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PMID |
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TITLE |
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GWAS of random glucose in 476,326 individuals provide insights into diabetes pathophysiology, complications and treatment stratification. |
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ABSTRACT |
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Conventional measurements of fasting and postprandial blood glucose levels investigated in genome-wide association studies (GWAS) cannot capture the effects of DNA variability on 'around the clock' glucoregulatory processes. Here we show that GWAS meta-analysis of glucose measurements under nonstandardized conditions (random glucose (RG)) in 476,326 individuals of diverse ancestries and without diabetes enables locus discovery and innovative pathophysiological observations. We discovered 120 RG loci represented by 150 distinct signals, including 13 with sex-dimorphic effects, two cross-ancestry and seven rare frequency signals. Of these, 44 loci are new for glycemic traits. Regulatory, glycosylation and metagenomic annotations highlight ileum and colon tissues, indicating an underappreciated role of the gastrointestinal tract in controlling blood glucose. Functional follow-up and molecular dynamics simulations of lower frequency coding variants in glucagon-like peptide-1 receptor (GLP1R), a type 2 diabetes treatment target, reveal that optimal selection of GLP-1R agonist therapy will benefit from tailored genetic stratification. We also provide evidence from Mendelian randomization that lung function is modulated by blood glucose and that pulmonary dysfunction is a diabetes complication. Our investigation yields new insights into the biology of glucose regulation, diabetes complications and pathways for treatment stratification. |
© 2023. The Author(s). |
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DATE PUBLISHED |
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HISTORY |
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PUBSTATUS |
PUBSTATUSDATE |
received |
2021/09/18 |
accepted |
2023/06/27 |
medline |
2023/09/11 06:43 |
pubmed |
2023/09/08 00:41 |
entrez |
2023/09/07 23:26 |
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AUTHORS |
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NAME |
COLLECTIVENAME |
LASTNAME |
FORENAME |
INITIALS |
AFFILIATION |
AFFILIATIONINFO |
Lagou V |
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Lagou |
Vasiliki |
V |
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VIB-KU Leuven Center for Brain and Disease Research, Leuven, Belgium. |
Jiang L |
|
Jiang |
Longda |
L |
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Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK. |
Ulrich A |
|
Ulrich |
Anna |
A |
|
Department of Clinical and Experimental Medicine, School of Biosciences and Medicine, University of Surrey, Guildford, UK. |
Zudina L |
|
Zudina |
Liudmila |
L |
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Department of Clinical and Experimental Medicine, School of Biosciences and Medicine, University of Surrey, Guildford, UK. |
González KSG |
|
González |
Karla Sofia Gutiérrez |
KSG |
|
Department of Molecular Diagnostics, Clinical Laboratory, Clinica Biblica Hospital, San José, Costa Rica. |
Balkhiyarova Z |
|
Balkhiyarova |
Zhanna |
Z |
|
People-Centred Artificial Intelligence Institute, University of Surrey, Guildford, UK. |
Faggian A |
|
Faggian |
Alessia |
A |
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Laboratory for Artificial Biology, Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy. |
Maina JG |
|
Maina |
Jared G |
JG |
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UMR 8199-EGID, Institut Pasteur de Lille, CNRS, University of Lille, Lille, France. |
Chen S |
|
Chen |
Shiqian |
S |
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Section of Endocrinology and Investigative Medicine, Imperial College London, London, UK. |
Todorov PV |
|
Todorov |
Petar V |
PV |
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Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark. |
Sharapov S |
|
Sharapov |
Sodbo |
S |
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MSU Institute for Artificial Intelligence, Lomonosov Moscow State University, Moscow, Russia. |
David A |
|
David |
Alessia |
A |
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Centre for Bioinformatics and System Biology, Department of Life Sciences, Imperial College London, London, UK. |
Marullo L |
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Marullo |
Letizia |
L |
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Department of Evolutionary Biology, Genetic Section, University of Ferrara, Ferrara, Italy. |
Mägi R |
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Mägi |
Reedik |
R |
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Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia. |
Rujan RM |
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Rujan |
Roxana-Maria |
RM |
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Centre for Sports, Exercise and Life Sciences, Coventry University, Conventry, UK. |
Ahlqvist E |
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Ahlqvist |
Emma |
E |
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Lund University Diabetes Centre, Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden. |
Thorleifsson G |
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Thorleifsson |
Gudmar |
G |
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deCODE genetics/Amgen, Inc., Reykjavik, Iceland. |
Gao Η |
|
Gao |
Ηe |
? |
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Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK. |
Εvangelou Ε |
|
Εvangelou |
Εvangelos |
? |
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Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece. |
Benyamin B |
|
Benyamin |
Beben |
B |
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South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia. |
Scott RA |
|
Scott |
Robert A |
RA |
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MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK. |
Isaacs A |
|
Isaacs |
Aaron |
A |
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Department of Physiology, Maastricht University, Maastricht, the Netherlands. |
Zhao JH |
|
Zhao |
Jing Hua |
JH |
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Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK. |
Willems SM |
|
Willems |
Sara M |
SM |
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Department of Epidemiology, Erasmus Medical Center, Rotterdam, the Netherlands. |
Johnson T |
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Johnson |
Toby |
T |
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Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. |
Gieger C |
|
Gieger |
Christian |
C |
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German Center for Diabetes Research (DZD), Neuherberg, Germany. |
Grallert H |
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Grallert |
Harald |
H |
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German Center for Diabetes Research (DZD), Neuherberg, Germany. |
Meisinger C |
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Meisinger |
Christa |
C |
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Epidemiology, Faculty of Medicine, University of Augsburg, Augsburg, Germany. |
Müller-Nurasyid M |
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Müller-Nurasyid |
Martina |
M |
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Department of Medicine I, University Hospital Grosshadern, Ludwig-Maximilians-University, Munich, Germany. |
Strawbridge RJ |
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Strawbridge |
Rona J |
RJ |
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School of Health and Wellbeing, University of Glasgow, Glasgow, UK. |
Goel A |
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Goel |
Anuj |
A |
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Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK. |
Rybin D |
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Rybin |
Denis |
D |
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Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA. |
Albrecht E |
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Albrecht |
Eva |
E |
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Institute of Genetic Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. |
Jackson AU |
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Jackson |
Anne U |
AU |
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Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA. |
Stringham HM |
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Stringham |
Heather M |
HM |
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Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA. |
Corrêa IR Jr |
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Corrêa |
Ivan R |
IR |
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New England Biolabs, Ipswich, MA, USA. |
Farber-Eger E |
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Farber-Eger |
Eric |
E |
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Vanderbilt Institute for Clinical and Translational Research and Vanderbilt Translational and Clinical Cardiovascular Research Center, Nashville, TN, USA. |
Steinthorsdottir V |
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Steinthorsdottir |
Valgerdur |
V |
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deCODE genetics/Amgen, Inc., Reykjavik, Iceland. |
Uitterlinden AG |
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Uitterlinden |
André G |
AG |
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Department of Internal Medicine, Erasmus Medical Center, Rotterdam, the Netherlands. |
Munroe PB |
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Munroe |
Patricia B |
PB |
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NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. |
Brown MJ |
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Brown |
Morris J |
MJ |
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Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. |
Schmidberger J |
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Schmidberger |
Julian |
J |
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Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany. |
Holmen O |
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Holmen |
Oddgeir |
O |
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Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway. |
Thorand B |
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Thorand |
Barbara |
B |
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German Center for Diabetes Research (DZD), Neuherberg, Germany. |
Hveem K |
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Hveem |
Kristian |
K |
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K G Jebsen Centre for Genetic Epdiemiology, Department of Public Health and General Practice, Norwegian University of Science and Technology, Trondheim, Norway. |
Wilsgaard T |
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Wilsgaard |
Tom |
T |
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Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway. |
Mohlke KL |
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Mohlke |
Karen L |
KL |
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Department of Genetics, University of North Carolina, Chapel Hill, NC, USA. |
Wang Z |
|
Wang |
Zhe |
Z |
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The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York City, NY, USA. |
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GWA-PA Consortium |
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Shmeliov A |
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Shmeliov |
Aleksey |
A |
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Department of Clinical and Experimental Medicine, School of Biosciences and Medicine, University of Surrey, Guildford, UK. |
den Hoed M |
|
den Hoed |
Marcel |
M |
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The Beijer Laboratory and Department of Immunology, Genetics and Pathology, Uppsala University and SciLifeLab, Uppsala, Sweden. |
Loos RJF |
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Loos |
Ruth J F |
RJF |
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The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, New York City, NY, USA. |
Kratzer W |
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Kratzer |
Wolfgang |
W |
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Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany. |
Haenle M |
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Haenle |
Mark |
M |
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Department of Internal Medicine I, Ulm University Medical Centre, Ulm, Germany. |
Koenig W |
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Koenig |
Wolfgang |
W |
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Institute of Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany. |
Boehm BO |
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Boehm |
Bernhard O |
BO |
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Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore and Department of Endocrinology, Tan Tock Seng Hospital, Singapore City, Singapore. |
Tan TM |
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Tan |
Tricia M |
TM |
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Section of Endocrinology and Investigative Medicine, Imperial College London, London, UK. |
Tomas A |
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Tomas |
Alejandra |
A |
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Section of Cell Biology and Functional Genomics, Imperial College London, London, UK. |
Salem V |
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Salem |
Victoria |
V |
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Department of Bioengineering, Imperial College London, South Kensington Campus, London, UK. |
Barroso I |
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Barroso |
Inês |
I |
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Exeter Centre of Excellence for Diabetes Research (EXCEED), University of Exeter Medical School, Exeter, UK. |
Tuomilehto J |
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Tuomilehto |
Jaakko |
J |
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Diabetes Research Unit, King Abdulaziz University, Jeddah, Saudi Arabia. |
Boehnke M |
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Boehnke |
Michael |
M |
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Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA. |
Florez JC |
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Florez |
Jose C |
JC |
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Department of Medicine, Harvard Medical School, Boston, MA, USA. |
Hamsten A |
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Hamsten |
Anders |
A |
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Center for Molecular Medicine, Karolinska University Hospital Solna, Stockholm, Sweden. |
Watkins H |
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Watkins |
Hugh |
H |
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Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK. |
Njølstad I |
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Njølstad |
Inger |
I |
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Department of Clinical Medicine, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway. |
Wichmann HE |
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Wichmann |
H-Erich |
HE |
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Institute of Epidemiology, Helmholtz Zentrum München, German Research Center for Environmental Health, Neuherberg, Germany. |
Caulfield MJ |
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Caulfield |
Mark J |
MJ |
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NIHR Barts Cardiovascular Biomedical Research Centre, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK. |
Khaw KT |
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Khaw |
Kay-Tee |
KT |
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Department of Public Health and Primary Care, University of Cambridge, Cambridge, UK. |
van Duijn CM |
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van Duijn |
Cornelia M |
CM |
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Nuffield Department of Population Health, University of Oxford, Oxford, UK. |
Hofman A |
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Hofman |
Albert |
A |
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Netherlands Consortium for Healthy Ageing, the Hague, the Netherlands. |
Wareham NJ |
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Wareham |
Nicholas J |
NJ |
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MRC Epidemiology Unit, Institute of Metabolic Science, University of Cambridge, Cambridge, UK. |
Langenberg C |
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Langenberg |
Claudia |
C |
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Precision Healthcare University Research Institute, Queen Mary University of London, London, UK. |
Whitfield JB |
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Whitfield |
John B |
JB |
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QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia. |
Martin NG |
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Martin |
Nicholas G |
NG |
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QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia. |
Montgomery G |
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Montgomery |
Grant |
G |
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Institute for Molecular Bioscience, The University of Queensland, St Lucia, Queensland, Australia. |
Scapoli C |
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Scapoli |
Chiara |
C |
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Department of Life Sciences and Biotechnology, University of Ferrara, Ferrara, Italy. |
Tzoulaki I |
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Tzoulaki |
Ioanna |
I |
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Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece. |
Elliott P |
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Elliott |
Paul |
P |
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National Institute for Health Research Imperial College London Biomedical Research Centre, Imperial College London, London, UK. |
Thorsteinsdottir U |
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Thorsteinsdottir |
Unnur |
U |
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Faculty of Medicine, University of Iceland, Reykjavík, Iceland. |
Stefansson K |
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Stefansson |
Kari |
K |
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Faculty of Medicine, University of Iceland, Reykjavík, Iceland. |
Brittain EL |
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Brittain |
Evan L |
EL |
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Vanderbilt University Medical Center and the Vanderbilt Translational and Clinical Cardiovascular Research Center, Nashville, TN, USA. |
McCarthy MI |
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McCarthy |
Mark I |
MI |
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Genentech, South San Francisco, CA, USA. |
Froguel P |
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Froguel |
Philippe |
P |
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UMR 8199-EGID, Institut Pasteur de Lille, CNRS, University of Lille, Lille, France. |
Sexton PM |
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Sexton |
Patrick M |
PM |
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ARC Centre for Cryo-Electron Microscopy of Membrane Proteins, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria, Australia. |
Wootten D |
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Wootten |
Denise |
D |
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ARC Centre for Cryo-Electron Microscopy of Membrane Proteins, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria, Australia. |
Groop L |
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Groop |
Leif |
L |
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Finnish Institute for Molecular Medicine (FIMM), Helsinki University, Helsinki, Finland. |
Dupuis J |
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Dupuis |
Josée |
J |
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Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada. |
Meigs JB |
|
Meigs |
James B |
JB |
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Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA, USA. |
Deganutti G |
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Deganutti |
Giuseppe |
G |
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Centre for Sports, Exercise and Life Sciences, Coventry University, Conventry, UK. |
Demirkan A |
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Demirkan |
Ayse |
A |
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Department of Genetics, University Medical Center Groningen, Groningen, the Netherlands. |
Pers TH |
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Pers |
Tune H |
TH |
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Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark. |
Reynolds CA |
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Reynolds |
Christopher A |
CA |
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School of Life Sciences, University of Essex, Colchester, UK. |
Aulchenko YS |
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Aulchenko |
Yurii S |
YS |
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MSU Institute for Artificial Intelligence, Lomonosov Moscow State University, Moscow, Russia. |
Kaakinen MA |
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Kaakinen |
Marika A |
MA |
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People-Centred Artificial Intelligence Institute, University of Surrey, Guildford, UK. m.kaakinen@imperial.ac.uk. |
Jones B |
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Jones |
Ben |
B |
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Section of Endocrinology and Investigative Medicine, Imperial College London, London, UK. ben.jones@imperial.ac.uk. |
Prokopenko I |
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Prokopenko |
Inga |
I |
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UMR 8199-EGID, Institut Pasteur de Lille, CNRS, University of Lille, Lille, France. i.prokopenko@surrey.ac.uk. |
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Meta-Analysis of Glucose and Insulin-Related Traits Consortium (MAGIC) |
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INVESTIGATORS |
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LASTNAME |
FORENAME |
INITIALS |
AFFILIATION |
den Hoed |
Marcel |
M |
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van Duijn |
Cornelia M |
CM |
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JOURNAL |
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VOLUME: 55 |
ISSUE: 9 |
TITLE: Nature genetics |
ISOABBREVIATION: Nat Genet |
YEAR: 2023 |
MONTH: Sep |
DAY: |
MEDLINEDATE: |
SEASON: |
CITEDMEDIUM: Internet |
ISSN: 1546-1718 |
ISSNTYPE: Electronic |
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MEDLINE JOURNAL |
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MEDLINETA: Nat Genet |
COUNTRY: United States |
ISSNLINKING: 1061-4036 |
NLMUNIQUEID: 9216904 |
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PUBLICATION TYPE |
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PUBLICATIONTYPE TEXT |
Meta-Analysis |
Journal Article |
Research Support, N.I.H., Extramural |
Research Support, Non-U.S. Gov't |
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COMMENTS AND CORRECTIONS |
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GRANTS |
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GRANTID |
AGENCY |
COUNTRY |
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Wellcome Trust |
United Kingdom |
R01 DK072193 |
NIDDK NIH HHS |
United States |
U01 DK105535 |
NIDDK NIH HHS |
United States |
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GENERAL NOTE |
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KEYWORDS |
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MESH HEADINGS |
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DESCRIPTORNAME |
QUALIFIERNAME |
Humans |
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Glucose |
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Genome-Wide Association Study |
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Blood Glucose |
genetics |
Diabetes Mellitus, Type 2 |
genetics |
Colon |
genetics |
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SUPPLEMENTARY MESH |
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GENE SYMBOLS |
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CHEMICALS |
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REGISTRYNUMBER |
NAMEOFSUBSTANCE |
IY9XDZ35W2 |
Glucose |
0 |
Blood Glucose |
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OTHER ID's |
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