@article {10556,
	title = {Genomic analyses identify hundreds of variants associated with age at menarche and support a role for puberty timing in cancer risk.},
	journal = {Nat Genet},
	volume = {49},
	year = {2017},
	month = {2017 Jun},
	pages = {834-841},
	abstract = {<p>The timing of puberty is a highly polygenic childhood trait that is epidemiologically associated with various adult diseases. Using 1000 Genomes Project-imputed genotype data in up to \~{}370,000 women, we identify 389 independent signals (P < 5 {\texttimes} 10) for age at menarche, a milestone in female pubertal development. In Icelandic data, these signals explain \~{}7.4\% of the population variance in age at menarche, corresponding to \~{}25\% of the estimated heritability. We implicate \~{}250 genes via coding variation or associated expression, demonstrating significant enrichment in neural tissues. Rare variants near the imprinted genes MKRN3 and DLK1 were identified, exhibiting large effects when paternally inherited. Mendelian randomization analyses suggest causal inverse associations, independent of body mass index (BMI), between puberty timing and risks for breast and endometrial cancers in women and prostate cancer in men. In aggregate, our findings highlight the complexity of the genetic regulation of puberty timing and support causal links with cancer susceptibility.</p>},
	keywords = {Adolescent, Age Factors, Body Mass Index, Databases, Genetic, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Genomic Imprinting, Humans, Intercellular Signaling Peptides and Proteins, Male, Membrane Proteins, Menarche, Neoplasms, Polymorphism, Single Nucleotide, Puberty, Quantitative Trait Loci, Ribonucleoproteins, Risk Factors},
	issn = {1546-1718},
	doi = {10.1038/ng.3841},
	author = {Day, Felix R and Thompson, Deborah J and Helgason, Hannes and Chasman, Daniel I and Finucane, Hilary and Sulem, Patrick and Ruth, Katherine S and Whalen, Sean and Sarkar, Abhishek K and Albrecht, Eva and Altmaier, Elisabeth and Amini, Marzyeh and Barbieri, Caterina M and Boutin, Thibaud and Campbell, Archie and Demerath, Ellen and Giri, Ayush and He, Chunyan and Hottenga, Jouke J and Karlsson, Robert and Kolcic, Ivana and Loh, Po-Ru and Lunetta, Kathryn L and Mangino, Massimo and Marco, Brumat and McMahon, George and Medland, Sarah E and Nolte, Ilja M and Noordam, Raymond and Nutile, Teresa and Paternoster, Lavinia and Perjakova, Natalia and Porcu, Eleonora and Rose, Lynda M and Schraut, Katharina E and Segr{\`e}, Ayellet V and Smith, Albert V and Stolk, Lisette and Teumer, Alexander and Andrulis, Irene L and Bandinelli, Stefania and Beckmann, Matthias W and Benitez, Javier and Bergmann, Sven and Bochud, Murielle and Boerwinkle, Eric and Bojesen, Stig E and Bolla, Manjeet K and Brand, Judith S and Brauch, Hiltrud and Brenner, Hermann and Broer, Linda and Br{\"u}ning, Thomas and Buring, Julie E and Campbell, Harry and Catamo, Eulalia and Chanock, Stephen and Chenevix-Trench, Georgia and Corre, Tanguy and Couch, Fergus J and Cousminer, Diana L and Cox, Angela and Crisponi, Laura and Czene, Kamila and Davey Smith, George and de Geus, Eco J C N and de Mutsert, Ren{\'e}e and De Vivo, Immaculata and Dennis, Joe and Devilee, Peter and Dos-Santos-Silva, Isabel and Dunning, Alison M and Eriksson, Johan G and Fasching, Peter A and Fern{\'a}ndez-Rhodes, Lindsay and Ferrucci, Luigi and Flesch-Janys, Dieter and Franke, Lude and Gabrielson, Marike and Gandin, Ilaria and Giles, Graham G and Grallert, Harald and Gudbjartsson, Daniel F and Guenel, Pascal and Hall, Per and Hallberg, Emily and Hamann, Ute and Harris, Tamara B and Hartman, Catharina A and Heiss, Gerardo and Hooning, Maartje J and Hopper, John L and Hu, Frank and Hunter, David J and Ikram, M Arfan and Im, Hae Kyung and J{\"a}rvelin, Marjo-Riitta and Joshi, Peter K and Karasik, David and Kellis, Manolis and Kutalik, Zolt{\'a}n and LaChance, Genevieve and Lambrechts, Diether and Langenberg, Claudia and Launer, Lenore J and Laven, Joop S E and Lenarduzzi, Stefania and Li, Jingmei and Lind, Penelope A and Lindstr{\"o}m, Sara and Liu, Yongmei and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Mannermaa, Arto and Mbarek, Hamdi and McCarthy, Mark I and Meisinger, Christa and Meitinger, Thomas and Menni, Cristina and Metspalu, Andres and Michailidou, Kyriaki and Milani, Lili and Milne, Roger L and Montgomery, Grant W and Mulligan, Anna M and Nalls, Mike A and Navarro, Pau and Nevanlinna, Heli and Nyholt, Dale R and Oldehinkel, Albertine J and O{\textquoteright}Mara, Tracy A and Padmanabhan, Sandosh and Palotie, Aarno and Pedersen, Nancy and Peters, Annette and Peto, Julian and Pharoah, Paul D P and Pouta, Anneli and Radice, Paolo and Rahman, Iffat and Ring, Susan M and Robino, Antonietta and Rosendaal, Frits R and Rudan, Igor and Rueedi, Rico and Ruggiero, Daniela and Sala, Cinzia F and Schmidt, Marjanka K and Scott, Robert A and Shah, Mitul and Sorice, Rossella and Southey, Melissa C and Sovio, Ulla and Stampfer, Meir and Steri, Maristella and Strauch, Konstantin and Tanaka, Toshiko and Tikkanen, Emmi and Timpson, Nicholas J and Traglia, Michela and Truong, Therese and Tyrer, Jonathan P and Uitterlinden, Andr{\'e} G and Edwards, Digna R Velez and Vitart, Veronique and V{\"o}lker, Uwe and Vollenweider, Peter and Wang, Qin and Widen, Elisabeth and van Dijk, Ko Willems and Willemsen, Gonneke and Winqvist, Robert and Wolffenbuttel, Bruce H R and Zhao, Jing Hua and Zoledziewska, Magdalena and Zygmunt, Marek and Alizadeh, Behrooz Z and Boomsma, Dorret I and Ciullo, Marina and Cucca, Francesco and Esko, T{\~o}nu and Franceschini, Nora and Gieger, Christian and Gudnason, Vilmundur and Hayward, Caroline and Kraft, Peter and Lawlor, Debbie A and Magnusson, Patrik K E and Martin, Nicholas G and Mook-Kanamori, Dennis O and Nohr, Ellen A and Polasek, Ozren and Porteous, David and Price, Alkes L and Ridker, Paul M and Snieder, Harold and Spector, Tim D and St{\"o}ckl, Doris and Toniolo, Daniela and Ulivi, Sheila and Visser, Jenny A and V{\"o}lzke, Henry and Wareham, Nicholas J and Wilson, James F and Spurdle, Amanda B and Thorsteindottir, Unnur and Pollard, Katherine S and Easton, Douglas F and Tung, Joyce Y and Chang-Claude, Jenny and Hinds, David and Murray, Anna and Murabito, Joanne M and Stefansson, Kari and Ong, Ken K and Perry, John R B}
}
@article {1980,
	title = {Integration of genome-wide association studies with biological knowledge identifies six novel genes related to kidney function.},
	journal = {Hum Mol Genet},
	volume = {21},
	year = {2012},
	month = {2012 Dec 15},
	pages = {5329-43},
	abstract = {<p>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 {\texttimes} 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 {\texttimes} 10(-4)-2.2 {\texttimes} 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.</p>},
	keywords = {Amino Acid Transport Systems, Basic, Antigens, CD98 Heavy Chain, Genetic Predisposition to Disease, Genome-Wide Association Study, Glomerular Filtration Rate, Humans, Inhibin-beta Subunits, Intracellular Signaling Peptides and Proteins, Low Density Lipoprotein Receptor-Related Protein-2, Membrane Proteins, Polymorphism, Single Nucleotide},
	issn = {1460-2083},
	doi = {10.1093/hmg/dds369},
	author = {Chasman, Daniel I and Fuchsberger, Christian and Pattaro, Cristian and Teumer, Alexander and B{\"o}ger, Carsten A and Endlich, Karlhans and Olden, Matthias and Chen, Ming-Huei and Tin, Adrienne and Taliun, Daniel and Li, Man and Gao, Xiaoyi and Gorski, Mathias and Yang, Qiong and Hundertmark, Claudia and Foster, Meredith C and O{\textquoteright}Seaghdha, Conall M and Glazer, Nicole and Isaacs, Aaron and Liu, Ching-Ti and Smith, Albert V and O{\textquoteright}Connell, Jeffrey R and Struchalin, Maksim and Tanaka, Toshiko and Li, Guo and Johnson, Andrew D and Gierman, Hinco J and Feitosa, Mary F and Hwang, Shih-Jen and Atkinson, Elizabeth J and Lohman, Kurt and Cornelis, Marilyn C and Johansson, {\r A}sa and T{\"o}njes, Anke and Dehghan, Abbas and Lambert, Jean-Charles and Holliday, Elizabeth G and Sorice, Rossella and Kutalik, Zolt{\'a}n and Lehtim{\"a}ki, Terho and Esko, T{\~o}nu and Deshmukh, Harshal and Ulivi, Sheila and Chu, Audrey Y and Murgia, Federico and Trompet, Stella and Imboden, Medea and Coassin, Stefan and Pistis, Giorgio and Harris, Tamara B and Launer, Lenore J and Aspelund, Thor and Eiriksdottir, Gudny and Mitchell, Braxton D and Boerwinkle, Eric and Schmidt, Helena and Cavalieri, Margherita and Rao, Madhumathi and Hu, Frank and Demirkan, Ayse and Oostra, Ben A and de Andrade, Mariza and Turner, Stephen T and Ding, Jingzhong and Andrews, Jeanette S and Freedman, Barry I and Giulianini, Franco and Koenig, Wolfgang and Illig, Thomas and Meisinger, Christa and Gieger, Christian and Zgaga, Lina and Zemunik, Tatijana and Boban, Mladen and Minelli, Cosetta and Wheeler, Heather E and Igl, Wilmar and Zaboli, Ghazal and Wild, Sarah H and Wright, Alan F and Campbell, Harry and Ellinghaus, David and N{\"o}thlings, Ute and Jacobs, Gunnar and Biffar, Reiner and Ernst, Florian and Homuth, Georg and Kroemer, Heyo K and Nauck, Matthias and Stracke, Sylvia and V{\"o}lker, Uwe and V{\"o}lzke, Henry and Kovacs, Peter and Stumvoll, Michael and M{\"a}gi, Reedik and Hofman, Albert and Uitterlinden, Andr{\'e} G and Rivadeneira, Fernando and Aulchenko, Yurii S and Polasek, Ozren and Hastie, Nick and Vitart, Veronique and Helmer, Catherine and Wang, Jie Jin and Stengel, B{\'e}n{\'e}dicte and Ruggiero, Daniela and Bergmann, Sven and K{\"a}h{\"o}nen, Mika and Viikari, Jorma and Nikopensius, Tiit and Province, Michael and Ketkar, Shamika and Colhoun, Helen and Doney, Alex and Robino, Antonietta and Kr{\"a}mer, Bernhard K and Portas, Laura and Ford, Ian and Buckley, Brendan M and Adam, Martin and Thun, Gian-Andri and Paulweber, Bernhard and Haun, Margot and Sala, Cinzia and Mitchell, Paul and Ciullo, Marina and Kim, Stuart K and Vollenweider, Peter and Raitakari, Olli and Metspalu, Andres and Palmer, Colin and Gasparini, Paolo and Pirastu, Mario and Jukema, J Wouter and Probst-Hensch, Nicole M and Kronenberg, Florian and Toniolo, Daniela and Gudnason, Vilmundur and Shuldiner, Alan R and Coresh, Josef and Schmidt, Reinhold and Ferrucci, Luigi and Siscovick, David S and van Duijn, Cornelia M and Borecki, Ingrid B and Kardia, Sharon L R and Liu, Yongmei and Curhan, Gary C and Rudan, Igor and Gyllensten, Ulf and Wilson, James F and Franke, Andre and Pramstaller, Peter P and Rettig, Rainer and Prokopenko, Inga and Witteman, Jacqueline and Hayward, Caroline and Ridker, Paul M and Parsa, Afshin and Bochud, Murielle and Heid, Iris M and Kao, W H Linda and Fox, Caroline S and K{\"o}ttgen, Anna}
}
