Home LiteratureArticle Details
PMID: 24092746 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Integrative annotation of variants from 1092 humans: application to cancer genomics.

Science (New York, N.Y.) ·Vol. 342 ·No. 6154 ·2013-10-04 ·Pages 1235587

Khurana E, Fu Y, Colonna V, Mu XJ, Kang HM, Lappalainen T, Sboner A, Lochovsky L, Chen J, Harmanci A, Das J, Abyzov A, Balasubramanian S, Beal K, Chakravarty D, Challis D, Chen Y, Clarke D, Clarke L, Cunningham F, Evani US, Flicek P, Fragoza R, Garrison E, Gibbs R, Gümüş ZH, Herrero J, Kitabayashi N, Kong Y, Lage K, Liluashvili V, Lipkin SM, MacArthur DG, Marth G, Muzny D, Pers TH, Ritchie GRS, Rosenfeld JA, Sisu C, Wei X, Wilson M, Xue Y, Yu F, 1000 Genomes Project Consortium, Dermitzakis ET, Yu H, Rubin MA, Tyler-Smith C, Gerstein M

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 ~90 cancer genomes reveals nearly a hundred candidate noncoding drivers.

MeSH Terms
Binding Sites/genetics Genetic Variation Genome, Human Genomics Humans Kruppel-Like Transcription Factors/metabolism Molecular Sequence Annotation/methods Mutation Neoplasms/genetics Polymorphism, Single Nucleotide Population/genetics RNA, Untranslated/genetics Selection, Genetic
Chemicals
Kruppel-Like Transcription Factors RNA, Untranslated ZNF274 protein, human
Authors & Affiliations
49 authors, click to expand affiliations / ORCID
Khurana Ekta
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Fu Yao
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Colonna Vincenza
Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA, UK. | Institute of Genetics and Biophysics, National Research Council (CNR), 80131 Naples, Italy.
Mu Xinmeng Jasmine
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Kang Hyun Min
Center for Statistical Genetics, Biostatistics, University of Michigan, Ann Arbor, MI 48109, USA.
Lappalainen Tuuli
Department of Genetic Medicine and Development, University of Geneva Medical School, 1211 Geneva, Switzerland. | Institute for Genetics and Genomics in Geneva (iGE3), University of Geneva, 1211 Geneva, Switzerland. | Swiss Institute of Bioinformatics, 1211 Geneva, Switzerland.
Sboner Andrea
Institute for Precision Medicine and the Department of Pathology and Laboratory Medicine, Weill Cornell Medical College and New York-Presbyterian Hospital, New York, NY 10065, USA. | The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10021, USA.
Lochovsky Lucas
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA.
Chen Jieming
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Integrated Graduate Program in Physical and Engineering Biology, Yale University, New Haven, CT 06520, USA.
Harmanci Arif
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Das Jishnu
Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, NY 14853, USA. | Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA.
Abyzov Alexej
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Balasubramanian Suganthi
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Beal Kathryn
European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Chakravarty Dimple
Institute for Precision Medicine and the Department of Pathology and Laboratory Medicine, Weill Cornell Medical College and New York-Presbyterian Hospital, New York, NY 10065, USA.
Challis Daniel
Baylor College of Medicine, Human Genome Sequencing Center, Houston, TX 77030, USA.
Chen Yuan
Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA, UK.
Clarke Declan
Department of Chemistry, Yale University, New Haven, CT 06520, USA.
Clarke Laura
European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Cunningham Fiona
European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Evani Uday S
Baylor College of Medicine, Human Genome Sequencing Center, Houston, TX 77030, USA.
Flicek Paul
European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Fragoza Robert
Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA. | Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY 14853, USA.
Garrison Erik
Department of Biology, Boston College, Chestnut Hill, MA 02467, USA.
Gibbs Richard
Baylor College of Medicine, Human Genome Sequencing Center, Houston, TX 77030, USA.
Gümüş Zeynep H
The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10021, USA. | Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY, 10065, USA.
Herrero Javier
European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Kitabayashi Naoki
Institute for Precision Medicine and the Department of Pathology and Laboratory Medicine, Weill Cornell Medical College and New York-Presbyterian Hospital, New York, NY 10065, USA.
Kong Yong
Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA. | Keck Biotechnology Resource Laboratory, Yale University, New Haven, CT 06511, USA.
Lage Kasper
Pediatric Surgical Research Laboratories, MassGeneral Hospital for Children, Massachusetts General Hospital, Boston, MA 02114, USA. | Analytical and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114, USA. | Harvard Medical School, Boston, MA 02115, USA. | Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark. | Center for Protein Research, University of Copenhagen, Copenhagen, Denmark.
Liluashvili Vaja
The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medical College, New York, NY 10021, USA. | Department of Physiology and Biophysics, Weill Cornell Medical College, New York, NY, 10065, USA.
Lipkin Steven M
Department of Medicine, Weill Cornell Medical College, New York, NY 10065, USA.
MacArthur Daniel G
Analytical and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA 02114, USA. | Program in Medical and Population Genetics, Broad Institute of Harvard and Massachusetts Institute of Technology (MIT), Cambridge, MA 02142, USA.
Marth Gabor
Department of Biology, Boston College, Chestnut Hill, MA 02467, USA.
Muzny Donna
Baylor College of Medicine, Human Genome Sequencing Center, Houston, TX 77030, USA.
Pers Tune H
Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark, Lyngby, Denmark. | Division of Endocrinology and Center for Basic and Translational Obesity Research, Children's Hospital, Boston, MA 02115, USA. | Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Ritchie Graham R S
European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge CB10 1SD, UK.
Rosenfeld Jeffrey A
Department of Medicine, Rutgers New Jersey Medical School, Newark, NJ 07101, USA. | IST/High Performance and Research Computing, Rutgers University Newark, NJ 07101, USA. | Sackler Institute for Comparative Genomics, American Museum of Natural History, New York, NY 10024, USA.
Sisu Cristina
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA.
Wei Xiaomu
Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA. | Department of Medicine, Weill Cornell Medical College, New York, NY 10065, USA.
Wilson Michael
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Child Study Center, Yale University, New Haven, CT 06520, USA.
Xue Yali
Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA, UK.
Yu Fuli
Baylor College of Medicine, Human Genome Sequencing Center, Houston, TX 77030, USA.
1000 Genomes Project Consortium
Dermitzakis Emmanouil T
Department of Genetic Medicine and Development, University of Geneva Medical School, 1211 Geneva, Switzerland. | Institute for Genetics and Genomics in Geneva (iGE3), University of Geneva, 1211 Geneva, Switzerland. | Swiss Institute of Bioinformatics, 1211 Geneva, Switzerland.
Yu Haiyuan
Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, NY 14853, USA. | Weill Institute for Cell and Molecular Biology, Cornell University, Ithaca, NY 14853, USA.
Rubin Mark A
Institute for Precision Medicine and the Department of Pathology and Laboratory Medicine, Weill Cornell Medical College and New York-Presbyterian Hospital, New York, NY 10065, USA.
Tyler-Smith Chris
Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Cambridge, CB10 1SA, UK.
Gerstein Mark
Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06520, USA. | Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06520, USA. | Department of Computer Science, Yale University, New Haven, CT 06520, USA.
Investigators
702 investigators, click to expand
Altshuler David M
Durbin Richard M
Abecasis Gonçalo R
Bentley David R
Chakravarti Aravinda
Clark Andrew G
Donnelly Peter
Eichler Evan E
Flicek Paul
Gabriel Stacey B
Gibbs Richard A
Green Eric D
Hurles Matthew E
Knoppers Bartha M
Korbel Jan O
Lander Eric S
Lee Charles
Lehrach Hans
Mardis Elaine R
Marth Gabor T
McVean Gil A
Nickerson Deborah A
Schmidt Jeanette P
Sherry Stephen T
Wang Jun
Wilson Richard K
Gibbs Richard A
Dinh Huyen
Kovar Christie
Lee Sandra
Lewis Lora
Muzny Donna
Reid Jeff
Wang Min
Wang Jun
Fang Xiaodong
Guo Xiaosen
Jian Min
Jiang Hui
Jin Xin
Li Guoqing
Li Jingxiang
Li Yingrui
Li Zhuo
Liu Xiao
Lu Yao
Ma Xuedi
Su Zhe
Tai Shuaishuai
Tang Meifang
Wang Bo
Wang Guangbiao
Wu Honglong
Wu Renhua
Yin Ye
Zhang Wenwei
Zhao Jiao
Zhao Meiru
Zheng Xiaole
Zhou Yan
Lander Eric S
Altshuler David M
Gabriel Stacey B
Gupta Namrata
Flicek Paul
Clarke Laura
Leinonen Rasko
Smith Richard E
Zheng-Bradley Xiangqun
Bentley David R
Grocock Russell
Humphray Sean
James Terena
Kingsbury Zoya
Lehrach Hans
Sudbrak Ralf
Albrecht Marcus W
Amstislavskiy Vyacheslav S
Borodina Tatiana A
Lienhard Matthias
Mertes Florian
Sultan Marc
Timmermann Bernd
Yaspo Marie-Laure
Sherry Stephen T
McVean Gil A
Mardis Elaine R
Wilson Richard K
Fulton Lucinda
Fulton Robert
Weinstock George M
Durbin Richard M
Balasubramaniam Senduran
Burton John
Danecek Petr
Keane Thomas M
Kolb-Kokocinski Anja
McCarthy Shane
Stalker James
Quail Michael
Schmidt Jeanette P
Davies Christopher J
Gollub Jeremy
Webster Teresa
Wong Brant
Zhan Yiping
Auton Adam
Gibbs Richard A
Yu Fuli
Bainbridge Matthew
Challis Danny
Evani Uday S
Lu James
Muzny Donna
Nagaswamy Uma
Reid Jeff
Sabo Aniko
Wang Yi
Yu Jin
Wang Jun
Coin Lachlan J M
Fang Lin
Guo Xiaosen
Jin Xin
Li Guoqing
Li Qibin
Li Yingrui
Li Zhenyu
Lin Haoxiang
Liu Binghang
Luo Ruibang
Qin Nan
Shao Haojing
Wang Bingqiang
Xie Yinlong
Ye Chen
Yu Chang
Zhang Fan
Zheng Hancheng
Zhu Hongmei
Marth Gabor T
Garrison Erik P
Kural Deniz
Lee Wan-Ping
Leong Wen Fung
Ward Alistair N
Wu Jiantao
Zhang Mengyao
Lee Charles
Griffin Lauren
Hsieh Chih-Heng
Mills Ryan E
Shi Xinghua
von Grotthuss Marcin
Zhang Chengsheng
Daly Mark J
DePristo Mark A
Altshuler David M
Banks Eric
Bhatia Gaurav
Carneiro Mauricio O
del Angel Guillermo
Gabriel Stacey B
Genovese Giulio
Gupta Namrata
Handsaker Robert E
Hartl Chris
Lander Eric S
McCarroll Steven A
Nemesh James C
Poplin Ryan E
Schaffner Stephen F
Shakir Khalid
Yoon Seungtai C
Lihm Jayon
Makarov Vladimir
Jin Hanjun
Kim Wook
Kim Ki Cheol
Korbel Jan O
Rausch Tobias
Flicek Paul
Beal Kathryn
Clarke Laura
Cunningham Fiona
Herrero Javier
McLaren William M
Ritchie Graham R S
Smith Richard E
Zheng-Bradley Xiangqun
Clark Andrew G
Gottipati Srikanth
Keinan Alon
Rodriguez-Flores Juan L
Sabeti Pardis C
Grossman Sharon R
Tabrizi Shervin
Tariyal Ridhi
Cooper David N
Ball Edward V
Stenson Peter D
Bentley David R
Barnes Bret
Bauer Markus
Cheetham R Keira
Cox Tony
Eberle Michael
Humphray Sean
Kahn Scott
Murray Lisa
Peden John
Shaw Richard
Ye Kai
Batzer Mark A
Konkel Miriam K
Walker Jerilyn A
MacArthur Daniel G
Lek Monkol
Sudbrak Ralf
Amstislavskiy Vyacheslav S
Herwig Ralf
Shriver Mark D
Bustamante Carlos D
Byrnes Jake K
De La Vega M
Gravel Simon
Kenny Eimear E
Kidd Jeffrey M
Lacroute Phil
Maples Brian K
Moreno-Estrada Andres
Zakharia Fouad
Halperin Eran
Baran Yael
Craig David W
Christoforides Alexis
Homer Nils
Izatt Tyler
Kurdoglu Ahmet A
Sinari Shripad A
Squire Kevin
Sherry Stephen T
Xiao Chunlin
Sebat Jonathan
Bafna Vineet
Ye Kenny
Burchard Esteban G
Hernandez Ryan D
Gignoux Christopher R
Haussler David
Katzman Sol J
Kent W James
Howie Bryan
Ruiz-Linares Andres
Dermitzakis Emmanouil T
Lappalainen Tuuli
Devine Scott E
Liu Xinyue
Maroo Ankit
Tallon Luke J
Rosenfeld Jeffrey A
Michelson Leslie P
Abecasis Gonçalo R
Kang Hyun Min
Anderson Paul
Angius Andrea
Bigham Abigail
Blackwell Tom
Busonero Fabio
Cucca Francesco
Fuchsberger Christian
Jones Chris
Jun Goo
Li Yun
Lyons Robert
Maschio Andrea
Porcu Eleonora
Reinier Fred
Sanna Serena
Schlessinger David
Sidore Carlo
Tan Adrian
Trost Mary Kate
Awadalla Philip
Hodgkinson Alan
Lunter Gerton
McVean Gil A
Marchini Jonathan L
Myers Simon
Churchhouse Claire
Delaneau Olivier
Gupta-Hinch Anjali
Iqbal Zamin
Mathieson Iain
Rimmer Andy
Xifara Dionysia K
Oleksyk Taras K
Fu Yunxin
Liu Xiaoming
Xiong Momiao
Jorde Lynn
Witherspoon David
Xing Jinchuan
Eichler Evan E
Browning Brian L
Alkan Can
Hajirasouliha Iman
Hormozdiari Fereydoun
Ko Arthur
Sudmant Peter H
Mardis Elaine R
Chen Ken
Chinwalla Asif
Ding Li
Dooling David
Koboldt Daniel C
McLellan Michael D
Wallis John W
Wendl Michael C
Zhang Qunyuan
Durbin Richard M
Hurles Matthew E
Tyler-Smith Chris
Albers Cornelis A
Ayub Qasim
Balasubramaniam Senduran
Chen Yuan
Coffey Alison J
Colonna Vincenza
Danecek Petr
Huang Ni
Jostins Luke
Keane Thomas M
Li Heng
McCarthy Shane
Scally Aylwyn
Stalker James
Walter Klaudia
Xue Yali
Zhang Yujun
Gerstein Mark B
Abyzov Alexej
Balasubramanian Suganthi
Chen Jieming
Clarke Declan
Fu Yao
Habegger Lukas
Harmanci Arif O
Jin Mike
Khurana Ekta
Mu Xinmeng Jasmine
Sisu Cristina
Li Yingrui
Luo Ruibang
Zhu Hongmei
Lee Charles
Griffin Lauren
Hsieh Chih-Heng
Mills Ryan E
Shi Xinghua
von Grotthuss Marcin
Zhang Chengsheng
Marth Gabor T
Garrison Erik P
Kural Deniz
Lee Wan-Ping
Ward Alistair N
Wu Jiantao
Zhang Mengyao
McCarroll Steven A
Altshuler David M
Banks Eric
del Angel Guillermo
Genovese Giulio
Handsaker Robert E
Hartl Chris
Nemesh James C
Shakir Khalid
Yoon Seungtai C
Lihm Jayon
Makarov Vladimir
Degenhardt Jeremiah
Flicek Paul
Clarke Laura
Smith Richard E
Zheng-Bradley Xiangqun
Korbel Jan O
Rausch Tobias
Stütz Adrian M
Bentley David R
Barnes Bret
Cheetham R Keira
Eberle Michael
Humphray Sean
Kahn Scott
Murray Lisa
Shaw Richard
Ye Kai
Batzer Mark A
Konkel Miriam K
Walker Jerilyn A
Lacroute Phil
Craig David W
Homer Nils
Church Deanna
Xiao Chunlin
Sebat Jonathan
Bafna Vineet
Michaelson Jacob J
Ye Kenny
Devine Scott E
Liu Xinyue
Maroo Ankit
Tallon Luke J
Lunter Gerton
McVean Gil A
Iqbal Zamin
Witherspoon David
Xing Jinchuan
Eichler Evan E
Alkan Can
Hajirasouliha Iman
Hormozdiari Fereydoun
Ko Arthur
Sudmant Peter H
Chen Ken
Chinwalla Asif
Ding Li
McLellan Michael D
Wallis John W
Hurles Matthew E
Blackburne Ben
Li Heng
Lindsay Sarah J
Ning Zemin
Scally Aylwyn
Walter Klaudia
Zhang Yujun
Gerstein Mark B
Abyzov Alexej
Chen Jieming
Clarke Declan
Khurana Ekta
Mu Xinmeng Jasmine
Sisu Cristina
Gibbs Richard A
Yu Fuli
Bainbridge Matthew
Challis Danny
Evani Uday S
Kovar Christie
Lewis Lora
Lu James
Muzny Donna
Nagaswamy Uma
Reid Jeff
Sabo Aniko
Yu Jin
Guo Xiaosen
Li Yingrui
Wu Renhua
Marth Gabor T
Garrison Erik P
Leong Wen Fung
Ward Alistair N
del Angel Guillermo
DePristo Mark A
Gabriel Stacey B
Gupta Namrata
Hartl Chris
Poplin Ryan E
Clark Andrew G
Rodriguez-Flores Juan L
Flicek Paul
Clarke Laura
Smith Richard E
Zheng-Bradley Xiangqun
MacArthur Daniel G
Bustamante Carlos D
Gravel Simon
Craig David W
Christoforides Alexis
Homer Nils
Izatt Tyler
Sherry Stephen T
Xiao Chunlin
Dermitzakis Emmanouil T
Abecasis Gonçalo R
Kang Hyun Min
McVean Gil A
Mardis Elaine R
Dooling David
Fulton Lucinda
Fulton Robert
Koboldt Daniel C
Durbin Richard M
Balasubramaniam Senduran
Keane Thomas M
McCarthy Shane
Stalker James
Gerstein Mark B
Balasubramanian Suganthi
Habegger Lukas
Garrison Erik P
Gibbs Richard A
Bainbridge Matthew
Muzny Donna
Yu Fuli
Yu Jin
del Angel Guillermo
Handsaker Robert E
Makarov Vladimir
Rodriguez-Flores Juan L
Jin Hanjun
Kim Wook
Kim Ki Cheol
Flicek Paul
Beal Kathryn
Clarke Laura
Cunningham Fiona
Herrero Javier
McLaren William M
Ritchie Graham R S
Zheng-Bradley Xiangqun
Tabrizi Shervin
MacArthur Daniel G
Lek Monkol
Bustamante Carlos D
De La Vega Francisco M
Craig David W
Kurdoglu Ahmet A
Lappalainen Tuuli
Rosenfeld Jeffrey A
Michelson Leslie P
Awadalla Philip
Hodgkinson Alan
McVean Gil A
Chen Ken
Tyler-Smith Chris
Chen Yuan
Colonna Vincenza
Frankish Adam
Harrow Jennifer
Xue Yali
Gerstein Mark B
Abyzov Alexej
Balasubramanian Suganthi
Chen Jieming
Clarke Declan
Fu Yao
Harmanci Arif O
Jin Mike
Khurana Ekta
Mu Xinmeng Jasmine
Sisu Cristina
Gibbs Richard A
Kovar Christie
Kalra Divya
Hale Walker
Fowler Gerald
Muzny Donna
Reid Jeff
Wang Jun
Guo Xiaosen
Li Guoqing
Li Yingrui
Zheng Xiaole
Altshuler David M
Flicek Paul
Clarke Laura
Barker Jonathan
Kelman Gavin
Kulesha Eugene
Leinonen Rasko
McLaren William M
Radhakrishnan Rajesh
Roa Asier
Smirnov Dmitriy
Smith Richard E
Streeter Ian
Toneva Iliana
Vaughan Brendan
Zheng-Bradley Xiangqun
Bentley David R
Cox Tony
Humphray Sean
Kahn Scott
Sudbrak Ralf
Albrecht Marcus W
Lienhard Matthias
Craig David W
Izatt Tyler
Kurdoglu Ahmet A
Sherry Stephen T
Ananiev Victor
Belaia Zinaida
Beloslyudtsev Dimitriy
Bouk Nathan
Chen Chao
Church Deanna
Cohen Robert
Cook Charles
Garner John
Hefferon Timothy
Kimelman Mikhail
Liu Chunlei
Lopez John
Meric Peter
O'Sullivan Chris
Ostapchuk Yuri
Phan Lon
Ponomarov Sergiy
Schneider Valerie
Shekhtman Eugene
Sirotkin Karl
Slotta Douglas
Xiao Chunlin
Zhang Hua
Haussler David
Abecasis Gonçalo R
McVean Gil A
Alkan Can
Ko Arthur
Dooling David
Durbin Richard M
Balasubramaniam Senduran
Keane Thomas M
McCarthy Shane
Stalker James
Chakravarti Aravinda
Knoppers Bartha M
Abecasis Gonçalo R
Barnes Kathleen C
Beiswanger Christine
Burchard Esteban
Bustamante Carlos D
Cai Hongyu
Cao Hongzhi
Durbin Richard M
Gharani Neda
Gibbs Richard A
Gignoux Christopher R
Gravel Simon
Henn Brenna
Jones Danielle
Jorde Lynn
Kaye Jane S
Keinan Alon
Kent Alastair
Kerasidou Angeliki
Li Yingrui
Mathias Rasika
McVean Gil
Moreno-Estrada Andres
Ossorio Pilar N
Parker Michael
Reich David
Rotimi Charles N
Royal Charmaine D
Sandoval Karla
Su Yeyang
Sudbrak Ralf
Tian Zhongming
Timmermann Bernd
Tishkoff Sarah
Toji Lorraine H
Tyler-Smith Chris
Via Marc
Wang Yuhong
Yang Huanming
Yang Ling
Zhu Jiayong
Bodmer Walter
Bedoya Gabriel
Ruiz-Linares Andres
Ming Cai Zhi
Yang Gao
You Chu Jia
Peltonen Leena
Garcia-Montero Andres
Orfao Alberto
Dutil Julie
Martinez-Cruzado Juan C
Oleksyk Taras K
Brooks Lisa D
Felsenfeld Adam L
McEwen Jean E
Clemm Nicholas C
Duncanson Audrey
Dunn Michael
Green Eric D
Guyer Mark S
Peterson Jane L
Abecasis Goncalo R
Auton Adam
Brooks Lisa D
DePristo Mark A
Durbin Richard M
Handsaker Robert E
Kang Hyun Min
Marth Gabor T
McVean Gil A
References (48)
48 references, click to expand
  1. A map of human genome variation from population-scale sequencing.
    Nature. 2010 Oct 28;467(7319):1061-73 PMID: 20981092
  2. Classification of human genomic regions based on experimentally determined binding sites of more than 100 transcription-related factors.
    Genome Biol. 2012 Sep 26;13(9):R48 PMID: 22950945
  3. Consequences of mutations in the non-coding RMRP RNA in cartilage-hair hypoplasia.
    Hum Mol Genet. 2005 Dec 1;14(23):3723-40 PMID: 16254002
  4. An integrated encyclopedia of DNA elements in the human genome.
    Nature. 2012 Sep 6;489(7414):57-74 PMID: 22955616
  5. Identification and analysis of unitary pseudogenes: historic and contemporary gene losses in humans and other primates.
    Genome Biol. 2010;11(3):R26 PMID: 20210993
  6. Comprehensive genomic characterization of squamous cell lung cancers.
    Nature. 2012 Sep 27;489(7417):519-25 PMID: 22960745
  7. The promise and reality of personal genomics.
    Genome Biol. 2009;10(9):237 PMID: 19723346
  8. Genome sequencing of pediatric medulloblastoma links catastrophic DNA rearrangements with TP53 mutations.
    Cell. 2012 Jan 20;148(1-2):59-71 PMID: 22265402
  9. Highly recurrent TERT promoter mutations in human melanoma.
    Science. 2013 Feb 22;339(6122):957-9 PMID: 23348506
  10. Analytical methods for inferring functional effects of single base pair substitutions in human cancers.
    Hum Genet. 2009 Oct;126(4):481-98 PMID: 19434427
  11. Analysis of genomic variation in non-coding elements using population-scale sequencing data from the 1000 Genomes Project.
    Nucleic Acids Res. 2011 Sep 1;39(16):7058-76 PMID: 21596777
  12. Interpreting noncoding genetic variation in complex traits and human disease.
    Nat Biotechnol. 2012 Nov;30(11):1095-106 PMID: 23138309
  13. An integrated map of genetic variation from 1,092 human genomes.
    Nature. 2012 Nov 1;491(7422):56-65 PMID: 23128226
  14. Population differentiation as an indicator of recent positive selection in humans: an empirical evaluation.
    Genetics. 2009 Nov;183(3):1065-77 PMID: 19737746
  15. Three-dimensional reconstruction of protein networks provides insight into human genetic disease.
    Nat Biotechnol. 2012 Jan 15;30(2):159-64 PMID: 22252508
  16. Evidence of abundant purifying selection in humans for recently acquired regulatory functions.
    Science. 2012 Sep 28;337(6102):1675-8 PMID: 22956687
  17. TERT promoter mutations in familial and sporadic melanoma.
    Science. 2013 Feb 22;339(6122):959-61 PMID: 23348503
  18. Promoter regions of many neural- and nutrition-related genes have experienced positive selection during human evolution.
    Nat Genet. 2007 Sep;39(9):1140-4 PMID: 17694055
  19. Identifying recent adaptations in large-scale genomic data.
    Cell. 2013 Feb 14;152(4):703-13 PMID: 23415221
  20. Mutational processes molding the genomes of 21 breast cancers.
    Cell. 2012 May 25;149(5):979-93 PMID: 22608084
  21. Integrated genomic analyses of ovarian carcinoma.
    Nature. 2011 Jun 29;474(7353):609-15 PMID: 21720365
  22. Extended linkage disequilibrium surrounding the hemoglobin E variant due to malarial selection.
    Am J Hum Genet. 2004 Jun;74(6):1198-208 PMID: 15114532
  23. Positive selection at the protein network periphery: evaluation in terms of structural constraints and cellular context.
    Proc Natl Acad Sci U S A. 2007 Dec 18;104(51):20274-9 PMID: 18077332
  24. Ultraconserved elements in the human genome.
    Science. 2004 May 28;304(5675):1321-5 PMID: 15131266
  25. Uroporphyrinogen III synthase erythroid promoter mutations in adjacent GATA1 and CP2 elements cause congenital erythropoietic porphyria.
    J Clin Invest. 2001 Mar;107(6):753-62 PMID: 11254675
  26. Positive natural selection in the human lineage.
    Science. 2006 Jun 16;312(5780):1614-20 PMID: 16778047
  27. Architecture of the human regulatory network derived from ENCODE data.
    Nature. 2012 Sep 6;489(7414):91-100 PMID: 22955619
  28. The diploid genome sequence of an individual human.
    PLoS Biol. 2007 Sep 4;5(10):e254 PMID: 17803354
  29. Evolutionary rate in the protein interaction network.
    Science. 2002 Apr 26;296(5568):750-2 PMID: 11976460
  30. Classic selective sweeps were rare in recent human evolution.
    Science. 2011 Feb 18;331(6019):920-4 PMID: 21330547
  31. International network of cancer genome projects.
    Nature. 2010 Apr 15;464(7291):993-8 PMID: 20393554
  32. Interpretation of genomic variants using a unified biological network approach.
    PLoS Comput Biol. 2013;9(3):e1002886 PMID: 23505346
  33. Personal and population genomics of human regulatory variation.
    Genome Res. 2012 Sep;22(9):1689-97 PMID: 22955981
  34. The genomic complexity of primary human prostate cancer.
    Nature. 2011 Feb 10;470(7333):214-20 PMID: 21307934
  35. Punctuated evolution of prostate cancer genomes.
    Cell. 2013 Apr 25;153(3):666-77 PMID: 23622249
  36. Detection of the signature of natural selection in humans: evidence from the Duffy blood group locus.
    Am J Hum Genet. 2000 May;66(5):1669-79 PMID: 10762551
  37. Natural selection has driven population differentiation in modern humans.
    Nat Genet. 2008 Mar;40(3):340-5 PMID: 18246066
  38. Targeted deletion of the 9p21 non-coding coronary artery disease risk interval in mice.
    Nature. 2010 Mar 18;464(7287):409-12 PMID: 20173736
  39. Mapping copy number variation by population-scale genome sequencing.
    Nature. 2011 Feb 3;470(7332):59-65 PMID: 21293372
  40. Comprehensive molecular characterization of human colon and rectal cancer.
    Nature. 2012 Jul 18;487(7407):330-7 PMID: 22810696
  41. Systematic localization of common disease-associated variation in regulatory DNA.
    Science. 2012 Sep 7;337(6099):1190-5 PMID: 22955828
  42. The Human Gene Mutation Database: 2008 update.
    Genome Med. 2009 Jan 22;1(1):13 PMID: 19348700
  43. Personal omics profiling reveals dynamic molecular and medical phenotypes.
    Cell. 2012 Mar 16;148(6):1293-307 PMID: 22424236
  44. Mutations in lipid transporter ABCA12 in harlequin ichthyosis and functional recovery by corrective gene transfer.
    J Clin Invest. 2005 Jul;115(7):1777-84 PMID: 16007253
  45. TERT promoter mutations occur frequently in gliomas and a subset of tumors derived from cells with low rates of self-renewal.
    Proc Natl Acad Sci U S A. 2013 Apr 9;110(15):6021-6 PMID: 23530248
  46. Exome sequencing identifies recurrent SPOP, FOXA1 and MED12 mutations in prostate cancer.
    Nat Genet. 2012 May 20;44(6):685-9 PMID: 22610119
  47. Evo-devo and an expanding evolutionary synthesis: a genetic theory of morphological evolution.
    Cell. 2008 Jul 11;134(1):25-36 PMID: 18614008
  48. Global variation in copy number in the human genome.
    Nature. 2006 Nov 23;444(7118):444-54 PMID: 17122850
Article Info
Journal
Science (New York, N.Y.)
Abbr.
Science
ISSN
1095-9203
Published
2013-10-04
Pages
1235587
Language
English
Region
United States
NLM ID
0404511
PMCID
PMC3947637
Subset
IM
Grants
NHGRI NIH HHS · R01 HG002898 · United States
NCI NIH HHS · R01 CA152057 · United States
NHGRI NIH HHS · U01 HG005718 · United States
NHGRI NIH HHS · R01 HG004719 · United States
Wellcome Trust · WT090532 · United Kingdom
Wellcome Trust · WT095908 · United Kingdom
Wellcome Trust · WT098051 · United Kingdom
NCI NIH HHS · CA167824 · United States
NCI NIH HHS · R01CA152057 · United States
NIGMS NIH HHS · R01 GM097358 · United States
Wellcome Trust · 085532 · United Kingdom
NHGRI NIH HHS · U01HG6513 · United States
Wellcome Trust · WT085532 · United Kingdom
NHGRI NIH HHS · HG005718 · United States
NHGRI NIH HHS · U01 HG006513 · United States
NHGRI NIH HHS · R01HG4719 · United States
Wellcome Trust · 098051 · United Kingdom
NIMHD NIH HHS · G12 MD007579 · United States
NIMHD NIH HHS · P20 MD006899 · United States
NCI NIH HHS · R01 CA167824 · United States
Wellcome Trust · 090532 · United Kingdom
Wellcome Trust · 095908 · United Kingdom
NCI NIH HHS · R01 CA166661 · United States
NHGRI NIH HHS · U54 HG003079 · United States
NIGMS NIH HHS · GM104424 · United States
NHGRI NIH HHS · U41 HG007000 · United States
NCATS NIH HHS · UL1 TR000457 · United States
NHGRI NIH HHS · HG007000 · United States
NCI NIH HHS · U01 CA111275 · United States
NIGMS NIH HHS · R01 GM104424 · United States
NCRR NIH HHS · G12 RR003050 · United States
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]