Sweden
| | - Tomi E. Mäkinen
- Department of Health, Functional Capacity and Welfare, National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Marco Masala
- Istituto di Ricerca Genetica e Biomedica, CNR, Monserrato, 09042, Cagliari, Italy
| | - Matt McGue
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
| | - Andreas Mielck
- Institute of Health Economics and Health Care Management, Helmholtz Zentrum München, German Research Center for Environmental Health, 85764 Neuherberg, Germany
| | - Michael B. Miller
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - Grant W. Montgomery
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Sutapa Mukherjee
- Western Australia Sleep Disorders Research Institute, Sir Charles Gairdner Hospital, Perth, Western Australia 6009, Australia
- Department of Medicine, University of Toronto, Toronto, Ontario M5S 1A8, Canada
- Women’s College Research Institute, University of Toronto, Toronto, Ontario M5G 1N8, Canada
| | - Dale R. Nyholt
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Ben A. Oostra
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands
| | - Lyle J. Palmer
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Aarno Palotie
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
- Department of Medical Genetics, University of Helsinki, 00014 Helsinki, Finland
| | - Brenda Penninx
- Department of Psychiatry, VU University Medical Center, 1081 HL Amsterdam, The Netherlands
| | - Markus Perola
- Estonian Genome Center, University of Tartu, Tartu 51010, Estonia
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Patricia A. Peyser
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Martin Preisig
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | - Katri Räikkönen
- Institute of Behavioral Sciences, University of Helsinki, Helsinki 00014, Finland
| | - Olli T. Raitakari
- Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku 20520, Finland
- Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku, Turku 20520, Finland
| | - Anu Realo
- Department of Psychology, University of Tartu, Tartu 50410, Estonia
| | - Susan M. Ring
- School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
- Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton CB10 1SA, UK
| | - Fernando Rivadeneira
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Igor Rudan
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Aldo Rustichini
- Department of Economics, University of Minnesota, Minneapolis, MN 55455–0462, USA
| | - Veikko Salomaa
- Chronic Disease Epidemiology Unit, Department of Chronic Disease Prevention, National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Antti-Pekka Sarin
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
| | - David Schlessinger
- National Institute on Aging, National Institutes of Health, Baltimore, MD 20892, USA
| | - Rodney J. Scott
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW 2308, Australia
| | - Harold Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Beate St Pourcain
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
- School of Oral and Dental Sciences, University of Bristol, Bristol BS1 2LY, UK
| | - John M. Starr
- Centre for Cognitive Aging and Cognitive Epidemiology, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
- Alzheimer Scotland Dementia Research Centre, The University of Edinburgh, Edinburgh EH8 9JZ, Scotland, UK
| | - Jae Hoon Sul
- Department of Computer Science, University of California, Los Angeles, CA 90095, USA
| | - Ida Surakka
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
- Public Health Genomics Unit, Department of Chronic Disease Prevention, The National Institute for Health and Welfare, Helsinki 00014, Finland
| | - Rauli Svento
- Department of Economics, Oulu Business School, University of Oulu, Oulu 90014, Finland
| | - Alexander Teumer
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald 17487, Germany
| | | | - Henning Tiemeier
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
- Department of Child and Adolescent Psychiatry, Erasmus Medical Center, 3000 CB Rotterdam, The Netherlands
| | - Frank JAan Rooij
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - David R. Van Wagoner
- Heart and Vascular and Lerner Research Institutes, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Erkki Vartiainen
- Division of Welfare and Health Promotion, National Institute for Health and Welfare, Helsinki 00271, Finland
| | - Jorma Viikari
- Department of Medicine, Turku University Hospital, Turku 20520, Finland
| | - Peter Vollenweider
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | - Judith M. Vonk
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, 9700 RB Groningen, The Netherlands
| | - Gérard Waeber
- Department of Internal Medicine, University Hospital, 1011 Lausanne, Switzerland
| | - David R. Weir
- Survey Research Center, Institute for Social Research, University of Michigan, Ann Arbor, MI 48106, USA
| | - H.-Erich Wichmann
- Institute of Medical Informatics, Biometry and Epidemiology, Chair of Epidemiology, Ludwig-Maximilians-Universität, 81377 Munich, Germany
- Klinikum Grosshadern, 81377 Munich, Germany
- Institute of Epidemiology I, Helmholtz Zentrum München, German Research Centre for Environmental Health, 85764 Neuherberg, Germany
| | - Elisabeth Widen
- Institute for Molecular Medicine Finland, University of Helsinki, Helsinki 00014, Finland
| | - Gonneke Willemsen
- Department of Biological Psychology, VU University Amsterdam, 1081 BT Amsterdam, The Netherlands
| | - James F. Wilson
- Centre for Population Health Sciences, The University of Edinburgh, Edinburgh EH8 9AG, UK
| | - Alan F. Wright
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Dalton Conley
- Department of Sociology, New York University, New York, NY 10012, USA
| | - George Davey-Smith
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Patrick J. F. Groenen
- Econometric Institute, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam 3000 DR, The Netherlands
| | - Albert Hofman
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Magnus Johannesson
- Department of Economics, Stockholm School of Economics, Stockholm 113 83, Sweden
| | - Sharon L.R. Kardia
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI 48109–2029, USA
| | - Robert F. Krueger
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455–0344, USA
| | - David Laibson
- Department of Economics, Harvard University, Cambridge, MA 02138, USA
| | - Nicholas G. Martin
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
| | - Michelle N. Meyer
- Petrie-Flom Center for Health Law Policy, Biotechnology, & Bioethics, Harvard Law School, Cambridge, MA 02138, USA
- Nelson A. Rockefeller Institute of Government, State University of New York, Albany, NY 12203–1003, USA
| | - Danielle Posthuma
- Department of Functional Genomics, VU University Amsterdam and VU Medical Center, 1081 HV Amsterdam, The Netherlands
- Department of Child and Adolescent Psychiatry, Erasmus Medical Center, 3000 CB Rotterdam, The Netherlands
- Department of Clinical Genetics, VU University Medical Centrer, 1081 BT Amsterdam, The Netherlands
| | - A. Roy Thurik
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands
- Panteia, Zoetermeer 2701 AA, Netherlands
- GSCM-Montpellier Business School, Montpellier 34185, France
| | - Nicholas J. Timpson
- MRC Centre for Causal Analyses in Translational Epidemiology, School of Social and Community Medicine, University of Bristol, Bristol BS8 2PR, UK
| | - André G. Uitterlinden
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
- Department of Internal Medicine, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
| | - Cornelia M. van Duijn
- Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, the Netherlands
- Centre for Medical Systems Biology, Leiden University Medical Center, 2300 RC Leiden, The Netherlands
| | - Peter M. Visscher
- Queensland Institute of Medical Research, 300 Herston Road, Brisbane, Queensland 4006, Australia
- University of Queensland Diamantina Institute, The University of Queensland, Princess Alexandra Hospital, Brisbane, Queensland 4102, Australia
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland 4072, Australia
| | | | - David Cesarini
- Center for Experimental Social Science, Department of Economics, New York University, New York, NY 10012, USA
- Division of Social Science, New York University Abu Dhabi, PO Box 129188, Abu Dhabi, UAE
- Research Institute of Industrial Economics, Stockholm 102 15, Sweden
| | - Philipp D. Koellinger
- Department of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, 3000 DR Rotterdam, The Netherlands
- Department of Epidemiology, Erasmus Medical Center, Rotterdam 3000 CA, The Netherlands
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