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Protein-coding variants implicate novel genes related to lipid homeostasis contributing to body-fat distribution

Authors :
Justice, Anne E
Karaderi, Tugce
Highland, Heather M
Young, Kristin L
Graff, Mariaelisa
Lu, Yingchang
Turcot, Valérie
Auer, Paul L
Fine, Rebecca S
Guo, Xiuqing
Schurmann, Claudia
Lempradl, Adelheid
Marouli, Eirini
Mahajan, Anubha
Winkler, Thomas W
Locke, Adam E
Medina-Gomez, Carolina
Esko, Tõnu
Vedantam, Sailaja
Giri, Ayush
Lo, Ken Sin
Alfred, Tamuno
Mudgal, Poorva
Ng, Maggie CY
Heard-Costa, Nancy L
Feitosa, Mary F
Manning, Alisa K
Willems, Sara M
Sivapalaratnam, Suthesh
Abecasis, Goncalo
Alam, Dewan S
Allison, Matthew
Amouyel, Philippe
Arzumanyan, Zorayr
Balkau, Beverley
Bastarache, Lisa
Bergmann, Sven
Bielak, Lawrence F
Blüher, Matthias
Boehnke, Michael
Boeing, Heiner
Boerwinkle, Eric
Böger, Carsten A
Bork-Jensen, Jette
Bottinger, Erwin P
Bowden, Donald W
Brandslund, Ivan
Broer, Linda
Burt, Amber A
Butterworth, Adam S
Caulfield, Mark J
Cesana, Giancarlo
Chambers, John C
Chasman, Daniel I
Chen, Yii-Der Ida
Chowdhury, Rajiv
Christensen, Cramer
Chu, Audrey Y
Collins, Francis S
Cook, James P
Cox, Amanda J
Crosslin, David S
Danesh, John
de Bakker, Paul IW
Denus, Simon de
Mutsert, Renée de
Dedoussis, George
Demerath, Ellen W
Dennis, Joe G
Denny, Josh C
Angelantonio, Emanuele Di
Dörr, Marcus
Drenos, Fotios
Dubé, Marie-Pierre
Dunning, Alison M
Easton, Douglas F
Elliott, Paul
Evangelou, Evangelos
Farmaki, Aliki-Eleni
Feng, Shuang
Ferrannini, Ele
Ferrieres, Jean
Florez, Jose C
Fornage, Myriam
Fox, Caroline S
Franks, Paul W
Friedrich, Nele
Gan, Wei
Gandin, Ilaria
Gasparini, Paolo
Giedraitis, Vilmantas
Girotto, Giorgia
Gorski, Mathias
Grallert, Harald
Grarup, Niels
Grove, Megan L
Gustafsson, Stefan
Haessler, Jeff
Hansen, Torben
Hattersley, Andrew T
Hayward, Caroline
Heid, Iris M
Holmen, Oddgeir L
Hovingh, G Kees
Howson, Joanna MM
Hu, Yao
Hung, Yi-Jen
Hveem, Kristian
Ikram, M Arfan
Ingelsson, Erik
Jackson, Anne U
Jarvik, Gail P
Jia, Yucheng
Jørgensen, Torben
Jousilahti, Pekka
Justesen, Johanne M
Kahali, Bratati
Karaleftheri, Maria
Kardia, Sharon LR
Karpe, Fredrik
Kee, Frank
Kitajima, Hidetoshi
Komulainen, Pirjo
Kooner, Jaspal S
Kovacs, Peter
Krämer, Bernhard K
Kuulasmaa, Kari
Kuusisto, Johanna
Laakso, Markku
Lakka, Timo A
Lamparter, David
Lange, Leslie A
Langenberg, Claudia
Larson, Eric B
Lee, Nanette R
Lee, Wen-Jane
Lehtimäki, Terho
Lewis, Cora E
Li, Huaixing
Li, Jin
Li-Gao, Ruifang
Lin, Li-An
Lin, Xu
Lind, Lars
Lindström, Jaana
Linneberg, Allan
Liu, Ching-Ti
Liu, Dajiang J
Luan, Jian'an
Lyytikäinen, Leo-Pekka
MacGregor, Stuart
Mägi, Reedik
Männistö, Satu
Marenne, Gaëlle
Marten, Jonathan
Masca, Nicholas GD
McCarthy, Mark I
Meidtner, Karina
Mihailov, Evelin
Moilanen, Leena
Moitry, Marie
Mook-Kanamori, Dennis O
Morgan, Anna
Morris, Andrew P
Müller-Nurasyid, Martina
Munroe, Patricia B
Narisu, Narisu
Nelson, Christopher P
Neville, Matt
Ntalla, Ioanna
O'Connell, Jeffrey R
Owen, Katharine R
Pedersen, Oluf
Peloso, Gina M
Pennell, Craig E
Perola, Markus
Perry, James A
Perry, John RB
Pers, Tune H
Ewing, Ailith
Polasek, Ozren
Raitakari, Olli T
Rasheed, Asif
Raulerson, Chelsea K
Rauramaa, Rainer
Reilly, Dermot F
Reiner, Alex P
Ridker, Paul M
Rivas, Manuel A
Robertson, Neil R
Robino, Antonietta
Rudan, Igor
Ruth, Katherine S
Saleheen, Danish
Salomaa, Veikko
Samani, Nilesh J
Schreiner, Pamela J
Schulze, Matthias B
Scott, Robert A
Segura-Lepe, Marcelo
Sim, Xueling
Slater, Andrew J
Small, Kerrin S
Smith, Blair H
Smith, Jennifer A
Southam, Lorraine
Spector, Timothy D
Speliotes, Elizabeth K
Stefansson, Kari
Steinthorsdottir, Valgerdur
Stirrups, Kathleen E
Strauch, Konstantin
Stringham, Heather M
Stumvoll, Michael
Sun, Liang
Surendran, Praveen
Swart, Karin MA
Tardif, Jean-Claude
Taylor, Kent D
Teumer, Alexander
Thompson, Deborah J
Thorleifsson, Gudmar
Thorsteinsdottir, Unnur
Thuesen, Betina H
Tönjes, Anke
Torres, Mina
Tsafantakis, Emmanouil
Tuomilehto, Jaakko
Uitterlinden, André G
Uusitupa, Matti
van Duijn, Cornelia M
Vanhala, Mauno
Varma, Rohit
Vermeulen, Sita H
Vestergaard, Henrik
Vitart, Veronique
Vogt, Thomas F
Vuckovic, Dragana
Wagenknecht, Lynne E
Walker, Mark
Wallentin, Lars
Wang, Feijie
Wang, Carol A
Wang, Shuai
Wareham, Nicholas J
Warren, Helen R
Waterworth, Dawn M
Wessel, Jennifer
White, Harvey D
Willer, Cristen J
Wilson, James G
Wood, Andrew R
Wu, Ying
Yaghootkar, Hanieh
Yao, Jie
Yerges-Armstrong, Laura M
Young, Robin
Zeggini, Eleftheria
Zhan, Xiaowei
Zhang, Weihua
Zhao, Jing Hua
Zhao, Wei
Zheng, He
Zhou, Wei
Zillikens, M Carola
CHD Exome+ Consortium
Cohorts for Heart and Aging Research in Genomic Epidemiology (CH
EPIC-CVD Consortium
ExomeBP Consortium
Global Lipids Genetic Consortium
GoT2D Genes Consortium
InterAct
ReproGen Consortium
T2D-Genes Consortium
MAGIC Investigators
Rivadeneira, Fernando
Borecki, Ingrid B
Pospisilik, J Andrew
Deloukas, Panos
Frayling, Timothy M
Lettre, Guillaume
Mohlke, Karen L
Rotter, Jerome I
Kutalik, Zoltán
Hirschhorn, Joel N
Cupples, L Adrienne
Loos, Ruth JF
North, Kari E
Lindgren, Cecilia M
Vascular Medicine
ACS - Atherosclerosis & ischemic syndromes
Internal Medicine
Epidemiology
Obstetrics & Gynecology
Radiology & Nuclear Medicine
CHD Exome+ Consortium
Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium
EPIC-CVD Consortium
ExomeBP Consortium
Global Lipids Genetic Consortium
GoT2D Genes Consortium
InterAct
ReproGen Consortium
T2D-Genes Consortium
MAGIC Investigators
Institute for Molecular Medicine Finland
Research Programs Unit
Diabetes and Obesity Research Program
University of Helsinki
Young, Kristin L [0000-0003-0070-6145]
Mahajan, Anubha [0000-0001-5585-3420]
Winkler, Thomas W [0000-0003-0292-5421]
Locke, Adam E [0000-0001-6227-198X]
Medina-Gomez, Carolina [0000-0001-7999-5538]
Giri, Ayush [0000-0002-7786-4670]
Ng, Maggie CY [0000-0002-4133-2007]
Heard-Costa, Nancy L [0000-0001-9730-0306]
Manning, Alisa K [0000-0003-0247-902X]
Alam, Dewan S [0000-0002-2051-3837]
Amouyel, Philippe [0000-0001-9088-234X]
Bergmann, Sven [0000-0002-6785-9034]
Boehnke, Michael [0000-0002-6442-7754]
Butterworth, Adam S [0000-0002-6915-9015]
Caulfield, Mark J [0000-0001-9295-3594]
Collins, Francis S [0000-0002-1023-7410]
de Bakker, Paul IW [0000-0001-7735-7858]
Dennis, Joe G [0000-0003-4591-1214]
Easton, Douglas F [0000-0003-2444-3247]
Elliott, Paul [0000-0002-7511-5684]
Evangelou, Evangelos [0000-0002-5488-2999]
Giedraitis, Vilmantas [0000-0003-3423-2021]
Girotto, Giorgia [0000-0003-4507-6589]
Grarup, Niels [0000-0001-5526-1070]
Gustafsson, Stefan [0000-0001-5894-0351]
Hansen, Torben [0000-0001-8748-3831]
Hayward, Caroline [0000-0002-9405-9550]
Howson, Joanna MM [0000-0001-7618-0050]
Ikram, M Arfan [0000-0003-0372-8585]
Jackson, Anne U [0000-0002-9672-2547]
Justesen, Johanne M [0000-0002-0484-8522]
Kovacs, Peter [0000-0002-0290-5423]
Kuulasmaa, Kari [0000-0003-2165-1411]
Langenberg, Claudia [0000-0002-5017-7344]
Lin, Li-An [0000-0003-2731-1346]
Linneberg, Allan [0000-0002-0994-0184]
Liu, Ching-Ti [0000-0002-0703-0742]
Lyytikäinen, Leo-Pekka [0000-0002-7200-5455]
MacGregor, Stuart [0000-0001-6731-8142]
McCarthy, Mark I [0000-0002-4393-0510]
Morgan, Anna [0000-0001-6290-445X]
Müller-Nurasyid, Martina [0000-0003-3793-5910]
Munroe, Patricia B [0000-0002-4176-2947]
Narisu, Narisu [0000-0002-8483-1156]
Neville, Matt [0000-0002-6004-5433]
Reilly, Dermot F [0000-0002-9456-1364]
Rudan, Igor [0000-0001-6993-6884]
Saleheen, Danish [0000-0001-6193-020X]
Salomaa, Veikko [0000-0001-7563-5324]
Sim, Xueling [0000-0002-1233-7642]
Small, Kerrin S [0000-0003-4566-0005]
Smith, Blair H [0000-0002-5362-9430]
Smith, Jennifer A [0000-0002-3575-5468]
Southam, Lorraine [0000-0002-7546-9650]
Stefansson, Kari [0000-0003-1676-864X]
Stirrups, Kathleen E [0000-0002-6823-3252]
Stringham, Heather M [0000-0002-2991-6392]
Teumer, Alexander [0000-0002-8309-094X]
Thompson, Deborah J [0000-0003-1465-5799]
Vestergaard, Henrik [0000-0003-3090-269X]
Vitart, Veronique [0000-0002-4991-3797]
Wang, Carol A [0000-0002-4301-3974]
Wessel, Jennifer [0000-0002-7031-0085]
Willer, Cristen J [0000-0001-5645-4966]
Zeggini, Eleftheria [0000-0003-4238-659X]
Rivadeneira, Fernando [0000-0001-9435-9441]
Pospisilik, J Andrew [0000-0002-9745-0977]
Deloukas, Panos [0000-0001-9251-070X]
Mohlke, Karen L [0000-0001-6721-153X]
Kutalik, Zoltán [0000-0001-8285-7523]
Loos, Ruth JF [0000-0002-8532-5087]
Lindgren, Cecilia M [0000-0002-4903-9374]
Apollo - University of Cambridge Repository
Home Office
Medical Research Council (MRC)
National Institute for Health Research
Imperial College Healthcare NHS Trust- BRC Funding
UK DRI Ltd
Medical and Clinical Psychology
Justice, Anne E.
Karaderi, Tugce
Highland, Heather M.
Young, Kristin L.
Graff, Mariaelisa
Lu, Yingchang
Turcot, Valérie
Auer, Paul L.
Fine, Rebecca S.
Guo, Xiuqing
Schurmann, Claudia
Lempradl, Adelheid
Marouli, Eirini
Mahajan, Anubha
Winkler, Thomas W.
Locke, Adam E.
Medina-Gomez, Carolina
Esko, Tõnu
Vedantam, Sailaja
Giri, Ayush
Lo, Ken Sin
Alfred, Tamuno
Mudgal, Poorva
Ng, Maggie C. Y.
Heard-Costa, Nancy L.
Feitosa, Mary F.
Manning, Alisa K.
Willems, Sara M.
Sivapalaratnam, Suthesh
Abecasis, Goncalo
Alam, Dewan S.
Allison, Matthew
Amouyel, Philippe
Arzumanyan, Zorayr
Balkau, Beverley
Bastarache, Lisa
Bergmann, Sven
Bielak, Lawrence F.
Blüher, Matthia
Boehnke, Michael
Boeing, Heiner
Boerwinkle, Eric
Böger, Carsten A.
Bork-Jensen, Jette
Bottinger, Erwin P.
Bowden, Donald W.
Brandslund, Ivan
Broer, Linda
Burt, Amber A.
Butterworth, Adam S.
Caulfield, Mark J.
Cesana, Giancarlo
Chambers, John C.
Chasman, Daniel I.
Chen, Yii-Der Ida
Chowdhury, Rajiv
Christensen, Cramer
Chu, Audrey Y.
Collins, Francis S.
Cook, James P.
Cox, Amanda J.
Crosslin, David S.
Danesh, John
de Bakker, Paul I. W.
Denus, Simon de
Mutsert, Renée de
Dedoussis, George
Demerath, Ellen W.
Dennis, Joe G.
Denny, Josh C.
Angelantonio, Emanuele Di
Dörr, Marcu
Drenos, Fotio
Dubé, Marie-Pierre
Dunning, Alison M.
Easton, Douglas F.
Elliott, Paul
Evangelou, Evangelo
Farmaki, Aliki-Eleni
Feng, Shuang
Ferrannini, Ele
Ferrieres, Jean
Florez, Jose C.
Fornage, Myriam
Fox, Caroline S.
Franks, Paul W.
Friedrich, Nele
Gan, Wei
Gandin, Ilaria
Gasparini, Paolo
Giedraitis, Vilmanta
Girotto, Giorgia
Gorski, Mathia
Grallert, Harald
Grarup, Niel
Grove, Megan L.
Gustafsson, Stefan
Haessler, Jeff
Hansen, Torben
Hattersley, Andrew T.
Hayward, Caroline
Heid, Iris M.
Holmen, Oddgeir L.
Hovingh, G. Kee
Howson, Joanna M. M.
Hu, Yao
Hung, Yi-Jen
Hveem, Kristian
Ikram, M. Arfan
Ingelsson, Erik
Jackson, Anne U.
Jarvik, Gail P.
Jia, Yucheng
Jørgensen, Torben
Jousilahti, Pekka
Justesen, Johanne M.
Kahali, Bratati
Karaleftheri, Maria
Kardia, Sharon L. R.
Karpe, Fredrik
Kee, Frank
Kitajima, Hidetoshi
Komulainen, Pirjo
Kooner, Jaspal S.
Kovacs, Peter
Krämer, Bernhard K.
Kuulasmaa, Kari
Kuusisto, Johanna
Laakso, Markku
Lakka, Timo A.
Lamparter, David
Lange, Leslie A.
Langenberg, Claudia
Larson, Eric B.
Lee, Nanette R.
Lee, Wen-Jane
Lehtimäki, Terho
Lewis, Cora E.
Li, Huaixing
Li, Jin
Li-Gao, Ruifang
Lin, Li-An
Lin, Xu
Lind, Lar
Lindström, Jaana
Linneberg, Allan
Liu, Ching-Ti
Liu, Dajiang J.
Luan, Jian’An
Lyytikäinen, Leo-Pekka
Macgregor, Stuart
Mägi, Reedik
Männistö, Satu
Marenne, Gaëlle
Marten, Jonathan
Masca, Nicholas G. D.
Mccarthy, Mark I.
Meidtner, Karina
Mihailov, Evelin
Moilanen, Leena
Moitry, Marie
Mook-Kanamori, Dennis O.
Morgan, Anna
Morris, Andrew P.
Müller-Nurasyid, Martina
Munroe, Patricia B.
Narisu, Narisu
Nelson, Christopher P.
Neville, Matt
Ntalla, Ioanna
O’Connell, Jeffrey R.
Owen, Katharine R.
Pedersen, Oluf
Peloso, Gina M.
Pennell, Craig E.
Perola, Marku
Perry, James A.
Perry, John R. B.
Pers, Tune H.
Ewing, Ailith
Polasek, Ozren
Raitakari, Olli T.
Rasheed, Asif
Raulerson, Chelsea K.
Rauramaa, Rainer
Reilly, Dermot F.
Reiner, Alex P.
Ridker, Paul M.
Rivas, Manuel A.
Robertson, Neil R.
Robino, Antonietta
Rudan, Igor
Ruth, Katherine S.
Saleheen, Danish
Salomaa, Veikko
Samani, Nilesh J.
Schreiner, Pamela J.
Schulze, Matthias B.
Scott, Robert A.
Segura-Lepe, Marcelo
Sim, Xueling
Slater, Andrew J.
Small, Kerrin S.
Smith, Blair H.
Smith, Jennifer A.
Southam, Lorraine
Spector, Timothy D.
Speliotes, Elizabeth K.
Stefansson, Kari
Steinthorsdottir, Valgerdur
Stirrups, Kathleen E.
Strauch, Konstantin
Stringham, Heather M.
Stumvoll, Michael
Sun, Liang
Surendran, Praveen
Swart, Karin M. A.
Tardif, Jean-Claude
Taylor, Kent D.
Teumer, Alexander
Thompson, Deborah J.
Thorleifsson, Gudmar
Thorsteinsdottir, Unnur
Thuesen, Betina H.
Tönjes, Anke
Torres, Mina
Tsafantakis, Emmanouil
Tuomilehto, Jaakko
Uitterlinden, André G.
Uusitupa, Matti
van Duijn, Cornelia M.
Vanhala, Mauno
Varma, Rohit
Vermeulen, Sita H.
Vestergaard, Henrik
Vitart, Veronique
Vogt, Thomas F.
Vuckovic, Dragana
Wagenknecht, Lynne E.
Walker, Mark
Wallentin, Lar
Wang, Feijie
Wang, Carol A.
Wang, Shuai
Wareham, Nicholas J.
Warren, Helen R.
Waterworth, Dawn M.
Wessel, Jennifer
White, Harvey D.
Willer, Cristen J.
Wilson, James G.
Wood, Andrew R.
Wu, Ying
Yaghootkar, Hanieh
Yao, Jie
Yerges-Armstrong, Laura M.
Young, Robin
Zeggini, Eleftheria
Zhan, Xiaowei
Zhang, Weihua
Zhao, Jing Hua
Zhao, Wei
Zheng, He
Zhou, Wei
Zillikens, M. Carola
Rivadeneira, Fernando
Borecki, Ingrid B.
Pospisilik, J. Andrew
Deloukas, Pano
Frayling, Timothy M.
Lettre, Guillaume
Mohlke, Karen L.
Rotter, Jerome I.
Kutalik, Zoltán
Hirschhorn, Joel N.
Cupples, L. Adrienne
Loos, Ruth J. F.
North, Kari E.
Lindgren, Cecilia M.
APH - Societal Participation & Health
APH - Health Behaviors & Chronic Diseases
APH - Aging & Later Life
Epidemiology and Data Science
VU University medical center
Source :
Nature Genetics, 51, 3, pp. 452-469, Nature Genetics, 51, 452-469, Nature genetics, 51(3), 452-469. Nature Publishing Group, Nature Genetics, Nature genetics, Nature Genetics, 51(3), 452-469. Nature Publishing Group, Nature genetics, vol. 51, no. 3, pp. 452-469, Nat. Genet. 51, 452–469 (2019), Justice, A E, Karaderi, T, Highland, H M, Young, K L, Graff, M, Lu, Y, Turcot, V, Auer, P L, Fine, R S, Guo, X, Schurmann, C, Lempradl, A, Marouli, E, Mahajan, A, Winkler, T W, Locke, A E, Medina-Gomez, C, Esko, T N, Vedantam, S, Giri, A, Lo, K S, Alfred, T, Mudgal, P, Ng, M C Y, Heard-Costa, N L, Feitosa, M F, Manning, A K, Willems, S M, Sivapalaratnam, S, Abecasis, G, Alam, D S, Allison, M, Amouyel, P, Arzumanyan, Z, Balkau, B, Bastarache, L, Bergmann, S, Bielak, L F, Blüher, M, Boehnke, M, Boeing, H, Boerwinkle, E, Böger, C A, Bork-Jensen, J, Bottinger, E P, Bowden, D W, Brandslund, I, Li, J, Swart, K M A, Vermeulen, S H, CHD Exome+ Consortium, Frayling, T M, Lettre, G, Mohlke, K L, Rotter, J I, Kutalik, Z, Hirschhorn, J N, Cupples, L A, Loos, R J F, North, K E & Lindgren, C M 2019, ' Protein-coding variants implicate novel genes related to lipid homeostasis contributing to body-fat distribution ', Nature Genetics, vol. 51, pp. 452–469 . 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Abstract

Body fat distribution is a risk factor for adverse cardiovascular health consequences. We analyzed the association of body fat distribution, assessed by waist-to-hip ratio adjusted for body mass index, with 228,985 predicted coding and splice site variants available on exome arrays in up to 344,369 individuals from five major ancestries (discovery) and 132,177 European-ancestry individuals (validation). We identified 15 common (minor allele frequency, MAF ≥ 5%) and 9 low frequency or rare (MAF < 5%) coding novel variants. Pathway/gene set enrichment analyses identified lipid particle, adiponectin, abnormal white adipose tissue physiology, and bone development and morphology as important contributors to fat distribution, while cross-trait associations highlight cardiometabolic traits. In functional follow-up analyses, specifically in Drosophila RNAi-knockdowns, we observed a significant increase in the total body triglyceride levels for two genes (DNAH10 and PLXND1). We implicate novel genes in fat distribution, stressing the importance of interrogating low-frequency and protein-coding variants.<br />Editorial summary: A trans-ethnic exome-wide association study for body fat distribution identifies protein-coding variants that are significantly associated with waist-to-hip ratio adjusted for body mass index.

Subjects

Subjects :
Exome/genetics
Male
ReproGen Consortium
Adipose tissue
Genome-wide association study
Type 2 diabetes
White adipose tissue
Body Mass Index
Animals
Body Fat Distribution
Case-Control Studies
Drosophila
Exome
Female
Gene Frequency
Genetic Predisposition to Disease
Genetic Variation
Genome-Wide Association Study
Homeostasis
Humans
Lipids
Proteins
Risk Factors
Waist-Hip Ratio
0302 clinical medicine
Hyperlipidemia
Body fat distribution
2. Zero hunger
Genetics
0303 health sciences
INSULIN-RESISTANCE
ADIPOCYTE DIFFERENTIATION
CHD Exome+ Consortium
Genetic Predisposition to Disease/genetics
Drosophila/genetics
RS11209026 POLYMORPHISM
KINASE 7
1184 Genetics, developmental biology, physiology
T2D-Genes Consortium
11 Medical And Health Sciences
Body Fat Distribution/methods
RECEPTOR ALK7
ADIPOSE-TISSUE
Gene Frequency/genetics
Genetic Variation/genetics
InterAct
Urological cancers Radboud Institute for Health Sciences [Radboudumc 15]
genetic association study
RNA splicing
Proteins/genetics
Genome-Wide Association Study/methods
Lipid particle
ExomeBP Consortium
WAIST CIRCUMFERENCE
Waist-Hip Ratio/methods
Biology
EPIC-CVD Consortium
Article
MAGIC Investigators
03 medical and health sciences
Homeostasis/genetics
Lipids/genetics
All institutes and research themes of the Radboud University Medical Center
medicine
Global Lipids Genetic Consortium
Risk factor
GENOME-WIDE ASSOCIATION
ABDOMINAL ADIPOSITY
Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium
Gene
030304 developmental biology
06 Biological Sciences
medicine.disease
Minor allele frequency
GoT2D Genes Consortium
genetics research
TYPE-2 DIABETES SUSCEPTIBILITY
3111 Biomedicine
Body mass index
030217 neurology & neurosurgery
Developmental Biology

Details

Language :
English
ISSN :
15461718 and 10614036
Volume :
51
Issue :
3
Database :
OpenAIRE
Journal :
Nature Genetics
Accession number :
edsair.doi.dedup.....223a107b9051e5f9a6274fac650ecff4
Full Text :
https://doi.org/10.1038/s41588-018-0334-2