Interpreting variants, especially noncoding ones, in the increasing number of personal genomes is challenging. We used patterns of polymorphisms in functionally annotated regions in 1092 humans to identify deleterious variants; then we experimentally validated candidates. We analyzed both coding and noncoding regions, with the former corroborating the latter. We found regions particularly sensitive to mutations ("ultrasensitive") and variants that are disruptive because of mechanistic effects on transcription-factor binding (that is, "motif-breakers"). We also found variants in regions with higher network centrality tend to be deleterious. Insertions and deletions followed a similar pattern to single-nucleotide variants, with some notable exceptions (e. g., certain deletions and enhancers). On the basis of these patterns, we developed a computational tool (FunSeq), whose application to similar to 90 cancer genomes reveals nearly a hundred candidate noncoding drivers.
Integrative Annotation of Variants from 1092 Humans: Application to Cancer Genomics / Altshuler, Dm; Durbin, Rm; Abecasis, Gr; Bentley, Dr; Chakravarti, A; Clark, Ag; Donnelly, P; Eichler, Ee; Flicek, P; Gabriel, Sb; Gibbs, Ra; Green, Ed; Hurles, Me; Knoppers, Bm; Korbel, Jo; Lander, Es; Lee, C; Lehrach, H; Mardis, Er; Marth, Gt; Mcvean, Ga; Nickerson, Da; Schmidt, Jp; Sherry, St; Wang, J; Wilson, Rk; Gibbs, Ra; Dinh, H; Kovar, C; Lee, S; Lewis, L; Muzny, D; Reid, J; Wang, M; Wang, J; Fang, X; Guo, X; Jian, M; Jiang, H; Jin, X; Li, G; Li, J; Li, Y; Li, Z; Liu, X; Lu, Y; Ma, X; Su, Z; Tai, S; Tang, M; Wang, B; Wang, G; Wu, H; Wu, R; Yin, Y; Zhang, W; Zhao, J; Zhao, M; Zheng, X; Zhou, Y; Lander, Es; Altshuler, Dm; Gabriel, Sb; Gupta, N; Flicek, P; Clarke, L; Leinonen, R; Smith, Re; Zheng Bradley, X; Bentley, Dr; Grocock, R; Humphray, S; James, T; Kingsbury, Z; Lehrach, H; Sudbrak, R; Albrecht, Mw; Amstislavskiy, Vs; Borodina, Ta; Lienhard, M; Mertes, F; Sultan, M; Timmermann, B; Yaspo, Ml; Sherry, St; Mcvean, Ga; Mardis, Er; Wilson, Rk; Fulton, L; Fulton, R; Weinstock, Gm; Durbin, Rm; Balasubramaniam, S; Burton, J; Danecek, P; Keane, Tm; Kolb Kokocinski, A; Mccarthy, S; Stalker, J; Quail, M; Schmidt, Jp; Davies, Cj; Gollub, J; Webster, T; Wong, B; Zhan, Y; Auton, A; Gibbs, Ra; Yu, F; Bainbridge, M; Challis, D; Evani, Us; Lu, J; Muzny, D; Nagaswamy, U; Reid, J; Sabo, A; Wang, Y; Yu, J; Wang, J; Coin, Lj; Fang, L; Guo, X; Jin, X; Li, G; Li, Q; Li, Y; Li, Z; Lin, H; Liu, B; Luo, R; Qin, N; Shao, H; Wang, B; Xie, Y; Ye, C; Yu, C; Zhang, F; Zheng, H; Zhu, H; Marth, Gt; Garrison, Ep; Kural, D; Lee, Wp; Leong, Wf; Ward, An; Wu, J; Zhang, M; Lee, C; Griffin, L; Hsieh, Ch; Mills, Re; Shi, X; von Grotthuss, M; Zhang, C; Daly, Mj; Depristo, Ma; Altshuler, Dm; Banks, E; Bhatia, G; Carneiro, Mo; del Angel, G; Gabriel, Sb; Genovese, G; Gupta, N; Handsaker, Re; Hartl, C; Lander, Es; Mccarroll, Sa; Nemesh, Jc; Poplin, Re; Schaffner, Sf; Shakir, K; Yoon, Sc; Lihm, J; Makarov, V; Jin, H; Kim, W; Kim, Kc; Korbel, Jo; Rausch, T; Flicek, P; Beal, K; Clarke, L; Cunningham, F; Herrero, J; Mclaren, Wm; Ritchie, Gr; Smith, Re; Zheng Bradley, X; Clark, Ag; Gottipati, S; Keinan, A; Rodriguez Flores, Jl; Sabeti, Pc; Grossman, Sr; Tabrizi, S; Tariyal, R; Cooper, Dn; Ball, Ev; Stenson, Pd; Bentley, Dr; Barnes, B; Bauer, M; Cheetham, R; Cox, T; Eberle, M; Humphray, S; Kahn, S; Murray, L; Peden, J; Shaw, R; Ye, K; Batzer, Ma; Konkel, Mk; Walker, Ja; Macarthur, Dg; Lek, M; Sudbrak, R; Amstislavskiy, Vs; Herwig, R; Shriver, Md; Bustamante, Cd; Byrnes, Jk; De La Vega, M; Gravel, S; Kenny, Ee; Kidd, Jm; Lacroute, P; Maples, Bk; Moreno Estrada, A; Zakharia, F; Halperin, E; Baran, Y; Craig, Dw; Christoforides, A; Homer, N; Izatt, T; Kurdoglu, Aa; Sinari, Sa; Squire, K; Sherry, St; Xiao, C; Sebat, J; Bafna, V; Ye, K; Burchard, Eg; Hernandez, Rd; Gignoux, Cr; Haussler, D; Katzman, Sj; Kent, W; Howie, B; Ruiz Linares, A; Dermitzakis, Et; Lappalainen, T; Devine, Se; Liu, X; Maroo, A; Tallon, Lj; Rosenfeld, Ja; Michelson, Lp; Abecasis, Gr; Kang, Hm; Anderson, P; Angius, A; Bigham, A; Blackwell, T; Busonero, F; Cucca, Francesco; Fuchsberger, C; Jones, C; Jun, G; Li, Y; Lyons, R; Maschio, A; Porcu, E; Reinier, F; Sanna, S; Schlessinger, D; Sidore, C; Tan, A; Trost, Mk; Awadalla, P; Hodgkinson, A; Lunter, G; Mcvean, Ga; Marchini, Jl; Myers, S; Churchhouse, C; Delaneau, O; Gupta Hinch, A; Iqbal, Z; Mathieson, I; Rimmer, A; Xifara, Dk; Oleksyk, Tk; Fu, Y; Liu, X; Xiong, M; Jorde, L; Witherspoon, D; Xing, J; Eichler, Ee; Browning, Bl; Alkan, C; Hajirasouliha, I; Hormozdiari, F; Ko, A; Sudmant, Ph; Mardis, Er; Chen, K; Chinwalla, A; Ding, L; Dooling, D; Koboldt, Dc; Mclellan, Md; Wallis, Jw; Wendl, Mc; Zhang, Q; Durbin, Rm; Hurles, Me; Tyler Smith, C; Albers, Ca; Ayub, Q; Balasubramaniam, S; Chen, Y; Coffey, Aj; Colonna, V; Danecek, P; Huang, N; Jostins, L; Keane, Tm; Li, H; Mccarthy, S; Scally, A; Stalker, J; Walter, K; Xue, Y; Zhang, Y; Gerstein, Mb; Abyzov, A; Balasubramanian, S; Chen, J; Clarke, D; Fu, Y; Habegger, L; Harmanci, Ao; Jin, M; Khurana, E; Mu, Xj; Sisu, C; Li, Y; Luo, R; Zhu, H; Lee, C; Griffin, L; Hsieh, Ch; Mills, Re; Shi, X; von Grotthuss, M; Zhang, C; Marth, Gt; Garrison, Ep; Kural, D; Lee, Wp; Ward, An; Wu, J; Zhang, M; Mccarroll, Sa; Altshuler, Dm; Banks, E; del Angel, G; Genovese, G; Handsaker, Re; Hartl, C; Nemesh, Jc; Shakir, K; Yoon, Sc; Lihm, J; Makarov, V; Degenhardt, J; Flicek, P; Clarke, L; Smith, Re; Zheng Bradley, X; Korbel, Jo; Rausch, T; Stütz, Am; Bentley, Dr; Barnes, B; Cheetham, R; Eberle, M; Humphray, S; Kahn, S; Murray, L; Shaw, R; Ye, K; Batzer, Ma; Konkel, Mk; Walker, Ja; Lacroute, P; Craig, Dw; Homer, N; Church, D; Xiao, C; Sebat, J; Bafna, V; Michaelson, Jj; Ye, K; Devine, Se; Liu, X; Maroo, A; Tallon, Lj; Lunter, G; Mcvean, Ga; Iqbal, Z; Witherspoon, D; Xing, J; Eichler, Ee; Alkan, C; Hajirasouliha, I; Hormozdiari, F; Ko, A; Sudmant, Ph; Chen, K; Chinwalla, A; Ding, L; Mclellan, Md; Wallis, Jw; Hurles, Me; Blackburne, B; Li, H; Lindsay, Sj; Ning, Z; Scally, A; Walter, K; Zhang, Y; Gerstein, Mb; Abyzov, A; Chen, J; Clarke, D; Khurana, E; Mu, Xj; Sisu, C; Gibbs, Ra; Yu, F; Bainbridge, M; Challis, D; Evani, Us; Kovar, C; Lewis, L; Lu, J; Muzny, D; Nagaswamy, U; Reid, J; Sabo, A; Yu, J; Guo, X; Li, Y; Wu, R; Marth, Gt; Garrison, Ep; Leong, Wf; Ward, An; del Angel, G; Depristo, Ma; Gabriel, Sb; Gupta, N; Hartl, C; Poplin, Re; Clark, Ag; Rodriguez Flores, Jl; Flicek, P; Clarke, L; Smith, Re; Zheng Bradley, X; Macarthur, Dg; Bustamante, Cd; Gravel, S; Craig, Dw; Christoforides, A; Homer, N; Izatt, T; Sherry, St; Xiao, C; Dermitzakis, Et; Abecasis, Gr; Kang, Hm; Mcvean, Ga; Mardis, Er; Dooling, D; Fulton, L; Fulton, R; Koboldt, Dc; Durbin, Rm; Balasubramaniam, S; Keane, Tm; Mccarthy, S; Stalker, J; Gerstein, Mb; Balasubramanian, S; Habegger, L; Garrison, Ep; Gibbs, Ra; Bainbridge, M; Muzny, D; Yu, F; Yu, J; del Angel, G; Handsaker, Re; Makarov, V; Rodriguez Flores, Jl; Jin, H; Kim, W; Kim, Kc; Flicek, P; Beal, K; Clarke, L; Cunningham, F; Herrero, J; Mclaren, Wm; Ritchie, Gr; Zheng Bradley, X; Tabrizi, S; Macarthur, Dg; Lek, M; Bustamante, Cd; De La Vega, Fm; Craig, Dw; Kurdoglu, Aa; Lappalainen, T; Rosenfeld, Ja; Michelson, Lp; Awadalla, P; Hodgkinson, A; Mcvean, Ga; Chen, K; Tyler Smith, C; Chen, Y; Colonna, V; Frankish, A; Harrow, J; Xue, Y; Gerstein, Mb; Abyzov, A; Balasubramanian, S; Chen, J; Clarke, D; Fu, Y; Harmanci, Ao; Jin, M; Khurana, E; Mu, Xj; Sisu, C; Gibbs, Ra; Kovar, C; Kalra, D; Hale, W; Fowler, G; Muzny, D; Reid, J; Wang, J; Guo, X; Li, G; Li, Y; Zheng, X; Altshuler, Dm; Flicek, P; Clarke, L; Barker, J; Kelman, G; Kulesha, E; Leinonen, R; Mclaren, Wm; Radhakrishnan, R; Roa, A; Smirnov, D; Smith, Re; Streeter, I; Toneva, I; Vaughan, B; Zheng Bradley, X; Bentley, Dr; Cox, T; Humphray, S; Kahn, S; Sudbrak, R; Albrecht, Mw; Lienhard, M; Craig, Dw; Izatt, T; Kurdoglu, Aa; Sherry, St; Ananiev, V; Belaia, Z; Beloslyudtsev, D; Bouk, N; Chen, C; Church, D; Cohen, R; Cook, C; Garner, J; Hefferon, T; Kimelman, M; Liu, C; Lopez, J; Meric, P; O'Sullivan, C; Ostapchuk, Y; Phan, L; Ponomarov, S; Schneider, V; Shekhtman, E; Sirotkin, K; Slotta, D; Xiao, C; Zhang, H; Haussler, D; Abecasis, Gr; Mcvean, Ga; Alkan, C; Ko, A; Dooling, D; Durbin, Rm; Balasubramaniam, S; Keane, Tm; Mccarthy, S; Stalker, J; Chakravarti, A; Knoppers, Bm; Abecasis, Gr; Barnes, Kc; Beiswanger, C; Burchard, E; Bustamante, Cd; Cai, H; Cao, H; Durbin, Rm; Gharani, N; Gibbs, Ra; Gignoux, Cr; Gravel, S; Henn, B; Jones, D; Jorde, L; Kaye, Js; Keinan, A; Kent, A; Kerasidou, A; Li, Y; Mathias, R; Mcvean, G; Moreno Estrada, A; Ossorio, Pn; Parker, M; Reich, D; Rotimi, Cn; Royal, Cd; Sandoval, K; Su, Y; Sudbrak, R; Tian, Z; Timmermann, B; Tishkoff, S; Toji, Lh; Tyler Smith, C; Via, M; Wang, Y; Yang, H; Yang, L; Zhu, J; Bodmer, W; Bedoya, G; Ruiz Linares, A; Ming, Cz; Yang, G; You, Cj; Peltonen, L; Garcia Montero, A; Orfao, A; Dutil, J; Martinez Cruzado, Jc; Oleksyk, Tk; Brooks, Ld; Felsenfeld, Al; Mcewen, Je; Clemm, Nc; Duncanson, A; Dunn, M; Green, Ed; Guyer, Ms; Peterson, Jl; Abecasis, Gr; Auton, A; Brooks, Ld; Depristo, Ma; Durbin, Rm; Handsaker, Re; Kang, Hm; Marth, Gt; Mcvean, G. A.. - In: SCIENCE. - ISSN 0036-8075. - 342:6154(2013), p. 1235587.84. [10.1126/science.1235587]
Integrative Annotation of Variants from 1092 Humans: Application to Cancer Genomics
Altshuler DM; Durbin RM; Abecasis GR; Bentley DR; Chakravarti A; Clark AG; Donnelly P; Eichler EE; Flicek P; Gabriel SB; Gibbs RA; Green ED; Hurles ME; Knoppers BM; Korbel JO; Lander ES; Lee C; Lehrach H; Mardis ER; Marth GT; McVean GA; Nickerson DA; Schmidt JP; Sherry ST; Wang J; Wilson RK; Gibbs RA; Dinh H; Kovar C; Lee S; Lewis L; Muzny D; Reid J; Wang M; Wang J; Fang X; Guo X; Jian M; Jiang H; Jin X; Li G; Li J; Li Y; Li Z; Liu X; Lu Y; Ma X; Su Z; Tai S; Tang M; Wang B; Wang G; Wu H; Wu R; Yin Y; Zhang W; Zhao J; Zhao M; Zheng X; Zhou Y; Lander ES; Altshuler DM; Gabriel SB; Gupta N; Flicek P; Clarke L; Leinonen R; Smith RE; Zheng Bradley X; Bentley DR; Grocock R; Humphray S; James T; Kingsbury Z; Lehrach H; Sudbrak R; Albrecht MW; Amstislavskiy VS; Borodina TA; Lienhard M; Mertes F; Sultan M; Timmermann B; Yaspo ML; Sherry ST; McVean GA; Mardis ER; Wilson RK; Fulton L; Fulton R; Weinstock GM; Durbin RM; Balasubramaniam S; Burton J; Danecek P; Keane TM; Kolb Kokocinski A; McCarthy S; Stalker J; Quail M; Schmidt JP; Davies CJ; Gollub J; Webster T; Wong B; Zhan Y; Auton A; Gibbs RA; Yu F; Bainbridge M; Challis D; Evani US; Lu J; Muzny D; Nagaswamy U; Reid J; Sabo A; Wang Y; Yu J; Wang J; Coin LJ; Fang L; Guo X; Jin X; Li G; Li Q; Li Y; Li Z; Lin H; Liu B; Luo R; Qin N; Shao H; Wang B; Xie Y; Ye C; Yu C; Zhang F; Zheng H; Zhu H; Marth GT; Garrison EP; Kural D; Lee WP; Leong WF; Ward AN; Wu J; Zhang M; Lee C; Griffin L; Hsieh CH; Mills RE; Shi X; von Grotthuss M; Zhang C; Daly MJ; DePristo MA; Altshuler DM; Banks E; Bhatia G; Carneiro MO; del Angel G; Gabriel SB; Genovese G; Gupta N; Handsaker RE; Hartl C; Lander ES; McCarroll SA; Nemesh JC; Poplin RE; Schaffner SF; Shakir K; Yoon SC; Lihm J; Makarov V; Jin H; Kim W; Kim KC; Korbel JO; Rausch T; Flicek P; Beal K; Clarke L; Cunningham F; Herrero J; McLaren WM; Ritchie GR; Smith RE; Zheng Bradley X; Clark AG; Gottipati S; Keinan A; Rodriguez Flores JL; Sabeti PC; Grossman SR; Tabrizi S; Tariyal R; Cooper DN; Ball EV; Stenson PD; Bentley DR; Barnes B; Bauer M; Cheetham R; Cox T; Eberle M; Humphray S; Kahn S; Murray L; Peden J; Shaw R; Ye K; Batzer MA; Konkel MK; Walker JA; MacArthur DG; Lek M; Sudbrak R; Amstislavskiy VS; Herwig R; Shriver MD; Bustamante CD; Byrnes JK; De La Vega M; Gravel S; Kenny EE; Kidd JM; Lacroute P; Maples BK; Moreno Estrada A; Zakharia F; Halperin E; Baran Y; Craig DW; Christoforides A; Homer N; Izatt T; Kurdoglu AA; Sinari SA; Squire K; Sherry ST; Xiao C; Sebat J; Bafna V; Ye K; Burchard EG; Hernandez RD; Gignoux CR; Haussler D; Katzman SJ; Kent W; Howie B; Ruiz Linares A; Dermitzakis ET; Lappalainen T; Devine SE; Liu X; Maroo A; Tallon LJ; Rosenfeld JA; Michelson LP; Abecasis GR; Kang HM; Anderson P; Angius A; Bigham A; Blackwell T; Busonero F; CUCCA, Francesco ;Fuchsberger C; Jones C; Jun G; Li Y; Lyons R; Maschio A; Porcu E; Reinier F; Sanna S; Schlessinger D; Sidore C; Tan A; Trost MK; Awadalla P; Hodgkinson A; Lunter G; McVean GA; Marchini JL; Myers S; Churchhouse C; Delaneau O; Gupta Hinch A; Iqbal Z; Mathieson I; Rimmer A; Xifara DK; Oleksyk TK; Fu Y; Liu X; Xiong M; Jorde L; Witherspoon D; Xing J; Eichler EE; Browning BL; Alkan C; Hajirasouliha I; Hormozdiari F; Ko A; Sudmant PH; Mardis ER; Chen K; Chinwalla A; Ding L; Dooling D; Koboldt DC; McLellan MD; Wallis JW; Wendl MC; Zhang Q; Durbin RM; Hurles ME; Tyler Smith C; Albers CA; Ayub Q; Balasubramaniam S; Chen Y; Coffey AJ; Colonna V; Danecek P; Huang N; Jostins L; Keane TM; Li H; McCarthy S; Scally A; Stalker J; Walter K; Xue Y; Zhang Y; Gerstein MB; Abyzov A; Balasubramanian S; Chen J; Clarke D; Fu Y; Habegger L; Harmanci AO; Jin M; Khurana E; Mu XJ; Sisu C; Li Y; Luo R; Zhu H; Lee C; Griffin L; Hsieh CH; Mills RE; Shi X; von Grotthuss M; Zhang C; Marth GT; Garrison EP; Kural D; Lee WP; Ward AN; Wu J; Zhang M; McCarroll SA; Altshuler DM; Banks E; del Angel G; Genovese G; Handsaker RE; Hartl C; Nemesh JC; Shakir K; Yoon SC; Lihm J; Makarov V; Degenhardt J; Flicek P; Clarke L; Smith RE; Zheng Bradley X; Korbel JO; Rausch T; Stütz AM; Bentley DR; Barnes B; Cheetham R; Eberle M; Humphray S; Kahn S; Murray L; Shaw R; Ye K; Batzer MA; Konkel MK; Walker JA; Lacroute P; Craig DW; Homer N; Church D; Xiao C; Sebat J; Bafna V; Michaelson JJ; Ye K; Devine SE; Liu X; Maroo A; Tallon LJ; Lunter G; McVean GA; Iqbal Z; Witherspoon D; Xing J; Eichler EE; Alkan C; Hajirasouliha I; Hormozdiari F; Ko A; Sudmant PH; Chen K; Chinwalla A; Ding L; McLellan MD; Wallis JW; Hurles ME; Blackburne B; Li H; Lindsay SJ; Ning Z; Scally A; Walter K; Zhang Y; Gerstein MB; Abyzov A; Chen J; Clarke D; Khurana E; Mu XJ; Sisu C; Gibbs RA; Yu F; Bainbridge M; Challis D; Evani US; Kovar C; Lewis L; Lu J; Muzny D; Nagaswamy U; Reid J; Sabo A; Yu J; Guo X; Li Y; Wu R; Marth GT; Garrison EP; Leong WF; Ward AN; del Angel G; DePristo MA; Gabriel SB; Gupta N; Hartl C; Poplin RE; Clark AG; Rodriguez Flores JL; Flicek P; Clarke L; Smith RE; Zheng Bradley X; MacArthur DG; Bustamante CD; Gravel S; Craig DW; Christoforides A; Homer N; Izatt T; Sherry ST; Xiao C; Dermitzakis ET; Abecasis GR; Kang HM; McVean GA; Mardis ER; Dooling D; Fulton L; Fulton R; Koboldt DC; Durbin RM; Balasubramaniam S; Keane TM; McCarthy S; Stalker J; Gerstein MB; Balasubramanian S; Habegger L; Garrison EP; Gibbs RA; Bainbridge M; Muzny D; Yu F; Yu J; del Angel G; Handsaker RE; Makarov V; Rodriguez Flores JL; Jin H; Kim W; Kim KC; Flicek P; Beal K; Clarke L; Cunningham F; Herrero J; McLaren WM; Ritchie GR; Zheng Bradley X; Tabrizi S; MacArthur DG; Lek M; Bustamante CD; De La Vega FM; Craig DW; Kurdoglu AA; Lappalainen T; Rosenfeld JA; Michelson LP; Awadalla P; Hodgkinson A; McVean GA; Chen K; Tyler Smith C; Chen Y; Colonna V; Frankish A; Harrow J; Xue Y; Gerstein MB; Abyzov A; Balasubramanian S; Chen J; Clarke D; Fu Y; Harmanci AO; Jin M; Khurana E; Mu XJ; Sisu C; Gibbs RA; Kovar C; Kalra D; Hale W; Fowler G; Muzny D; Reid J; Wang J; Guo X; Li G; Li Y; Zheng X; Altshuler DM; Flicek P; Clarke L; Barker J; Kelman G; Kulesha E; Leinonen R; McLaren WM; Radhakrishnan R; Roa A; Smirnov D; Smith RE; Streeter I; Toneva I; Vaughan B; Zheng Bradley X; Bentley DR; Cox T; Humphray S; Kahn S; Sudbrak R; Albrecht MW; Lienhard M; Craig DW; Izatt T; Kurdoglu AA; Sherry ST; Ananiev V; Belaia Z; Beloslyudtsev D; Bouk N; Chen C; Church D; Cohen R; Cook C; Garner J; Hefferon T; Kimelman M; Liu C; Lopez J; Meric P; O'Sullivan C; Ostapchuk Y; Phan L; Ponomarov S; Schneider V; Shekhtman E; Sirotkin K; Slotta D; Xiao C; Zhang H; Haussler D; Abecasis GR; McVean GA; Alkan C; Ko A; Dooling D; Durbin RM; Balasubramaniam S; Keane TM; McCarthy S; Stalker J; Chakravarti A; Knoppers BM; Abecasis GR; Barnes KC; Beiswanger C; Burchard E; Bustamante CD; Cai H; Cao H; Durbin RM; Gharani N; Gibbs RA; Gignoux CR; Gravel S; Henn B; Jones D; Jorde L; Kaye JS; Keinan A; Kent A; Kerasidou A; Li Y; Mathias R; McVean G; Moreno Estrada A; Ossorio PN; Parker M; Reich D; Rotimi CN; Royal CD; Sandoval K; Su Y; Sudbrak R; Tian Z; Timmermann B; Tishkoff S; Toji LH; Tyler Smith C; Via M; Wang Y; Yang H; Yang L; Zhu J; Bodmer W; Bedoya G; Ruiz Linares A; Ming CZ; Yang G; You CJ; Peltonen L; Garcia Montero A; Orfao A; Dutil J; Martinez Cruzado JC; Oleksyk TK; Brooks LD; Felsenfeld AL; McEwen JE; Clemm NC; Duncanson A; Dunn M; Green ED; Guyer MS; Peterson JL; Abecasis GR; Auton A; Brooks LD; DePristo MA; Durbin RM; Handsaker RE; Kang HM; Marth GT; McVean G.A.
2013-01-01
Abstract
Interpreting variants, especially noncoding ones, in the increasing number of personal genomes is challenging. We used patterns of polymorphisms in functionally annotated regions in 1092 humans to identify deleterious variants; then we experimentally validated candidates. We analyzed both coding and noncoding regions, with the former corroborating the latter. We found regions particularly sensitive to mutations ("ultrasensitive") and variants that are disruptive because of mechanistic effects on transcription-factor binding (that is, "motif-breakers"). We also found variants in regions with higher network centrality tend to be deleterious. Insertions and deletions followed a similar pattern to single-nucleotide variants, with some notable exceptions (e. g., certain deletions and enhancers). On the basis of these patterns, we developed a computational tool (FunSeq), whose application to similar to 90 cancer genomes reveals nearly a hundred candidate noncoding drivers.
Citazione
Integrative Annotation of Variants from 1092 Humans: Application to Cancer Genomics / Altshuler, Dm; Durbin, Rm; Abecasis, Gr; Bentley, Dr; Chakravarti, A; Clark, Ag; Donnelly, P; Eichler, Ee; Flicek, P; Gabriel, Sb; Gibbs, Ra; Green, Ed; Hurles, Me; Knoppers, Bm; Korbel, Jo; Lander, Es; Lee, C; Lehrach, H; Mardis, Er; Marth, Gt; Mcvean, Ga; Nickerson, Da; Schmidt, Jp; Sherry, St; Wang, J; Wilson, Rk; Gibbs, Ra; Dinh, H; Kovar, C; Lee, S; Lewis, L; Muzny, D; Reid, J; Wang, M; Wang, J; Fang, X; Guo, X; Jian, M; Jiang, H; Jin, X; Li, G; Li, J; Li, Y; Li, Z; Liu, X; Lu, Y; Ma, X; Su, Z; Tai, S; Tang, M; Wang, B; Wang, G; Wu, H; Wu, R; Yin, Y; Zhang, W; Zhao, J; Zhao, M; Zheng, X; Zhou, Y; Lander, Es; Altshuler, Dm; Gabriel, Sb; Gupta, N; Flicek, P; Clarke, L; Leinonen, R; Smith, Re; Zheng Bradley, X; Bentley, Dr; Grocock, R; Humphray, S; James, T; Kingsbury, Z; Lehrach, H; Sudbrak, R; Albrecht, Mw; Amstislavskiy, Vs; Borodina, Ta; Lienhard, M; Mertes, F; Sultan, M; Timmermann, B; Yaspo, Ml; Sherry, St; Mcvean, Ga; Mardis, Er; Wilson, Rk; Fulton, L; Fulton, R; Weinstock, Gm; Durbin, Rm; Balasubramaniam, S; Burton, J; Danecek, P; Keane, Tm; Kolb Kokocinski, A; Mccarthy, S; Stalker, J; Quail, M; Schmidt, Jp; Davies, Cj; Gollub, J; Webster, T; Wong, B; Zhan, Y; Auton, A; Gibbs, Ra; Yu, F; Bainbridge, M; Challis, D; Evani, Us; Lu, J; Muzny, D; Nagaswamy, U; Reid, J; Sabo, A; Wang, Y; Yu, J; Wang, J; Coin, Lj; Fang, L; Guo, X; Jin, X; Li, G; Li, Q; Li, Y; Li, Z; Lin, H; Liu, B; Luo, R; Qin, N; Shao, H; Wang, B; Xie, Y; Ye, C; Yu, C; Zhang, F; Zheng, H; Zhu, H; Marth, Gt; Garrison, Ep; Kural, D; Lee, Wp; Leong, Wf; Ward, An; Wu, J; Zhang, M; Lee, C; Griffin, L; Hsieh, Ch; Mills, Re; Shi, X; von Grotthuss, M; Zhang, C; Daly, Mj; Depristo, Ma; Altshuler, Dm; Banks, E; Bhatia, G; Carneiro, Mo; del Angel, G; Gabriel, Sb; Genovese, G; Gupta, N; Handsaker, Re; Hartl, C; Lander, Es; Mccarroll, Sa; Nemesh, Jc; Poplin, Re; Schaffner, Sf; Shakir, K; Yoon, Sc; Lihm, J; Makarov, V; Jin, H; Kim, W; Kim, Kc; Korbel, Jo; Rausch, T; Flicek, P; Beal, K; Clarke, L; Cunningham, F; Herrero, J; Mclaren, Wm; Ritchie, Gr; Smith, Re; Zheng Bradley, X; Clark, Ag; Gottipati, S; Keinan, A; Rodriguez Flores, Jl; Sabeti, Pc; Grossman, Sr; Tabrizi, S; Tariyal, R; Cooper, Dn; Ball, Ev; Stenson, Pd; Bentley, Dr; Barnes, B; Bauer, M; Cheetham, R; Cox, T; Eberle, M; Humphray, S; Kahn, S; Murray, L; Peden, J; Shaw, R; Ye, K; Batzer, Ma; Konkel, Mk; Walker, Ja; Macarthur, Dg; Lek, M; Sudbrak, R; Amstislavskiy, Vs; Herwig, R; Shriver, Md; Bustamante, Cd; Byrnes, Jk; De La Vega, M; Gravel, S; Kenny, Ee; Kidd, Jm; Lacroute, P; Maples, Bk; Moreno Estrada, A; Zakharia, F; Halperin, E; Baran, Y; Craig, Dw; Christoforides, A; Homer, N; Izatt, T; Kurdoglu, Aa; Sinari, Sa; Squire, K; Sherry, St; Xiao, C; Sebat, J; Bafna, V; Ye, K; Burchard, Eg; Hernandez, Rd; Gignoux, Cr; Haussler, D; Katzman, Sj; Kent, W; Howie, B; Ruiz Linares, A; Dermitzakis, Et; Lappalainen, T; Devine, Se; Liu, X; Maroo, A; Tallon, Lj; Rosenfeld, Ja; Michelson, Lp; Abecasis, Gr; Kang, Hm; Anderson, P; Angius, A; Bigham, A; Blackwell, T; Busonero, F; Cucca, Francesco; Fuchsberger, C; Jones, C; Jun, G; Li, Y; Lyons, R; Maschio, A; Porcu, E; Reinier, F; Sanna, S; Schlessinger, D; Sidore, C; Tan, A; Trost, Mk; Awadalla, P; Hodgkinson, A; Lunter, G; Mcvean, Ga; Marchini, Jl; Myers, S; Churchhouse, C; Delaneau, O; Gupta Hinch, A; Iqbal, Z; Mathieson, I; Rimmer, A; Xifara, Dk; Oleksyk, Tk; Fu, Y; Liu, X; Xiong, M; Jorde, L; Witherspoon, D; Xing, J; Eichler, Ee; Browning, Bl; Alkan, C; Hajirasouliha, I; Hormozdiari, F; Ko, A; Sudmant, Ph; Mardis, Er; Chen, K; Chinwalla, A; Ding, L; Dooling, D; Koboldt, Dc; Mclellan, Md; Wallis, Jw; Wendl, Mc; Zhang, Q; Durbin, Rm; Hurles, Me; Tyler Smith, C; Albers, Ca; Ayub, Q; Balasubramaniam, S; Chen, Y; Coffey, Aj; Colonna, V; Danecek, P; Huang, N; Jostins, L; Keane, Tm; Li, H; Mccarthy, S; Scally, A; Stalker, J; Walter, K; Xue, Y; Zhang, Y; Gerstein, Mb; Abyzov, A; Balasubramanian, S; Chen, J; Clarke, D; Fu, Y; Habegger, L; Harmanci, Ao; Jin, M; Khurana, E; Mu, Xj; Sisu, C; Li, Y; Luo, R; Zhu, H; Lee, C; Griffin, L; Hsieh, Ch; Mills, Re; Shi, X; von Grotthuss, M; Zhang, C; Marth, Gt; Garrison, Ep; Kural, D; Lee, Wp; Ward, An; Wu, J; Zhang, M; Mccarroll, Sa; Altshuler, Dm; Banks, E; del Angel, G; Genovese, G; Handsaker, Re; Hartl, C; Nemesh, Jc; Shakir, K; Yoon, Sc; Lihm, J; Makarov, V; Degenhardt, J; Flicek, P; Clarke, L; Smith, Re; Zheng Bradley, X; Korbel, Jo; Rausch, T; Stütz, Am; Bentley, Dr; Barnes, B; Cheetham, R; Eberle, M; Humphray, S; Kahn, S; Murray, L; Shaw, R; Ye, K; Batzer, Ma; Konkel, Mk; Walker, Ja; Lacroute, P; Craig, Dw; Homer, N; Church, D; Xiao, C; Sebat, J; Bafna, V; Michaelson, Jj; Ye, K; Devine, Se; Liu, X; Maroo, A; Tallon, Lj; Lunter, G; Mcvean, Ga; Iqbal, Z; Witherspoon, D; Xing, J; Eichler, Ee; Alkan, C; Hajirasouliha, I; Hormozdiari, F; Ko, A; Sudmant, Ph; Chen, K; Chinwalla, A; Ding, L; Mclellan, Md; Wallis, Jw; Hurles, Me; Blackburne, B; Li, H; Lindsay, Sj; 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A.. - In: SCIENCE. - ISSN 0036-8075. - 342:6154(2013), p. 1235587.84. [10.1126/science.1235587]
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Il report seguente simula gli indicatori relativi alla propria produzione scientifica in relazione alle soglie ASN 2023-2025 del proprio SC/SSD. Si ricorda che il superamento dei valori soglia (almeno 2 su 3) è requisito necessario ma non sufficiente al conseguimento dell'abilitazione. La simulazione si basa sui dati IRIS e sugli indicatori bibliometrici alla data indicata e non tiene conto di eventuali periodi di congedo obbligatorio, che in sede di domanda ASN danno diritto a incrementi percentuali dei valori. La simulazione può differire dall'esito di un’eventuale domanda ASN sia per errori di catalogazione e/o dati mancanti in IRIS, sia per la variabilità dei dati bibliometrici nel tempo. Si consideri che Anvur calcola i valori degli indicatori all'ultima data utile per la presentazione delle domande. La presente simulazione è stata realizzata sulla base delle specifiche raccolte sul tavolo ER del Focus Group IRIS coordinato dall’Università di Modena e Reggio Emilia e delle regole riportate nel DM 589/2018 e allegata Tabella A. Cineca, l’Università di Modena e Reggio Emilia e il Focus Group IRIS non si assumono alcuna responsabilità in merito all’uso che il diretto interessato o terzi faranno della simulazione. Si specifica inoltre che la simulazione contiene calcoli effettuati con dati e algoritmi di pubblico dominio e deve quindi essere considerata come un mero ausilio al calcolo svolgibile manualmente o con strumenti equivalenti.