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Genetic drivers of heterogeneity in type 2 diabetes pathophysiology

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dc.contributor.author Suzuki, K.
dc.contributor.author Hatzikotoulas, K.
dc.contributor.author Southam, L.
dc.contributor.author Taylor, H.J.
dc.contributor.author Yin, X.
dc.contributor.author Lorenz, K.M.
dc.contributor.author Mandla, R.
dc.contributor.author Huerta-Chagoya, A.
dc.contributor.author Melloni, G.E.M.
dc.contributor.author Kanoni, S.
dc.contributor.author Rayner, N.W.
dc.contributor.author Bocher, O.
dc.contributor.author Arruda, A.L.
dc.contributor.author Sonehara, K.
dc.contributor.author Namba, S.
dc.contributor.author Namba, S.S.K.
dc.contributor.author Preuss, M.H.
dc.contributor.author Petty, L.E.
dc.contributor.author Schroeder, P.
dc.contributor.author Vanderwerff, B.
dc.contributor.author Kals, M.
dc.contributor.author Bragg. F.
dc.contributor.author Lin, K.
dc.contributor.author Guo, X.
dc.contributor.author Zhang, W.
dc.contributor.author Yao, J.
dc.contributor.author Kim, Y.J.
dc.contributor.author Graff, M.
dc.contributor.author Takeuchi, F.
dc.contributor.author Nano, J.
dc.contributor.author Lamri, A.
dc.contributor.author Nakatochi, M.
dc.contributor.author Moon, S.
dc.contributor.author Scott, R.A.
dc.contributor.author Cook, J.P.
dc.contributor.author Lee, J.J.
dc.contributor.author Pan, I.
dc.contributor.author Taliun, D.
dc.contributor.author Parra, E.J.
dc.contributor.author Chai. J.F.
dc.contributor.author Bielak, L.F.
dc.contributor.author Tabara, Y.
dc.contributor.author Hai, Y.
dc.contributor.author Thorleifsson, G.
dc.contributor.author Grarup, N.
dc.contributor.author Sofer, T.
dc.contributor.author Wuttke, M.
dc.contributor.author Sarnowski, C.
dc.contributor.author Gieger, C.
dc.contributor.author Nousome, D.
dc.contributor.author Trompet, S.
dc.contributor.author Kwak, S.H.
dc.contributor.author Long, J.
dc.contributor.author Sun, M.
dc.contributor.author Tong, L.
dc.contributor.author Chen, W.M.
dc.contributor.author Nongmaithem, S.S.
dc.contributor.author Noordam, R.
dc.contributor.author Lim, V.J.Y.
dc.contributor.author Tam, C.H.T.
dc.contributor.author Joo, Y.Y.
dc.contributor.author Chen, C.H.
dc.contributor.author Raffield, L.M.
dc.contributor.author Prins, B.P.
dc.contributor.author Nicolas, A.
dc.contributor.author Yanek, L.R.
dc.contributor.author Chen, G.
dc.contributor.author Brody, J.A.
dc.contributor.author Kabagambe, E.
dc.contributor.author An, P.
dc.contributor.author Xiang, A.H.
dc.contributor.author Choi, H.S.
dc.contributor.author Cade, B.E.
dc.contributor.author Tan, J.
dc.contributor.author Broadaway, K.A.
dc.contributor.author Williamson, A.
dc.contributor.author Kamali, Z.
dc.contributor.author Cui, J.
dc.contributor.author Thangam, M.
dc.contributor.author Adair, L.S.
dc.contributor.author Adeyemo, A.
dc.contributor.author Aguilar-Salinas, C.A.
dc.contributor.author Ahluwalia, T.S.
dc.contributor.author Anand, S.S.
dc.contributor.author Bertoni, A.
dc.contributor.author Bork-Jensen, J.
dc.contributor.author Brandslund, I.
dc.contributor.author Buchanan, T.A.
dc.contributor.author Burant, C.F.
dc.contributor.author Butterworth, A.S.
dc.contributor.author Canouil, M.
dc.contributor.author Chan, J.C.N.
dc.contributor.author Chang, L.C.
dc.contributor.author Chee, M.L.
dc.contributor.author Chen, J.
dc.contributor.author Chen, S.H.
dc.contributor.author Chen, Y.T.
dc.contributor.author Chen, Z.
dc.contributor.author Chuang, L.M.
dc.contributor.author Cushman, M.
dc.contributor.author Danesh, J.
dc.contributor.author Das, S.K.
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dc.contributor.author González-Villalpando, C.
dc.contributor.author González-Villalpando, M.E.
dc.contributor.author Gordon-Larsen, P.
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dc.contributor.author Guare, L.A.
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dc.contributor.author Huang, M.
dc.contributor.author Huang, W.
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dc.contributor.author Hwang, M.Y.
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dc.contributor.author Jiang, G.
dc.contributor.author Jonas, J.B.
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dc.contributor.author Linneberg, A.
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dc.contributor.author Maeda, S.
dc.contributor.author Mamakou, V.
dc.contributor.author Mansuri, S.R.
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dc.contributor.author Meitinger, T.
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dc.contributor.author Metspalu, A.
dc.contributor.author Mo, H.
dc.contributor.author Morris, A.D.
dc.contributor.author Moura, F.A.
dc.contributor.author Nadler, J.L.
dc.contributor.author Nalls, M.A.
dc.contributor.author Nayak, U.
dc.contributor.author Ntalla, I.
dc.contributor.author Okada, Y.
dc.contributor.author Orozco, L.
dc.contributor.author Patel, S.R.
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dc.contributor.author Pei, P.
dc.contributor.author Pereira, M.A.
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dc.contributor.author Sabanayagam, C.
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dc.contributor.author Sankareswaran , A.
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dc.contributor.author Shahriar, M.
dc.contributor.author Shen , B.
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dc.contributor.author Shin, D.M.
dc.contributor.author Shojima, N.
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dc.contributor.author Stančáková, A.
dc.contributor.author Steinthorsdottir, V.
dc.contributor.author Stilp, A.M.
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dc.contributor.author Taylor, K.D.
dc.contributor.author Thorand, B.
dc.contributor.author Thorsteinsdottir, U.
dc.contributor.author Tomlinson, B.
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dc.contributor.author Tsai, F.
dc.contributor.author Tuomilehto, J.
dc.contributor.author Tusie-Luna, T.
dc.contributor.author Udler , M.S.
dc.contributor.author Valladares-Salgado, A.
dc.contributor.author Dam, R.M.V.
dc.contributor.author Klinken, J.B.V.
dc.contributor.author Varma, R.
dc.contributor.author Wacher-Rodarte, N.
dc.contributor.author Wheeler,E.
dc.contributor.author Wickremasinghe, A.R.
dc.contributor.author Dijk, K.W.V.
dc.contributor.author Witte, D.R.
dc.contributor.author Yajnik, C.S.
dc.contributor.author Yamamoto, K.
dc.contributor.author Yamamoto, K.
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dc.contributor.author Yu, C.
dc.contributor.author Yuan, J.
dc.contributor.author Yusuf, S.
dc.contributor.author Zawistowski, M.
dc.contributor.author Zhang, L.
dc.contributor.author Zheng, W.
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dc.contributor.author Igase, M.
dc.contributor.author Ipp, E.
dc.contributor.author Redline, S.
dc.contributor.author Cho, Y.S.
dc.contributor.author Lind, L.
dc.contributor.author Province, M.A.
dc.contributor.author Fornage, .M.
dc.contributor.author Hanis, C.L.
dc.contributor.author Ingelsson, E.
dc.contributor.author Zonderman, A.B.
dc.contributor.author Psaty, B.M.
dc.contributor.author Wang, Y.
dc.contributor.author Rotimi, C.N.
dc.contributor.author Becker,D.M.
dc.contributor.author Matsuda,F.
dc.contributor.author Liu, Y.
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dc.contributor.author Kardia, S.L.R.
dc.contributor.author Peyser, P.A.
dc.contributor.author Pankow, J.S.
dc.contributor.author Engert, J.C.
dc.contributor.author Bonnefond, A.
dc.contributor.author Froguel, P.
dc.contributor.author Wilson, J.G.
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dc.contributor.author Wu, J.
dc.contributor.author Hayes, M.G.
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dc.contributor.author Wong, T.
dc.contributor.author Mook-Kanamori, D.O.
dc.contributor.author Tuomi, T.
dc.contributor.author Chandak, G.R.
dc.contributor.author Collins, F.S.
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dc.contributor.author Chen, Y.I.
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dc.contributor.author Stefansson, K.
dc.contributor.author Ahlqvist, E.
dc.contributor.author Goodarzi, M.O.
dc.contributor.author Mohlke, K.L.
dc.contributor.author Langenberg, C.
dc.contributor.author Haiman, C.A.
dc.contributor.author Loos, R.J.F.
dc.contributor.author Florez, J.C.
dc.contributor.author Rader, D.J.
dc.contributor.author Ritchie, M.D.
dc.contributor.author Zöllner, S.
dc.contributor.author Mägi, R.
dc.contributor.author Marston, N.A.
dc.contributor.author Ruff, C.T.
dc.contributor.author Heel , D.A.V.
dc.contributor.author Finer, S.
dc.contributor.author Denny, J.C.
dc.contributor.author Yamauchi, T.
dc.contributor.author Kadowaki, T.
dc.contributor.author Chambers, J.C.
dc.contributor.author Ng, M.C.Y.
dc.contributor.author Sim, X.
dc.contributor.author Below, J.E.
dc.contributor.author Tsao, P.S.
dc.contributor.author Chang, K.
dc.contributor.author McCarthy, M.I.
dc.contributor.author Meigs, J.B.
dc.contributor.author Mahajan, A.
dc.contributor.author Spracklen, C.N.
dc.contributor.author Mercader, J.M.
dc.contributor.author Boehnke, M.
dc.contributor.author Rotter, J.I.
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dc.contributor.author Voight, B.F.
dc.contributor.author Morris, A.P.
dc.contributor.author Zeggini, E.
dc.date.issued 2024 en
dc.identifier.citation Nature.2024;627(8003):347-35.[Epub 2024 Feb 19] en
dc.identifier.issn 0028-0836 (Print) en
dc.identifier.issn 1476-4687 (Electronic) en
dc.identifier.uri http://repository.kln.ac.lk/handle/123456789/27630 en
dc.description Indexed in MEDLINE en
dc.description.abstract Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes1,2 and molecular mechanisms that are often specific to cell type3,4. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10-8) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores5 in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care. en
dc.language English en
dc.publisher Nature Publishing Group en
dc.subject type 2 diabetes en
dc.title Genetic drivers of heterogeneity in type 2 diabetes pathophysiology
dc.type Article en
dc.description.note Indexed in MEDLINE en


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