TY - JOUR T1 - Integration of genome-wide association studies with biological knowledge identifies six novel genes related to kidney function. JF - Hum Mol Genet Y1 - 2012 A1 - Chasman, Daniel I A1 - Fuchsberger, Christian A1 - Pattaro, Cristian A1 - Teumer, Alexander A1 - Böger, Carsten A A1 - Endlich, Karlhans A1 - Olden, Matthias A1 - Chen, Ming-Huei A1 - Tin, Adrienne A1 - Taliun, Daniel A1 - Li, Man A1 - Gao, Xiaoyi A1 - Gorski, Mathias A1 - Yang, Qiong A1 - Hundertmark, Claudia A1 - Foster, Meredith C A1 - O'Seaghdha, Conall M A1 - Glazer, Nicole A1 - Isaacs, Aaron A1 - Liu, Ching-Ti A1 - Smith, Albert V A1 - O'Connell, Jeffrey R A1 - Struchalin, Maksim A1 - Tanaka, Toshiko A1 - Li, Guo A1 - Johnson, Andrew D A1 - Gierman, Hinco J A1 - Feitosa, Mary F A1 - Hwang, Shih-Jen A1 - Atkinson, Elizabeth J A1 - Lohman, Kurt A1 - Cornelis, Marilyn C A1 - Johansson, Åsa A1 - Tönjes, Anke A1 - Dehghan, Abbas A1 - Lambert, Jean-Charles A1 - Holliday, Elizabeth G A1 - Sorice, Rossella A1 - Kutalik, Zoltán A1 - Lehtimäki, Terho A1 - Esko, Tõnu A1 - Deshmukh, Harshal A1 - Ulivi, Sheila A1 - Chu, Audrey Y A1 - Murgia, Federico A1 - Trompet, Stella A1 - Imboden, Medea A1 - Coassin, Stefan A1 - Pistis, Giorgio A1 - Harris, Tamara B A1 - Launer, Lenore J A1 - Aspelund, Thor A1 - Eiriksdottir, Gudny A1 - Mitchell, Braxton D A1 - Boerwinkle, Eric A1 - Schmidt, Helena A1 - Cavalieri, Margherita A1 - Rao, Madhumathi A1 - Hu, Frank A1 - Demirkan, Ayse A1 - Oostra, Ben A A1 - de Andrade, Mariza A1 - Turner, Stephen T A1 - Ding, Jingzhong A1 - Andrews, Jeanette S A1 - Freedman, Barry I A1 - Giulianini, Franco A1 - Koenig, Wolfgang A1 - Illig, Thomas A1 - Meisinger, Christa A1 - Gieger, Christian A1 - Zgaga, Lina A1 - Zemunik, Tatijana A1 - Boban, Mladen A1 - Minelli, Cosetta A1 - Wheeler, Heather E A1 - Igl, Wilmar A1 - Zaboli, Ghazal A1 - Wild, Sarah H A1 - Wright, Alan F A1 - Campbell, Harry A1 - Ellinghaus, David A1 - Nöthlings, Ute A1 - Jacobs, Gunnar A1 - Biffar, Reiner A1 - Ernst, Florian A1 - Homuth, Georg A1 - Kroemer, Heyo K A1 - Nauck, Matthias A1 - Stracke, Sylvia A1 - Völker, Uwe A1 - Völzke, Henry A1 - Kovacs, Peter A1 - Stumvoll, Michael A1 - Mägi, Reedik A1 - Hofman, Albert A1 - Uitterlinden, André G A1 - Rivadeneira, Fernando A1 - Aulchenko, Yurii S A1 - Polasek, Ozren A1 - Hastie, Nick A1 - Vitart, Veronique A1 - Helmer, Catherine A1 - Wang, Jie Jin A1 - Stengel, Bénédicte A1 - Ruggiero, Daniela A1 - Bergmann, Sven A1 - Kähönen, Mika A1 - Viikari, Jorma A1 - Nikopensius, Tiit A1 - Province, Michael A1 - Ketkar, Shamika A1 - Colhoun, Helen A1 - Doney, Alex A1 - Robino, Antonietta A1 - Krämer, Bernhard K A1 - Portas, Laura A1 - Ford, Ian A1 - Buckley, Brendan M A1 - Adam, Martin A1 - Thun, Gian-Andri A1 - Paulweber, Bernhard A1 - Haun, Margot A1 - Sala, Cinzia A1 - Mitchell, Paul A1 - Ciullo, Marina A1 - Kim, Stuart K A1 - Vollenweider, Peter A1 - Raitakari, Olli A1 - Metspalu, Andres A1 - Palmer, Colin A1 - Gasparini, Paolo A1 - Pirastu, Mario A1 - Jukema, J Wouter A1 - Probst-Hensch, Nicole M A1 - Kronenberg, Florian A1 - Toniolo, Daniela A1 - Gudnason, Vilmundur A1 - Shuldiner, Alan R A1 - Coresh, Josef A1 - Schmidt, Reinhold A1 - Ferrucci, Luigi A1 - Siscovick, David S A1 - van Duijn, Cornelia M A1 - Borecki, Ingrid B A1 - Kardia, Sharon L R A1 - Liu, Yongmei A1 - Curhan, Gary C A1 - Rudan, Igor A1 - Gyllensten, Ulf A1 - Wilson, James F A1 - Franke, Andre A1 - Pramstaller, Peter P A1 - Rettig, Rainer A1 - Prokopenko, Inga A1 - Witteman, Jacqueline A1 - Hayward, Caroline A1 - Ridker, Paul M A1 - Parsa, Afshin A1 - Bochud, Murielle A1 - Heid, Iris M A1 - Kao, W H Linda A1 - Fox, Caroline S A1 - Köttgen, Anna KW - Amino Acid Transport Systems, Basic KW - Antigens, CD98 Heavy Chain KW - Genetic Predisposition to Disease KW - Genome-Wide Association Study KW - Glomerular Filtration Rate KW - Humans KW - Inhibin-beta Subunits KW - Intracellular Signaling Peptides and Proteins KW - Low Density Lipoprotein Receptor-Related Protein-2 KW - Membrane Proteins KW - Polymorphism, Single Nucleotide AB -

In conducting genome-wide association studies (GWAS), analytical approaches leveraging biological information may further understanding of the pathophysiology of clinical traits. To discover novel associations with estimated glomerular filtration rate (eGFR), a measure of kidney function, we developed a strategy for integrating prior biological knowledge into the existing GWAS data for eGFR from the CKDGen Consortium. Our strategy focuses on single nucleotide polymorphism (SNPs) in genes that are connected by functional evidence, determined by literature mining and gene ontology (GO) hierarchies, to genes near previously validated eGFR associations. It then requires association thresholds consistent with multiple testing, and finally evaluates novel candidates by independent replication. Among the samples of European ancestry, we identified a genome-wide significant SNP in FBXL20 (P = 5.6 × 10(-9)) in meta-analysis of all available data, and additional SNPs at the INHBC, LRP2, PLEKHA1, SLC3A2 and SLC7A6 genes meeting multiple-testing corrected significance for replication and overall P-values of 4.5 × 10(-4)-2.2 × 10(-7). Neither the novel PLEKHA1 nor FBXL20 associations, both further supported by association with eGFR among African Americans and with transcript abundance, would have been implicated by eGFR candidate gene approaches. LRP2, encoding the megalin receptor, was identified through connection with the previously known eGFR gene DAB2 and extends understanding of the megalin system in kidney function. These findings highlight integration of existing genome-wide association data with independent biological knowledge to uncover novel candidate eGFR associations, including candidates lacking known connections to kidney-specific pathways. The strategy may also be applicable to other clinical phenotypes, although more testing will be needed to assess its potential for discovery in general.

VL - 21 IS - 24 U1 - http://www.ncbi.nlm.nih.gov/pubmed/22962313?dopt=Abstract ER -