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1. Novel loci for adiponectin levels and their influence on type 2 diabetes and metabolic traits: a multi-ethnic meta-analysis of 45,891 individuals.

Author

DIAGRAM+ Consortium, MAGIC Consortium, GLGC Investigators, MuTHER Consortium, DIAGRAM Consortium, GIANT Consortium, Global B Pgen Consortium, Procardis Consortium, MAGIC investigators, GLGC Consortium, Olson, J., Kronmal, R., Robbins, J., Chaves, PH., Burke, G., Kuller, LH., Tracy, R., Gottdiener, J., Prineas, R., Becker, JT., Enright, P., Klein, R., O'Leary, DH., Dastani, Z., Hivert, M.F., Timpson, N., Perry, J.R., Yuan, X., Scott, R.A., Henneman, P., Heid, I.M., Kizer, J.R., Lyytikäinen, L.P., Fuchsberger, C., Tanaka, T., Morris, A.P., Small, K., Isaacs, A., Beekman, M., Coassin, S., Lohman, K., Qi, L., Kanoni, S., Pankow, J.S., Uh, H.W., Wu, Y., Bidulescu, A., Rasmussen-Torvik, L.J., Greenwood, C.M., Ladouceur, M., Grimsby, J., Manning, A.K., Liu, C.T., Kooner, J., Mooser, V.E., Vollenweider, P., Kapur, K.A., Chambers, J., Wareham, N.J., Langenberg, C., Frants, R., Willems-Vandijk, K., Oostra, B.A., Willems, S.M., Lamina, C., Winkler, T.W., Psaty, B.M., Tracy, R.P., Brody, J., Chen, I., Viikari, J., Kähönen, M., Pramstaller, P.P., Evans, D.M., St Pourcain, B., Sattar, N., Wood, A.R., Bandinelli, S., Carlson, O.D., Egan, J.M., Böhringer, S., van Heemst, D., Kedenko, L., Kristiansson, K., Nuotio, M.L., Loo, B.M., Harris, T., Garcia, M., Kanaya, A., Haun, M., Klopp, N., Wichmann, H.E., Deloukas, P., Katsareli, E., Couper, D.J., Duncan, B.B., Kloppenburg, M., Adair, L.S., Borja, J.B., Wilson, J.G., Musani, S., Guo, X., Johnson, T., Semple, R., Teslovich, T.M., Allison, M.A., Redline, S., Buxbaum, S.G., Mohlke, K.L., Meulenbelt, I., Ballantyne, C.M., Dedoussis, G.V., Hu, F.B., Liu, Y., Paulweber, B., Spector, T.D., Slagboom, P.E., Ferrucci, L., Jula, A., Perola, M., Raitakari, O., Florez, J.C., Salomaa, V., Eriksson, J.G., Frayling, T.M., Hicks, A.A., Lehtimäki, T., Smith, G.D., Siscovick, D.S., Kronenberg, F., van Duijn, C., Loos, R.J., Waterworth, D.M., Meigs, J.B., Dupuis, J., Richards, J.B., Voight, B.F., Scott, L.J., Steinthorsdottir, V., Dina, C., Welch, R.P., Zeggini, E., Huth, C., Aulchenko, Y.S., Thorleifsson, G., McCulloch, L.J., Ferreira, T., Grallert, H., Amin, N., Wu, G., Willer, C.J., Raychaudhuri, S., McCarroll, S.A., Hofmann, O.M., Segrè, A.V., van Hoek, M., Navarro, P., Ardlie, K., Balkau, B., Benediktsson, R., Bennett, A.J., Blagieva, R., Boerwinkle, E., Bonnycastle, L.L., Boström, K.B., Bravenboer, B., Bumpstead, S., Burtt, N.P., Charpentier, G., Chines, P.S., Cornelis, M., Crawford, G., Doney, A.S., Elliott, K.S., Elliott, A.L., Erdos, M.R., Fox, C.S., Franklin, C.S., Ganser, M., Gieger, C., Grarup, N., Green, T., Griffin, S., Groves, C.J., Guiducci, C., Hadjadj, S., Hassanali, N., Herder, C., Isomaa, B., Jackson, A.U., Johnson, P.R., Jørgensen, T., Kao, W.H., Kong, A., Kraft, P., Kuusisto, J., Lauritzen, T., Li, M., Lieverse, A., Lindgren, C.M., Lyssenko, V., Marre, M., Meitinger, T., Midthjell, K., Morken, M.A., Narisu, N., Nilsson, P., Owen, K.R., Payne, F., Petersen, A.K., Platou, C., Proença, C., Prokopenko, I., Rathmann, W., Rayner, N.W., Robertson, N.R., Rocheleau, G., Roden, M., Sampson, M.J., Saxena, R., Shields, B.M., Shrader, P., Sigurdsson, G., Sparsø, T., Strassburger, K., Stringham, H.M., Sun, Q., Swift, A.J., Thorand, B., Tichet, J., Tuomi, T., van Dam, R.M., van Haeften, T.W., van Herpt, T., van Vliet-Ostaptchouk, J.V., Walters, G.B., Weedon, M.N., Wijmenga, C., Witteman, J., Bergman, R.N., Cauchi, S., Collins, F.S., Gloyn, A.L., Gyllensten, U., Hansen, T., Hide, W.A., Hitman, G.A., Hofman, A., Hunter, D.J., Hveem, K., Laakso, M., Morris, A.D., Palmer, C.N., Rudan, I., Sijbrands, E., Stein, L.D., Tuomilehto, J., Uitterlinden, A., Walker, M., Watanabe, R.M., Abecasis, G.R., Boehm, B.O., Campbell, H., Daly, M.J., Hattersley, A.T., Pedersen, O., Barroso, I., Groop, L., Sladek, R., Thorsteinsdottir, U., Wilson, J.F., Illig, T., Froguel, P., van Duijn, C.M., Stefansson, K., Altshuler, D., Boehnke, M., McCarthy, M.I., Soranzo, N., Wheeler, E., Glazer, N.L., Bouatia-Naji, N., Mägi, R., Randall, J., Elliott, P., Rybin, D., Dehghan, A., Hottenga, J.J., Song, K., Goel, A., Lajunen, T., Doney, A., Cavalcanti-Proença, C., Kumari, M., Timpson, N.J., Zabena, C., Ingelsson, E., An, P., O'Connell, J., Luan, J., Elliott, A., Roccasecca, R.M., Pattou, F., Sethupathy, P., Ariyurek, Y., Barter, P., Beilby, J.P., Ben-Shlomo, Y., Bergmann, S., Bochud, M., Bonnefond, A., Borch-Johnsen, K., Böttcher, Y., Brunner, E., Bumpstead, S.J., Chen, Y.D., Chines, P., Clarke, R., Coin, L.J., Cooper, M.N., Crisponi, L., Day, I.N., de Geus, E.J., Delplanque, J., Fedson, A.C., Fischer-Rosinsky, A., Forouhi, N.G., Franzosi, M.G., Galan, P., Goodarzi, M.O., Graessler, J., Grundy, S., Gwilliam, R., Hallmans, G., Hammond, N., Han, X., Hartikainen, A.L., Hayward, C., Heath, S.C., Hercberg, S., Hillman, D.R., Hingorani, A.D., Hui, J., Hung, J., Kaakinen, M., Kaprio, J., Kesaniemi, Y.A., Kivimaki, M., Knight, B., Koskinen, S., Kovacs, P., Kyvik, K.O., Lathrop, G.M., Lawlor, D.A., Le Bacquer, O., Lecoeur, C., Li, Y., Mahley, R., Mangino, M., Martínez-Larrad, M.T., McAteer, J.B., McPherson, R., Meisinger, C., Melzer, D., Meyre, D., Mitchell, B.D., Mukherjee, S., Naitza, S., Neville, M.J., Orrù, M., Pakyz, R., Paolisso, G., Pattaro, C., Pearson, D., Peden, J.F., Pedersen, N.L., Pfeiffer, A.F., Pichler, I., Polasek, O., Posthuma, D., Potter, S.C., Pouta, A., Province, M.A., Rice, K., Ripatti, S., Rivadeneira, F., Rolandsson, O., Sandbaek, A., Sandhu, M., Sanna, S., Sayer, A.A., Scheet, P., Seedorf, U., Sharp, S.J., Shields, B., Sigurðsson, G., Sijbrands, E.J., Silveira, A., Simpson, L., Singleton, A., Smith, N.L., Sovio, U., Swift, A., Syddall, H., Syvänen, A.C., Tönjes, A., Uitterlinden, A.G., van Dijk, K.W., Varma, D., Visvikis-Siest, S., Vitart, V., Vogelzangs, N., Waeber, G., Wagner, P.J., Walley, A., Ward, K.L., Watkins, H., Wild, S.H., Willemsen, G., Witteman, J.C., Yarnell, J.W., Zelenika, D., Zethelius, B., Zhai, G., Zhao, J.H., Zillikens, M.C., Borecki, I.B., Meneton, P., Magnusson, P.K., Nathan, D.M., Williams, G.H., Silander, K., Bornstein, S.R., Schwarz, P., Spranger, J., Karpe, F., Shuldiner, A.R., Cooper, C., Serrano-Ríos, M., Lind, L., Palmer, L.J., Franks, P.W., Ebrahim, S., Marmot, M., Wright, A.F., Stumvoll, M., Hamsten, A., Buchanan, T.A., Valle, T.T., Rotter, J.I., Penninx, B.W., Boomsma, D.I., Cao, A., Scuteri, A., Schlessinger, D., Uda, M., Ruokonen, A., Jarvelin, M.R., Peltonen, L., Mooser, V., Musunuru, K., Smith, A.V., Edmondson, A.C., Stylianou, I.M., Koseki, M., Pirruccello, J.P., Chasman, D.I., Johansen, C.T., Fouchier, S.W., Peloso, G.M., Barbalic, M., Ricketts, S.L., Bis, J.C., Feitosa, M.F., Orho-Melander, M., Melander, O., Li, X., Cho, Y.S., Go, M.J., Kim, Y.J., Lee, J.Y., Park, T., Kim, K., Sim, X., Ong, R.T., Croteau-Chonka, D.C., Lange, L.A., Smith, J.D., Ziegler, A., Zhang, W., Zee, R.Y., Whitfield, J.B., Thompson, J.R., Surakka, I., Smit, J.H., Sinisalo, J., Scott, J., Saharinen, J., Sabatti, C., Rose, L.M., Roberts, R., Rieder, M., Parker, A.N., Pare, G., O'Donnell, C.J., Nieminen, M.S., Nickerson, D.A., Montgomery, G.W., McArdle, W., Masson, D., Martin, N.G., Marroni, F., Lucas, G., Luben, R., Lokki, M.L., Lettre, G., Launer, L.J., Lakatta, E.G., Laaksonen, R., König, I.R., Khaw, K.T., Kaplan, L.M., Johansson, Å., Janssens, A.C., Igl, W., Hovingh, G.K., Hengstenberg, C., Havulinna, A.S., Hastie, N.D., Harris, T.B., Haritunians, T., Hall, A.S., Groop, L.C., Gonzalez, E., Freimer, N.B., Erdmann, J., Ejebe, K.G., Döring, A., Dominiczak, A.F., Demissie, S., de Faire, U., Caulfield, M.J., Boekholdt, S.M., Assimes, T.L., Quertermous, T., Seielstad, M., Wong, T.Y., Tai, E.S., Feranil, A.B., Kuzawa, C.W., Taylor, H.A., Gabriel, S.B., Holm, H., Gudnason, V., Krauss, R.M., Ordovas, J.M., Munroe, P.B., Kooner, J.S., Tall, A.R., Hegele, R.A., Kastelein, J.J., Schadt, E.E., Strachan, D.P., Reilly, M.P., Samani, N.J., Schunkert, H., Cupples, L.A., Sandhu, M.S., Ridker, P.M., Rader, D.J., Kathiresan, S., DIAGRAM+ Consortium, MAGIC Consortium, GLGC Investigators, MuTHER Consortium, DIAGRAM Consortium, GIANT Consortium, Global B Pgen Consortium, Procardis Consortium, MAGIC investigators, GLGC Consortium, Olson, J., Kronmal, R., Robbins, J., Chaves, PH., Burke, G., Kuller, LH., Tracy, R., Gottdiener, J., Prineas, R., Becker, JT., Enright, P., Klein, R., O'Leary, DH., Dastani, Z., Hivert, M.F., Timpson, N., Perry, J.R., Yuan, X., Scott, R.A., Henneman, P., Heid, I.M., Kizer, J.R., Lyytikäinen, L.P., Fuchsberger, C., Tanaka, T., Morris, A.P., Small, K., Isaacs, A., Beekman, M., Coassin, S., Lohman, K., Qi, L., Kanoni, S., Pankow, J.S., Uh, H.W., Wu, Y., Bidulescu, A., Rasmussen-Torvik, L.J., Greenwood, C.M., Ladouceur, M., Grimsby, J., Manning, A.K., Liu, C.T., Kooner, J., Mooser, V.E., Vollenweider, P., Kapur, K.A., Chambers, J., Wareham, N.J., Langenberg, C., Frants, R., Willems-Vandijk, K., Oostra, B.A., Willems, S.M., Lamina, C., Winkler, T.W., Psaty, B.M., Tracy, R.P., Brody, J., Chen, I., Viikari, J., Kähönen, M., Pramstaller, P.P., Evans, D.M., St Pourcain, B., Sattar, N., Wood, A.R., Bandinelli, S., Carlson, O.D., Egan, J.M., Böhringer, S., van Heemst, D., Kedenko, L., Kristiansson, K., Nuotio, M.L., Loo, B.M., Harris, T., Garcia, M., Kanaya, A., Haun, M., Klopp, N., Wichmann, H.E., Deloukas, P., Katsareli, E., Couper, D.J., Duncan, B.B., Kloppenburg, M., Adair, L.S., Borja, J.B., Wilson, J.G., Musani, S., Guo, X., Johnson, T., Semple, R., Teslovich, T.M., Allison, M.A., Redline, S., Buxbaum, S.G., Mohlke, K.L., Meulenbelt, I., Ballantyne, C.M., Dedoussis, G.V., Hu, F.B., Liu, Y., Paulweber, B., Spector, T.D., Slagboom, P.E., Ferrucci, L., Jula, A., Perola, M., Raitakari, O., Florez, J.C., Salomaa, V., Eriksson, J.G., Frayling, T.M., Hicks, A.A., Lehtimäki, T., Smith, G.D., Siscovick, D.S., Kronenberg, F., van Duijn, C., Loos, R.J., Waterworth, D.M., Meigs, J.B., Dupuis, J., Richards, J.B., Voight, B.F., Scott, L.J., Steinthorsdottir, V., Dina, C., Welch, R.P., Zeggini, E., Huth, C., Aulchenko, Y.S., Thorleifsson, G., McCulloch, L.J., Ferreira, T., Grallert, H., Amin, N., Wu, G., Willer, C.J., Raychaudhuri, S., McCarroll, S.A., Hofmann, O.M., Segrè, A.V., van Hoek, M., Navarro, P., Ardlie, K., Balkau, B., Benediktsson, R., Bennett, A.J., Blagieva, R., Boerwinkle, E., Bonnycastle, L.L., Boström, K.B., Bravenboer, B., Bumpstead, S., Burtt, N.P., Charpentier, G., Chines, P.S., Cornelis, M., Crawford, G., Doney, A.S., Elliott, K.S., Elliott, A.L., Erdos, M.R., Fox, C.S., Franklin, C.S., Ganser, M., Gieger, C., Grarup, N., Green, T., Griffin, S., Groves, C.J., Guiducci, C., Hadjadj, S., Hassanali, N., Herder, C., Isomaa, B., Jackson, A.U., Johnson, P.R., Jørgensen, T., Kao, W.H., Kong, A., Kraft, P., Kuusisto, J., Lauritzen, T., Li, M., Lieverse, A., Lindgren, C.M., Lyssenko, V., Marre, M., Meitinger, T., Midthjell, K., Morken, M.A., Narisu, N., Nilsson, P., Owen, K.R., Payne, F., Petersen, A.K., Platou, C., Proença, C., Prokopenko, I., Rathmann, W., Rayner, N.W., Robertson, N.R., Rocheleau, G., Roden, M., Sampson, M.J., Saxena, R., Shields, B.M., Shrader, P., Sigurdsson, G., Sparsø, T., Strassburger, K., Stringham, H.M., Sun, Q., Swift, A.J., Thorand, B., Tichet, J., Tuomi, T., van Dam, R.M., van Haeften, T.W., van Herpt, T., van Vliet-Ostaptchouk, J.V., Walters, G.B., Weedon, M.N., Wijmenga, C., Witteman, J., Bergman, R.N., Cauchi, S., Collins, F.S., Gloyn, A.L., Gyllensten, U., Hansen, T., Hide, W.A., Hitman, G.A., Hofman, A., Hunter, D.J., Hveem, K., Laakso, M., Morris, A.D., Palmer, C.N., Rudan, I., Sijbrands, E., Stein, L.D., Tuomilehto, J., Uitterlinden, A., Walker, M., Watanabe, R.M., Abecasis, G.R., Boehm, B.O., Campbell, H., Daly, M.J., Hattersley, A.T., Pedersen, O., Barroso, I., Groop, L., Sladek, R., Thorsteinsdottir, U., Wilson, J.F., Illig, T., Froguel, P., van Duijn, C.M., Stefansson, K., Altshuler, D., Boehnke, M., McCarthy, M.I., Soranzo, N., Wheeler, E., Glazer, N.L., Bouatia-Naji, N., Mägi, R., Randall, J., Elliott, P., Rybin, D., Dehghan, A., Hottenga, J.J., Song, K., Goel, A., Lajunen, T., Doney, A., Cavalcanti-Proença, C., Kumari, M., Timpson, N.J., Zabena, C., Ingelsson, E., An, P., O'Connell, J., Luan, J., Elliott, A., Roccasecca, R.M., Pattou, F., Sethupathy, P., Ariyurek, Y., Barter, P., Beilby, J.P., Ben-Shlomo, Y., Bergmann, S., Bochud, M., Bonnefond, A., Borch-Johnsen, K., Böttcher, Y., Brunner, E., Bumpstead, S.J., Chen, Y.D., Chines, P., Clarke, R., Coin, L.J., Cooper, M.N., Crisponi, L., Day, I.N., de Geus, E.J., Delplanque, J., Fedson, A.C., Fischer-Rosinsky, A., Forouhi, N.G., Franzosi, M.G., Galan, P., Goodarzi, M.O., Graessler, J., Grundy, S., Gwilliam, R., Hallmans, G., Hammond, N., Han, X., Hartikainen, A.L., Hayward, C., Heath, S.C., Hercberg, S., Hillman, D.R., Hingorani, A.D., Hui, J., Hung, J., Kaakinen, M., Kaprio, J., Kesaniemi, Y.A., Kivimaki, M., Knight, B., Koskinen, S., Kovacs, P., Kyvik, K.O., Lathrop, G.M., Lawlor, D.A., Le Bacquer, O., Lecoeur, C., Li, Y., Mahley, R., Mangino, M., Martínez-Larrad, M.T., McAteer, J.B., McPherson, R., Meisinger, C., Melzer, D., Meyre, D., Mitchell, B.D., Mukherjee, S., Naitza, S., Neville, M.J., Orrù, M., Pakyz, R., Paolisso, G., Pattaro, C., Pearson, D., Peden, J.F., Pedersen, N.L., Pfeiffer, A.F., Pichler, I., Polasek, O., Posthuma, D., Potter, S.C., Pouta, A., Province, M.A., Rice, K., Ripatti, S., Rivadeneira, F., Rolandsson, O., Sandbaek, A., Sandhu, M., Sanna, S., Sayer, A.A., Scheet, P., Seedorf, U., Sharp, S.J., Shields, B., Sigurðsson, G., Sijbrands, E.J., Silveira, A., Simpson, L., Singleton, A., Smith, N.L., Sovio, U., Swift, A., Syddall, H., Syvänen, A.C., Tönjes, A., Uitterlinden, A.G., van Dijk, K.W., Varma, D., Visvikis-Siest, S., Vitart, V., Vogelzangs, N., Waeber, G., Wagner, P.J., Walley, A., Ward, K.L., Watkins, H., Wild, S.H., Willemsen, G., Witteman, J.C., Yarnell, J.W., Zelenika, D., Zethelius, B., Zhai, G., Zhao, J.H., Zillikens, M.C., Borecki, I.B., Meneton, P., Magnusson, P.K., Nathan, D.M., Williams, G.H., Silander, K., Bornstein, S.R., Schwarz, P., Spranger, J., Karpe, F., Shuldiner, A.R., Cooper, C., Serrano-Ríos, M., Lind, L., Palmer, L.J., Franks, P.W., Ebrahim, S., Marmot, M., Wright, A.F., Stumvoll, M., Hamsten, A., Buchanan, T.A., Valle, T.T., Rotter, J.I., Penninx, B.W., Boomsma, D.I., Cao, A., Scuteri, A., Schlessinger, D., Uda, M., Ruokonen, A., Jarvelin, M.R., Peltonen, L., Mooser, V., Musunuru, K., Smith, A.V., Edmondson, A.C., Stylianou, I.M., Koseki, M., Pirruccello, J.P., Chasman, D.I., Johansen, C.T., Fouchier, S.W., Peloso, G.M., Barbalic, M., Ricketts, S.L., Bis, J.C., Feitosa, M.F., Orho-Melander, M., Melander, O., Li, X., Cho, Y.S., Go, M.J., Kim, Y.J., Lee, J.Y., Park, T., Kim, K., Sim, X., Ong, R.T., Croteau-Chonka, D.C., Lange, L.A., Smith, J.D., Ziegler, A., Zhang, W., Zee, R.Y., Whitfield, J.B., Thompson, J.R., Surakka, I., Smit, J.H., Sinisalo, J., Scott, J., Saharinen, J., Sabatti, C., Rose, L.M., Roberts, R., Rieder, M., Parker, A.N., Pare, G., O'Donnell, C.J., Nieminen, M.S., Nickerson, D.A., Montgomery, G.W., McArdle, W., Masson, D., Martin, N.G., Marroni, F., Lucas, G., Luben, R., Lokki, M.L., Lettre, G., Launer, L.J., Lakatta, E.G., Laaksonen, R., König, I.R., Khaw, K.T., Kaplan, L.M., Johansson, Å., Janssens, A.C., Igl, W., Hovingh, G.K., Hengstenberg, C., Havulinna, A.S., Hastie, N.D., Harris, T.B., Haritunians, T., Hall, A.S., Groop, L.C., Gonzalez, E., Freimer, N.B., Erdmann, J., Ejebe, K.G., Döring, A., Dominiczak, A.F., Demissie, S., de Faire, U., Caulfield, M.J., Boekholdt, S.M., Assimes, T.L., Quertermous, T., Seielstad, M., Wong, T.Y., Tai, E.S., Feranil, A.B., Kuzawa, C.W., Taylor, H.A., Gabriel, S.B., Holm, H., Gudnason, V., Krauss, R.M., Ordovas, J.M., Munroe, P.B., Kooner, J.S., Tall, A.R., Hegele, R.A., Kastelein, J.J., Schadt, E.E., Strachan, D.P., Reilly, M.P., Samani, N.J., Schunkert, H., Cupples, L.A., Sandhu, M.S., Ridker, P.M., Rader, D.J., and Kathiresan, S.

Abstract

Circulating levels of adiponectin, a hormone produced predominantly by adipocytes, are highly heritable and are inversely associated with type 2 diabetes mellitus (T2D) and other metabolic traits. We conducted a meta-analysis of genome-wide association studies in 39,883 individuals of European ancestry to identify genes associated with metabolic disease. We identified 8 novel loci associated with adiponectin levels and confirmed 2 previously reported loci (P = 4.5×10(-8)-1.2×10(-43)). Using a novel method to combine data across ethnicities (N = 4,232 African Americans, N = 1,776 Asians, and N = 29,347 Europeans), we identified two additional novel loci. Expression analyses of 436 human adipocyte samples revealed that mRNA levels of 18 genes at candidate regions were associated with adiponectin concentrations after accounting for multiple testing (p<3×10(-4)). We next developed a multi-SNP genotypic risk score to test the association of adiponectin decreasing risk alleles on metabolic traits and diseases using consortia-level meta-analytic data. This risk score was associated with increased risk of T2D (p = 4.3×10(-3), n = 22,044), increased triglycerides (p = 2.6×10(-14), n = 93,440), increased waist-to-hip ratio (p = 1.8×10(-5), n = 77,167), increased glucose two hours post oral glucose tolerance testing (p = 4.4×10(-3), n = 15,234), increased fasting insulin (p = 0.015, n = 48,238), but with lower in HDL-cholesterol concentrations (p = 4.5×10(-13), n = 96,748) and decreased BMI (p = 1.4×10(-4), n = 121,335). These findings identify novel genetic determinants of adiponectin levels, which, taken together, influence risk of T2D and markers of insulin resistance.

Published
2012

2. Novel Loci for Adiponectin Levels and Their Influence on Type 2 Diabetes and Metabolic Traits: A Multi-Ethnic Meta-Analysis of 45,891 Individuals

Author

Dastani, Z, Hivert, M-F, Timpson, N, Perry, JRB, Yuan, X, Scott, RA, Henneman, P, Heid, IM, Kizer, JR, Lyytikainen, L-P, Fuchsberger, C, Tanaka, T, Morris, AP, Small, K, Isaacs, A, Beekman, M, Coassin, S, Lohman, K, Qi, L, Kanoni, S, Pankow, JS, Uh, H-W, Wu, Y, Bidulescu, A, Rasmussen-Torvik, LJ, Greenwood, CMT, Ladouceur, M, Grimsby, J, Manning, AK, Liu, C-T, Kooner, J, Mooser, VE, Vollenweider, P, Kapur, KA, Chambers, J, Wareham, NJ, Langenberg, C, Frants, R, Willems-vanDijk, K, Oostra, BA, Willems, SM, Lamina, C, Winkler, TW, Psaty, BM, Tracy, RP, Brody, J, Chen, I, Viikari, J, Kahonen, M, Pramstaller, PP, Evans, DM, St Pourcain, B, Sattar, N, Wood, AR, Bandinelli, S, Carlson, OD, Egan, JM, Bohringer, S, van Heemst, D, Kedenko, L, Kristiansson, K, Nuotio, M-L, Loo, B-M, Harris, T, Garcia, M, Kanaya, A, Haun, M, Klopp, N, Wichmann, H-E, Deloukas, P, Katsareli, E, Couper, DJ, Duncan, BB, Kloppenburg, M, Adair, LS, Borja, JB, Wilson, JG, Musani, S, Guo, X, Johnson, T, Semple, R, Teslovich, TM, Allison, MA, Redline, S, Buxbaum, SG, Mohlke, KL, Meulenbelt, I, Ballantyne, CM, Dedoussis, GV, Hu, FB, Liu, Y, Paulweber, B, Spector, TD, Slagboom, PE, Ferrucci, L, Jula, A, Perola, M, Raitakari, O, Florez, JC, Salomaa, V, Eriksson, JG, Frayling, TM, Hicks, AA, Lehtimaki, T, Smith, GD, Siscovick, DS, Kronenberg, F, van Duijn, C, Loos, RJF, Waterworth, DM, Meigs, JB, Dupuis, J, Richards, JB, Dastani, Z, Hivert, M-F, Timpson, N, Perry, JRB, Yuan, X, Scott, RA, Henneman, P, Heid, IM, Kizer, JR, Lyytikainen, L-P, Fuchsberger, C, Tanaka, T, Morris, AP, Small, K, Isaacs, A, Beekman, M, Coassin, S, Lohman, K, Qi, L, Kanoni, S, Pankow, JS, Uh, H-W, Wu, Y, Bidulescu, A, Rasmussen-Torvik, LJ, Greenwood, CMT, Ladouceur, M, Grimsby, J, Manning, AK, Liu, C-T, Kooner, J, Mooser, VE, Vollenweider, P, Kapur, KA, Chambers, J, Wareham, NJ, Langenberg, C, Frants, R, Willems-vanDijk, K, Oostra, BA, Willems, SM, Lamina, C, Winkler, TW, Psaty, BM, Tracy, RP, Brody, J, Chen, I, Viikari, J, Kahonen, M, Pramstaller, PP, Evans, DM, St Pourcain, B, Sattar, N, Wood, AR, Bandinelli, S, Carlson, OD, Egan, JM, Bohringer, S, van Heemst, D, Kedenko, L, Kristiansson, K, Nuotio, M-L, Loo, B-M, Harris, T, Garcia, M, Kanaya, A, Haun, M, Klopp, N, Wichmann, H-E, Deloukas, P, Katsareli, E, Couper, DJ, Duncan, BB, Kloppenburg, M, Adair, LS, Borja, JB, Wilson, JG, Musani, S, Guo, X, Johnson, T, Semple, R, Teslovich, TM, Allison, MA, Redline, S, Buxbaum, SG, Mohlke, KL, Meulenbelt, I, Ballantyne, CM, Dedoussis, GV, Hu, FB, Liu, Y, Paulweber, B, Spector, TD, Slagboom, PE, Ferrucci, L, Jula, A, Perola, M, Raitakari, O, Florez, JC, Salomaa, V, Eriksson, JG, Frayling, TM, Hicks, AA, Lehtimaki, T, Smith, GD, Siscovick, DS, Kronenberg, F, van Duijn, C, Loos, RJF, Waterworth, DM, Meigs, JB, Dupuis, J, and Richards, JB

Abstract

Circulating levels of adiponectin, a hormone produced predominantly by adipocytes, are highly heritable and are inversely associated with type 2 diabetes mellitus (T2D) and other metabolic traits. We conducted a meta-analysis of genome-wide association studies in 39,883 individuals of European ancestry to identify genes associated with metabolic disease. We identified 8 novel loci associated with adiponectin levels and confirmed 2 previously reported loci (P = 4.5×10(-8)-1.2×10(-43)). Using a novel method to combine data across ethnicities (N = 4,232 African Americans, N = 1,776 Asians, and N = 29,347 Europeans), we identified two additional novel loci. Expression analyses of 436 human adipocyte samples revealed that mRNA levels of 18 genes at candidate regions were associated with adiponectin concentrations after accounting for multiple testing (p<3×10(-4)). We next developed a multi-SNP genotypic risk score to test the association of adiponectin decreasing risk alleles on metabolic traits and diseases using consortia-level meta-analytic data. This risk score was associated with increased risk of T2D (p = 4.3×10(-3), n = 22,044), increased triglycerides (p = 2.6×10(-14), n = 93,440), increased waist-to-hip ratio (p = 1.8×10(-5), n = 77,167), increased glucose two hours post oral glucose tolerance testing (p = 4.4×10(-3), n = 15,234), increased fasting insulin (p = 0.015, n = 48,238), but with lower in HDL-cholesterol concentrations (p = 4.5×10(-13), n = 96,748) and decreased BMI (p = 1.4×10(-4), n = 121,335). These findings identify novel genetic determinants of adiponectin levels, which, taken together, influence risk of T2D and markers of insulin resistance.

Published
2012

3. Novel Loci for Adiponectin Levels and Their Influence on Type 2 Diabetes and Metabolic Traits: A Multi-Ethnic Meta-Analysis of 45,891 Individuals

Author

Seppo Koskinen, Christian Herder, Daniel I. Chasman, Andrew R. Wood, Jonna L. Grimsby, J.F. Wilson, Day Inm., Massimo Mangino, Gonneke Willemsen, Robert W. Mahley, Cristian Pattaro, Nicole L. Glazer, T.B. Harris, Irene Pichler, M S Sandhu, D. van Heemst, Christine Proença, Martha Ganser, Robert A. Hegele, Richa Saxena, Eleftheria Zeggini, Markku Laakso, Peter Kraft, Judith B. Borja, Karen L. Mohlke, J B Richards, de Geus Ejc., Robert Sladek, Cristen J. Willer, Samy Hadjadj, S.M. Boekholdt, Gina M. Peloso, Kijoung Song, Sutapa Mukherjee, Gudmar Thorleifsson, Winston Hide, Mark I. McCarthy, Ruth E. Pakyz, Marian Beekman, Ayellet V. Segrè, Inga Prokopenko, Ping An, George Dedoussis, Danielle Posthuma, Jeanette Erdmann, Simon J. Griffin, Nilesh J. Samani, Inke R. König, Frank B. Hu, Lokki M-L., David M. Evans, Xiaohui Li, Valgerdur Steinthorsdottir, Aimo Ruokonen, A Pouta, Kerrin S. Small, Cecilia M. Lindgren, O Le Bacquer, Xijing Han, Florian Kronenberg, E Katsareli, Christian Dina, S. Gabriel, Jochen Spranger, James S. Pankow, M. Kloppenburg, Penninx Bwjh., Torben Hansen, Josh Smith, Jennie Hui, Gordon H. Williams, Mark Seielstad, Ingrid B. Borecki, Weihua Zhang, Peter P. Pramstaller, Stephen J. Sharp, Neil R. Robertson, Zee Ryl., Mike Sampson, Angela Silveira, C.M. van Duijn, Anders Hamsten, Peter Shrader, Denis Rybin, Chen Y-Di., Gunnar Sigurdsson, Michael Stumvoll, Russel Tracy, Mark O. Goodarzi, Göran Hallmans, Michael R. Erdos, Valeriya Lyssenko, Juha Saharinen, Sven Bergmann, Jeffrey R. O'Connell, Debbie A Lawlor, Thomas Meitinger, Yvonne Böttcher, Jérôme Delplanque, Sarah G. Buxbaum, Silvia Naitza, Shah Ebrahim, Graham A. Hitman, Angelo Scuteri, Aroon D. Hingorani, Heribert Schunkert, François Pattou, Claudia Lamina, A L Elliott, Sekar Kathiresan, Dawn M. Waterworth, Jennifer A. Brody, Thomas Quertermous, Leena Peltonen, Josephine M. Egan, Daniel J. Rader, J F Peden, Yarnell Jwg., Daniel S. 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Strachan, Dp, Reilly, Mp, Samani, Nj, Schunkert, H, Cupples, La, Ridker, Pm, Rader, Dj, Kathiresan, S., Medical Research Council (MRC), Perry, John [0000-0001-6483-3771], Wareham, Nicholas [0000-0003-1422-2993], Langenberg, Claudia [0000-0002-5017-7344], Semple, Robert [0000-0001-6539-3069], Griffin, Simon [0000-0002-2157-4797], Barroso, Ines [0000-0001-5800-4520], Soranzo, Nicole [0000-0003-1095-3852], Wheeler, Eleanor [0000-0002-8616-6444], Luan, Jian'an [0000-0003-3137-6337], Forouhi, Nita [0000-0002-5041-248X], Sharp, Stephen [0000-0003-2375-1440], Sovio, Ulla [0000-0002-0799-1105], Zhao, Jing Hua [0000-0003-4930-3582], Luben, Robert [0000-0002-5088-6343], Khaw, Kay-Tee [0000-0002-8802-2903], Sandhu, Manjinder [0000-0002-2725-142X], Apollo - University of Cambridge Repository, Biological Psychology, Functional Genomics, Neuroscience Campus Amsterdam - Attention & Cognition, EMGO+ - Lifestyle, Overweight and Diabetes, Other departments, Experimental Vascular Medicine, ACS - Amsterdam Cardiovascular Sciences, Vascular Medicine, Cardiology, Human genetics, Psychiatry, NCA - Attention & Cognition, EMGO - Lifestyle, overweight and diabetes, Lääketieteen yksikkö - School of Medicine, University of Tampere, Institute for Molecular Medicine Finland, Hjelt Institute (-2014), Clinicum, Department of General Practice and Primary Health Care, Department of Public Health, Haartman Institute (-2014), Transplantation Laboratory, Biostatistics Helsinki, Quantitative Genetics, Complex Disease Genetics, Genetic Epidemiology, DIAGRAM+ Consortium, MAGIC Consortium, GLGC Investigators, MuTHER Consortium, DIAGRAM Consortium, GIANT Consortium, Global B Pgen Consortium, Procardis Consortium, MAGIC investigators, GLGC Consortium, Olson, J., Kronmal, R., Robbins, J., Chaves, PH., Burke, G., Kuller, LH., Tracy, R., Gottdiener, J., Prineas, R., Becker, JT., Enright, P., Klein, R., and O'Leary, DH.

Subjects
Netherlands Twin Register (NTR), Male, Insulin Resistance/genetics, VARIANTS, 0302 clinical medicine, POPULATION, African Americans, blood/genetics, 0303 health sciences, education.field_of_study, Adiponectin/blood, Adiponectin/genetics, Asian Continental Ancestry Group, Cholesterol, HDL/genetics, Diabetes Mellitus, Type 2/genetics, European Continental Ancestry Group, Female, Gene Expression, Genetic Predisposition to Disease, Genome-Wide Association Study, Glucose Tolerance Test, Humans, Metabolic Networks and Pathways, Polymorphism, Single Nucleotide, Waist-Hip Ratio, Global B Pgen Consortium, MAGIC investigators, 3. Good health, Cholesterol, Medicine, Adiponectin, Type 2, medicine.medical_specialty, HDL, Biolääketieteet - Biomedicine, Single-nucleotide polymorphism, DIAGRAM Consortium, White People, Molecular Genetics, GLGC Consortium, 03 medical and health sciences, Asian People, SDG 3 - Good Health and Well-being, GIANT Consortium, Diabetes Mellitus, Genetics, DIAGRAM+ Consortium, GENOME-WIDE ASSOCIATION, Polymorphism, education, Biology, Molecular Biology, Ecology, Evolution, Behavior and Systematics, 0604 Genetics, Science & Technology, GLGC Investigators, nutritional and metabolic diseases, ta3121, medicine.disease, Obesity, Black or African American, blood/genetics, African Americans, Asian Continental Ancestry Group, Cholesterol, genetics, Diabetes Mellitus, genetics, European Continental Ancestry Group, Female, Gene Expression, Genetic Predisposition to Disease, Genome-Wide Association Study, Glucose Tolerance Test, Humans, Insulin Resistance, genetics, Male, Metabolic Networks and Pathways, Polymorphism, Single Nucleotide, Waist-Hip Ratio, Endocrinology, Diabetes Mellitus, Type 2, Developmental Biology, Type 2/genetics, Cancer Research, Type 2 diabetes, QH426-470, 030204 cardiovascular system & hematology, LIPID CONCENTRATIONS, GENETICS & HEREDITY, Genetics (clinical), RISK, 2. Zero hunger, INSULIN-RESISTANCE, Glucose tolerance test, medicine.diagnostic_test, MAGIC Consortium, Single Nucleotide, ADIPOSE-TISSUE, CORONARY-ARTERY-DISEASE, Life Sciences & Biomedicine, Research Article, Clinical Research Design, GENETIC-BASIS, Population, Insulin resistance, Internal medicine, Diabetes mellitus, medicine, ddc:610, 030304 developmental biology, RECEPTOR, Cholesterol, HDL, Human Genetics, HDL/genetics, 3121 General medicine, internal medicine and other clinical medicine, MuTHER Consortium, 3111 Biomedicine, Procardis Consortium, Insulin Resistance
Abstract

Circulating levels of adiponectin, a hormone produced predominantly by adipocytes, are highly heritable and are inversely associated with type 2 diabetes mellitus (T2D) and other metabolic traits. We conducted a meta-analysis of genome-wide association studies in 39,883 individuals of European ancestry to identify genes associated with metabolic disease. We identified 8 novel loci associated with adiponectin levels and confirmed 2 previously reported loci (P = 4.5×10−8–1.2×10−43). Using a novel method to combine data across ethnicities (N = 4,232 African Americans, N = 1,776 Asians, and N = 29,347 Europeans), we identified two additional novel loci. Expression analyses of 436 human adipocyte samples revealed that mRNA levels of 18 genes at candidate regions were associated with adiponectin concentrations after accounting for multiple testing (p, Author Summary Serum adiponectin levels are highly heritable and are inversely correlated with the risk of type 2 diabetes (T2D), coronary artery disease, stroke, and several metabolic traits. To identify common genetic variants associated with adiponectin levels and risk of T2D and metabolic traits, we conducted a meta-analysis of genome-wide association studies of 45,891 multi-ethnic individuals. In addition to confirming that variants at the ADIPOQ and CDH13 loci influence adiponectin levels, our analyses revealed that 10 new loci also affecting circulating adiponectin levels. We demonstrated that expression levels of several genes in these candidate regions are associated with serum adiponectin levels. Using a powerful novel method to assess the contribution of the identified variants with other traits using summary-level results from large-scale GWAS consortia, we provide evidence that the risk alleles for adiponectin are associated with deleterious changes in T2D risk and metabolic syndrome traits (triglycerides, HDL, post-prandial glucose, insulin, and waist-to-hip ratio), demonstrating that the identified loci, taken together, impact upon metabolic disease.

Published
2012
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