Shared heritability and functional enrichment across six solid cancers

Jiang, Xia
Finucane, Hilary K.
Schumacher, Fredrick R.
Schmit, Stephanie L.
Tyrer, Jonathan P.
Han, Younghun
Michailidou, Kyriaki
Lesseur, Corina
Kuchenbaecker, Karoline B.
Dennis, Joe
Conti, David V.
Casey, Graham
Gaudet, Mia M.
Huyghe, Jeroen R.
Albanes, Demetrius
Aldrich, Melinda C.
Andrew, Angeline S.
Andrulis, Irene L.
Anton-Culver, Hoda
Antoniou, Antonis C.
Antonenkova, Natalia N.
Arnold, Susanne M.
Aronson, Kristan J.
Arun, Banu K.
Bandera, Elisa V.
Barkardottir, Rosa B.
Barnes, Daniel R.
Batra, Jyotsna
Beckmann, Matthias W.
Benítez, Javier
Benlloch, Sara
Berchuck, Andrew
Berndt, Sonja I.
Bickeböller, Heike
Bien, Stephanie A.
Blomqvist, Carl
Boccia, Stefania
Bogdanova, Natalia V.
Bojesen, Stig E.
Bolla, Manjeet K.
Brauch, Hiltrud
Brenner, Hermann
Brenton, James D.
Brook, Mark N.
Brunnström, Hans
Buchanan, Daniel D.
Burwinkel, Barbara
Butzow, Ralf
Cadoni, Gabriella
Caldés, Trinidad
Caligo, Maria A.
Campbell, Ian
Campbell, Peter T.
Cancel-Tassin, Géraldine
Cannon-Albright, Lisa
Campa, Daniele
Caporaso, Neil
Carvalho, André L.
Chan, Andrew T.
Chang-Claude, Jenny
Chanock, Stephen J.
Chen, Chu
Christiani, David C.
Claes, Kathleen B. M.
Claessens, Frank
Clements, Judith
Collée, J. Margriet
Correa, Marcia Cruz
Couch, Fergus J.
Cox, Angela
Cunningham, Julie M.
Cybulski, Cezary
Czene, Kamila
Daly, Mary B.
Fazio, Anna de
Devilee, Peter
Diez, Orland
Gago-Dominguez, Manuela
Donovan, Jenny L.
Dörk, Thilo
Duell, Eric J.
Dunning, Alison M.
Dwek, Miriam
Eccles, Diana M.
Edlund, Christopher K.
Vélez Edwards, Digna R.
Ellberg, Carolina
Evans, D. Gareth
Fasching, Peter A.
Ferris, Robert L.
Liloglou, Triantafillos
Figueiredo, Jane C.
Fletcher, Olivia
Fortner, Renée T.
Fostira, Florentia
Franceschi, Silvia
Friedman, Eitan
Gallinger, Steven J.
Ganz, Patricia A.
Garber, Judy
Gayther, Simon A.
Giles, Graham G.
Godwin, Andrew K.
Goldberg, Mark S.
Goldgar, David E.
Goode, Ellen L.
Goodman, Marc T.
Goodman, Gary
Grankvist, Kjell
Greene, Mark H.
Gronberg, Henrik
Gronwald, Jacek
Guénel, Pascal
Håkansson, Niclas
Hall, Per
Hamann, Ute
Hamdy, Freddie C.
Hamilton, Robert J.
Hampe, Jochen
Haugen, Aage
Heitz, Florian
Herrero, Rolando
Hillemanns, Peter
Hoffmeister, Michael
Høgdall, Estrid
Hong, Yun-Chul
Hopper, John L.
Houlston, Richard
Hulick, Peter J.
Hunter, David J.
Huntsman, David G.
Idos, Gregory
Imyanitov, Evgeny N.
Ingles, Sue Ann
Isaacs, Claudine
Jakubowska, Anna
James, Paul
Jenkins, Mark A.
Johansson, Mattias
Johansson, Mikael
John, Esther M.
Joshi, Amit D.
Kaneva, Radka
Karlan, Beth Y.
Kelemen, Linda E.
Kühl, Tabea
Khaw, Kay-Tee
Khusnutdinova, Elza
Kibel, Adam S.
Kiemeney, Lambertus A.
Kim, Jeri
Kjaer, Susanne K.
Knight, Julia A.
Kogevinas, Manolis
Kote-Jarai, Zsofia
Koutros, Stella
Kristensen, Vessela N.
Kupryjanczyk, Jolanta
Lacko, Martin
Lam, Stephan
Lambrechts, Diether
Landi, Maria Teresa
Lazarus, Philip
Le, Nhu D.
Lee, Eunjung
Lejbkowicz, Flavio
Lenz, Heinz-Josef
Leslie, Goska
Lessel, Davor
Lester, Jenny
Levine, Douglas A.
Li, Li
Li, Christopher I.
Lindblom, Annika
Lindor, Noralane M.
Liu, Geoffrey
Loupakis, Fotios
Lubiński, Jan
Maehle, Lovise
Maier, Christiane
Mannermaa, Arto
Marchand, Loic Le
Margolin, Sara
May, Taymaa
McGuffog, Lesley
Meindl, Alfons
Middha, Pooja
Miller, Austin
Milne, Roger L.
MacInnis, Robert J.
Modugno, Francesmary
Montagna, Marco
Moreno, Victor
Moysich, Kirsten B.
Mucci, Lorelei
Muir, Kenneth
Mulligan, Anna Marie
Nathanson, Katherine L.
Neal, David E.
Ness, Andrew R.
Neuhausen, Susan L.
Nevanlinna, Heli
Newcomb, Polly A.
Newcomb, Lisa F.
Nielsen, Finn Cilius
Nikitina-Zake, Liene
Nordestgaard, Børge G.
Nussbaum, Robert L.
Offit, Kenneth
Olah, Edith
Olama, Ali Amin Al
Olopade, Olufunmilayo I.
Olshan, Andrew F.
Olsson, Håkan
Osorio, Ana
Pandha, Hardev
Park, Jong Y.
Pashayan, Nora
Parsons, Michael T.
Pejovic, Tanja
Penney, Kathryn L.
Peters, Wilbert H M.
Phelan, Catherine M.
Phipps, Amanda I.
Pring, Miranda
Prokofyeva, Darya
Radice, Paolo
Stefansson, Kari
Ramus, Susan J.
Raskin, Leon
Rennert, Gad
Rennert, Hedy S.
Rensburg, Elizabeth J. van
Riggan, Marjorie J.
Risch, Harvey A.
Risch, Angela
Roobol, Monique J.
Rosenstein, Barry S.
Rossing, Mary Anne
Ruyck, Kim De
Saloustros, Emmanouil
Sandler, Dale P.
Sawyer, Elinor J.
Schabath, Matthew B.
Schleutker, Johanna
Schmidt, Marjanka K.
Setiawan, V. Wendy
Shen, Hongbing
Siegel, Erin M.
Sieh, Weiva
Singer, Christian F.
Slattery, Martha L.
Sorensen, Karina Dalsgaard
Southey, Melissa C.
Spurdle, Amanda B.
Stanford, Janet L.
Stevens, Victoria L.
Stintzing, Sebastian
Stone, Jennifer
Sundfeldt, Karin
Sutphen, Rebecca
Swerdlow, Anthony J.
Tajara, Eloiza H.
Tangen, Catherine M.
García Tardón, Adonina
Taylor, Jack A.
Teare, M. Dawn
Teixeira, Manuel R.
Terry, Mary Beth
Thibodeau, Stephen N.
Thomassen, Mads
Bjørge, Line
Tischkowitz, Marc
Toland, Amanda E.
Torres, Diana
Townsend, Paul A.
Travis, Ruth C.
Tung, Nadine
Tworoger, Shelley S.
Ulrich, Cornelia M.
Usmani, Nawaid
Vachon, Celine M.
Nieuwenhuysen, Els van
Vega, Ana
Wang, Qin
Webb, Penelope M.
Weinberg, Clarice R.
Weinstein, Stephanie
Weissler, Mark C.
Weitzel, Jeffrey N.
West, Catharine M. L.
White, Emily
Whittemore, Alice S.
Wichmann, H-Erich
Wiklund, Fredrik
Winqvist, Robert
Wolk, Alicja
Woll, Penella
Woods, Michael
Wu, Anna H.
Wu, Xifeng
Yannoukakos, Drakoulis
Zheng, Wei
Zienolddiny, Shanbeh
Ziogas, Argyrios
Zorn, Kristin K.
Lane, Jacqueline M.
Saxena, Richa
Thomas, Duncan
Hung, Rayjean J.
Diergaarde, Brenda
McKay, James D.
Peters, Ulrike
Hsu, Li
Garcia-Closas, Montserrat
Eeles, Rosalind A.
Chenevix-Trench, Georgia
Brennan, Paul J.
Haiman, Christopher A.
Simard, Jacques
Easton, Douglas F.
Gruber, Stephen B.
Pharoah, Paul D. P.
Price, Alkes L.
Pasaniuc, Bogdan
Amos, Christopher I.
Kraft, Peter
Lindström, Sara
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Quantifying the genetic correlation between cancers can provide important insights into the mechanisms driving cancer etiology. Using genome-wide association study summary statistics across six cancer types based on a total of 296,215 cases and 301,319 controls of European ancestry, here we estimate the pair-wise genetic correlations between breast, colorectal, head/neck, lung, ovary and prostate cancer, and between cancers and 38 other diseases. We observed statistically significant genetic correlations between lung and head/neck cancer (rg = 0.57, p = 4.6 × 10−8), breast and ovarian cancer (rg = 0.24, p = 7 × 10−5), breast and lung cancer (rg = 0.18, p =1.5 × 10−6) and breast and colorectal cancer (rg = 0.15, p = 1.1 × 10−4). We also found that multiple cancers are genetically correlated with non-cancer traits including smoking, psychiatric diseases and metabolic characteristics. Functional enrichment analysis revealed a significant excess contribution of conserved and regulatory regions to cancer heritability. Our comprehensive analysis of cross-cancer heritability suggests that solid tumors arising across tissues share in part a common germline genetic basis ​
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