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PALB2, CHEK2 and ATM rare variants and cancer risk: data from COGS

Southey, Melissa C,Goldgar, David E,Wingvist, Robert,Schleutker, Johanna

Abstract

BACKGROUND: The rarity of mutations in PALB2, CHEK2 and ATM make it difficult to estimate precisely associated cancer risks. Population-based family studies have provided evidence that at least some of these mutations are associated with breast cancer risk as high as those associated with rare BRCA2 mutations. We aimed to estimate the relative risks associated with specific rare variants in PALB2, CHEK2 and ATM via a multicentre case-control study. METHODS: We genotyped 10 rare mutations using the custom iCOGS array: PALB2 c.1592delT, c.2816T>G and c.3113G>A, CHEK2 c.349A>G, c.538C>T, c.715G>A, c.1036C>T, c.1312G>T, and c.1343T>G and ATM c.7271T>G. We assessed associations with breast cancer risk (42 671 cases and 42 164 controls), as well as prostate (22 301 cases and 22 320 controls) and ovarian (14 542 cases and 23 491 controls) cancer risk, for each variant. RESULTS: For European women, strong evidence of association with breast cancer risk was observed for PALB2 c.1592delT OR 3.44 (95% CI 1.39 to 8.52, p=7.1×10-5), PALB2 c.3113G>A OR 4.21 (95% CI 1.84 to 9.60, p=6.9×10-8) and ATM c.7271T>G OR 11.0 (95% CI 1.42 to 85.7, p=0.0012). We also found evidence of association with breast cancer risk for three variants in CHEK2, c.349A>G OR 2.26 (95% CI 1.29 to 3.95), c.1036C>T OR 5.06 (95% CI 1.09 to 23.5) and c.538C>T OR 1.33 (95% CI 1.05 to 1.67) (p≤0.017). Evidence for prostate cancer risk was observed for CHEK2 c.1343T>G OR 3.03 (95% CI 1.53 to 6.03, p=0.0006) for African men and CHEK2 c.1312G>T OR 2.21 (95% CI 1.06 to 4.63, p=0.030) for European men. No evidence of association with ovarian cancer was found for any of these variants.

Full text

ORIGINAL ARTICLE PALB2,CHEK2 and ATM a e a ian s and cance isk: da a om COGS ▸Addi ional ma e ial is published online only. To iew please isi he jou nal online (h p://dx.doi.o g/10.1136/ jmedgene -2016-103839). Fo numbe ed a filia ions see end o a icle. Co espondence o P o esso Melissa C. Sou hey, Gene ic Epidemiology Labo a o y, Depa men o Pa hology, The Uni e si y o Melbou ne, Melbou ne, Vic o ia 3010, Aus alia; msou he[email p o ec ed] Recei ed 29 Ma ch 2016 Re ised 1 June 2016 Accep ed 21 June 2016 Published Online Fi s 5 Sep embe 2016 To ci e: Sou hey MC, Goldga DE, Winq is R, e al.J Med Gene 2016;53:800–811. Melissa C Sou hey, 1 Da id E Goldga , 2 Robe Winq is , 3 Ka i Pylkäs, 3 Fe gus Couch, 4 Ma c Tischkowi z, 5 William D Foulkes, 6 Joe Dennis, 7 Ky iaki Michailidou, 7 Elizabe h J an Rensbu g, 8 Tuomas Heikkinen, 9 Heli Ne anlinna, 9 John L Hoppe , 10 Thilo Dö k, 11 Ka hleen BM Claes, 12 Jo ge Reis-Filho, 13 Zhi Ling Teo, 1 Paolo Radice, 14 I ene Ca ucci, 15 Paolo Pe e longo, 15 Helen Tsimiklis, 1 Fab ice A Ode ey, 1 James G Dow y, 10 Ma janka K Schmid , 16 Annegien B oeks, 16 F ans B Hoge o s , 16 Senno Ve hoe , 16 Jane Ca pen e , 17 Ch is ine Cla ke, 18 Rodney J Sco , 19 Pe e A Fasching, 20,21 Lo ha Haebe le, 20,22 A i B Ekici, 23 Ma hias W Beckmann, 20 Julian Pe o, 24 Isabel dos-San os-Sil a, 24 Oli ia Fle che , 25 Nichola Johnson, 25 Manjee K Bolla, 7 Elino J Sawye , 26 Ian Tomlinson, 27 Michael J Ke in, 28 Nicola Mille , 28 Fede ik Ma me, 29,30 Ba ba a Bu winkel, 29,31 Rongxi Yang, 29,31 Pascal Guénel, 32,33 Thé èse T uong, 32,33 Flo ence Menegaux, 32,33 Ma ie Sanchez, 32,33 S ig Bojesen, 34,35 Sune F Nielsen, 34,35 Hen ik Flyge , 36 Ja ie Beni ez, 37,38 M Pila Zamo a, 39 Jose Ignacio A ias Pe ez, 40 P imi i a Menéndez, 41 Hoda An on-Cul e , 42 Susan Neuhausen, 43 A gy ios Ziogas, 44 Ch is ina A Cla ke, 45 He mann B enne , 46,47,48 Volke A nd , 46 Ch is a S egmaie , 49 Hil ud B auch, 48,50,51 Thomas B üning, 52 Yon-Dschun Ko, 53 Ta u A Mu anen, 54 K is iina Ai omäki, 55 Ca l Blomq is , 56 Na alia V Bogdano a, 11,57 Na alia N An onenko a, 58 Annika Lindblom, 59 Sa a Ma golin, 60 A o Manne maa, 61,62 Vesa Ka aja, 63,64 Veli-Ma i Kosma, 61,62 Jaana M Ha ikainen, 61,62 Amanda B Spu dle, 65 kConFab In es iga o s, 66 Aus alian O a ian Cance S udy G oup 65,66 Els Wau e s, 67,68 Dominiek Smee s, 67,68 Benoi Beuselinck, 69 Giuseppe Flo is, 69 Jenny Chang-Claude, 70 Anja Rudolph, 70 Pe a Seibold, 70 Die e Flesch-Janys, 71 Jane E Olson, 72 Celine Vachon, 72 Ve non S Pank a z, 72 Ca iona McLean, 73 Ch is ophe A Haiman, 74 B ian E Hende son, 74 F ed ick Schumache , 74 Loic Le Ma chand, 75 Vessela K is ensen, 76,77 G e he G enake Alnæs, 76 Wei Zheng, 78 Da id J Hun e , 79,80 Sa a Linds om, 79,80 Susan E Hankinson, 80,81 Pe e K a , 79,80 I ene And ulis, 82,83 Julia A Knigh , 84,85 Go d Glendon, 82 Anna Ma ie Mulligan, 86,87 A ja Jukkola-Vuo inen, 88 Me i G ip, 89 Saila Kauppila, 90 Pe e De ilee, 91 Robe A E M Tollenaa , 91 Ca oline Seynae e, 92,98 An oine e Holles elle, 92,98 Mon se a Ga cia-Closas, 93 Jonine Figue oa, 94 S ephen J Chanock, 94 Jolan a Lissowska, 95 Kamila Czene, 96 Ha e Da abi, 96 Mikael E iksson, 96 Diana M Eccles, 97 Sajjad Rafiq, 97 William J Tappe , 97 Sue M Ge y, 97 Maa je J Hooning, 98 John W M Ma ens, 98 J Ma g ie Collée, 99 Madeleine Tilanus-Lin ho s , 100 Pe Hall, 101 Jingmei Li, 102 Judi h S B and, 101 Kei h Humph eys, 101 Angela Cox, 103 Malcolm W R Reed, 103 C aig Lucca ini, 104 Ca oline Baynes, 104 Alison M Dunning, 104 U e Hamann, 105 Diana To es, 105,106 Hans Ul ich Ulme , 107 Thomas Rüdige , 108 Anna Jakubowska, 109 Jan Lubinski, 109 Ka a zyna Jawo ska, 109,110 Ka a zyna Du da, 109 Susan Slage , 72 Amanda E Toland, 111 Ch is ine B Amb osone, 112 D akoulis Yannoukakos, 113 An hony Swe dlow, 114,115 Alan Ashwo h, 93 Nick O , 93 Michael Jones, 114 Anna González-Nei a, 37 Guille mo Pi a, 37 M Rosa io Alonso, 37 Nu ia Ál a ez, 37 Daniel He e o, 37 800 Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om Daniel C Tessie , 116 Daniel Vincen , 117 F ancois Baco , 117 Jacques Sima d, 118 Ma ine Dumon , 118 Penny Soucy, 118 Rosalind Eeles, 119,120 Kenne h Mui , 121 F ed ik Wiklund, 122 Hen ik G onbe g, 122 Johanna Schleu ke , 123,124 Bø ge G No des gaa d, 125 Ma en Weische , 126 Ru h C T a is, 127 Da id Neal, 128 Jenny L Dono an, 129 F eddie C Hamdy, 130 Kay-Tee Khaw, 131 Jane L S an o d, 132,133 William J Blo , 134 S ephen Thibodeau, 4 Daniel J Schaid, 72 Joseph L Kelley, 135 Ch is iane Maie , 136,137 Adam S Kibel, 138,139 Ceza y Cybulski, 140 Lisa Cannon-Alb igh , 141 Ka ja Bu e bach, 46 Jong Pa k, 142 Radka Kane a, 143 Jyo sna Ba a, 144 Manuel R Teixei a, 145 Zsofia Ko e-Ja ai, 119 Ali Amin Al Olama, 7 Sa a Benlloch, 7 S e an P Renne , 146 A nd Ha mann, 147 Alexande Hein, 146 Ma hias Ruebne , 146 Die he Lamb ech s, 148,149 Els Van Nieuwenhuysen, 150 Ignace Ve go e, 150 Sand ina Lamb e chs, 150 Jenni e A Dohe y, 151 Ma y Anne Rossing, 152,153 S e an Nickels, 154 U sula Eilbe , 154 Shan Wang-Goh ke, 155 Kunle Odunsi, 156 La a E Suches on-Campbell, 156 G ace F iel, 156 Galina Lu ie, 157 Je ey L Killeen, 158 Lynne R Wilkens, 157 Ma c T Goodman, 159,160 Ingo Runnebaum, 161 Pe e A Hillemanns, 162 Liisa M Pel a i, 9 Ral Bu zow, 163 F ancesma y Modugno, 164,165 Robe P Edwa ds, 135 Robe a B Ness, 166 Ki s en B Moysich, 167 And eas du Bois, 168,169 Flo ian Hei z, 168,169 Philipp Ha e , 168,169 S e an Kommoss, 169,170 Be h Y Ka lan, 171 Ch is ine Walsh, 171 Jenny Les e , 171 Allan Jensen, 172 Susanne K üge Kjae , 172,173 Es id Høgdall, 172,174 Be na d Peissel, 175 Be na do Bonanni, 176 Lo is Be na d, 177 Ellen L Goode, 72 B ooke L F idley, 178 Robe A Vie kan , 72 Julie M Cunningham, 4 Melissa C La son, 72 Zacha y C Foga y, 72 Kimbe ly R Kalli, 179 Dong Liang, 180 Ka en H Lu, 181 Michelle A T Hildeb and , 182 Xi eng Wu, 182 Douglas A Le ine, 183 Fanny Dao, 183 Ma ia Bisogna, 183 And ew Be chuck, 184 Edwin S I e sen, 185 Je ey R Ma ks, 186 Lucy Akushe ich, 187 Daniel W C ame , 188 Joellen Schildk au , 187 Ka h yn L Te y, 188 Elizabe h M Poole, 189,190 Mei S amp e , 80,189 Shelley S Two oge , 189,190 Elisa V Bande a, 191 I ene O low, 192 Sa a H Olson, 192 Line Bjo ge, 193,194 Helga B Sal esen, 193,194 Anne M an Al ena, 195 Ka ja K H Aben, 196,197,198 Lambe us A Kiemeney, 196 Leon F A G Massuge , 195 Tanja Pejo ic, 199 Yukie Bean, 199 Angela B ooks-Wilson, 200,201 Linda E Kelemen, 202,203 Linda S Cook, 204 Nhu D Le, 205 Bohdan Gó ski, 206 Jacek G onwald, 206 Janusz Menkiszak, 207 Claus K Høgdall, 173 Lene Lund all, 208 Lo e Nede gaa d, 209 S end Aage Engelholm, 210 Ed Dicks, 211 Jona han Ty e , 211 Ian Campbell, 212 Iain McNeish, 213 James Paul, 214 Nadeem Siddiqui, 215 Rosalind Glasspool, 215 Alice S Whi emo e, 216 Joseph H Ro hs ein, 216 Vale ie McGui e, 216 Wei a Sieh, 216 Hui Cai, 78 Xiao-Ou Shu, 78 Rachel T Te en, 217 Rebecca Su phen, 217 John R McLaughlin, 218 S e en A Na od, 219 Ca he ine M Phelan, 220 Al a o N Mon ei o, 220 Da id Fens e mache , 221 Hui-Yi Lin, 221 Jenni e B Pe mu h, 220 Thomas A Selle s, 220 Y Ann Chen, 221 Ya-Yu Tsai, 220 Zhihua Chen, 221 Aleksand a Gen y-Maha aj, 222 Simon A Gay he , 223 Susan J Ramus, 223 Usha Menon, 222 Anna H Wu, 223 Celes e L Pea ce, 223 Da id Van Den Be g, 223 Malcolm C Pike, 223,224 Agnieszka Dansonka-Mieszkowska, 225 Joanna Plisiecka-Halasa, 225 Joanna Moes-Sosnowska, 225 Jolan a Kup yjanczyk, 225 Paul DP Pha oah, 211 Honglin Song, 211 Ing id Winship, 226,227 Geo gia Chene ix-T ench, 65 G aham G Giles, 10,228 Sean V Ta igian, 2 Doug F Eas on, 7 Roge L Milne 10,228 ABSTRACT Backg ound The a i y o mu a ions in PALB2,CHEK2 and ATM make i di ficul o es ima e p ecisely associa ed cance isks. Popula ion-based amily s udies ha e p o ided e idence ha a leas some o hese mu a ions a e associa ed wi h b eas cance isk as high as hose associa ed wi h a e BRCA2 mu a ions. We aimed o es ima e he ela i e isks associa ed wi h specific a e a ian s in PALB2, CHEK2 and ATM ia a mul icen e case-con ol s udy. Me hods We geno yped 10 a e mu a ions using he cus om iCOGS a ay: PALB2 c.1592delT, c.2816T>G and c.3113G>A, CHEK2 c.349A>G, c.538C>T, c.715G>A, c.1036C>T, c.1312G>T, and c.1343T>G and ATM c.7271T>G. We assessed associa ions wi h b eas cance isk (42 671 cases and 42 164 con ols), as well as p os a e (22 301 cases and 22 320 con ols) and o a ian (14 542 cases and 23 491 con ols) cance isk, o each a ian . Resul s Fo Eu opean women, s ong e idence o associa ion wi h b eas cance isk was obse ed o PALB2 c.1592delT OR 3.44 (95% CI 1.39 o 8.52, p=7.1×10 −5 ), PALB2 c.3113G>A OR 4.21 (95% CI 1.84 o 9.60, p=6.9×10 −8 ) and ATM c.7271T>G OR 11.0 (95% CI 1.42 o 85.7, p=0.0012). We also ound e idence o associa ion wi h b eas cance isk o h ee a ian s in CHEK2, c.349A>G OR 2.26 (95% CI 1.29 o 3.95), c.1036C>T OR 5.06 (95% CI 1.09 o 23.5) and c.538C>T OR 1.33 (95% CI 1.05 o 1.67) (p≤0.017). E idence o p os a e cance isk was obse ed o CHEK2 c.1343T>G OR 3.03 (95% CI 1.53 o 6.03, p=0.0006) o A ican men and CHEK2 c.1312G>T OR 2.21 (95% CI 1.06 o 4.63, p=0.030) o Eu opean Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 801 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om men. No e idence o associa ion wi h o a ian cance was ound o any o hese a ian s. Conclusions This epo adds o accumula ing e idence ha a leas some a ian s in hese genes a e associa ed wi h an inc eased isk o b eas cance ha is clinically impo an . INTRODUCTION The apid in oduc ion o massi e pa allel sequencing (MPS) in o clinical gene ics se ices is enabling he sc eening o mul- iple b eas cance suscep ibili y genes in one assay a educed cos o women who a e a inc eased isk o b eas (and o he ) cance . These gene panels now ypically include he so-called ‘mode a e- isk’b eas cance suscep ibili y genes, including PALB2,CHEK2 and ATM. 1–3 Howe e , mu a ions in hese genes a e indi idually ex emely a e and limi ed da a a e a ail- able wi h which o accu a ely es ima e he isk o cance asso- cia ed wi h hem. Es ima ion o he age-specific cumula i e isk (pene ance) o b eas cance associa ed wi h specific mu a ions in hese h ee genes has been limi ed o hose ha ha e been obse ed mo e equen ly, such as PALB2 c.1592delT (a Finnish ounde mu a- ion), PALB2 c.3113G>A and ATM c.7271T>G. These mu a- ions ha e been es ima ed o be associa ed wi h a 40% (95% CI 17% o 77%), 91% (95% CI 44% o 100%) and 52% (95% CI 28% o 80%) cumula i e isk o b eas cance o he age o 70 yea s, espec i ely. 4–7 These findings, based on seg ega ion analyses in amilies o popula ion-based case se ies, indica e ha a leas some mu a ions in hese ‘mode a e- isk’genes a e asso- cia ed wi h a b eas cance isk compa able o ha o he a e age pa hogenic mu a ion in BRCA2: 45% (95% CI 31% o 56%). 8 Howe e , such es ima es a e imp ecise and, mo eo e , may be con ounded by modi ying gene ic a ian s o o he amilial isk ac o s. Case-con ol s udies p o ide an al e na i e app oach o es ima ing cance isks associa ed wi h specific a ian s. This design can es ima e he ela i e isk di ec ly, wi hou making assump ions abou he modi ying e ec s o o he isk ac o s. Howe e , because hese a ian s a e a e, such s udies need o be ex emely la ge o p o ide p ecise es ima es. The clea es e idence o associa ion, and he mos p ecise b eas cance isk es ima es, o a e a ian s in PALB2, CHEK2 and ATM ela e o p o ein unca ing and splice-junc ion a - ian s. 910 Howe e , s udies based on mu a ion sc eening in case- con ol s udies, combined wi h s a ifica ion o a ian s by hei e olu iona y likelihood sugges ha a leas some e olu iona ily unlikely missense subs i u ions a e associa ed wi h a simila isk o hose con e ed by unca ing mu a ions. 11–13 Fo example, Ta igian e al 12 es ima ed an OR o 2.85 (95% CI 0.83 o 4.86) o e olu iona ily unlikely missense subs i u ions in he 30 hi d o ATM, which is compa able o ha o unca ing a - ian s. Specifically, ATM c.7271C>G has been associa ed wi h a mo e subs an ial b eas cance isk in se e al s udies. 713 Le Cal ez-Kelm e al, 11 es ima ed ha he ORs associa ed wi h a e mu a ions in CHEK2 om simila ly designed s udies we e 6.18 (95% CI 1.76 o 21.8) o a e p o ein- unca ing and splice- junc ion a ian s and 8.75 (95% CI 1.06 o 72.2) o e olu ion- a ily unlikely missense subs i u ions. 11 I is plausible ha monoallelic mu a ions in PALB2,CHEK2 and ATM could be associa ed wi h inc eased isk o cance s o he han b eas cance , as has been obse ed o BRCA1 and BRCA2 and bo h o a ian and p os a e cance s. 14–17 Howe e , wi h he excep ion o panc ea ic cance in PALB2 ca ie s, he e is li le e idence o suppo o e u e he exis ence o such associa ions, al hough a ew indi idually s iking pedig ees ha e been obse ed. 4818–20 In his s udy we selec ed a e gene ic a ian s on he basis ha hey had been obse ed in b eas cance candida e gene case-con ol sc eening p ojec s in ol ing PALB2,CHEK2 o ATM. These included h ee a e a ian s in PALB2: he p o ein unca ing a ian s c.1592delT (p.Leu531Cys s) 4 and c.3113 G>A (p.T p1038*) 6 and he missense a ian c.2816T>G, (p. Leu939T p), six a e missense a ian s in CHEK2: c.349A>G (p.A g117Gly) and c.1036C>T (p.A g346Cys) p edic ed o be dele e ious on he basis o e olu iona y conse a ion, 11 c.538C>T (p.A g180Cys), c.715G>A (p.Glu239Lys), c.1312G>T (p.Asp438Ty ) and c.1343T>G (p.Ile448Se ) and ATM c.7271T>G (p.Val2424Gly). 7 We assessed he associa ion o hese a ian s wi h b eas , o a ian and p os a e isk by case- con ol analyses in h ee la ge conso ia pa icipa ing in he Collabo a i e Oncological Gene-en i onmen S udy. 21 22 METHODS Pa icipan s Pa icipan s we e d awn om s udies pa icipa ing in h ee con- so ia as ollows: The B eas Cance Associa ion Conso ium (BCAC), in ol ing a o al o 48 s udies: 37 o women om popula ions wi h p edominan ly Eu opean ances y (42 671 cases and 42 164 con ols), 9 o Asian women (5795 cases and 6624 con ols) and 2 o A ican-Ame ican women (1046 cases and 932 con- ols). All cases had in asi e b eas cance . The majo i y o s udies we e popula ion-based o hospi al-based case-con ol s udies, bu some s udies o Eu opean women o e sampled cases wi h a amily his o y o wi h bila e al disease (see online supplemen a y able S1). O e all, 79% o BCAC cases wi h known Es ogen Recp o (ER) s a us (23% missing) a e ER- posi i e. The p opo ion o cases selec ed by amily his o y ha a e ER-posi i e is 78% (38% missing). The P os a e Cance Associa ion G oup o In es iga e Cance Associa ed Al e a ions in he Genome (PRACTICAL) in ol ing a o al o 26 s udies: 25 included men wi h Eu opean ances y (22 301 cases and 22 320 con ols) and 3 included A ican- Ame ican men (623 cases and 569 con ols). The majo i y o s udies we e popula ion-based o hospi al-based case-con ol s udies (see online supplemen a y able S2). The O a ian Cance Associa ion Conso ium (OCAC), in- ol ing a o al o 46 s udies. Some s udies we e case-only and hei da a we e combined wi h case-con ol s udies om he same geog aphical egion (lea ing 36 s udy g oupings). O hese g oupings, 33 included women om popula ions wi h p edomin- an ly Eu opean ances y (16 287 cases (14 542 wi h in asi e disease) and 23 491 con ols), 25 included Asian women (813 cases (720 wi h in asi e disease) and 1574 con ols), 17 included A ican-Ame ican women (186 cases (150 wi h in asi e disease) and 200 con ols) and 29 included women o o he e hnic o igin (893 cases (709 wi h in asi e disease) and 864 con ols). The majo i y o s udies we e popula ion-based o hospi al-based case- con ol s udies (see online supplemen a y able S3). De ails ega ding sample quali y con ol ha e been published p e iously. 22 23 All s udy pa icipan s ga e in o med consen and all s udies we e app o ed by he co esponding local e hics commi ees (see online supplemen a y ables S1–S3). Va ian selec ion We selec ed o geno yping 13 a e mu a ions ha had been obse ed in popula ion-based case-con ol mu a ion sc eening s udies. These a ian s we e PALB2 (c.1592delT, p. 802 Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om Leu531Cys s; 4510 c.2323C>T p.Gln775*; 20 c.2816T>G, p. Leu939T p; 220 c.3113G>A, p.T p1038*; 2620 c.3116delA, p. Asn1039IIe s; 2620 c.3549C>G, p.Ty 1183* 2 ), CHEK2 (c.349A>G, p.A gR117Gly; c.538C>T, p.A g180Cys; c.715G>A p.Glu239Lys; c.1036C>T, p.A g346Cys; c.1312G>T, p.Asp438Ty ; c.1343T>G, p.Ile448Se ) 11 and ATM (c.7271T>G, p.Val2424Gly) 71324 see able 1. A DNA sample ca ying each o hese a ian s was included in a pla e o con ol DNAs ha was dis ibu ed o each geno yping cen e o assis wi h quali y con ol and geno ype calling. Geno yping Th ee PALB2 a ian s c.2323C>T (p.Gln775*), c.3116delA (p.Asn1039IIe s) and c.3549C>G (p.Ty 1183*) we e unable o be designed o measu emen on he cus om Illumina iSelec geno yping a ay and we e no conside ed u he ( able 1). Geno yping was conduc ed using a cus om Illumina Infinium a ay (iCOGS) in ou cen es, as pa o a mul iconso ia collab- o a ion as desc ibed p e iously. 22 Geno ypes we e called using Illumina’s p op ie a y GenCall algo i hm and hen, o he da a gene a ed om he a e a ian p obes, manually confi med wi h e e ence o he posi i e con ol sample. Two pe cen o samples we e p o ided in duplica e by all s udies and 270 HapMap2 samples we e geno yped in all ou geno yping cen es. Subjec s wi h an o e all call a e <95% we e excluded. Pla es wi h call a es <90% we e excluded on a a ian -by- a ian basis. Clus e plo s gene a ed o all o he 10 a e a - ian s we e manually checked o confi m au oma ed calls (see online supplemen a y figu e S1). S a is ical me hods The associa ion o each a ian wi h b eas , p os a e and o a ian cance isk was assessed using uncondi ional logis ic eg ession o es ima e ORs o ca ie s e sus non-ca ie s, adjus ing o s udy (ca ego ical). p Values we e de e mined by he likelihood a io es compa ing models wi h and wi hou ca ie s a us as a co a ia e. We also applied condi ional logis ic eg ession, defin- ing isk se s by s udy, and ound ha his made no di e ence o he OR es ima es, CIs o p alues o wo significan figu es; since model con e gence was a p oblem o his la e eg ession analysis, all subsequen analyses we e based on uncondi ional logis ic eg ession. Fo he main analyses o b eas cance isk in Eu opean women, we also included as co a ia es he fi s six p incipal componen s, oge he wi h a se en h componen spe- cific o one s udy (Leu en Mul idisciplina y B eas Cen e (LMBC)) o which he e was subs an ial infla ion no accoun ed o by he componen s de i ed om he analysis o all s udies. Addi ion o u he p incipal componen s did no educe infla- ion u he . Da a om all b eas cance s udies we e included o assess s a is ical significance. Da a om cases selec ed o inclusion based on pe sonal o amily his o y o b eas cance we e excluded in o de o ob ain unbiased OR es ima es o he gene al popula ion o whi e Eu opean women (lea ing 37 039 cases and 38 260 con ols om 32 s udies). Mul iple es ing was adjus ed o using he Benjamini-Hochbe g p ocedu e o con ol he alse disco e y a e, wi h a significance h eshold o 0.05. 25 Repo ed p alues a e unadjus ed unless o he wise s a ed. Repo ed CIs a e all nominal. We included wo ace-specific p incipal componen s in each o he main b eas cance analyses o Asian and A ican-Ame ican women. Simila analyses we e conduc ed using he da a om PRACTICAL and OCAC, consis - en wi h hose used p e iously. 23 26 All analyses we e ca ied ou using S a a: Release V.10 (S a aCo p, 2008). RESULTS PALB2 In BCAC, PALB2 c.1592delT (Leu531Cys s) was only obse ed in 35 cases and 6 con ols, all om ou s udies om Sweden and Finland (Helsinki B eas Cance S udy (HEBCS), Kuopio B eas Cance P ojec (KBCP), Oulu B eas Cance S udy (OBCS) and Ka olinska Mammog aphy P ojec o Risk P edic ion B eas Cance (pKARMA); see online supplemen a y Table 1 Ra e gene ic a ian s included in he iCOGS a ay. Gene Va ian * Amino acid* dbSNP s B eas cance isk es ima es Align-GVGD Re e ence(s) Designed‡Geno ypedOR (95% CI) Pene ance† (95% CI) PALB2 c.1592delT p.Leu531Cys s s180177102 3.94 (1.5-12.1)§ 40% (17–77) na 4,5,10 Yes Yes c.2323C>T p.Gln775* s180177111 na 25,26 No No c.2816T>G p.Leu939T p s45478192 C55 20 Yes Yes c.3113G>A p.T p1038* s180177132 95% (44–100) na 2,6,20 Yes Yes c.3116delA p.Asn1039Ile s s180177133 na 2 No No c.3549C>G p.Ty 1183* s118203998 na 2 No No CHEK2 c.349A>G p.A g117Gly s28909982 8.75 (1.06–72.2)¶ C65 11 Yes Yes c.538C>T p.A g180Cys s77130927 2.47 (0.45–13.49)** C25 11 Yes Yes c.715G>A p.Glu239Lys s121908702 1.82 (0.62–5.34)†† C15 11 Yes Yes c.1036C>T p.A g346Cys na 8.75 (1.06–72.2)¶ C65 11 Yes Yes c.1312G>T p.Asp438Ty na 2.47 (0.45–13.49)** C25 11 Yes Yes c.1343T>G p.Ile448Se s17886163 1.82 (0.62–5.34)†† C15 11 Yes Yes ATM c.7271T>G p.Val2424Gly s28904921 52% (28–80) C65 7,13,23,27 Yes Yes *Human Genome Va ia ion Socie y (HGVS); e e ence sequences PALB2, NM_024675.3, NP_078951.2; CHEK2, NM_007194.3, NP_009125.1; ATM, NM_000051.3, NP_000042.3. †Age-speci ic cumula i e isk o b eas cance o age 70 yea s. 5–7 ‡Able o be designed o measu emen on he cus om Illumina iSelec geno yping a ay. 21 22 §B eas cance cases unselec ed o amily his o y o b eas cance . 4 ¶OR es ima ed in a combined g oup o C65 CHEK2 a ian s. 11 **OR es ima ed in a combined g oup o C25 CHEK2 a ian s. 11 ††OR es ima ed in a combined g oup o C15 CHEK2 a ian s. 11 na, no a ailable. Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 803 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om able S1), gi ing s ong e idence o associa ion wi h b eas cance isk (p=7.1×10 −5 ); he OR es ima e was 4.52 (95% CI 1.90 o 10.8) based on all s udies and 3.44 (95% CI 1.39 o 8.52) based on unselec ed cases and con ols ( able 2). We also ound e idence o he e ogenei y by ER s a us (p=0.0023), he associa ion being s onge o ER-nega i e disease (OR 6.49 (95% CI 2.17 o 19.4) e sus 2.24 (95% CI 1.05 o 7.24) o ER-posi i e disease). PALB2 c.3113G>A (p.T p1038*) was iden ified in 44 cases and 8 con ols om nine BCAC s udies. Only one ca ie o he a ian was o non-Eu opean o igin. S ong e idence o associ- a ion wi h b eas cance isk was obse ed (p=6.9×10 −8 ), wi h an es ima ed OR o 5.93 (95% CI 2.77 o 12.7) based on all s udies and 4.21 (95% CI 1.85 o 9.61) based on unselec ed cases and con ols. The e was no e idence o a di e en ial asso- cia ion by ER s a us (p=0.15). Based on unselec ed cases, he es ima ed OR associa ed wi h ca ying ei he o hese PALB2 a ian s (c.1592delT o c.3113G>A) was 3.85 (95% CI 2.09 o 7.09). PALB2 c.2816T>G (p.Leu939T p) was iden ified in 150 cases and 145 con ols and he e was no e idence o associa ion wi h isk o b eas cance . The e was no e idence o associa ion wi h isk o p os a e o o a ian cance o any o he h ee PALB2 a ian s (see ables 3 and 4). Table 2 Summa y esul s om B eas Cance Associa ion Conso ium s udies o whi e Eu opeans (42 671 in asi e b eas cance cases and 42 164 con ols) Va ian F equency* Con ols F equency* Cases OR (95% CI) LRT p Value OR†(95% CI) LRT p Value† PALB2§ c.1592delT (p.Leu531Cys s) 0.00014 0.00082 4.52 (1.90 o 10.8) 7.1×10 −5 3.44 (1.39 o 8.52) 0.003 c.2816T>G (p.Leu939T p) 0.00342 0.00352 1.05 (0.83 o 1.32) 0.70 1.03 (0.80 o 1.32) 0.82 c.3113G>A (p.T p1038*) 0.00019 0.00101 5.93 (2.77 o 12.7) 6.9×10 −8 4.21 (1.84 o 9.60) 1.2×10 −4 CHEK2 c.349A>G (p.A g117Gly) 0.00043 0.00103 2.26 (1.29 o 3.95) 0.003 2.03 (1.10 o 3.73) 0.020 c.538C>T (p.A g180Cys) 0.00337 0.00370 1.33 (1.05 o 1.67) 0.016 1.34 (1.06 o 1.70) 0.015 c.715G>A (p.Glu239Lys) 0.00021 0.00035 1.70 (0.73 o 3.93) 0.210 1.47 (0.60 o 3.64) 0.40 c.1036C>T (p.A g346Cys) 0.00005 0.00021 5.06 (1.09 o 23.5) 0.017 3.39 (0.68 o 16.9) 0.11 c.1312G>T (p.Asp438Ty ) 0.00078 0.00082 1.03 (0.62 o 1.71) 0.910 0.87 (0.49 o 1.52) 0.62 c.1343T>G (p.Ile448Se )‡0.00002 0 –––– ATM c.7271T>G (p.Val2424Gly) 0.00002 0.00028 11.6 (1.50 o 89.9) 0.0012 11.0 (1.42 o 85.7) 0.0019 *P opo ion o subjec s ca ying he a ian . †Excluding women om i e s udies ha selec ed all cases based on amily his o y o bila e al disease and he subse o selec ed cases om o he s udies (based on 34 488 unselec ed cases and 34 059 con ols). ‡CHEK2 c.1343T>G (p.Ile448Se ) was only obse ed in one con ol and no cases o whi e Eu opean o igin. §PALB2 c.3113G>A (p.T p1038*) only obse ed in he UK, Aus alia, he USA and Canada. PALB2 c.1592delT (p.Leu531Cys s) only obse ed in Finland and Sweden. LRT, likelihood a io es ; OR, OR o ca ie s o he a ian e sus common-allele homozygo es, adjus ed o s udy and se en p incipal componen s. Table 3 Summa y esul s om he P os a e Cance Associa ion G oup o In es iga e Cance Associa ed Al e a ions in he Genome s udies o whi e Eu opean men* (22 301 p os a e cance cases and 22 320 con ols) Va ian F equency† Con ols F equency† Cases OR (95% CI) LRT p Value PALB2 c.1592delT (p.Leu531Cys s) 0.00018 0.00031 2.06 (0.59 o 7.11) 0.24 c.2816T>G (p.Leu939T p) 0.00354 0.00381 0.95 (0.69 o 1.29) 0.73 c.3113G>A (p.T p1038*) 0.00045 0.00027 0.49 (0.18 o 1.36) 0.16 CHEK2‡ c.349A>G (p.A g117Gly) 0.00063 0.00081 1.46 (0.71 o 3.02) 0.30 c.538C>T (p.A g180Cys) 0.00341 0.00296 1.02 (0.73 o 1.44) 0.90 c.715G>A (p.Glu239Lys) 0.00018 0.00027 1.47 (0.41 o 5.35) 0.55 c.1036C>T (p.A g346Cys) 0.00018 0.00022 1.07 (0.28 o 4.07) 0.93 c.1312G>T (p.Asp438Ty ) 0.00049 0.00103 2.21 (1.06 o 4.63) 0.03 c.1343T>G (p.Ile448Se ) 0 0.00009 –– c.1343T>G (A icans§) 0.019 0.057 3.03 (1.53 o 6.03) 0.001 ATM c.7271T>G (p.Val2424Gly) 0.00004 0.00027 4.37 (0.52 o 36.4) 0.17 *Fo whi e Eu opean men, unless o he wise indica ed. †P opo ion o subjec s ca ying he a ian . ‡CHEK2 c.1343T>G (p.Ile448Se ) was he only CHEK2 a ian obse ed in A ican men and was iden i ied in wo cases and no con ols o whi e Eu opean o igin. §Based on da a om 623 and 569 A ican-Ame ican cases and con ols, espec i ely. LRT, likelihood a io es ; OR, OR o ca ie s o he a ian e sus common-allele homozygo es, adjus ed o s udy and se en p incipal componen s. 804 Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om CHEK2 CHEK2 c.349A>G (p.A g117Gly) was iden ified in 44 cases and 18 con ols in s udies pa icipa ing in BCAC; all o hese women we e o Eu opean o igin. We ound e idence o associa ion wi h b eas cance (p=0.003), wi h li le change in he OR a e exclud- ing selec ed cases (OR 2.03 (95% CI 1.10 o 3.73)). CHEK2 c.538C>T (p.A g180Cys) was iden ified in 158 b eas cance cases and 142 con ols in s udies o whi e Eu opeans. E idence o associa ion wi h b eas cance isk (p=0.016) was obse ed, wi h an unbiased OR es ima e o 1.34 (95% CI 1.06 o 1.70). A consis en OR es ima e was obse ed o Asian women, based on 45 case and 45 con ol ca ie s (OR 1.16 (95% CI 0.75 o 1.76)). CHEK2 c.715G>A (p.Glu239Lys) mu a ions we e iden ified in 15 cases and 9 con ols, all Eu opean women pa icipa ing in BCAC and no e idence o associa ion wi h isk o b eas cance was obse ed (p=0.21). CHEK2 c.1036C>T (p.A g346Cys) was iden ified in nine cases om se en s udies and wo con ols om wo di e en s udies in BCAC (nei he con ol ca ie was om a s udy ha had case ca ie s), all o Eu opean o igin. We ound e idence o associ- a ion wi h b eas cance isk (p=0.017) wi h educed OR es ima e o 3.39 (95% CI 0.68 o 16.9) a e excluding selec ed cases. None o he abo e ou CHEK2 a ian s (CHEK2 c.349A>G (p.A g117Gly); c.538C>T (p.A g180Cys); c.715G>A (p. Glu239Lys) and c.1036C>T (p.A g346Cys)) we e ound o be associa ed wi h an inc eased isk o p os a e o o a ian cance ( ables 3 and 4). CHEK2 a ian c.1312G>T (p.Asp438Ty ) was no associa ed wi h isk o b eas cance o Eu opean women (p=0.91). Va ian c.1343T>G (p.Ile448Se ) was no obse ed in any b eas cance cases o Eu opean o Asian o igin. I was de ec ed in 48 cases and 29 con ols o A ican o igin, gi ing weak e idence o associa ion (OR 1.52 (95% CI 0.95 o 2.43, p=0.083)). CHEK2 c.1312G>T (p.Asp438Ty ) was iden i- fied in 23 cases and 11 con ols om PRACTICAL, all Eu opean, p o iding e idence o associa ion wi h p os a e cance isk (OR 2.21 (95% CI 1.06 o 4.63, p=0.030)). CHEK2 c.1343T>G (p. Ile448Se ) was obse ed in 35 cases and 11 con ols, all A ican, pa icipa ing in PRACTICAL and was also associa ed wi h an inc eased isk o p os a e cance (OR 3.03 (95% CI 1.53 o 6.03, p=0.00059)). The e was no e idence ha hese CHEK2 a ian s we e associa ed wi h isk o o a ian cance ( able 4). ATM ATM c.7271T>G (p.Val2424Gly) was iden ified in 12 cases and 1 con ol in s udies pa icipa ing in BCAC, all o Eu opean o igin, gi ing e idence o associa ion wi h b eas cance isk (p=0.0012). The OR es ima e based on unselec ed s udies was 11.0 (95% CI 1.42 o 85.7). The e was no e idence o associ- a ion o his a ian wi h p os a e o o a ian cance isk (see ables 3 and 4). DISCUSSION The p esen epo adds o an accumula ing body o e idence ha a leas some a e a ian s in so-called ‘mode a e- isk’genes a e associa ed wi h an inc eased isk o b eas cance ha is o clinical ele ance. These findings a e p esen ed a a ime when de ailed in o ma- ion abou a ian s in hese genes is becoming mo e eadily a ail- able ia he ansla ion o diagnos ic gene ic es ing om Sange sequencing-based es ing pla o ms o MPS pla o ms ha es panels o genes in single assays. 27–29 The as majo i y o in o - ma ion abou PALB2,CHEK2 and ATM, a ian s gene a ed om hese new es ing pla o ms is no being used in clinical gene ics se ices due o lack o eliable es ima es o he cance isk asso- cia ed wi h indi idual a ian s, o g oups o a ian s, in each gene. P e ious analyses ha e been la gely based on selec ed am- ilies, elying on da a on he seg ega ion o he a ian . The p esen s udy is by a he la ges o ake a case-con ol app oach. Consis en wi h p e ious epo s, 5–7911–13 PALB2 c.3113G>A (p.T p1038*), PALB2 c.1592delT (p.Leu531Cys s) and ATM c.7271T>G (p.Val2424Gly) we e ound o be associa ed wi h subs an ially inc eased isk o b eas cance all wi h associa ed ela i e isk es ima es o 3.44 o g ea e . The es ima es o he wo loss-o - unc ion PALB2 a ian s (c.1592delT and c.3113G<A) we e consis en wi h each o he and wi h es ima es based on seg ega ion analysis. 569 We ound no e idence o associa ion wi h b eas cance o PALB2 c.2816T>G (p.Leu939T p), wi h an uppe 95% confidence limi excluding an OR >1.5 which is no able gi en he Table 4 Summa y esul s om he O a ian Cance Associa ion Conso ium s udies o whi e Eu opean women (14 542 in asi e o a ian cance cases and 23 491 con ols) Va ian F equency* Con ols F equency* Cases OR (95% CI) LRT p Value PALB2 c.1592delT (p.Leu531Cys s) 0.00004 0.00012 2.50 (0.21 o 29.1) 0.45 c.2816T>G (p.Leu939T p) 0.00413 0.00399 0.96 (0.69 o 1.34) 0.81 c.3113G>A (p.T p1038*) 0.00034 0.00031 1.34 (0.36 o 4.97) 0.66 CHEK2 c.349A>G (p.A g117Gly) 0.00038 0.00031 1.07 (0.32 o 3.60) 0.92 c.538C>T (p.A g180Cys) 0.00128 0.00160 1.49 (0.83 o 2.67) 0.18 c.715G>A (p.Glu239Lys) 0.00021 0.00037 1.47 (0.42 o 5.22) 0.54 c.1036C>T (p.A g346Cys)‡00–– c.1312G>T (p.Asp438Ty ) 0.00081 0.00074 0.92 (0.42 o 1.99) 0.83 c.1343T>G (p.Ile448Se ) 0.00009 0 –– ATM c.7271T>G (p.Val2424Gly) 0 0.00012 –– *P opo ion o subjec s ca ying he a ian . ‡c.1036C>T (p.A g346Cys) was no obse ed in any sample. LRT, likelihood a io es ; OR, OR o ca ie s o he a ian e sus common-allele homozygo es, adjus ed o s udy and se en p incipal componen s. Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 805 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om Align-G an ham Va ia ion G an han De ia ion (Align-GVGD) sco e and he obse ed impac on p o ein unc ion. 30 The es ima e o ATM c.7271T>G (p.Val2424Gly) was also consis en wi h ha ound by seg ega ion analysis. 713 The sub- s an ial inc eased isk o b eas cance associa ed wi h ATM c.7271T>G (p.Val2424Gly) could be due o he educ ion in kinase ac i i y (wi h nea -no mal p o ein le els) obse ed o ATM p.Val2424Gly, 31 hus his a ian is likely o be ac ing as a dominan nega i e mu a ion. 32 In con as , we ound no e idence o an associa ion wi h isk o p os a e o o a ian cance wi h any o hese h ee a ian s: howe e , he confidence limi s we e wide; based on he uppe 95% confidence limi we could exclude an OR o >1.4 o p os a e cance o he loss-o - unc ion PALB2 c.3113G>A and 1.9 o c.1592delT and c.3113G>A combined. We analysed six a e missense a ian s in CHEK2. Two o hese (CHEK2 c.349A>G (p.A g117Gly; s28909982) and c.1036C>T (p.A g346Cys)) had e idence o a significan impac on he p o ein based on in silico p edic ion. We p o- posed hese a ian s o inclusion in he iCOGS design as hey had been iden ified in 3/1242 cases and 1/1089 con ols and 3/1242 cases and 0/1089 con ols, espec i ely, in a popula ion- based case-con ol mu a ion sc eening s udy o CHEK2. 11 In ha s udy, Le Cal ez-Kelm e al, es ima ed an OR o 8.75 (95% CI 1.06 o 72.2) o a ian s wi h an Align-GVGD sco e C65 (based on nine cases and one con ol). The cu en analysis p o- ides confi ma o y e idence o his associa ion in a much la ge sample (OR 2.18 (95% CI 1.23 o 3.85)) including 40 unse- lec ed case and 18 con ol ca ie s. The e idence ha CHEK2 is a b eas cance suscep ibili y gene is la gely based on s udies o p o ein unca ing a ian s, in pa icula CHEK2 1100delC. 33 Repo s o he associa ion o he missense a ian I157T, (C15) and b eas cance isk ha e been conflic ing bu a la ge me a-analysis in ol ing 15 985 b eas cance cases and 18 609 con ols es ima ed a modes OR o 1.58 (95% CI 1.42 o 1.75). 34 We also ound e idence (p=0.015) o an associa ion o c.538C>T (Align-GVGD C25); OR 1.34 (95% CI 1.06 o 1.70), a isk compa able o I157T. The p alues epo ed abo e ha e no been adjus ed o mul- iple es ing. This was no conside ed app op ia e o he asso- cia ions wi h b eas cance isk o PALB2 c.1592delT, c.3113G>A and ATM c.7271T>G because hese associa ions had p e iously been epo ed; ou aim was o mo e p ecisely es ima e he associa ed ela i e isks. All h ee associa ions wi h b eas cance isk epo ed o CHEK2 a ian s emained s a is- ically significan a e adjus ing o he o he es s conduc ed in ela ion o b eas cance isk, bu no a e co ec ing o all es s o all cance s. Ne e heless, he findings o CHEK2 c.349A>G and c.1036C>T confi med hose epo ed p e i- ously, al hough collec i ely. The associa ion obse ed wi h CHEK2 c.538C>T equi es independen eplica ion. Do his app oach and new da a ha e an impac on clinical ecommenda ions o women and amilies ca ying hese a e gene ic a ian s? Al hough age-specific cumula e isks o cance a e mo e in o ma i e o gene ic counselling and clinical man- agemen o ca ie s, ou s udy p o ides in o ma ion ha is ele- an o clinical ecommenda ions. As discussed in Eas on e al, 35 a ela i e isk o 4 will place a woman in a ‘high- isk’ca ego y (in he absence o any o he isk ac o ) and a ela i e isk be ween 2 and 4 will place a woman in his ca ego y i o he isk ac o s a e p esen . Thus, se e al o he a ian s included in his epo (PALB2 c.1592delT; c.3113G>A ATM c.7271T>G) would place he ca ie in a high- isk g oup, especially i o he isk ac o s, such as a amily his o y, a e p esen . The high le el o b eas cance isk associa ed wi h PALB2 c.1592delT and c.3113G>A epo ed he e is consis en wi h he pene ance es ima e epo ed o a g oup o loss-o - unc ion mu a ions in PALB2 9 and has an ad an age in e ms o clinical u ili y ha he es ima es in his s udy ha e been made a a mu a ion-specific le el. The e o e, his wo k p o ides impo an in o ma ion o isk educ ion ecom- menda ions (such as p ophylac ic mas ec omy and po en ially salpingo-oopho ec omy) o ca ie s o hese a ian s. Howe e , u he p ospec i e esea ch is equi ed o cha ac e ise hese isks and o unde s and he po en ial o o he isk- educing s a egies such as salpingo-oopho ec omy and chemop e en ion. The consis ency o he ela i e isk es ima es wi h hose de i ed h ough amily based s udies suppo s he hypo hesis ha hese a ian s combine mul iplica i ely wi h o he gene ic loci and amilial isk ac o s; his in o ma ion is c i ical o de i ing com- p ehensi e isk models. E en wi h e y la ge sample sizes such as hose s udied he e, howe e , i is s ill only possible o de i e indi- idual isk es ima es o a limi ed se o a ian s, and e en o hese a ian s he es ima es a e s ill imp ecise. This in e na ionally collabo a i e app oach also has limi ed capaci y o imp o e isk es ima es o a e a ian s ha a e only obse ed in specificpopu- la ions. Ine i ably, he e o e, isk models will depend on combin- ing da a ac oss mul iple a ian s, using imp o ed in silico p edic ions and po en ially biochemical/ unc ional e idence o syn hesise hese es ima es e ficien ly. I will also be necessa y de elop counselling and pa ien managemen s a egies ha can accommoda e a mul i ac o ial app oach o a ian classifica ion. Au ho a filia ions 1 Gene ic Epidemiology Labo a o y, Depa men o Pa hology, The Uni e si y o Melbou ne, Melbou ne, Aus alia 2 Hun sman Cance Ins i u e, Sal Lake Ci y, UT, USA 3 Labo a o y o Cance Gene ics and Tumo Biology, Cance and T ansla ional Medicine Resea ch Uni and Biocen e Oulu, Uni e si y o Oulu, No dlab Oulu, Oulu, Finland 4 Depa men o Labo a o y Medicine and Pa hology, Mayo Clinic, Roches e , MN, USA 5 Depa men o Medical Gene ics and Na ional Ins i u e o Heal h Resea ch Camb idge Biomedical Resea ch Cen e, Uni e si y o Camb idge, and he Depa men o Clinical Gene ics, Eas Anglian Regional Gene ics Se ice, Addenb ooke’s Hospi al 6 P og am in Cance Gene ics, Depa men o Human Gene ics and Oncology, Lady Da is Ins i u e, and Resea ch Ins i u e, McGill Uni e si y Heal h Cen e, McGill Uni e si y, Mon eal, Canada, 7 Cen e o Cance Gene ic Epidemiology, Depa men o Public Heal h and P ima y Ca e, Uni e si y o Camb idge, S angeways Labo a o y, Wo s Causeway, Camb idge, UK 8 Depa men o Gene ics, Uni e si y o P e o ia, Sou h A ica 9 Depa men o Obs e ics and Gynecology, Uni e si y o Helsinki and Helsinki Uni e si y Cen al Hospi al, Helsinki, Finland 10 Cen e o Epidemiology and Bios a is ics, School o Popula ion and Global Heal h, The Uni e si y o Melbou ne, Melbou ne, Aus alia, 11 Gynaecology Resea ch Uni , Hanno e Medical School, Hanno e , Ge many 12 Cen e o Medical Gene ics, Ghen Uni e si y Hospi al, De Pin elaan 185, 9000 Ghen , Belgium, 13 Depa men o Pa hology and Human Oncology and Pa hogenesis P og am, Memo ial Sloan-Ke e ing Cance Cen e , New Yo k, New Yo k, USA 14 Uni o Molecula Bases o Gene ic Risk and Gene ic Tes ing, Depa men o P e en i e and P edic i e Medicine, Fondazione IRCCS Is i u o Nazionale dei Tumo i (INT), Milan, I aly 15 IFOM, he FIRC Ins i u e o Molecula Oncology, Milan, I aly 16 Ne he lands Cance Ins i u e, An oni an Leeuwenhoek hospi al, Ams e dam, The Ne he lands 17 Aus alian B eas Cance Tissue Bank, Uni e si y o Sydney a he Wes mead Ins i u e o Medical Resea ch, NSW, Aus alia 18 Cen e o Cance Resea ch, Uni e si y o Sydney a he Wes mead Ins i u e o Medical Resea ch, NSW, Aus alia 19 Di ision o Molecula Medicine, Pa hology No h, Newcas le and Uni e si y o Newcas le, NSW, Aus alia 20 Uni e si y B eas Cen e F anconia, Depa men o Gynecology and Obs e ics, Uni e si y Hospi al E langen, F ied ich-Alexande Uni e si y E langen-Nu embe g, Comp ehensi e Cance Cen e E langen-EMN, E langen, Ge many 806 Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om 21 Da id Ge en School o Medicine, Depa men o Medicine Di ision o Hema ology and Oncology, Uni e si y o Cali o nia a Los Angeles, CA, USA 22 Uni o Bios a is ics, Depa men o Gynecology and Obs e ics, Uni e si y Hospi al E langen, F ied ich-Alexande Uni e si y E langen-Nu embe g, E langen, Ge many 23 Ins i u e o Human Gene ics, Uni e si y Hospi al E langen, F ied ich Alexande Uni e si y E langen-Nu embe g, E langen, Ge many 24 Non-communicable Disease Epidemiology Depa men , London School o Hygiene and T opical Medicine, London, UK 25 B eak h ough B eas Cance Resea ch Cen e, The Ins i u e o Cance Resea ch, London, UK 26 Di ision o Cance S udies, NIHR Comp ehensi e Biomedical Resea ch Cen e, Guy’s & S . Thomas’NHS Founda ion T us in pa ne ship wi h King’s College London, London, UK 27 Wellcome T us Cen e o Human Gene ics and Ox o d Biomedical Resea ch Cen e, Uni e si y o Ox o d, UK and Ox o d NIHR Biomedical Resea ch Cen e, Heading on, OX3 7LE 28 Su ge y, Lambe Ins i u e o T ansla ional Science, NUIGalway, Uni e si y Hospi al Galway, Galway, I eland 29 Depa men o Obs e ics and Gynecology, Uni e si y o Heidelbe g, Heidelbe g, Ge many 30 Na ional Cen e o Tumo Diseases, Uni e si y o Heidelbe g, Heidelbe g, Ge many 31 Molecula Epidemiology G oup, Ge man Cance Resea ch Cen e (DKFZ), Heidelbe g, Ge many 32 Inse m (Na ional Ins i u e o Heal h and Medical Resea ch), CESP (Cen e o Resea ch in Epidemiology and Popula ion Heal h), U1018, En i onmen al Epidemiology o Cance , Villejui , F ance 33 Uni e si y Pa is-Sud, UMRS 1018, Villejui , F ance 34 Copenhagen Gene al Popula ion S udy, He le Hospi al, Copenhagen Uni e si y Hospi al, Uni e si y o Copenhagen, Copenhagen, Denma k 35 Depa men o Clinical Biochemis y, He le Hospi al, Copenhagen Uni e si y Hospi al, Uni e si y o Copenhagen, Copenhagen, Denma k 36 Depa men o B eas Su ge y, He le Hospi al, Copenhagen Uni e si y Hospi al, Copenhagen, Denma k 37 Human Gene ics G oup, Human Cance Gene ics P og am, Spanish Na ional Cance Resea ch Cen e (CNIO), Mad id, Spain 38 Cen o de In es igación en Red de En e medades Ra as (CIBERER), Valencia, Spain 39 Se icio de Oncología Médica, Hospi al Uni e si a io La Paz, Mad id, Spain 40 Se icio de Ci ugía Gene al y Especialidades, Hospi al Mon e Na anco, O iedo, Spain 41 Se icio de Ana omía Pa ológica, Hospi al Mon e Na anco, O iedo, Spain 42 Depa men o Epidemiology, Uni e si y o Cali o nia I ine, I ine, Cali o nia, USA 43 Beckman Resea ch Ins i u e o Ci y o Hope, Dua e, Cali o nia, USA 44 Depa men o Epidemiology, Uni e si y o Cali o nia I ine, I ine, Cali o nia, USA 45 Cance P e en ion Ins i u e o Cali o nia, F emon , Cali o nia, USA 46 Di ision o Clinical Epidemiology and Aging Resea ch, Ge man Cance Resea ch Cen e (DKFZ), Heidelbe g, Ge many 47 Di ision o P e en i e Oncology, Ge man Cance Resea ch Cen e (DKFZ), Heidelbe g, Ge many 48 Ge man Cance Conso ium (DKTK), Ge man Cance Resea ch Cen e (DKFZ), Heidelbe g, Ge many 49 Saa land Cance Regis y, Saa b ücken, Ge many 50 D . Ma ga e e Fische -Bosch-Ins i u e o Clinical Pha macology, S u ga 51 Uni e si y o Tübingen, Tübingen, Ge many 52 Ins i u e o P e en ion and Occupa ional Medicine o he Ge man Social Acciden Insu ance, Ins i u e o he Ruh Uni e si y, Bochum (IPA), Ge many 53 Depa men o In e nal Medicine, E angelische Kliniken Bonn gGmbH, Johanni e K ankenhaus, Bonn, Ge many 54 Depa men o Obs e ics and Gynecology, Uni e si y o Helsinki and Helsinki Uni e si y Cen al Hospi al, Helsinki, Finland 55 Depa men o Clinical Gene ics, Helsinki Uni e si y Cen al Hospi al, Helsinki, Finland 56 Depa men o Oncology, Helsinki Uni e si y Cen al Hospi al, Helsinki, Finland 57 Depa men o Radia ion Oncology, Hanno e Medical School, Hanno e , Ge many 58 N.N. Alexand o Resea ch Ins i u e o Oncology and Medical Radiology, Minsk, Bela us 59 Depa men o Molecula Medicine and Su ge y, Ka olinska Ins i u e , S ockholm, Sweden 60 Depa men o Oncology –Pa hology, Ka olinska Ins i u e , S ockholm, Sweden 61 School o Medicine, Ins i u e o Clinical Medicine, Pa hology and Fo ensic Medicine, and Cance Cen e o Eas e n Finland, Uni e si y o Eas e n Finland, Kuopio, Finland 62 Imaging Cen e , Depa men o Clinical Pa hology, Kuopio Uni e si y Hospi al, Kuopio, Finland 63 School o Medicine, Ins i u e o Clinical Medicine, Oncology, Uni e si y o Eas e n Finland, Kuopio, Finland 64 Biocen e Kuopio, Cance Cen e o Eas e n Finland, Kuopio Uni e si y Hospi al, Kuopio, Finland 65 QIMR Be gho e Medical Resea ch Ins i u e, B isbane, Aus alia 66 Resea ch Depa men , Pe e MacCallum Cance Cen e and The Si Pe e MacCallum Depa men o Oncology, Uni e si y o Melbou ne, Vic o ia, Aus alia 67 Vesalius Resea ch Cen e (VRC), VIB, Leu en, Belgium 68 Labo a o y o T ansla ional Gene ics, Depa men o Oncology, Uni e si y o Leu en, Leu en, Belgium 69 Uni e si y Hospi al Gas huisbe g, Leu en, Belgium 70 Di ision o Cance Epidemiology, Ge man Cance Resea ch Cen e (DKFZ), Heidelbe g, Ge many 71 Depa men o Cance Epidemiology/Clinical Cance Regis y and Ins i u e o Medical Biome ics and Epidemiology, Uni e si y Clinic Hambu g-Eppendo , Hambu g, Ge many 72 Depa men o Heal h Sciences Resea ch, Mayo Clinic, Roches e , MN, USA 73 Ana omical Pa hology, The Al ed Hospi al, Melbou ne, Aus alia 74 Depa men o P e en i e Medicine, Keck School o Medicine, Uni e si y o Sou he n Cali o nia, Los Angeles, CA, USA 75 Epidemiology P og am, Cance Resea ch Cen e , Uni e si y o Hawaii, Honolulu, HI, USA 76 Depa men o Gene ics, Ins i u e o Cance Resea ch, Oslo Uni e si y Hospi al, Radiumhospi ale , Oslo, No way 77 Facul y o Medicine (Facul y Di ision Ahus), Uni e si y o Oslo (UiO), No way 78 Di ision o Epidemiology, Depa men o Medicine, Vande bil Epidemiology Cen e , Vande bil -Ing am Cance Cen e , Vande bil Uni e si y School o Medicine, Nash ille, TN, USA 79 P og am in Molecula and Gene ic Epidemiology, Ha a d School o Public Heal h, Bos on, MA, USA 80 Depa men o Epidemiology, Ha a d School o Public Heal h, Bos on, MA, USA 81 Channing Labo a o y, Depa men o Medicine, B igham and Women’sHospi aland Ha a d Medical School, Bos on, MA, USA 82 On a io Cance Gene ics Ne wo k, Lunen eld-Tanenbaum Resea ch Ins i u e o Moun Sinai Hospi al, To on o, On a io, Canada 83 Depa men o Molecula Gene ics, Uni e si y o To on o, To on o, On a io, Canada 84 P osse man Cen e o Heal h Resea ch, Lunen eld-Tanenbaum Resea ch Ins i u e o Moun Sinai Hospi al, To on o, On a io, Canada 85 Di ision o Epidemiology, Dalla Lana School o Public Heal h, Uni e si y o To on o, To on o, On a io, Canada 86 Depa men o Labo a o y Medicine and Pa hobiology, Uni e si y o To on o, To on o, ON, Canada 87 Labo a o y Medicine P og am, Uni e si y Heal h Ne wo k, To on o, On a io; Depa men o Labo a o y Medicine and Pa hobiology, Uni e si y o To on o, To on o, ON, Canada 88 Depa men o Oncology, Oulu Uni e si y Hospi al, Uni e si y o Oulu, Oulu, Finland 89 Depa men o Su ge y, Oulu Uni e si y Hospi al, Uni e si y o Oulu, Oulu, Finland 90 Depa men o Pa hology, Oulu Uni e si y Hospi al, Uni e si y o Oulu, Oulu, Finland 91 Depa men o Su gical Oncology, Leiden Uni e si y Medical Cen e , 2300 RC Leiden, The Ne he lands 92 Family Cance Clinic, Depa men o Medical Oncology, E asmus MC-Daniel den Hoed Cance Cen e, Ro e dam, The Ne he lands 93 The B eas Cance Now Toby Robins Resea ch Cen e, The Ins i u e o Cance Resea ch, London, SW3 6JB, UK 94 Di ision o Cance Epidemiology and Gene ics, Na ional Cance Ins i u e, Rock ille, Ma yland, USA 95 Depa men o Cance Epidemiology and P e en ion, M. Sklodowska-Cu ie Memo ial Cance Cen e & Ins i u e o Oncology, Wa saw, Poland 96 Depa men o Medical Epidemiology and Bios a is ics, Ka olinska Ins i u e , S ockholm 17177, Sweden 97 Facul y o Medicine, Uni e si y o Sou hamp on (UoS), Sou hamp on UK 98 Depa men o Medical Oncology, Family Cance Clinic, E asmus MC Cance Ins i u e, Ro e dam, The Ne he lands 99 Depa men o Clinical Gene ics, Family Cance Clinic, E asmus Uni e si y Medical Cen e , Ro e dam, The Ne he lands 100 Depa men o Su gical Oncology, Family Cance Clinic, E asmus Uni e si y Medical Cen e , Ro e dam, The Ne he lands 101 Depa men o Medical Epidemiology and Bios a is ics, Ka olinska Ins i u e , S ockholm 17177, Sweden 102 Human Gene ics Di ision, Genome Ins i u e o Singapo e, Singapo e 138672, Singapo e 103 She field Cance Resea ch, Depa men o Oncology, Uni e si y o She field, She field, UK 104 Cen e o Cance Gene ic Epidemiology, Depa men o Oncology, Uni e si y o Camb idge, Camb idge, UK 105 Molecula Gene ics o B eas Cance , Ge man Cance Resea ch Cen e (DKFZ), Heidelbe g, Ge many 106 Ins i u e o Human Gene ics, Pon ificia Uni e sidad Ja e iana, Bogo a, Colombia 107 F auenklinik de S ad klinik Baden-Baden, Baden-Baden, Ge many 108 Ins i u e o Pa hology, S äd isches Klinikum Ka ls uhe, Ka ls uhe, Ge many 109 Depa men o Gene ics and Pa hology, Pome anian Medical Uni e si y, Szczecin, Poland 110 Pos g adua e School o Molecula Medicine, Wa saw Medical Uni e si y, Wa saw, Poland Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 807 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om 111 Depa men o Molecula Vi ology, Immunology and Medical Gene ics, Comp ehensi e Cance Cen e , The Ohio S a e Uni e si y, Columbus, OH, USA 112 Roswell Pa k Cance Ins i u e, Bu alo, New Yo k, USA 113 Molecula Diagnos ics Labo a o y, IRRP, Na ional Cen e o Scien ific Resea ch "Demok i os", Aghia Pa aske i A ikis, A hens, G eece 114 Di ision o Gene ics and Epidemiology, Ins i u e o Cance Resea ch, London, UK 115 Di ision o B eas Cance Resea ch, Ins i u e o Cance Resea ch, London, UK 116 Cen e d’inno a ion Genome Quebec e Uni e si y McGill Mon eal Quebec, Canada 117 McGill Uni e si y, Mon eal, Quebec, Canada 118 Cance Genomics Labo a o y, Cen e Hospi alie Uni e si ai e de Quebec Resea ch Cen e . La al Uni e si y, Quebec, Canada 119 The Ins i u e o Cance Resea ch, London, SM2 5NG, UK 120 Royal Ma sden NHS Founda ion T us , Fulham, London, SW3 6JJ, UK 121 Uni e si y o Wa wick, Co en y, UK 122 Depa men o Medical Epidemiology and Bios a is ics, Ka olinska Ins i u e, S ockholm, Sweden 123 Depa men o Medical Biochemis y and Gene ics, Uni e si y o Tu ku, and Tyks Mic obiology and Gene ics, Depa men o Medical Gene ics, Tu ku Uni e si y Hospi al, Tu ku, Finland 124 Ins i u e o Biomedical Technology/BioMediTech, Uni e si y o Tampe e, Tampe e, Finland 125 Depa men o Clinical Biochemis y, He le Hospi al, Copenhagen Uni e si y Hospi al, He le Ring ej 75, DK-2730 He le , Denma k 126 Depa men o Human Gene ics Uni e si y o U ah, Sal Lake Ci y, UT, USA and Depa men o Clinical Biochemis y, He le Hospi al, Copenhagen Uni e si y Hospi al, Uni e si y o Copenhagen, Copenhagen, Denma k 127 Cance Epidemiology Uni , Nu field Depa men o Popula ion Heal h, Uni e si y o Ox o d, Ox o d, UK 128 Su gical Oncology (U o-Oncology: S4), Uni e si y o Camb idge, Box 279, Addenb ooke’s Hospi al, Hills Road, Camb idge, UK and Cance Resea ch UK Camb idge Resea ch Ins i u e, Li Ka Shing Cen e, Camb idge, UK 129 P o esso o Social Medicine, Uni e si y o B is ol, Canynge Hall, 39 Wha ley Road, B is ol BS8 2PS 130 Nu field Depa men o Su gical Sciences, Old Road Campus Resea ch Building (o Roose el D i e), Uni e si y o Ox o d, Heading on, Ox o d, OX3 7DQ 131 Camb idge Ins i u e o Public Heal h, Uni e si y o Camb idge, Fo ie Si e, Robinson Way, Camb idge CB2 0SR 132 Di ision o Public Heal h Sciences, F ed Hu chinson Cance Resea ch Cen e , Sea le, Washing on, USA 133 Depa men o Epidemiology, School o Public Heal h, Uni e si y o Washing on, Sea le, Washing on, USA 134 In e na ional Epidemiology Ins i u e, 1455 Resea ch Bl d., Sui e 550, Rock ille, MD 20850 135 Depa men o Obs e ics, Gynecology and Rep oduc i e Sciences, Uni e si y o Pi sbu gh School o Medicine, Pi sbu gh, PA, USA 136 Depa men o U ology, Uni e si y Hospi al Ulm, Ge many 137 Ins i u e o Human Gene ics Uni e si y Hospi al Ulm, Ge many 138 B igham and Women’s Hospi al/Dana-Fa be Cance Ins i u e, 45 F ancis S ee - ASB II-3, Bos on, MA 02115 139 Washing on Uni e si y, S Louis, Missou i 140 In e na ional He edi a y Cance Cen e , Depa men o Gene ics and Pa hology, Pome anian Medical Uni e si y, Szczecin, Poland 141 Di ision o Gene ic Epidemiology, Depa men o Medicine, Uni e si y o U ah School o Medicine 142 Di ision o Cance P e en ion and Con ol, H. Lee Mo fi Cance Cen e , 12902 Magnolia D ., Tampa, Flo ida, USA 143 Molecula Medicine Cen e and Depa men o Medical Chemis y and Biochemis y, Medical Uni e si y –Sofia, 2 Zd a e S , 1431, Sofia, Bulga ia 144 Aus alian P os a e Cance Resea ch Cen e-Qld, Ins i u e o Heal h and Biomedical Inno a ion and Schools o Li e Science and Public Heal h, Queensland Uni e si y o Technology, B isbane, Aus alia 145 Depa men o Gene ics, Po uguese Oncology Ins i u e, Po o, Po ugal and Biomedical Sciences Ins i u e (ICBAS), Po o Uni e si y, Po o, Po ugal 146 Uni e si y Hospi al E langen, Depa men o Gynecology and Obs e ics, F ied ich- Alexande -Uni e si y E langen-Nu embe g, Comp ehensi e Cance Cen e E langen- EMN, Uni e si ae ss asse 21-23, 91054 E langen, Ge many 147 Uni e si y Hospi al E langen, Ins i u e o Pa hology, F ied ich-Alexande -Uni e si y E langen-Nu embe g, Comp ehensi e Cance Cen e E langen-EMN, Uni e si ae ss asse 21-23, 91054 E langen, Ge man 148 Vesalius Resea ch Cen e , VIB, Leu en, Belgium 149 Labo a o y o T ansla ional Gene ics, Depa men o Oncology, Uni e si y o Leu en, Belgium 150 Depa men o Epidemiology, The Geisel School o Medicine a Da mou h, Lebanon, NH, USA 151 Depa men o Epidemiology, The Geisel School o Medicine a Da mou h, Hanno e , NH, USA 152 P og am in Epidemiology, Di ision o Public Heal h Sciences, F ed Hu chinson Cance Resea ch Cen e , Sea le, WA, USA 153 Depa men o Epidemiology, Uni e si y o Washing on, Sea le, WA, USA 154 Ge man Cance Resea ch Cen e , Di ision o Cance Epidemiology, Heidelbe g, Ge many 155 Depa men o Obs e ics and Gynecology, Uni e si y o Ulm, Ulm, Ge many 156 Depa men o Gynecological Oncology, Roswell Pa k Cance Ins i u e, Bu alo, NY 157 Cance Epidemiology P og am, Uni e si y o Hawaii Cance Cen e , Hawaii, USA 158 Depa men o Pa hology, Kapiolani Medical Cen e o Women and Child en, John A. Bu ns School o Medicine, Uni e si y o Hawaii, Honolulu, Hawaii 96826, USA 159 Cance P e en ion and Con ol, Samuel Oschin Comp ehensi e Cance Ins i u e, Ceda s-Sinai Medical Cen e , Los Angeles, Cali o nia, USA 160 Communi y and Popula ion Heal h Resea ch Ins i u e, Depa men o Biomedical Sciences, Ceda s-Sinai Medical Cen e , Los Angeles, Cali o nia, USA 161 Depa men o Gynecology and Obs e ics, F ied ich Schille Uni e si y, Jena Uni e si y Hospi al, Jena, Ge many 162 Clinics o Obs e ics and Gynaecology, Hanno e Medical School, Hanno e , Ge many 163 Depa men o Pa hology, Helsinki Uni e si y Cen al Hospi al, Helsinki, 00029 HUS, Finland 164 Uni e si y o Pi sbu gh Depa men o Obs e ics, Gynecology and Rep oduc i e Sciences and O a ian Cance Cen e o Excellence Pi sbu gh PA USA 165 Uni e si y o Pi sbu gh Depa men o Epidemiology, Uni e si y o Pi sbu gh G adua e School o Public Heal h and Womens Cance Resea ch P og am, Magee- Womens Resea ch Ins i u e and Uni e si y o Pi sbu gh Cance Ins i u e Pi sbu gh PA USA 166 The Uni e si y o Texas School o Public Heal h, Hous on, TX, USA 167 Depa men o Cance P e en ion and Con ol, Roswell Pa k Cance Ins i u e, Bu alo, NY 168 Depa men o Gynecology and Gynecologic Oncology, Kliniken Essen-Mi e/ E ang. Huyssens-S i ung/ Knappscha GmbH, Essen, Ge many 169 Depa men o Gynecology and Gynecologic Oncology, D . Ho s Schmid Kliniken Wiesbaden, Wiesbaden, Ge many 170 Tuebingen Uni e si y Hospi al, Depa men o Women’sHeal h,Tuebingen, Ge many 171 Women’s Cance P og am a he Samuel Oschin Comp ehensi e Cance Ins i u e, Ceda s-Sinai Medical Cen e , Los Angeles, Cali o nia 172 Depa men o Vi us, Li es yle and Genes, Danish Cance Socie y Resea ch Cen e , Copenhagen, Denma k 173 Depa men o Obs e ics and Gynecology, Rigshospi ale , Copenhagen, Denma k 174 Molecula Uni , Depa men o Pa hology, He le Hospi al, Uni e si y o Copenhagen, Copenhagen, Denma k 175 Uni o Medical Gene ics, Depa men o P e en i e and P edic i e Medicine, Fondazione IRCCS Is i u o Nazionale dei Tumo i (INT), Milan, I aly 176 Di ision o Cance P e en ion and Gene ics, Is i u o Eu opeo di Oncologia (IEO), Milan, I aly 177 Depa men o Expe imen al Oncology, Is i u o Eu opeo di Oncologia (IEO), Milan, I aly and Cogen ech Cance Gene ic Tes Labo a o y, Milan, I aly 178 Uni e si y o Kansas Medical Cen e , Kansas Ci y, KS, USA 179 Depa men o Medical Oncology, Mayo Clinic, Roches e , Minneso a, USA 180 College o Pha macy and Heal h Sciences, Texas Sou he n Uni e si y, Hous on, Texas, USA 181 Depa men o Gynecologic Oncology, The Uni e si y o Texas MD Ande son Cance Cen e , Hous on, Texas, USA 182 Depa men o Epidemiology, The Uni e si y o Texas MD Ande son Cance Cen e , Hous on, Texas, USA 183 Gynecology Se ice, Depa men o Su ge y, Memo ial Sloan-Ke e ing Cance Cen e , New Yo k, NY, USA 184 Depa men o Obs e ics and Gynecology, Duke Uni e si y Medical Cen e , Du ham, No h Ca olina, USA 185 Depa men o S a is ical Science, Duke Uni e si y, Du ham, No h Ca olina, USA 186 Depa men o Su ge y, Duke Uni e si y Medical Cen e , Du ham, No h Ca olina, USA 187 Cance P e en ion, De ec ion & Con ol Resea ch P og am, Duke Cance Ins i u e, Du ham, No h Ca olina, USA 188 Obs e ics and Gynecology Epidemiology Cen e , B igham and Women’sHospi al, Bos on, Massachuse s, USA 189 Channing Di ision o Ne wo k Medicine, B igham and Women’sHospi aland Ha a d Medical School 190 Depa men o Epidemiology, Ha a d TH Chan School o Public Heal h, Bos on, Massachuse s, USA 191 Cance P e en ion and Con ol P og am, Ru ge s Cance Ins i u e o New Je sey, The S a e Uni e si y o New Je sey, New B unswick, NJ, USA 192 Depa men o Epidemiology and Bios a is ics, Memo ial Sloan Ke e ing Cance Cen e , New Yo k, NY, USA 193 Depa men o Gynecology and Obs e ics, Haukeland Uni e si y Ho pi al, Be gen, No way 194 Cen e o Cance Bioma ke s, Depa men o Clinical Sciences, Uni e si y o Be gen, Be gen, No way 808 Sou hey MC, e al.J Med Gene 2016;53:800–811. doi:10.1136/jmedgene -2016-103839 Cance gene ics g oup.bmj.com on No embe 29, 2016 - Published by h p://jmg.bmj.com/Downloaded om