@article {10784, title = {Gene discovery and polygenic prediction from a genome-wide association study of educational attainment in 1.1 million individuals.}, journal = {Nat Genet}, volume = {50}, year = {2018}, month = {2018 Aug}, pages = {1112-1121}, abstract = {

Here we conducted a large-scale genetic association analysis of educational attainment in a sample of approximately 1.1 million individuals and identify 1,271 independent genome-wide-significant SNPs. For the SNPs taken together, we found evidence of heterogeneous effects across environments. The SNPs implicate genes involved in brain-development processes and neuron-to-neuron communication. In a separate analysis of the X chromosome, we identify 10 independent genome-wide-significant SNPs and estimate a SNP heritability of around 0.3\% in both men and women, consistent with partial dosage compensation. A joint (multi-phenotype) analysis of educational attainment and three related cognitive phenotypes generates polygenic scores that explain 11-13\% of the variance in educational attainment and 7-10\% of the variance in cognitive performance. This prediction accuracy substantially increases the utility of polygenic scores as tools in research.

}, issn = {1546-1718}, doi = {10.1038/s41588-018-0147-3}, author = {Lee, James J and Wedow, Robbee and Okbay, Aysu and Kong, Edward and Maghzian, Omeed and Zacher, Meghan and Nguyen-Viet, Tuan Anh and Bowers, Peter and Sidorenko, Julia and Karlsson Linn{\'e}r, Richard and Fontana, Mark Alan and Kundu, Tushar and Lee, Chanwook and Li, Hui and Li, Ruoxi and Royer, Rebecca and Timshel, Pascal N and Walters, Raymond K and Willoughby, Emily A and Yengo, Loic and Alver, Maris and Bao, Yanchun and Clark, David W and Day, Felix R and Furlotte, Nicholas A and Joshi, Peter K and Kemper, Kathryn E and Kleinman, Aaron and Langenberg, Claudia and M{\"a}gi, Reedik and Trampush, Joey W and Verma, Shefali Setia and Wu, Yang and Lam, Max and Zhao, Jing Hua and Zheng, Zhili and Boardman, Jason D and Campbell, Harry and Freese, Jeremy and Harris, Kathleen Mullan and Hayward, Caroline and Herd, Pamela and Kumari, Meena and Lencz, Todd and Luan, Jian{\textquoteright}an and Malhotra, Anil K and Metspalu, Andres and Milani, Lili and Ong, Ken K and Perry, John R B and Porteous, David J and Ritchie, Marylyn D and Smart, Melissa C and Smith, Blair H and Tung, Joyce Y and Wareham, Nicholas J and Wilson, James F and Beauchamp, Jonathan P and Conley, Dalton C and Esko, T{\~o}nu and Lehrer, Steven F and Magnusson, Patrik K E and Oskarsson, Sven and Pers, Tune H and Robinson, Matthew R and Thom, Kevin and Watson, Chelsea and Chabris, Christopher F and Meyer, Michelle N and Laibson, David I and Yang, Jian and Johannesson, Magnus and Koellinger, Philipp D and Turley, Patrick and Visscher, Peter M and Benjamin, Daniel J and Cesarini, David} } @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 = {

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.

}, 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 {7691, title = {Genetic studies of body mass index yield new insights for obesity biology.}, journal = {Nature}, volume = {518}, year = {2015}, month = {2015 Feb 12}, pages = {197-206}, abstract = {

Obesity is heritable and predisposes to many diseases. To understand the genetic basis of obesity better, here we conduct a genome-wide association study and Metabochip meta-analysis of body mass index (BMI), a measure commonly used to define obesity and assess adiposity, in up to 339,224 individuals. This analysis identifies 97 BMI-associated loci (P~<~5~{\texttimes}~10(-8)), 56 of which are novel. Five loci demonstrate clear evidence of several independent association signals, and many loci have significant effects on other metabolic phenotypes. The 97 loci account for \~{}2.7\% of BMI variation, and genome-wide estimates suggest that common variation accounts for >20\% of BMI variation. Pathway analyses provide strong support for a role of the central nervous system in obesity susceptibility and implicate new genes and pathways, including those related to synaptic function, glutamate signalling, insulin secretion/action, energy metabolism, lipid biology and adipogenesis.

}, keywords = {Adipogenesis, Adiposity, Age Factors, Body Mass Index, Continental Population Groups, Energy Metabolism, Europe, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Glutamic Acid, Humans, Insulin, Male, Obesity, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Synapses}, issn = {1476-4687}, doi = {10.1038/nature14177}, author = {Locke, Adam E and Kahali, Bratati and Berndt, Sonja I and Justice, Anne E and Pers, Tune H and Day, Felix R and Powell, Corey and Vedantam, Sailaja and Buchkovich, Martin L and Yang, Jian and Croteau-Chonka, Damien C and Esko, T{\~o}nu and Fall, Tove and Ferreira, Teresa and Gustafsson, Stefan and Kutalik, Zolt{\'a}n and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Randall, Joshua C and Winkler, Thomas W and Wood, Andrew R and Workalemahu, Tsegaselassie and Faul, Jessica D and Smith, Jennifer A and Hua Zhao, Jing and Zhao, Wei and Chen, Jin and Fehrmann, Rudolf and Hedman, {\r A}sa K and Karjalainen, Juha and Schmidt, Ellen M and Absher, Devin and Amin, Najaf and Anderson, Denise and Beekman, Marian and Bolton, Jennifer L and Bragg-Gresham, Jennifer L and Buyske, Steven and Demirkan, Ayse and Deng, Guohong and Ehret, Georg B and Feenstra, Bjarke and Feitosa, Mary F and Fischer, Krista and Goel, Anuj and Gong, Jian and Jackson, Anne U and Kanoni, Stavroula and Kleber, Marcus E and Kristiansson, Kati and Lim, Unhee and Lotay, Vaneet and Mangino, Massimo and Mateo Leach, Irene and Medina-Gomez, Carolina and Medland, Sarah E and Nalls, Michael A and Palmer, Cameron D and Pasko, Dorota and Pechlivanis, Sonali and Peters, Marjolein J and Prokopenko, Inga and Shungin, Dmitry and Stan{\v c}{\'a}kov{\'a}, Alena and Strawbridge, Rona J and Ju Sung, Yun and Tanaka, Toshiko and Teumer, Alexander and Trompet, Stella and van der Laan, Sander W and van Setten, Jessica and Van Vliet-Ostaptchouk, Jana V and Wang, Zhaoming and Yengo, Loic and Zhang, Weihua and Isaacs, Aaron and Albrecht, Eva and Arnl{\"o}v, Johan and Arscott, Gillian M and Attwood, Antony P and Bandinelli, Stefania and Barrett, Amy and Bas, Isabelita N and Bellis, Claire and Bennett, Amanda J and Berne, Christian and Blagieva, Roza and Bl{\"u}her, Matthias and B{\"o}hringer, Stefan and Bonnycastle, Lori L and B{\"o}ttcher, Yvonne and Boyd, Heather A and Bruinenberg, Marcel and Caspersen, Ida H and Ida Chen, Yii-Der and Clarke, Robert and Daw, E Warwick and de Craen, Anton J M and Delgado, Graciela and Dimitriou, Maria and Doney, Alex S F and Eklund, Niina and Estrada, Karol and Eury, Elodie and Folkersen, Lasse and Fraser, Ross M and Garcia, Melissa E and Geller, Frank and Giedraitis, Vilmantas and Gigante, Bruna and Go, Alan S and Golay, Alain and Goodall, Alison H and Gordon, Scott D and Gorski, Mathias and Grabe, Hans-J{\"o}rgen and Grallert, Harald and Grammer, Tanja B and Gr{\"a}{\ss}ler, J{\"u}rgen and Gr{\"o}nberg, Henrik and Groves, Christopher J and Gusto, Ga{\"e}lle and Haessler, Jeffrey and Hall, Per and Haller, Toomas and Hallmans, Goran and Hartman, Catharina A and Hassinen, Maija and Hayward, Caroline and Heard-Costa, Nancy L and Helmer, Quinta and Hengstenberg, Christian and Holmen, Oddgeir and Hottenga, Jouke-Jan and James, Alan L and Jeff, Janina M and Johansson, {\r A}sa and Jolley, Jennifer and Juliusdottir, Thorhildur and Kinnunen, Leena and Koenig, Wolfgang and Koskenvuo, Markku and Kratzer, Wolfgang and Laitinen, Jaana and Lamina, Claudia and Leander, Karin and Lee, Nanette R and Lichtner, Peter and Lind, Lars and Lindstr{\"o}m, Jaana and Sin Lo, Ken and Lobbens, St{\'e}phane and Lorbeer, Roberto and Lu, Yingchang and Mach, Fran{\c c}ois and Magnusson, Patrik K E and Mahajan, Anubha and McArdle, Wendy L and McLachlan, Stela and Menni, Cristina and Merger, Sigrun and Mihailov, Evelin and Milani, Lili and Moayyeri, Alireza and Monda, Keri L and Morken, Mario A and Mulas, Antonella and M{\"u}ller, Gabriele and M{\"u}ller-Nurasyid, Martina and Musk, Arthur W and Nagaraja, Ramaiah and N{\"o}then, Markus M and Nolte, Ilja M and Pilz, Stefan and Rayner, Nigel W and Renstrom, Frida and Rettig, Rainer and Ried, Janina S and Ripke, Stephan and Robertson, Neil R and Rose, Lynda M and Sanna, Serena and Scharnagl, Hubert and Scholtens, Salome and Schumacher, Fredrick R and Scott, William R and Seufferlein, Thomas and Shi, Jianxin and Vernon Smith, Albert and Smolonska, Joanna and Stanton, Alice V and Steinthorsdottir, Valgerdur and Stirrups, Kathleen and Stringham, Heather M and Sundstr{\"o}m, Johan and Swertz, Morris A and Swift, Amy J and Syv{\"a}nen, Ann-Christine and Tan, Sian-Tsung and Tayo, Bamidele O and Thorand, Barbara and Thorleifsson, Gudmar and Tyrer, Jonathan P and Uh, Hae-Won and Vandenput, Liesbeth and Verhulst, Frank C and Vermeulen, Sita H and Verweij, Niek and Vonk, Judith M and Waite, Lindsay L and Warren, Helen R and Waterworth, Dawn and Weedon, Michael N and Wilkens, Lynne R and Willenborg, Christina and Wilsgaard, Tom and Wojczynski, Mary K and Wong, Andrew and Wright, Alan F and Zhang, Qunyuan and Brennan, Eoin P and Choi, Murim and Dastani, Zari and Drong, Alexander W and Eriksson, Per and Franco-Cereceda, Anders and G{\r a}din, Jesper R and Gharavi, Ali G and Goddard, Michael E and Handsaker, Robert E and Huang, Jinyan and Karpe, Fredrik and Kathiresan, Sekar and Keildson, Sarah and Kiryluk, Krzysztof and Kubo, Michiaki and Lee, Jong-Young and Liang, Liming and Lifton, Richard P and Ma, Baoshan and McCarroll, Steven A and McKnight, Amy J and Min, Josine L and Moffatt, Miriam F and Montgomery, Grant W and Murabito, Joanne M and Nicholson, George and Nyholt, Dale R and Okada, Yukinori and Perry, John R B and Dorajoo, Rajkumar and Reinmaa, Eva and Salem, Rany M and Sandholm, Niina and Scott, Robert A and Stolk, Lisette and Takahashi, Atsushi and Tanaka, Toshihiro and Van{\textquoteright}t Hooft, Ferdinand M and Vinkhuyzen, Anna A E and Westra, Harm-Jan and Zheng, Wei and Zondervan, Krina T and Heath, Andrew C and Arveiler, Dominique and Bakker, Stephan J L and Beilby, John and Bergman, Richard N and Blangero, John and Bovet, Pascal and Campbell, Harry and Caulfield, Mark J and Cesana, Giancarlo and Chakravarti, Aravinda and Chasman, Daniel I and Chines, Peter S and Collins, Francis S and Crawford, Dana C and Cupples, L Adrienne and Cusi, Daniele and Danesh, John and de Faire, Ulf and den Ruijter, Hester M and Dominiczak, Anna F and Erbel, Raimund and Erdmann, Jeanette and Eriksson, Johan G and Farrall, Martin and Felix, Stephan B and Ferrannini, Ele and Ferri{\`e}res, Jean and Ford, Ian and Forouhi, Nita G and Forrester, Terrence and Franco, Oscar H and Gansevoort, Ron T and Gejman, Pablo V and Gieger, Christian and Gottesman, Omri and Gudnason, Vilmundur and Gyllensten, Ulf and Hall, Alistair S and Harris, Tamara B and Hattersley, Andrew T and Hicks, Andrew A and Hindorff, Lucia A and Hingorani, Aroon D and Hofman, Albert and Homuth, Georg and Hovingh, G Kees and Humphries, Steve E and Hunt, Steven C and Hypp{\"o}nen, Elina and Illig, Thomas and Jacobs, Kevin B and J{\"a}rvelin, Marjo-Riitta and J{\"o}ckel, Karl-Heinz and Johansen, Berit and Jousilahti, Pekka and Jukema, J Wouter and Jula, Antti M and Kaprio, Jaakko and Kastelein, John J P and Keinanen-Kiukaanniemi, Sirkka M and Kiemeney, Lambertus A and Knekt, Paul and Kooner, Jaspal S and Kooperberg, Charles and Kovacs, Peter and Kraja, Aldi T and Kumari, Meena and Kuusisto, Johanna and Lakka, Timo A and Langenberg, Claudia and Le Marchand, Loic and Lehtim{\"a}ki, Terho and Lyssenko, Valeriya and M{\"a}nnist{\"o}, Satu and Marette, Andr{\'e} and Matise, Tara C and McKenzie, Colin A and McKnight, Barbara and Moll, Frans L and Morris, Andrew D and Morris, Andrew P and Murray, Jeffrey C and Nelis, Mari and Ohlsson, Claes and Oldehinkel, Albertine J and Ong, Ken K and Madden, Pamela A F and Pasterkamp, Gerard and Peden, John F and Peters, Annette and Postma, Dirkje S and Pramstaller, Peter P and Price, Jackie F and Qi, Lu and Raitakari, Olli T and Rankinen, Tuomo and Rao, D C and Rice, Treva K and Ridker, Paul M and Rioux, John D and Ritchie, Marylyn D and Rudan, Igor and Salomaa, Veikko and Samani, Nilesh J and Saramies, Jouko and Sarzynski, Mark A and Schunkert, Heribert and Schwarz, Peter E H and Sever, Peter and Shuldiner, Alan R and Sinisalo, Juha and Stolk, Ronald P and Strauch, Konstantin and T{\"o}njes, Anke and Tr{\'e}gou{\"e}t, David-Alexandre and Tremblay, Angelo and Tremoli, Elena and Virtamo, Jarmo and Vohl, Marie-Claude and V{\"o}lker, Uwe and Waeber, Gerard and Willemsen, Gonneke and Witteman, Jacqueline C and Zillikens, M Carola and Adair, Linda S and Amouyel, Philippe and Asselbergs, Folkert W and Assimes, Themistocles L and Bochud, Murielle and Boehm, Bernhard O and Boerwinkle, Eric and Bornstein, Stefan R and Bottinger, Erwin P and Bouchard, Claude and Cauchi, St{\'e}phane and Chambers, John C and Chanock, Stephen J and Cooper, Richard S and de Bakker, Paul I W and Dedoussis, George and Ferrucci, Luigi and Franks, Paul W and Froguel, Philippe and Groop, Leif C and Haiman, Christopher A and Hamsten, Anders and Hui, Jennie and Hunter, David J and Hveem, Kristian and Kaplan, Robert C and Kivimaki, Mika and Kuh, Diana and Laakso, Markku and Liu, Yongmei and Martin, Nicholas G and M{\"a}rz, Winfried and Melbye, Mads and Metspalu, Andres and Moebus, Susanne and Munroe, Patricia B and Nj{\o}lstad, Inger and Oostra, Ben A and Palmer, Colin N A and Pedersen, Nancy L and Perola, Markus and P{\'e}russe, Louis and Peters, Ulrike and Power, Chris and Quertermous, Thomas and Rauramaa, Rainer and Rivadeneira, Fernando and Saaristo, Timo E and Saleheen, Danish and Sattar, Naveed and Schadt, Eric E and Schlessinger, David and Slagboom, P Eline and Snieder, Harold and Spector, Tim D and Thorsteinsdottir, Unnur and Stumvoll, Michael and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G and Uusitupa, Matti and van der Harst, Pim and Walker, Mark and Wallaschofski, Henri and Wareham, Nicholas J and Watkins, Hugh and Weir, David R and Wichmann, H-Erich and Wilson, James F and Zanen, Pieter and Borecki, Ingrid B and Deloukas, Panos and Fox, Caroline S and Heid, Iris M and O{\textquoteright}Connell, Jeffrey R and Strachan, David P and Stefansson, Kari and van Duijn, Cornelia M and Abecasis, Goncalo R and Franke, Lude and Frayling, Timothy M and McCarthy, Mark I and Visscher, Peter M and Scherag, Andr{\'e} and Willer, Cristen J and Boehnke, Michael and Mohlke, Karen L and Lindgren, Cecilia M and Beckmann, Jacques S and Barroso, In{\^e}s and North, Kari E and Ingelsson, Erik and Hirschhorn, Joel N and Loos, Ruth J F and Speliotes, Elizabeth K} } @article {8066, title = {Large-scale genomic analyses link reproductive aging to hypothalamic signaling, breast cancer susceptibility and BRCA1-mediated DNA repair.}, journal = {Nat Genet}, volume = {47}, year = {2015}, month = {2015 Nov}, pages = {1294-303}, abstract = {

Menopause timing has a substantial impact on infertility and risk of disease, including breast cancer, but the underlying mechanisms are poorly understood. We report a dual strategy in \~{}70,000 women to identify common and low-frequency protein-coding variation associated with age at natural menopause (ANM). We identified 44 regions with common variants, including two regions harboring additional rare missense alleles of large effect. We found enrichment of signals in or near genes involved in delayed puberty, highlighting the first molecular links between the onset and end of reproductive lifespan. Pathway analyses identified major association with DNA damage response (DDR) genes, including the first common coding variant in BRCA1 associated with any complex trait. Mendelian randomization analyses supported a causal effect of later ANM on breast cancer risk (\~{}6\% increase in risk per year; P = 3 {\texttimes} 10(-14)), likely mediated by prolonged sex hormone exposure rather than DDR mechanisms.

}, issn = {1546-1718}, doi = {10.1038/ng.3412}, author = {Day, Felix R and Ruth, Katherine S and Thompson, Deborah J and Lunetta, Kathryn L and Pervjakova, Natalia and Chasman, Daniel I and Stolk, Lisette and Finucane, Hilary K and Sulem, Patrick and Bulik-Sullivan, Brendan and Esko, T{\~o}nu and Johnson, Andrew D and Elks, Cathy E and Franceschini, Nora and He, Chunyan and Altmaier, Elisabeth and Brody, Jennifer A and Franke, Lude L and Huffman, Jennifer E and Keller, Margaux F and McArdle, Patrick F and Nutile, Teresa and Porcu, Eleonora and Robino, Antonietta and Rose, Lynda M and Schick, Ursula M and Smith, Jennifer A and Teumer, Alexander and Traglia, Michela and Vuckovic, Dragana and Yao, Jie and Zhao, Wei and Albrecht, Eva and Amin, Najaf and Corre, Tanguy and Hottenga, Jouke-Jan and Mangino, Massimo and Smith, Albert V and Tanaka, Toshiko and Abecasis, Goncalo R and Andrulis, Irene L and Anton-Culver, Hoda and Antoniou, Antonis C and Arndt, Volker and Arnold, Alice M and Barbieri, Caterina and Beckmann, Matthias W and Beeghly-Fadiel, Alicia and Benitez, Javier and Bernstein, Leslie and Bielinski, Suzette J and Blomqvist, Carl and Boerwinkle, Eric and Bogdanova, Natalia V and Bojesen, Stig E and Bolla, Manjeet K and Borresen-Dale, Anne-Lise and Boutin, Thibaud S and Brauch, Hiltrud and Brenner, Hermann and Br{\"u}ning, Thomas and Burwinkel, Barbara and Campbell, Archie and Campbell, Harry and Chanock, Stephen J and Chapman, J Ross and Chen, Yii-Der Ida and Chenevix-Trench, Georgia and Couch, Fergus J and Coviello, Andrea D and Cox, Angela and Czene, Kamila and Darabi, Hatef and De Vivo, Immaculata and Demerath, Ellen W and Dennis, Joe and Devilee, Peter and D{\"o}rk, Thilo and Dos-Santos-Silva, Isabel and Dunning, Alison M and Eicher, John D and Fasching, Peter A and Faul, Jessica D and Figueroa, Jonine and Flesch-Janys, Dieter and Gandin, Ilaria and Garcia, Melissa E and Garc{\'\i}a-Closas, Montserrat and Giles, Graham G and Girotto, Giorgia G and Goldberg, Mark S and Gonz{\'a}lez-Neira, Anna and Goodarzi, Mark O and Grove, Megan L and Gudbjartsson, Daniel F and Guenel, Pascal and Guo, Xiuqing and Haiman, Christopher A and Hall, Per and Hamann, Ute and Henderson, Brian E and Hocking, Lynne J and Hofman, Albert and Homuth, Georg and Hooning, Maartje J and Hopper, John L and Hu, Frank B and Huang, Jinyan and Humphreys, Keith and Hunter, David J and Jakubowska, Anna and Jones, Samuel E and Kabisch, Maria and Karasik, David and Knight, Julia A and Kolcic, Ivana and Kooperberg, Charles and Kosma, Veli-Matti and Kriebel, Jennifer and Kristensen, Vessela and Lambrechts, Diether and Langenberg, Claudia and Li, Jingmei and Li, Xin and Lindstr{\"o}m, Sara and Liu, Yongmei and Luan, Jian{\textquoteright}an and Lubinski, Jan and M{\"a}gi, Reedik and Mannermaa, Arto and Manz, Judith and Margolin, Sara and Marten, Jonathan and Martin, Nicholas G and Masciullo, Corrado and Meindl, Alfons and Michailidou, Kyriaki and Mihailov, Evelin and Milani, Lili and Milne, Roger L and M{\"u}ller-Nurasyid, Martina and Nalls, Michael and Neale, Benjamin M and Nevanlinna, Heli and Neven, Patrick and Newman, Anne B and Nordestgaard, B{\o}rge G and Olson, Janet E and Padmanabhan, Sandosh and Peterlongo, Paolo and Peters, Ulrike and Petersmann, Astrid and Peto, Julian and Pharoah, Paul D P and Pirastu, Nicola N and Pirie, Ailith and Pistis, Giorgio and Polasek, Ozren and Porteous, David and Psaty, Bruce M and Pylk{\"a}s, Katri and Radice, Paolo and Raffel, Leslie J and Rivadeneira, Fernando and Rudan, Igor and Rudolph, Anja and Ruggiero, Daniela and Sala, Cinzia F and Sanna, Serena and Sawyer, Elinor J and Schlessinger, David and Schmidt, Marjanka K and Schmidt, Frank and Schmutzler, Rita K and Schoemaker, Minouk J and Scott, Robert A and Seynaeve, Caroline M and Simard, Jacques and Sorice, Rossella and Southey, Melissa C and St{\"o}ckl, Doris and Strauch, Konstantin and Swerdlow, Anthony and Taylor, Kent D and Thorsteinsdottir, Unnur and Toland, Amanda E and Tomlinson, Ian and Truong, Therese and Tryggvadottir, Laufey and Turner, Stephen T and Vozzi, Diego and Wang, Qin and Wellons, Melissa and Willemsen, Gonneke and Wilson, James F and Winqvist, Robert and Wolffenbuttel, Bruce B H R and Wright, Alan F and Yannoukakos, Drakoulis and Zemunik, Tatijana and Zheng, Wei and Zygmunt, Marek and Bergmann, Sven and Boomsma, Dorret I and Buring, Julie E and Ferrucci, Luigi and Montgomery, Grant W and Gudnason, Vilmundur and Spector, Tim D and van Duijn, Cornelia M and Alizadeh, Behrooz Z and Ciullo, Marina and Crisponi, Laura and Easton, Douglas F and Gasparini, Paolo P and Gieger, Christian and Harris, Tamara B and Hayward, Caroline and Kardia, Sharon L R and Kraft, Peter and McKnight, Barbara and Metspalu, Andres and Morrison, Alanna C and Reiner, Alex P and Ridker, Paul M and Rotter, Jerome I and Toniolo, Daniela and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and V{\"o}lzke, Henry and Wareham, Nicholas J and Weir, David R and Yerges-Armstrong, Laura M and Price, Alkes L and Stefansson, Kari and Visser, Jenny A and Ong, Ken K and Chang-Claude, Jenny and Murabito, Joanne M and Perry, John R B and Murray, Anna} } @article {7692, title = {New genetic loci link adipose and insulin biology to body fat distribution.}, journal = {Nature}, volume = {518}, year = {2015}, month = {2015 Feb 12}, pages = {187-96}, abstract = {

Body fat distribution is a heritable trait and a well-established predictor of adverse metabolic outcomes, independent of overall adiposity. To increase our understanding of the genetic basis of body fat distribution and its molecular links to cardiometabolic traits, here we conduct genome-wide association meta-analyses of traits related to waist and hip circumferences in up to 224,459 individuals. We identify 49 loci (33 new) associated with waist-to-hip ratio adjusted for body mass index (BMI), and an additional 19 loci newly associated with related waist and hip circumference measures (P~<~5~{\texttimes}~10(-8)). In total, 20 of the 49 waist-to-hip ratio adjusted for BMI loci show significant sexual dimorphism, 19 of which display a stronger effect in women. The identified loci were enriched for genes expressed in adipose tissue and for putative regulatory elements in adipocytes. Pathway analyses implicated adipogenesis, angiogenesis, transcriptional regulation and insulin resistance as processes affecting fat distribution, providing insight into potential pathophysiological mechanisms.

}, keywords = {Adipocytes, Adipogenesis, Adipose Tissue, Age Factors, Body Fat Distribution, Body Mass Index, Continental Population Groups, Epigenesis, Genetic, Europe, Female, Genome, Human, Genome-Wide Association Study, Humans, Insulin, Insulin Resistance, Male, Models, Biological, Neovascularization, Physiologic, Obesity, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Sex Characteristics, Transcription, Genetic, Waist-Hip Ratio}, issn = {1476-4687}, doi = {10.1038/nature14132}, author = {Shungin, Dmitry and Winkler, Thomas W and Croteau-Chonka, Damien C and Ferreira, Teresa and Locke, Adam E and M{\"a}gi, Reedik and Strawbridge, Rona J and Pers, Tune H and Fischer, Krista and Justice, Anne E and Workalemahu, Tsegaselassie and Wu, Joseph M W and Buchkovich, Martin L and Heard-Costa, Nancy L and Roman, Tamara S and Drong, Alexander W and Song, Ci and Gustafsson, Stefan and Day, Felix R and Esko, T{\~o}nu and Fall, Tove and Kutalik, Zolt{\'a}n and Luan, Jian{\textquoteright}an and Randall, Joshua C and Scherag, Andr{\'e} and Vedantam, Sailaja and Wood, Andrew R and Chen, Jin and Fehrmann, Rudolf and Karjalainen, Juha and Kahali, Bratati and Liu, Ching-Ti and Schmidt, Ellen M and Absher, Devin and Amin, Najaf and Anderson, Denise and Beekman, Marian and Bragg-Gresham, Jennifer L and Buyske, Steven and Demirkan, Ayse and Ehret, Georg B and Feitosa, Mary F and Goel, Anuj and Jackson, Anne U and Johnson, Toby and Kleber, Marcus E and Kristiansson, Kati and Mangino, Massimo and Mateo Leach, Irene and Medina-Gomez, Carolina and Palmer, Cameron D and Pasko, Dorota and Pechlivanis, Sonali and Peters, Marjolein J and Prokopenko, Inga and Stan{\v c}{\'a}kov{\'a}, Alena and Ju Sung, Yun and Tanaka, Toshiko and Teumer, Alexander and Van Vliet-Ostaptchouk, Jana V and Yengo, Loic and Zhang, Weihua and Albrecht, Eva and Arnl{\"o}v, Johan and Arscott, Gillian M and Bandinelli, Stefania and Barrett, Amy and Bellis, Claire and Bennett, Amanda J and Berne, Christian and Bl{\"u}her, Matthias and B{\"o}hringer, Stefan and Bonnet, Fabrice and B{\"o}ttcher, Yvonne and Bruinenberg, Marcel and Carba, Delia B and Caspersen, Ida H and Clarke, Robert and Daw, E Warwick and Deelen, Joris and Deelman, Ewa and Delgado, Graciela and Doney, Alex S F and Eklund, Niina and Erdos, Michael R and Estrada, Karol and Eury, Elodie and Friedrich, Nele and Garcia, Melissa E and Giedraitis, Vilmantas and Gigante, Bruna and Go, Alan S and Golay, Alain and Grallert, Harald and Grammer, Tanja B and Gr{\"a}{\ss}ler, J{\"u}rgen and Grewal, Jagvir and Groves, Christopher J and Haller, Toomas and Hallmans, Goran and Hartman, Catharina A and Hassinen, Maija and Hayward, Caroline and Heikkil{\"a}, Kauko and Herzig, Karl-Heinz and Helmer, Quinta and Hillege, Hans L and Holmen, Oddgeir and Hunt, Steven C and Isaacs, Aaron and Ittermann, Till and James, Alan L and Johansson, Ingegerd and Juliusdottir, Thorhildur and Kalafati, Ioanna-Panagiota and Kinnunen, Leena and Koenig, Wolfgang and Kooner, Ishminder K and Kratzer, Wolfgang and Lamina, Claudia and Leander, Karin and Lee, Nanette R and Lichtner, Peter and Lind, Lars and Lindstr{\"o}m, Jaana and Lobbens, St{\'e}phane and Lorentzon, Mattias and Mach, Fran{\c c}ois and Magnusson, Patrik K E and Mahajan, Anubha and McArdle, Wendy L and Menni, Cristina and Merger, Sigrun and Mihailov, Evelin and Milani, Lili and Mills, Rebecca and Moayyeri, Alireza and Monda, Keri L and Mooijaart, Simon P and M{\"u}hleisen, Thomas W and Mulas, Antonella and M{\"u}ller, Gabriele and M{\"u}ller-Nurasyid, Martina and Nagaraja, Ramaiah and Nalls, Michael A and Narisu, Narisu and Glorioso, Nicola and Nolte, Ilja M and Olden, Matthias and Rayner, Nigel W and Renstrom, Frida and Ried, Janina S and Robertson, Neil R and Rose, Lynda M and Sanna, Serena and Scharnagl, Hubert and Scholtens, Salome and Sennblad, Bengt and Seufferlein, Thomas and Sitlani, Colleen M and Vernon Smith, Albert and Stirrups, Kathleen and Stringham, Heather M and Sundstr{\"o}m, Johan and Swertz, Morris A and Swift, Amy J and Syv{\"a}nen, Ann-Christine and Tayo, Bamidele O and Thorand, Barbara and Thorleifsson, Gudmar and Tomaschitz, Andreas and Troffa, Chiara and van Oort, Floor V A and Verweij, Niek and Vonk, Judith M and Waite, Lindsay L and Wennauer, Roman and Wilsgaard, Tom and Wojczynski, Mary K and Wong, Andrew and Zhang, Qunyuan and Hua Zhao, Jing and Brennan, Eoin P and Choi, Murim and Eriksson, Per and Folkersen, Lasse and Franco-Cereceda, Anders and Gharavi, Ali G and Hedman, {\r A}sa K and Hivert, Marie-France and Huang, Jinyan and Kanoni, Stavroula and Karpe, Fredrik and Keildson, Sarah and Kiryluk, Krzysztof and Liang, Liming and Lifton, Richard P and Ma, Baoshan and McKnight, Amy J and McPherson, Ruth and Metspalu, Andres and Min, Josine L and Moffatt, Miriam F and Montgomery, Grant W and Murabito, Joanne M and Nicholson, George and Nyholt, Dale R and Olsson, Christian and Perry, John R B and Reinmaa, Eva and Salem, Rany M and Sandholm, Niina and Schadt, Eric E and Scott, Robert A and Stolk, Lisette and Vallejo, Edgar E and Westra, Harm-Jan and Zondervan, Krina T and Amouyel, Philippe and Arveiler, Dominique and Bakker, Stephan J L and Beilby, John and Bergman, Richard N and Blangero, John and Brown, Morris J and Burnier, Michel and Campbell, Harry and Chakravarti, Aravinda and Chines, Peter S and Claudi-Boehm, Simone and Collins, Francis S and Crawford, Dana C and Danesh, John and de Faire, Ulf and de Geus, Eco J C and D{\"o}rr, Marcus and Erbel, Raimund and Eriksson, Johan G and Farrall, Martin and Ferrannini, Ele and Ferri{\`e}res, Jean and Forouhi, Nita G and Forrester, Terrence and Franco, Oscar H and Gansevoort, Ron T and Gieger, Christian and Gudnason, Vilmundur and Haiman, Christopher A and Harris, Tamara B and Hattersley, Andrew T and Heli{\"o}vaara, Markku and Hicks, Andrew A and Hingorani, Aroon D and Hoffmann, Wolfgang and Hofman, Albert and Homuth, Georg and Humphries, Steve E and Hypp{\"o}nen, Elina and Illig, Thomas and J{\"a}rvelin, Marjo-Riitta and Johansen, Berit and Jousilahti, Pekka and Jula, Antti M and Kaprio, Jaakko and Kee, Frank and Keinanen-Kiukaanniemi, Sirkka M and Kooner, Jaspal S and Kooperberg, Charles and Kovacs, Peter and Kraja, Aldi T and Kumari, Meena and Kuulasmaa, Kari and Kuusisto, Johanna and Lakka, Timo A and Langenberg, Claudia and Le Marchand, Loic and Lehtim{\"a}ki, Terho and Lyssenko, Valeriya and M{\"a}nnist{\"o}, Satu and Marette, Andr{\'e} and Matise, Tara C and McKenzie, Colin A and McKnight, Barbara and Musk, Arthur W and M{\"o}hlenkamp, Stefan and Morris, Andrew D and Nelis, Mari and Ohlsson, Claes and Oldehinkel, Albertine J and Ong, Ken K and Palmer, Lyle J and Penninx, Brenda W and Peters, Annette and Pramstaller, Peter P and Raitakari, Olli T and Rankinen, Tuomo and Rao, D C and Rice, Treva K and Ridker, Paul M and Ritchie, Marylyn D and Rudan, Igor and Salomaa, Veikko and Samani, Nilesh J and Saramies, Jouko and Sarzynski, Mark A and Schwarz, Peter E H and Shuldiner, Alan R and Staessen, Jan A and Steinthorsdottir, Valgerdur and Stolk, Ronald P and Strauch, Konstantin and T{\"o}njes, Anke and Tremblay, Angelo and Tremoli, Elena and Vohl, Marie-Claude and V{\"o}lker, Uwe and Vollenweider, Peter and Wilson, James F and Witteman, Jacqueline C and Adair, Linda S and Bochud, Murielle and Boehm, Bernhard O and Bornstein, Stefan R and Bouchard, Claude and Cauchi, St{\'e}phane and Caulfield, Mark J and Chambers, John C and Chasman, Daniel I and Cooper, Richard S and Dedoussis, George and Ferrucci, Luigi and Froguel, Philippe and Grabe, Hans-J{\"o}rgen and Hamsten, Anders and Hui, Jennie and Hveem, Kristian and J{\"o}ckel, Karl-Heinz and Kivimaki, Mika and Kuh, Diana and Laakso, Markku and Liu, Yongmei and M{\"a}rz, Winfried and Munroe, Patricia B and Nj{\o}lstad, Inger and Oostra, Ben A and Palmer, Colin N A and Pedersen, Nancy L and Perola, Markus and P{\'e}russe, Louis and Peters, Ulrike and Power, Chris and Quertermous, Thomas and Rauramaa, Rainer and Rivadeneira, Fernando and Saaristo, Timo E and Saleheen, Danish and Sinisalo, Juha and Slagboom, P Eline and Snieder, Harold and Spector, Tim D and Thorsteinsdottir, Unnur and Stumvoll, Michael and Tuomilehto, Jaakko and Uitterlinden, Andr{\'e} G and Uusitupa, Matti and van der Harst, Pim and Veronesi, Giovanni and Walker, Mark and Wareham, Nicholas J and Watkins, Hugh and Wichmann, H-Erich and Abecasis, Goncalo R and Assimes, Themistocles L and Berndt, Sonja I and Boehnke, Michael and Borecki, Ingrid B and Deloukas, Panos and Franke, Lude and Frayling, Timothy M and Groop, Leif C and Hunter, David J and Kaplan, Robert C and O{\textquoteright}Connell, Jeffrey R and Qi, Lu and Schlessinger, David and Strachan, David P and Stefansson, Kari and van Duijn, Cornelia M and Willer, Cristen J and Visscher, Peter M and Yang, Jian and Hirschhorn, Joel N and Zillikens, M Carola and McCarthy, Mark I and Speliotes, Elizabeth K and North, Kari E and Fox, Caroline S and Barroso, In{\^e}s and Franks, Paul W and Ingelsson, Erik and Heid, Iris M and Loos, Ruth J F and Cupples, L Adrienne and Morris, Andrew P and Lindgren, Cecilia M and Mohlke, Karen L} } @article {7736, title = {Rare coding variants and X-linked loci associated with age at menarche.}, journal = {Nat Commun}, volume = {6}, year = {2015}, month = {2015}, pages = {7756}, abstract = {

More than 100 loci have been identified for age at menarche by genome-wide association studies; however, collectively these explain only \~{}3\% of the trait variance. Here we test two overlooked sources of variation in 192,974 European ancestry women: low-frequency protein-coding variants and X-chromosome variants. Five missense/nonsense variants (in ALMS1/LAMB2/TNRC6A/TACR3/PRKAG1) are associated with age at menarche (minor allele frequencies 0.08-4.6\%; effect sizes 0.08-1.25 years per allele; P<5 {\texttimes} 10(-8)). In addition, we identify common X-chromosome loci at IGSF1 (rs762080, P=9.4 {\texttimes} 10(-13)) and FAAH2 (rs5914101, P=4.9 {\texttimes} 10(-10)). Highlighted genes implicate cellular energy homeostasis, post-transcriptional gene silencing and fatty-acid amide signalling. A frequently reported mutation in TACR3 for idiopathic hypogonatrophic hypogonadism (p.W275X) is associated with 1.25-year-later menarche (P=2.8 {\texttimes} 10(-11)), illustrating the utility of population studies to estimate the penetrance of reportedly pathogenic mutations. Collectively, these novel variants explain \~{}0.5\% variance, indicating that these overlooked sources of variation do not substantially explain the {\textquoteright}missing heritability{\textquoteright} of this complex trait.

}, issn = {2041-1723}, doi = {10.1038/ncomms8756}, author = {Lunetta, Kathryn L and Day, Felix R and Sulem, Patrick and Ruth, Katherine S and Tung, Joyce Y and Hinds, David A and Esko, T{\~o}nu and Elks, Cathy E and Altmaier, Elisabeth and He, Chunyan and Huffman, Jennifer E and Mihailov, Evelin and Porcu, Eleonora and Robino, Antonietta and Rose, Lynda M and Schick, Ursula M and Stolk, Lisette and Teumer, Alexander and Thompson, Deborah J and Traglia, Michela and Wang, Carol A and Yerges-Armstrong, Laura M and Antoniou, Antonis C and Barbieri, Caterina and Coviello, Andrea D and Cucca, Francesco and Demerath, Ellen W and Dunning, Alison M and Gandin, Ilaria and Grove, Megan L and Gudbjartsson, Daniel F and Hocking, Lynne J and Hofman, Albert and Huang, Jinyan and Jackson, Rebecca D and Karasik, David and Kriebel, Jennifer and Lange, Ethan M and Lange, Leslie A and Langenberg, Claudia and Li, Xin and Luan, Jian{\textquoteright}an and M{\"a}gi, Reedik and Morrison, Alanna C and Padmanabhan, Sandosh and Pirie, Ailith and Polasek, Ozren and Porteous, David and Reiner, Alex P and Rivadeneira, Fernando and Rudan, Igor and Sala, Cinzia F and Schlessinger, David and Scott, Robert A and St{\"o}ckl, Doris and Visser, Jenny A and V{\"o}lker, Uwe and Vozzi, Diego and Wilson, James G and Zygmunt, Marek and Boerwinkle, Eric and Buring, Julie E and Crisponi, Laura and Easton, Douglas F and Hayward, Caroline and Hu, Frank B and Liu, Simin and Metspalu, Andres and Pennell, Craig E and Ridker, Paul M and Strauch, Konstantin and Streeten, Elizabeth A and Toniolo, Daniela and Uitterlinden, Andr{\'e} G and Ulivi, Sheila and V{\"o}lzke, Henry and Wareham, Nicholas J and Wellons, Melissa and Franceschini, Nora and Chasman, Daniel I and Thorsteinsdottir, Unnur and Murray, Anna and Stefansson, Kari and Murabito, Joanne M and Ong, Ken K and Perry, John R B} } @article {3480, title = {DNA mismatch repair gene MSH6 implicated in determining age at natural menopause.}, journal = {Hum Mol Genet}, volume = {23}, year = {2014}, month = {2014 May 1}, pages = {2490-7}, abstract = {

The length of female reproductive lifespan is associated with multiple adverse outcomes, including breast cancer, cardiovascular disease and infertility. The biological processes that govern the timing of the beginning and end of reproductive life are not well understood. Genetic variants are known to contribute to \~{}50\% of the variation in both age at menarche and menopause, but to date the known genes explain <15\% of the genetic component. We have used genome-wide association in a bivariate meta-analysis of both traits to identify genes involved in determining reproductive lifespan. We observed significant genetic correlation between the two traits using genome-wide complex trait analysis. However, we found no robust statistical evidence for individual variants with an effect on both traits. A novel association with age at menopause was detected for a variant rs1800932 in the mismatch repair gene MSH6 (P = 1.9 {\texttimes} 10(-9)), which was also associated with altered expression levels of MSH6 mRNA in multiple tissues. This study contributes to the growing evidence that DNA repair processes play a key role in ovarian ageing and could be an important therapeutic target for infertility.

}, keywords = {Age Factors, DNA-Binding Proteins, Female, Genome-Wide Association Study, Humans, Menopause, Polymorphism, Single Nucleotide}, issn = {1460-2083}, doi = {10.1093/hmg/ddt620}, author = {Perry, John R B and Hsu, Yi-Hsiang and Chasman, Daniel I and Johnson, Andrew D and Elks, Cathy and Albrecht, Eva and Andrulis, Irene L and Beesley, Jonathan and Berenson, Gerald S and Bergmann, Sven and Bojesen, Stig E and Bolla, Manjeet K and Brown, Judith and Buring, Julie E and Campbell, Harry and Chang-Claude, Jenny and Chenevix-Trench, Georgia and Corre, Tanguy and Couch, Fergus J and Cox, Angela and Czene, Kamila and d{\textquoteright}Adamo, Adamo Pio and Davies, Gail and Deary, Ian J and Dennis, Joe and Easton, Douglas F and Engelhardt, Ellen G and Eriksson, Johan G and Esko, T{\~o}nu and Fasching, Peter A and Figueroa, Jonine D and Flyger, Henrik and Fraser, Abigail and Garcia-Closas, Montse and Gasparini, Paolo and Gieger, Christian and Giles, Graham and Guenel, Pascal and H{\"a}gg, Sara and Hall, Per and Hayward, Caroline and Hopper, John and Ingelsson, Erik and Kardia, Sharon L R and Kasiman, Katherine and Knight, Julia A and Lahti, Jari and Lawlor, Debbie A and Magnusson, Patrik K E and Margolin, Sara and Marsh, Julie A and Metspalu, Andres and Olson, Janet E and Pennell, Craig E and Polasek, Ozren and Rahman, Iffat and Ridker, Paul M and Robino, Antonietta and Rudan, Igor and Rudolph, Anja and Salumets, Andres and Schmidt, Marjanka K and Schoemaker, Minouk J and Smith, Erin N and Smith, Jennifer A and Southey, Melissa and St{\"o}ckl, Doris and Swerdlow, Anthony J and Thompson, Deborah J and Truong, Therese and Ulivi, Sheila and Waldenberger, Melanie and Wang, Qin and Wild, Sarah and Wilson, James F and Wright, Alan F and Zgaga, Lina and Ong, Ken K and Murabito, Joanne M and Karasik, David and Murray, Anna} } @article {3593, title = {Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche.}, journal = {Nature}, volume = {514}, year = {2014}, month = {2014 Oct 2}, pages = {92-7}, abstract = {

Age at menarche is a marker of timing of puberty in females. It varies widely between individuals, is a heritable trait and is associated with risks for obesity, type 2 diabetes, cardiovascular disease, breast cancer and all-cause mortality. Studies of rare human disorders of puberty and animal models point to a complex hypothalamic-pituitary-hormonal regulation, but the mechanisms that determine pubertal timing and underlie its links to disease risk remain unclear. Here, using genome-wide and custom-genotyping arrays in up to 182,416 women of European descent from 57 studies, we found robust evidence (P < 5 {\texttimes} 10(-8)) for 123 signals at 106 genomic loci associated with age at menarche. Many loci were associated with other pubertal traits in both sexes, and there was substantial overlap with genes implicated in body mass index and various diseases, including rare disorders of puberty. Menarche signals were enriched in imprinted regions, with three loci (DLK1-WDR25, MKRN3-MAGEL2 and KCNK9) demonstrating parent-of-origin-specific associations concordant with known parental expression patterns. Pathway analyses implicated nuclear hormone receptors, particularly retinoic acid and γ-aminobutyric acid-B2 receptor signalling, among novel mechanisms that regulate pubertal timing in humans. Our findings suggest a genetic architecture involving at least hundreds of common variants in the coordinated timing of the pubertal transition.

}, keywords = {Adolescent, Age Factors, Alleles, Body Mass Index, Breast Neoplasms, Cardiovascular Diseases, Child, Diabetes Mellitus, Type 2, Europe, Female, Genetic Loci, Genome-Wide Association Study, Genomic Imprinting, Humans, Hypothalamo-Hypophyseal System, Intercellular Signaling Peptides and Proteins, Male, Membrane Proteins, Menarche, Obesity, Ovary, Parents, Polymorphism, Single Nucleotide, Potassium Channels, Tandem Pore Domain, Proteins, Quantitative Trait Loci, Receptors, GABA-B, Receptors, Retinoic Acid, Ribonucleoproteins}, issn = {1476-4687}, doi = {10.1038/nature13545}, author = {Perry, John R B and Day, Felix and Elks, Cathy E and Sulem, Patrick and Thompson, Deborah J and Ferreira, Teresa and He, Chunyan and Chasman, Daniel I and Esko, T{\~o}nu and Thorleifsson, Gudmar and Albrecht, Eva and Ang, Wei Q and Corre, Tanguy and Cousminer, Diana L and Feenstra, Bjarke and Franceschini, Nora and Ganna, Andrea and Johnson, Andrew D and Kjellqvist, Sanela and Lunetta, Kathryn L and McMahon, George and Nolte, Ilja M and Paternoster, Lavinia and Porcu, Eleonora and Smith, Albert V and Stolk, Lisette and Teumer, Alexander and T{\v s}ernikova, Natalia and Tikkanen, Emmi and Ulivi, Sheila and Wagner, Erin K and Amin, Najaf and Bierut, Laura J and Byrne, Enda M and Hottenga, Jouke-Jan and Koller, Daniel L and Mangino, Massimo and Pers, Tune H and Yerges-Armstrong, Laura M and Hua Zhao, Jing and Andrulis, Irene L and Anton-Culver, Hoda and Atsma, Femke and Bandinelli, Stefania and Beckmann, Matthias W and Benitez, Javier and Blomqvist, Carl and Bojesen, Stig E and Bolla, Manjeet K and Bonanni, Bernardo and Brauch, Hiltrud and Brenner, Hermann and Buring, Julie E and Chang-Claude, Jenny and Chanock, Stephen and Chen, Jinhui and Chenevix-Trench, Georgia and Coll{\'e}e, J Margriet and Couch, Fergus J and Couper, David and Coviello, Andrea D and Cox, Angela and Czene, Kamila and d{\textquoteright}Adamo, Adamo Pio and Davey Smith, George and De Vivo, Immaculata and Demerath, Ellen W and Dennis, Joe and Devilee, Peter and Dieffenbach, Aida K and Dunning, Alison M and Eiriksdottir, Gudny and Eriksson, Johan G and Fasching, Peter A and Ferrucci, Luigi and Flesch-Janys, Dieter and Flyger, Henrik and Foroud, Tatiana and Franke, Lude and Garcia, Melissa E and Garc{\'\i}a-Closas, Montserrat and Geller, Frank and de Geus, Eco E J and Giles, Graham G and Gudbjartsson, Daniel F and Gudnason, Vilmundur and Guenel, Pascal and Guo, Suiqun and Hall, Per and Hamann, Ute and Haring, Robin and Hartman, Catharina A and Heath, Andrew C and Hofman, Albert and Hooning, Maartje J and Hopper, John L and Hu, Frank B and Hunter, David J and Karasik, David and Kiel, Douglas P and Knight, Julia A and Kosma, Veli-Matti and Kutalik, Zolt{\'a}n and Lai, Sandra and Lambrechts, Diether and Lindblom, Annika and M{\"a}gi, Reedik and Magnusson, Patrik K and Mannermaa, Arto and Martin, Nicholas G and Masson, Gisli and McArdle, Patrick F and McArdle, Wendy L and Melbye, Mads and Michailidou, Kyriaki and Mihailov, Evelin and Milani, Lili and Milne, Roger L and Nevanlinna, Heli and Neven, Patrick and Nohr, Ellen A and Oldehinkel, Albertine J and Oostra, Ben A and Palotie, Aarno and Peacock, Munro and Pedersen, Nancy L and Peterlongo, Paolo and Peto, Julian and Pharoah, Paul D P and Postma, Dirkje S and Pouta, Anneli and Pylk{\"a}s, Katri and Radice, Paolo and Ring, Susan and Rivadeneira, Fernando and Robino, Antonietta and Rose, Lynda M and Rudolph, Anja and Salomaa, Veikko and Sanna, Serena and Schlessinger, David and Schmidt, Marjanka K and Southey, Mellissa C and Sovio, Ulla and Stampfer, Meir J and St{\"o}ckl, Doris and Storniolo, Anna M and Timpson, Nicholas J and Tyrer, Jonathan and Visser, Jenny A and Vollenweider, Peter and V{\"o}lzke, Henry and Waeber, Gerard and Waldenberger, Melanie and Wallaschofski, Henri and Wang, Qin and Willemsen, Gonneke and Winqvist, Robert and Wolffenbuttel, Bruce H R and Wright, Margaret J and Boomsma, Dorret I and Econs, Michael J and Khaw, Kay-Tee and Loos, Ruth J F and McCarthy, Mark I and Montgomery, Grant W and Rice, John P and Streeten, Elizabeth A and Thorsteinsdottir, Unnur and van Duijn, Cornelia M and Alizadeh, Behrooz Z and Bergmann, Sven and Boerwinkle, Eric and Boyd, Heather A and Crisponi, Laura and Gasparini, Paolo and Gieger, Christian and Harris, Tamara B and Ingelsson, Erik and J{\"a}rvelin, Marjo-Riitta and Kraft, Peter and Lawlor, Debbie and Metspalu, Andres and Pennell, Craig E and Ridker, Paul M and Snieder, Harold and S{\o}rensen, Thorkild I A and Spector, Tim D and Strachan, David P and Uitterlinden, Andr{\'e} G and Wareham, Nicholas J and Widen, Elisabeth and Zygmunt, Marek and Murray, Anna and Easton, Douglas F and Stefansson, Kari and Murabito, Joanne M and Ong, Ken K} } @article {1734, title = {Thirty new loci for age at menarche identified by a meta-analysis of genome-wide association studies.}, journal = {Nat Genet}, volume = {42}, year = {2010}, month = {2010 Dec}, pages = {1077-85}, abstract = {

To identify loci for age at menarche, we performed a meta-analysis of 32 genome-wide association studies in 87,802 women of European descent, with replication in up to 14,731 women. In addition to the known loci at LIN28B (P = 5.4 {\texttimes} 10$^{-}$$^{6}$$^{0}$) and 9q31.2 (P = 2.2 {\texttimes} 10$^{-}${\textthreesuperior}{\textthreesuperior}), we identified 30 new menarche loci (all P < 5 {\texttimes} 10$^{-}$$^{8}$) and found suggestive evidence for a further 10 loci (P < 1.9 {\texttimes} 10$^{-}$$^{6}$). The new loci included four previously associated with body mass index (in or near FTO, SEC16B, TRA2B and TMEM18), three in or near other genes implicated in energy homeostasis (BSX, CRTC1 and MCHR2) and three in or near genes implicated in hormonal regulation (INHBA, PCSK2 and RXRG). Ingenuity and gene-set enrichment pathway analyses identified coenzyme A and fatty acid biosynthesis as biological processes related to menarche timing.

}, keywords = {Adolescent, Aging, Body Height, Body Size, Child, DNA Copy Number Variations, Female, Genetic Loci, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Inheritance Patterns, Menarche, Obesity, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Reproducibility of Results, Time Factors}, issn = {1546-1718}, doi = {10.1038/ng.714}, author = {Elks, Cathy E and Perry, John R B and Sulem, Patrick and Chasman, Daniel I and Franceschini, Nora and He, Chunyan and Lunetta, Kathryn L and Visser, Jenny A and Byrne, Enda M and Cousminer, Diana L and Gudbjartsson, Daniel F and Esko, T{\~o}nu and Feenstra, Bjarke and Hottenga, Jouke-Jan and Koller, Daniel L and Kutalik, Zolt{\'a}n and Lin, Peng and Mangino, Massimo and Marongiu, Mara and McArdle, Patrick F and Smith, Albert V and Stolk, Lisette and van Wingerden, Sophie H and Zhao, Jing Hua and Albrecht, Eva and Corre, Tanguy and Ingelsson, Erik and Hayward, Caroline and Magnusson, Patrik K E and Smith, Erin N and Ulivi, Shelia and Warrington, Nicole M and Zgaga, Lina and Alavere, Helen and Amin, Najaf and Aspelund, Thor and Bandinelli, Stefania and Barroso, In{\^e}s and Berenson, Gerald S and Bergmann, Sven and Blackburn, Hannah and Boerwinkle, Eric and Buring, Julie E and Busonero, Fabio and Campbell, Harry and Chanock, Stephen J and Chen, Wei and Cornelis, Marilyn C and Couper, David and Coviello, Andrea D and d{\textquoteright}Adamo, Pio and de Faire, Ulf and de Geus, Eco J C and Deloukas, Panos and D{\"o}ring, Angela and Smith, George Davey and Easton, Douglas F and Eiriksdottir, Gudny and Emilsson, Valur and Eriksson, Johan and Ferrucci, Luigi and Folsom, Aaron R and Foroud, Tatiana and Garcia, Melissa and Gasparini, Paolo and Geller, Frank and Gieger, Christian and Gudnason, Vilmundur and Hall, Per and Hankinson, Susan E and Ferreli, Liana and Heath, Andrew C and Hernandez, Dena G and Hofman, Albert and Hu, Frank B and Illig, Thomas and J{\"a}rvelin, Marjo-Riitta and Johnson, Andrew D and Karasik, David and Khaw, Kay-Tee and Kiel, Douglas P and Kilpel{\"a}inen, Tuomas O and Kolcic, Ivana and Kraft, Peter and Launer, Lenore J and Laven, Joop S E and Li, Shengxu and Liu, Jianjun and Levy, Daniel and Martin, Nicholas G and McArdle, Wendy L and Melbye, Mads and Mooser, Vincent and Murray, Jeffrey C and Murray, Sarah S and Nalls, Michael A and Navarro, Pau and Nelis, Mari and Ness, Andrew R and Northstone, Kate and Oostra, Ben A and Peacock, Munro and Palmer, Lyle J and Palotie, Aarno and Par{\'e}, Guillaume and Parker, Alex N and Pedersen, Nancy L and Peltonen, Leena and Pennell, Craig E and Pharoah, Paul and Polasek, Ozren and Plump, Andrew S and Pouta, Anneli and Porcu, Eleonora and Rafnar, Thorunn and Rice, John P and Ring, Susan M and Rivadeneira, Fernando and Rudan, Igor and Sala, Cinzia and Salomaa, Veikko and Sanna, Serena and Schlessinger, David and Schork, Nicholas J and Scuteri, Angelo and Segr{\`e}, Ayellet V and Shuldiner, Alan R and Soranzo, Nicole and Sovio, Ulla and Srinivasan, Sathanur R and Strachan, David P and Tammesoo, Mar-Liis and Tikkanen, Emmi and Toniolo, Daniela and Tsui, Kim and Tryggvadottir, Laufey and Tyrer, Jonathon and Uda, Manuela and van Dam, Rob M and van Meurs, Joyce B J and Vollenweider, Peter and Waeber, Gerard and Wareham, Nicholas J and Waterworth, Dawn M and Weedon, Michael N and Wichmann, H Erich and Willemsen, Gonneke and Wilson, James F and Wright, Alan F and Young, Lauren and Zhai, Guangju and Zhuang, Wei Vivian and Bierut, Laura J and Boomsma, Dorret I and Boyd, Heather A and Crisponi, Laura and Demerath, Ellen W and van Duijn, Cornelia M and Econs, Michael J and Harris, Tamara B and Hunter, David J and Loos, Ruth J F and Metspalu, Andres and Montgomery, Grant W and Ridker, Paul M and Spector, Tim D and Streeten, Elizabeth A and Stefansson, Kari and Thorsteinsdottir, Unnur and Uitterlinden, Andr{\'e} G and Widen, Elisabeth and Murabito, Joanne M and Ong, Ken K and Murray, Anna} }