1. Analysis of Heritability and Shared Heritability Based on Genome-Wide Association Studies for Thirteen Cancer Types
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Yeul Hong Kim, Sonja I. Berndt, José María Huerta, Morgan Rouprêt, Reury Perng Perng, Yi Young Choi, Lindsay M. Morton, Roberto Tirabosco, H. Bas Bueno-de-Mesquita, Wendy Cozen, Neil E. Caporaso, Stephen J. Chanock, Zhenhong Zhao, Dina Halai, Neyssa Marina, Ann L. Oberg, Stephen M. Ansell, Zhibin Hu, Donghui Li, Anne J. Novak, Jenny Turner, Wen Tan, Julie E. Buring, Stefano Porru, Qincheng He, Tania Carreón, Guoping Wu, Graham G. Giles, Claire M. Vajdic, Rudolf Kaaks, Ulrika Andersson, Susan L. Slager, Jen Yu Hung, Luis Sierrasesúmaga, Roel Vermeulen, Louise A. Brinton, Myron D. Gross, Jennifer Prescott, E. Lund, Chih Yi Chen, Jin Eun Choi, Chaoyu Wang, George J. Weiner, H. Dean Hosgood, Haixin Li, Carrie A. Thompson, Núria Malats, James McKay, Stephanie J. Weinstein, Young Tae Kim, Emily White, Pan-Chyr Yang, Orestis A. Panagiotou, Robert J. Klein, Joseph Vijai, Josep Lloreta, Immaculata De Vivo, Sofia Pavanello, Thomas E. Witzig, Montserrat Garcia-Closas, Roger Henriksson, Bryan A. Bassig, Tait D. Shanafelt, Rachel S. Kelly, Joseph M. Connors, Marco Rais, Wu Chou Su, Alex Smith, John J. Spinelli, Julie M. Gastier-Foster, Anne Kricker, In Kyu Park, Marc J. Gunter, Chancellor Hohensee, Simon Crouch, Jarmo Virtamo, M. G. Ennas, Lucia Conde, Lotte Maxild Mortensen, Lenka Foretova, Eric J. Duell, Anthony Staines, Hongyan Chen, Baosen Zhou, Brian M. Wolpin, Simone Benhamou, Zhaoming Wang, Françoise Clavel-Chapelon, Charles C. Chung, Nan Hu, Domenico Palli, Rebecca Montalvan, Thomas M. Habermann, Debra T. Silverman, Preetha Rajaraman, Christian C. Abnet, Wei-Yen Lim, Yuh Min Chen, Michelle Cotterchio, Lucia Miligi, Claudia Maria Hattinger, Eve Roman, Christopher Kim, Federico Canzian, Alan D. L. Sihoe, Sharon A. Savage, Mark P. Purdue, Maria Teresa Landi, Susan M. Gapstur, M Zucca, Yuanqing Ye, Jian Su, Chong-Jen Yu, Edward Giovannucci, Alain Monnereau, Afshan Siddiq, Ralph L. Erickson, Katherine A. McGlynn, Petra H.M. Peeters, W. Ryan Diver, David Van Den Berg, Gloria M. Petersen, Judith Hoffman-Bolton, Xiao-Ou Shu, Ying Chen, Eric J. Jacobs, Heiner Boeing, Sophia S. Wang, Hans-Olov Adami, Yuqing Li, Jacqueline Clavel, Ellen T. Chang, Tongzhang Zheng, William Pao, Hideo Kunitoh, Ulrike Peters, Jenny Chang-Claude, Alexandra Nieters, Silvia de Sanjosé, Chen Wu, Anders Ahlbom, Jun Suk Kim, Fredrick R. Schumacher, Roberta McKean-Cowdin, Laurence N. Kolonel, Herbert Yu, Li Liu, Vittorio Krogh, Tangchun Wu, Ho Il Yoon, Joseph F. Fraumeni, Olivier Cussenot, Jae Sook Sung, Kari E. North, Andrew D. Zelenetz, Ana Patiño-García, Anne Zeleniuch-Jacquotte, Christopher A. Haiman, Biyun Qian, Giovanni Maria Ferri, Rebecca Rodabough, Xifeng Wu, Maria Feychting, Kuan-Yu Chen, Laure Dossus, Jianjun Liu, Jean Wactawski-Wende, Constance Chen, Robert L. Grubb, Paolo Vineis, Mads Melbye, Chien Chung Lin, Malin Sund, Wei Zheng, Jun Xu, Yi Song Chen, Kay-Tee Khaw, Richard K. Severson, Kun-Chieh Chen, Jian-Min Yuan, Bu Tian Ji, Simonetta Di Lollo, Ping Xu, Howard D. Sesso, Yoo Jin Jung, Margaret R. Karagas, Piero Picci, Gianluca Severi, Margaret A. Tucker, Ti Ding, Gee-Chen Chang, Li Hsin Chien, She-Juan An, Maria Pik Wong, Chien-Jen Chen, Jonine D. Figueroa, Sun-Seog Kweon, Katia Scotlandi, Sara H. Olson, Kendra Schwartz, Chang Hyun Kang, Marta Crous-Bou, Yawei Zhang, Ludmila Prokunina-Olsson, Yolanda Benavente, Christine D. Berg, Kala Visvanathan, Loic Le Marchand, Takashi Kohno, Nilanjan Chatterjee, Tracy Lightfoot, Zhihua Yin, Lee E. Moore, Joanne S. Colt, Laurie Burdett, Tetsuya Mitsudomi, Harvey A. Risch, Alfredo Carrato, Hyo Sung Jeon, Victoria L. Stevens, Richard Gorlick, Danylo J. Villano, Alison P. Klein, Angela Brooks-Wilson, Joshua N. Sampson, Chu Chen, You-Lin Qiao, Kouya Shiraishi, Alan R. Schned, Dominique S. Michaud, Peng Guan, Philip R. Taylor, Gerald L. Andriole, John K.C. Chan, Eva Comperat, Randy D. Gascoyne, Marc Maynadie, Kyong Hwa Park, Amanda Black, Charles Kooperberg, Andrea La Croix, Kenneth Offit, Peter Kraft, David Thomas, Manuela Gago-Dominguez, Manolis Kogevinas, Theodore R. Holford, Pamela L. Horn-Ross, Xingzhou He, Massimo Serra, Satu Männistö, Christoffer Johansen, Meredith Yeager, Robert N. Hoover, Mary Ann Butler, William Wheeler, Jian Gu, Wei Wu, Ying Hsiang Chen, Leslie Bernstein, Yao Jen Li, David J. Hunter, In-Jae Oh, Jay S. Wunder, Meng Zhu, Henrik Hjalgrim, Martyn T. Smith, Alisa M. Goldstein, Linda M. Liao, Chao Agnes Hsiung, Ruth C. Travis, Jiucun Wang, Marie-Christine Boutron-Ruault, Daru Lu, Reina García-Closas, Avima M. Ruder, Martha S. Linet, Wei Tang, Geraldine Cancel-Tassin, Brian K. Link, Rebecca D. Jackson, J. Michael Gaziano, Malcolm C. Pike, Yu-Tang Gao, Lisa Mirabello, Alan A. Arslan, Hong Zheng, Nicolas Wentzensen, Chung Hsing Chen, I. Shou Chang, Meir J. Stampfer, Brenda M. Birmann, Alison Johnson, Wong-Ho Chow, Chin-Fu Hsiao, Neal D. Freedman, Robert C. Kurtz, Donald A. Barkauskas, Steven Gallinger, Junwen Wang, Simina M. Boca, Irene L. Andrulis, Hongbing Shen, Adrienne M. Flanagan, Cosmeri Rizzato, Marianna C. Stern, Angela Carta, Melissa C. Southey, Corrado Magnani, Sook Whan Sung, Lesley F. Tinker, M. Dorronsoro, Guangfu Jin, Giovanna Masala, Yi-Long Wu, Min-Ho Shin, Ming Shyan Huang, Göran Hallmans, Xueying Zhao, Jacques Riby, Beatrice Melin, Adonina Tardón, Börje Ljungberg, Mark Liebow, Elizabeth A. Holly, Carol Giffen, Paolo Boffetta, Maria Fernanda Amary, Jihua Li, Mazda Jenab, Keitaro Matsuo, Nalan Gokgoz, Karin E. Smedby, Cari M. Kitahara, Mia M. Gaudet, Cecilia Arici, Brian E. Henderson, Amy Hutchinson, Elio Riboli, Patricia Hartge, Victoria K. Cortessis, Kexin Chen, Dalsu Baris, Michael Goggins, Young-Chul Kim, Tsung-Ying Yang, Fusheng Wei, Peter D. Inskip, Demetrius Albanes, Fang Yu Tsai, Qing Lan, Li Jin, Charles E. Lawrence, Nikolaus Becker, Rachael S. Stolzenberg-Solomon, Bengt Glimelius, Wei Hu, Maria Dolores Chirlaque, Kimberly A. Bertrand, Bruce K. Armstrong, Veronica Wendy Setiawan, Kathy J. Helzlsouer, Manal M. Hassan, Jun Yokota, David V. Conti, Kai Yu, Chenwei Liu, Christine F. Skibola, Jae Yong Park, Fernando Lecanda, Dimitrios Trichopoulos, Eleanor Kane, Dongxin Lin, Yun-Chul Hong, Consol Serra, Anne Tjønneland, Melissa A. Austin, X. Zhang, Charles S. Fuchs, Nathaniel Rothman, Paul Brennan, Chih-Liang Wang, Wei Shen, Ying-Huang Tsai, Hee Nam Kim, Ghislaine Scelo, Faith G. Davis, Sara Lindström, Molly Schwenn, Giuseppe Mastrangelo, Adeline Seow, Laufey T. Amundadottir, Laura E. Beane Freeman, Huan Guo, Victor Ho-Fun Lee, Aruna Kamineni, Pierluigi Cocco, Jiang Chang, Emanuele Angelucci, Paige M. Bracci, Yong-Bing Xiang, G. M. Monawar Hosain, Elisabete Weiderpass, James R. Cerhan, Junjie Wu, Lauren R. Teras, Jin Hee Kim, Qiuyin Cai, Sampson, J.N., Wheeler, W.A., Yeager, M., Panagiotou, O., Wang, Z., Berndt, S.I., Lan, Q., Abnet, C.C., Amundadottir, L.T., Figueroa, J.D., Landi, M.T., Mirabello, L., Savage, S.A., Taylor, P.R., De Vivo, I., McGlynn, K.A., Purdue, M.P., Rajaraman, P., Adami, H.-O., Ahlbom, A., Albanes, D., Amary, M.F., An, S.-J., Andersson, U., Andriole, G., Jr., Andrulis, I.L., Angelucci, E., Ansell, S.M., Arici, C., Armstrong, B.K., Arslan, A.A., Austin, M.A., Baris, D., Barkauskas, D.A., Bassig, B.A., Becker, N., Benavente, Y., Benhamou, S., Berg, C., Van Den Berg, D., Bernstein, L., Bertrand, K.A., Birmann, B.M., Black, A., Boeing, H., Boffetta, P., Boutron-Ruault, M.-C., Bracci, P.M., Brinton, L., Brooks-Wilson, A.R., Bueno-De-Mesquita, H.B., Burdett, L., Buring, J., Butler, M.A., Cai, Q., Cancel-Tassin, G., Canzian, F., Carrato, A., Carreon, T., Carta, A., Chan, J.K.C., Chang, E.T., Chang, G.-C., Chang, I.S., Chang, J., Chang-Claude, J., Chen, C.-J., Chen, C.-Y., Chen, C., Chen, C.-H., Chen, H., Chen, K., Chen, K.-Y., Chen, K.-C., Chen, Y., Chen, Y.-H., Chen, Y.-S., Chen, Y.-M., Chien, L.-H., Chirlaque, M.-D., Choi, J.E., Choi, Y.Y., Chow, W.-H., Chung, C.C., Clavel, J., Clavel-Chapelon, F., Cocco, P., Colt, J.S., Comperat, E., Conde, L., Connors, J.M., Conti, D., Cortessis, V.K., Cotterchio, M., Cozen, W., Crouch, S., Crous-Bou, M., Cussenot, O., Davis, F.G., Ding, T., Diver, W.R., Dorronsoro, M., Dossus, L., Duell, E.J., Ennas, M.G., Erickson, R.L., Feychting, M., Flanagan, A.M., Foretova, L., Fraumeni, J.F., Jr., Freedman, N.D., Freeman, L.E.B., Fuchs, C., Gago-Dominguez, M., Gallinger, S., Gao, Y.-T., Gapstur, S.M., Garcia-Closas, M., García-Closas, R., Gascoyne, R.D., Gastier-Foster, J., Gaudet, M.M., Gaziano, J.M., Giffen, C., Giles, G.G., Giovannucci, E., Glimelius, B., Goggins, M., Gokgoz, N., Goldstein, A.M., Gorlick, R., Gross, M., Grubb, R., III and Gu, J., Guan, P., Gunter, M., Guo, H., Habermann, T.M., Haiman, C.A., Halai, D., Hallmans, G., Hassan, M., Hattinger, C., He, Q., He, X., Helzlsouer, K., Henderson, B., Henriksson, R., Hjalgrim, H., Hoffman-Bolton, J., Hohensee, C., Holford, T.R., Holly, E.A., Hong, Y.-C., Hoover, R.N., Horn-Ross, P.L., Hosain, G.M.M., Hosgood, H.D., III and Hsiao, C.-F., Hu, N., Hu, W., Hu, Z., Huang, M.-S., Huerta, J.-M., Hung, J.-Y., Hutchinson, A., Inskip, P.D., Jackson, R.D., Jacobs, E.J., Jenab, M., Jeon, H.-S., Ji, B.-T., Jin, G., Jin, L., Johansen, C., Johnson, A., Jung, Y.J., Kaaks, R., Kamineni, A., Kane, E., Kang, C.H., Karagas, M.R., Kelly, R.S., Khaw, K.-T., Kim, C., Kim, H.N., Kim, J.H., Kim, J.S., Kim, Y.H., Kim, Y.T., Kim, Y.-C., Kitahara, C.M., Klein, A.P., Klein, R.J., Kogevinas, M., Kohno, T., Kolonel, L.N., Kooperberg, C., Kricker, A., Krogh, V., Kunitoh, H., Kurtz, R.C., Kweon, S.-S., La Croix, A., Lawrence, C., Lecanda, F., Lee, V.H.F., Li, D., Li, H., Li, J., Li, Y.-J., Li, Y., Liao, L.M., Liebow, M., Lightfoot, T., Lim, W.-Y., Lin, C.-C., Lin, D., Lindstrom, S., Linet, M.S., Link, B.K., Liu, C., Liu, J., Liu, L., Ljungberg, B., Lloreta, J., Di Lollo, S., Lu, D., Lund, E., Malats, N., Mannisto, S., Marchand, L.L., Marina, N., Masala, G., Mastrangelo, G., Matsuo, K., Maynadie, M., McKay, J., McKean-Cowdin, R., Melbye, M., Melin, B.S., Michaud, D.S., Mitsudomi, T., Monnereau, A., Montalvan, R., Moore, L.E., Mortensen, L.M., Nieters, A., North, K.E., Novak, A.J., Oberg, A.L., Offit, K., Oh, I.-J., Olson, S.H., Palli, D., Pao, W., Park, I.K., Park, J.Y., Park, K.H., Patiño-Garcia, A., Pavanello, S., Peeters, P.H.M., Perng, R.-P., Peters, U., Petersen, G.M., Picci, P., Pike, M.C., Porru, S., Prescott, J., Prokunina-Olsson, L., Qian, B., Qiao, Y.-L., Rais, M., Riboli, E., Riby, J., Risch, H.A., Rizzato, C., Rodabough, R., Roman, E., Roupret, M., Ruder, A.M., De Sanjose, S., Scelo, G., Schned, A., Schumacher, F., Schwartz, K., Schwenn, M., Scotlandi, K., Seow, A., Serra, C., Serra, M., Sesso, H.D., Setiawan, V.W., Severi, G., Severson, R.K., Shanafelt, T.D., Shen, H., Shen, W., Shin, M.-H., Shiraishi, K., Shu, X.-O., Siddiq, A., Sierrasesúmaga, L., Sihoe, A.D.L., Skibola, C.F., Smith, A., Smith, M.T., Southey, M.C., Spinelli, J.J., Staines, A., Stampfer, M., Stern, M.C., Stevens, V.L., Stolzenberg-Solomon, R.S., Su, J., Su, W.-C., Sund, M., Sung, J.S., Sung, S.W., Tan, W., Tang, W., Tardón, A., Thomas, D., Thompson, C.A., Tinker, L.F., Tirabosco, R., Tjønneland, A., Travis, R.C., Trichopoulos, D., Tsai, F.-Y., Tsai, Y.-H., Tucker, M., Turner, J., Vajdic, C.M., Vermeulen, R.C.H., Villano, D.J., Vineis, P., Virtamo, J., Visvanathan, K., Wactawski-Wende, J., Wang, C., Wang, C.-L., Wang, J.-C., Wang, J., Wei, F., Weiderpass, E., Weiner, G.J., Weinstein, S., Wentzensen, N., White, E., Witzig, T.E., Wolpin, B.M., Wong, M.P., Wu, C., Wu, G., Wu, J., Wu, T., Wu, W., Wu, X., Wu, Y.-L., Wunder, J.S., Xiang, Y.-B., Xu, J., Xu, P., Yang, P.-C., Yang, T.-Y., Ye, Y., Yin, Z., Yokota, J., Yoon, H.-I., Yu, C.-J., Yu, H., Yu, K., Yuan, J.-M., Zelenetz, A., Zeleniuch-Jacquotte, A., Zhang, X.-C., Zhang, Y., Zhao, X., Zhao, Z., Zheng, H., Zheng, T., Zheng, W., Zhou, B., Zhu, M., Zucca, M., Boca, S.M., Cerhan, J.R., Ferri, G.M., Hartge, P., Hsiung, C.A., Magnani, C., Miligi, L., Morton, L.M., Smedby, K.E., Teras, L.R., Vijai, J., Wang, S.S., Brennan, P., Caporaso, N.E., Hunter, D.J., Kraft, P., Rothman, N., Silverman, D.T., Slager, S.L., Chanock, S.J., Chatterjee, N., Infection & Immunity, dIRAS RA-I&I RA, LS IRAS EEPI GRA (Gezh.risico-analyse), and Risk Assessment
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Male ,Cancer Research ,Lung Neoplasms ,Lymphoma ,Genome-wide association study ,Polymorphism (computer science) ,Neoplasms ,Medicine ,Chronic ,Genetics ,Osteosarcoma ,Oncology And Carcinogenesis ,Leukemia ,Smoking ,Family aggregation ,Single Nucleotide ,Middle Aged ,Familial risk ,Diffuse ,Kidney Neoplasms ,Lymphocytic ,Oncology ,Adult ,Aged ,Asian Continental Ancestry Group ,Bone Neoplasms ,European Continental Ancestry Group ,Female ,Humans ,Leukemia, Lymphocytic, Chronic, B-Cell ,Lymphoma, Large B-Cell, Diffuse ,Polymorphism, Single Nucleotide ,Testicular Neoplasms ,Tissue Array Analysis ,Urinary Bladder Neoplasms ,Genetic Predisposition to Disease ,Genome-Wide Association Study ,Genetic correlation ,Large B-Cell ,Oncology & Carcinogenesis ,Polymorphism ,business.industry ,Extramural ,B-Cell ,Cancer ,Heritability ,Genome-wide association studies for thirteen cancer types ,medicine.disease ,business - Abstract
BACKGROUND: Studies of related individuals have consistently demonstrated notable familial aggregation of cancer. We aim to estimate the heritability and genetic correlation attributable to the additive effects of common single-nucleotide polymorphisms (SNPs) for cancer at 13 anatomical sites.METHODS: Between 2007 and 2014, the US National Cancer Institute has generated data from genome-wide association studies (GWAS) for 49 492 cancer case patients and 34 131 control patients. We apply novel mixed model methodology (GCTA) to this GWAS data to estimate the heritability of individual cancers, as well as the proportion of heritability attributable to cigarette smoking in smoking-related cancers, and the genetic correlation between pairs of cancers.RESULTS: GWAS heritability was statistically significant at nearly all sites, with the estimates of array-based heritability, hl (2), on the liability threshold (LT) scale ranging from 0.05 to 0.38. Estimating the combined heritability of multiple smoking characteristics, we calculate that at least 24% (95% confidence interval [CI] = 14% to 37%) and 7% (95% CI = 4% to 11%) of the heritability for lung and bladder cancer, respectively, can be attributed to genetic determinants of smoking. Most pairs of cancers studied did not show evidence of strong genetic correlation. We found only four pairs of cancers with marginally statistically significant correlations, specifically kidney and testes (ρ = 0.73, SE = 0.28), diffuse large B-cell lymphoma (DLBCL) and pediatric osteosarcoma (ρ = 0.53, SE = 0.21), DLBCL and chronic lymphocytic leukemia (CLL) (ρ = 0.51, SE =0.18), and bladder and lung (ρ = 0.35, SE = 0.14). Correlation analysis also indicates that the genetic architecture of lung cancer differs between a smoking population of European ancestry and a nonsmoking Asian population, allowing for the possibility that the genetic etiology for the same disease can vary by population and environmental exposures.CONCLUSION: Our results provide important insights into the genetic architecture of cancers and suggest new avenues for investigation.
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- 2015