@article {8570,
	title = {A principal component meta-analysis on multiple anthropometric traits identifies novel loci for body shape.},
	journal = {Nat Commun},
	volume = {7},
	year = {2016},
	month = {2016 11 23},
	pages = {13357},
	abstract = {<p>Large consortia have revealed hundreds of genetic loci associated with anthropometric traits, one trait at a time. We examined whether genetic variants affect body shape as a composite phenotype that is represented by a combination of anthropometric traits. We developed an approach that calculates averaged PCs (AvPCs) representing body shape derived from six anthropometric traits (body mass index, height, weight, waist and hip circumference, waist-to-hip ratio). The first four AvPCs explain >99\% of the variability, are heritable, and associate with cardiometabolic outcomes. We performed genome-wide association analyses for each body shape composite phenotype across 65 studies and meta-analysed summary statistics. We identify six novel loci: LEMD2 and CD47 for AvPC1, RPS6KA5/C14orf159 and GANAB for AvPC3, and ARL15 and ANP32 for AvPC4. Our findings highlight the value of using multiple traits to define complex phenotypes for discovery, which are not captured by single-trait analyses, and may shed light onto new pathways.</p>},
	keywords = {Anthropometry, Body Size, Genome-Wide Association Study, Genotype, Humans, Models, Genetic, Principal Component Analysis},
	issn = {2041-1723},
	doi = {10.1038/ncomms13357},
	author = {Ried, Janina S and Jeff M, Janina and Chu, Audrey Y and Bragg-Gresham, Jennifer L and van Dongen, Jenny and Huffman, Jennifer E and Ahluwalia, Tarunveer S and Cadby, Gemma and Eklund, Niina and Eriksson, Joel and Esko, T{\~o}nu and Feitosa, Mary F and Goel, Anuj and Gorski, Mathias and Hayward, Caroline and Heard-Costa, Nancy L and Jackson, Anne U and Jokinen, Eero and Kanoni, Stavroula and Kristiansson, Kati and Kutalik, Zolt{\'a}n and Lahti, Jari and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Mahajan, Anubha and Mangino, Massimo and Medina-G{\'o}mez, Carolina and Monda, Keri L and Nolte, Ilja M and Perusse, Louis and Prokopenko, Inga and Qi, Lu and Rose, Lynda M and Salvi, Erika and Smith, Megan T and Snieder, Harold and Stan{\v c}{\'a}kov{\'a}, Alena and Ju Sung, Yun and Tachmazidou, Ioanna and Teumer, Alexander and Thorleifsson, Gudmar and van der Harst, Pim and Walker, Ryan W and Wang, Sophie R and Wild, Sarah H and Willems, Sara M and Wong, Andrew and Zhang, Weihua and Albrecht, Eva and Couto Alves, Alexessander and Bakker, Stephan J L and Barlassina, Cristina and Bartz, Traci M and Beilby, John and Bellis, Claire and Bergman, Richard N and Bergmann, Sven and Blangero, John and Bl{\"u}her, Matthias and Boerwinkle, Eric and Bonnycastle, Lori L and Bornstein, Stefan R and Bruinenberg, Marcel and Campbell, Harry and Chen, Yii-Der Ida and Chiang, Charleston W K and Chines, Peter S and Collins, Francis S and Cucca, Fracensco and Cupples, L Adrienne and D{\textquoteright}Avila, Francesca and de Geus, Eco J C and Dedoussis, George and Dimitriou, Maria and D{\"o}ring, Angela and Eriksson, Johan G and Farmaki, Aliki-Eleni and Farrall, Martin and Ferreira, Teresa and Fischer, Krista and Forouhi, Nita G and Friedrich, Nele and Gjesing, Anette Prior and Glorioso, Nicola and Graff, Mariaelisa and Grallert, Harald and Grarup, Niels and Gr{\"a}{\ss}ler, J{\"u}rgen and Grewal, Jagvir and Hamsten, Anders and Harder, Marie Neergaard and Hartman, Catharina A and Hassinen, Maija and Hastie, Nicholas and Hattersley, Andrew Tym and Havulinna, Aki S and Heli{\"o}vaara, Markku and Hillege, Hans and Hofman, Albert and Holmen, Oddgeir and Homuth, Georg and Hottenga, Jouke-Jan and Hui, Jennie and Husemoen, Lise Lotte and Hysi, Pirro G and Isaacs, Aaron and Ittermann, Till and Jalilzadeh, Shapour and James, Alan L and J{\o}rgensen, Torben and Jousilahti, Pekka and Jula, Antti and Marie Justesen, Johanne and Justice, Anne E and K{\"a}h{\"o}nen, Mika and Karaleftheri, Maria and Tee Khaw, Kay and Keinanen-Kiukaanniemi, Sirkka M and Kinnunen, Leena and Knekt, Paul B and Koistinen, Heikki A and Kolcic, Ivana and Kooner, Ishminder K and Koskinen, Seppo and Kovacs, Peter and Kyriakou, Theodosios and Laitinen, Tomi and Langenberg, Claudia and Lewin, Alexandra M and Lichtner, Peter and Lindgren, Cecilia M and Lindstr{\"o}m, Jaana and Linneberg, Allan and Lorbeer, Roberto and Lorentzon, Mattias and Luben, Robert and Lyssenko, Valeriya and M{\"a}nnist{\"o}, Satu and Manunta, Paolo and Leach, Irene Mateo and McArdle, Wendy L and McKnight, Barbara and Mohlke, Karen L and Mihailov, Evelin and Milani, Lili and Mills, Rebecca and Montasser, May E and Morris, Andrew P and M{\"u}ller, Gabriele and Musk, Arthur W and Narisu, Narisu and Ong, Ken K and Oostra, Ben A and Osmond, Clive and Palotie, Aarno and Pankow, James S and Paternoster, Lavinia and Penninx, Brenda W and Pichler, Irene and Pilia, Maria G and Polasek, Ozren and Pramstaller, Peter P and Raitakari, Olli T and Rankinen, Tuomo and Rao, D C and Rayner, Nigel W and Ribel-Madsen, Rasmus and Rice, Treva K and Richards, Marcus and Ridker, Paul M and Rivadeneira, Fernando and Ryan, Kathy A and Sanna, Serena and Sarzynski, Mark A and Scholtens, Salome and Scott, Robert A and Sebert, Sylvain and Southam, Lorraine and Spars{\o}, Thomas Hempel and Steinthorsdottir, Valgerdur and Stirrups, Kathleen and Stolk, Ronald P and Strauch, Konstantin and Stringham, Heather M and Swertz, Morris A and Swift, Amy J and T{\"o}njes, Anke and Tsafantakis, Emmanouil and van der Most, Peter J and van Vliet-Ostaptchouk, Jana V and Vandenput, Liesbeth and Vartiainen, Erkki and Venturini, Cristina and Verweij, Niek and Viikari, Jorma S and Vitart, Veronique and Vohl, Marie-Claude and Vonk, Judith M and Waeber, G{\'e}rard and Widen, Elisabeth and Willemsen, Gonneke and Wilsgaard, Tom and Winkler, Thomas W and Wright, Alan F and Yerges-Armstrong, Laura M and Hua Zhao, Jing and Zillikens, M Carola and Boomsma, Dorret I and Bouchard, Claude and Chambers, John C and Chasman, Daniel I and Cusi, Daniele and Gansevoort, Ron T and Gieger, Christian and Hansen, Torben and Hicks, Andrew A and Hu, Frank and Hveem, Kristian and Jarvelin, Marjo-Riitta and Kajantie, Eero and Kooner, Jaspal S and Kuh, Diana and Kuusisto, Johanna and Laakso, Markku and Lakka, Timo A and Lehtim{\"a}ki, Terho and Metspalu, Andres and Nj{\o}lstad, Inger and Ohlsson, Claes and Oldehinkel, Albertine J and Palmer, Lyle J and Pedersen, Oluf and Perola, Markus and Peters, Annette and Psaty, Bruce M and Puolijoki, Hannu and Rauramaa, Rainer and Rudan, Igor and Salomaa, Veikko and Schwarz, Peter E H and Shudiner, Alan R and Smit, Jan H and S{\o}rensen, Thorkild I A and Spector, Timothy D and Stefansson, Kari and Stumvoll, Michael and Tremblay, Angelo and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G and Uusitupa, Matti and V{\"o}lker, Uwe and Vollenweider, Peter and Wareham, Nicholas J and Watkins, Hugh and Wilson, James F and Zeggini, Eleftheria and Abecasis, Goncalo R and Boehnke, Michael and Borecki, Ingrid B and Deloukas, Panos and van Duijn, Cornelia M and Fox, Caroline and Groop, Leif C and Heid, Iris M and Hunter, David J and Kaplan, Robert C and McCarthy, Mark I and North, Kari E and O{\textquoteright}Connell, Jeffrey R and Schlessinger, David and Thorsteinsdottir, Unnur and Strachan, David P and Frayling, Timothy and Hirschhorn, Joel N and M{\"u}ller-Nurasyid, Martina and Loos, Ruth J F}
}
@article {7600,
	title = {Large meta-analysis of genome-wide association studies identifies five loci for lean body mass.},
	journal = {Nat Commun},
	volume = {8},
	year = {2017},
	month = {2017 Jul 19},
	pages = {80},
	abstract = {<p>Lean body mass, consisting mostly of skeletal muscle, is important for healthy aging. We performed a genome-wide association study for whole body (20 cohorts of European ancestry with n = 38,292) and appendicular (arms and legs) lean body mass (n = 28,330) measured using dual energy X-ray absorptiometry or bioelectrical impedance analysis, adjusted for sex, age, height, and fat mass. Twenty-one single-nucleotide polymorphisms were significantly associated with lean body mass either genome wide (p < 5 {\texttimes} 10-8) or suggestively genome wide (p < 2.3 {\texttimes} 10-6). Replication in 63,475 (47,227 of European ancestry) individuals from 33 cohorts for whole body lean body mass and in 45,090 (42,360 of European ancestry) subjects from 25 cohorts for appendicular lean body mass was successful for five single-nucleotide polymorphisms in/near HSD17B11, VCAN, ADAMTSL3, IRS1, and FTO for total lean body mass and for three single-nucleotide polymorphisms in/near VCAN, ADAMTSL3, and IRS1 for appendicular lean body mass. Our findings provide new insight into the genetics of lean body mass.Lean body mass is a highly heritable trait and is associated with various health conditions. Here, Kiel and colleagues perform a meta-analysis of genome-wide association studies for whole body lean body mass and find five novel genetic loci to be significantly associated.</p>},
	issn = {2041-1723},
	doi = {10.1038/s41467-017-00031-7},
	author = {Zillikens, M Carola and Demissie, Serkalem and Hsu, Yi-Hsiang and Yerges-Armstrong, Laura M and Chou, Wen-Chi and Stolk, Lisette and Livshits, Gregory and Broer, Linda and Johnson, Toby and Koller, Daniel L and Kutalik, Zolt{\'a}n and Luan, Jian{\textquoteright}an and Malkin, Ida and Ried, Janina S and Smith, Albert V and Thorleifsson, Gudmar and Vandenput, Liesbeth and Hua Zhao, Jing and Zhang, Weihua and Aghdassi, Ali and {\r A}kesson, Kristina and Amin, Najaf and Baier, Leslie J and Barroso, In{\^e}s and Bennett, David A and Bertram, Lars and Biffar, Rainer and Bochud, Murielle and Boehnke, Michael and Borecki, Ingrid B and Buchman, Aron S and Byberg, Liisa and Campbell, Harry and Campos Obanda, Natalia and Cauley, Jane A and Cawthon, Peggy M and Cederberg, Henna and Chen, Zhao and Cho, Nam H and Jin Choi, Hyung and Claussnitzer, Melina and Collins, Francis and Cummings, Steven R and De Jager, Philip L and Demuth, Ilja and Dhonukshe-Rutten, Rosalie A M and Diatchenko, Luda and Eiriksdottir, Gudny and Enneman, Anke W and Erdos, Mike and Eriksson, Johan G and Eriksson, Joel and Estrada, Karol and Evans, Daniel S and Feitosa, Mary F and Fu, Mao and Garcia, Melissa and Gieger, Christian and Girke, Thomas and Glazer, Nicole L and Grallert, Harald and Grewal, Jagvir and Han, Bok-Ghee and Hanson, Robert L and Hayward, Caroline and Hofman, Albert and Hoffman, Eric P and Homuth, Georg and Hsueh, Wen-Chi and Hubal, Monica J and Hubbard, Alan and Huffman, Kim M and Husted, Lise B and Illig, Thomas and Ingelsson, Erik and Ittermann, Till and Jansson, John-Olov and Jordan, Joanne M and Jula, Antti and Karlsson, Magnus and Khaw, Kay-Tee and Kilpel{\"a}inen, Tuomas O and Klopp, Norman and Kloth, Jacqueline S L and Koistinen, Heikki A and Kraus, William E and Kritchevsky, Stephen and Kuulasmaa, Teemu and Kuusisto, Johanna and Laakso, Markku and Lahti, Jari and Lang, Thomas and Langdahl, Bente L and Launer, Lenore J and Lee, Jong-Young and Lerch, Markus M and Lewis, Joshua R and Lind, Lars and Lindgren, Cecilia and Liu, Yongmei and Liu, Tian and Liu, Youfang and Ljunggren, Osten and Lorentzon, Mattias and Luben, Robert N and Maixner, William and McGuigan, Fiona E and Medina-G{\'o}mez, Carolina and Meitinger, Thomas and Melhus, H{\r a}kan and Mellstr{\"o}m, Dan and Melov, Simon and Micha{\"e}lsson, Karl and Mitchell, Braxton D and Morris, Andrew P and Mosekilde, Leif and Newman, Anne and Nielson, Carrie M and O{\textquoteright}Connell, Jeffrey R and Oostra, Ben A and Orwoll, Eric S and Palotie, Aarno and Parker, Stephen C J and Peacock, Munro and Perola, Markus and Peters, Annette and Polasek, Ozren and Prince, Richard L and R{\"a}ikk{\"o}nen, Katri and Ralston, Stuart H and Ripatti, Samuli and Robbins, John A and Rotter, Jerome I and Rudan, Igor and Salomaa, Veikko and Satterfield, Suzanne and Schadt, Eric E and Schipf, Sabine and Scott, Laura and Sehmi, Joban and Shen, Jian and Soo Shin, Chan and Sigurdsson, Gunnar and Smith, Shad and Soranzo, Nicole and Stan{\v c}{\'a}kov{\'a}, Alena and Steinhagen-Thiessen, Elisabeth and Streeten, Elizabeth A and Styrkarsdottir, Unnur and Swart, Karin M A and Tan, Sian-Tsung and Tarnopolsky, Mark A and Thompson, Patricia and Thomson, Cynthia A and Thorsteinsdottir, Unnur and Tikkanen, Emmi and Tranah, Gregory J and Tuomilehto, Jaakko and van Schoor, Natasja M and Verma, Arjun and Vollenweider, Peter and V{\"o}lzke, Henry and Wactawski-Wende, Jean and Walker, Mark and Weedon, Michael N and Welch, Ryan and Wichmann, H-Erich and Widen, Elisabeth and Williams, Frances M K and Wilson, James F and Wright, Nicole C and Xie, Weijia and Yu, Lei and Zhou, Yanhua and Chambers, John C and D{\"o}ring, Angela and van Duijn, Cornelia M and Econs, Michael J and Gudnason, Vilmundur and Kooner, Jaspal S and Psaty, Bruce M and Spector, Timothy D and Stefansson, Kari and Rivadeneira, Fernando and Uitterlinden, Andr{\'e} G and Wareham, Nicholas J and Ossowski, Vicky and Waterworth, Dawn and Loos, Ruth J F and Karasik, David and Harris, Tamara B and Ohlsson, Claes and Kiel, Douglas P}
}
