Literature DB >> 28108658

Computational approach for deriving cancer progression roadmaps from static sample data.

Yijun Sun1,2,3,4, Jin Yao1, Le Yang2, Runpu Chen2, Norma J Nowak5, Steve Goodison6.   

Abstract

As with any biological process, cancer development is inherently dynamic. While major efforts continue to catalog the genomic events associated with human cancer, it remains difficult to interpret and extrapolate the accumulating data to provide insights into the dynamic aspects of the disease. Here, we present a computational strategy that enables the construction of a cancer progression model using static tumor sample data. The developed approach overcame many technical limitations of existing methods. Application of the approach to breast cancer data revealed a linear, branching model with two distinct trajectories for malignant progression. The validity of the constructed model was demonstrated in 27 independent breast cancer data sets, and through visualization of the data in the context of disease progression we were able to identify a number of potentially key molecular events in the advance of breast cancer to malignancy.
© The Author(s) 2017. Published by Oxford University Press on behalf of Nucleic Acids Research.

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Year:  2017        PMID: 28108658      PMCID: PMC5436003          DOI: 10.1093/nar/gkx003

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  49 in total

1.  Extracting dynamics from static cancer expression data.

Authors:  Anupam Gupta; Ziv Bar-Joseph
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2008 Apr-Jun       Impact factor: 3.710

Review 2.  Evolution of the cancer genome.

Authors:  Ondrej Podlaha; Markus Riester; Subhajyoti De; Franziska Michor
Journal:  Trends Genet       Date:  2012-02-16       Impact factor: 11.639

Review 3.  How many etiological subtypes of breast cancer: two, three, four, or more?

Authors:  William F Anderson; Philip S Rosenberg; Aleix Prat; Charles M Perou; Mark E Sherman
Journal:  J Natl Cancer Inst       Date:  2014-08-12       Impact factor: 13.506

Review 4.  TP53 mutations in human cancers: origins, consequences, and clinical use.

Authors:  Magali Olivier; Monica Hollstein; Pierre Hainaut
Journal:  Cold Spring Harb Perspect Biol       Date:  2010-01       Impact factor: 10.005

5.  Tumour evolution inferred by single-cell sequencing.

Authors:  Nicholas Navin; Jude Kendall; Jennifer Troge; Peter Andrews; Linda Rodgers; Jeanne McIndoo; Kerry Cook; Asya Stepansky; Dan Levy; Diane Esposito; Lakshmi Muthuswamy; Alex Krasnitz; W Richard McCombie; James Hicks; Michael Wigler
Journal:  Nature       Date:  2011-03-13       Impact factor: 49.962

6.  International network of cancer genome projects.

Authors:  Thomas J Hudson; Warwick Anderson; Axel Artez; Anna D Barker; Cindy Bell; Rosa R Bernabé; M K Bhan; Fabien Calvo; Iiro Eerola; Daniela S Gerhard; Alan Guttmacher; Mark Guyer; Fiona M Hemsley; Jennifer L Jennings; David Kerr; Peter Klatt; Patrik Kolar; Jun Kusada; David P Lane; Frank Laplace; Lu Youyong; Gerd Nettekoven; Brad Ozenberger; Jane Peterson; T S Rao; Jacques Remacle; Alan J Schafer; Tatsuhiro Shibata; Michael R Stratton; Joseph G Vockley; Koichi Watanabe; Huanming Yang; Matthew M F Yuen; Bartha M Knoppers; Martin Bobrow; Anne Cambon-Thomsen; Lynn G Dressler; Stephanie O M Dyke; Yann Joly; Kazuto Kato; Karen L Kennedy; Pilar Nicolás; Michael J Parker; Emmanuelle Rial-Sebbag; Carlos M Romeo-Casabona; Kenna M Shaw; Susan Wallace; Georgia L Wiesner; Nikolajs Zeps; Peter Lichter; Andrew V Biankin; Christian Chabannon; Lynda Chin; Bruno Clément; Enrique de Alava; Françoise Degos; Martin L Ferguson; Peter Geary; D Neil Hayes; Thomas J Hudson; Amber L Johns; Arek Kasprzyk; Hidewaki Nakagawa; Robert Penny; Miguel A Piris; Rajiv Sarin; Aldo Scarpa; Tatsuhiro Shibata; Marc van de Vijver; P Andrew Futreal; Hiroyuki Aburatani; Mónica Bayés; David D L Botwell; Peter J Campbell; Xavier Estivill; Daniela S Gerhard; Sean M Grimmond; Ivo Gut; Martin Hirst; Carlos López-Otín; Partha Majumder; Marco Marra; John D McPherson; Hidewaki Nakagawa; Zemin Ning; Xose S Puente; Yijun Ruan; Tatsuhiro Shibata; Michael R Stratton; Hendrik G Stunnenberg; Harold Swerdlow; Victor E Velculescu; Richard K Wilson; Hong H Xue; Liu Yang; Paul T Spellman; Gary D Bader; Paul C Boutros; Peter J Campbell; Paul Flicek; Gad Getz; Roderic Guigó; Guangwu Guo; David Haussler; Simon Heath; Tim J Hubbard; Tao Jiang; Steven M Jones; Qibin Li; Nuria López-Bigas; Ruibang Luo; Lakshmi Muthuswamy; B F Francis Ouellette; John V Pearson; Xose S Puente; Victor Quesada; Benjamin J Raphael; Chris Sander; Tatsuhiro Shibata; Terence P Speed; Lincoln D Stein; Joshua M Stuart; Jon W Teague; Yasushi Totoki; Tatsuhiko Tsunoda; Alfonso Valencia; David A Wheeler; Honglong Wu; Shancen Zhao; Guangyu Zhou; Lincoln D Stein; Roderic Guigó; Tim J Hubbard; Yann Joly; Steven M Jones; Arek Kasprzyk; Mark Lathrop; Nuria López-Bigas; B F Francis Ouellette; Paul T Spellman; Jon W Teague; Gilles Thomas; Alfonso Valencia; Teruhiko Yoshida; Karen L Kennedy; Myles Axton; Stephanie O M Dyke; P Andrew Futreal; Daniela S Gerhard; Chris Gunter; Mark Guyer; Thomas J Hudson; John D McPherson; Linda J Miller; Brad Ozenberger; Kenna M Shaw; Arek Kasprzyk; Lincoln D Stein; Junjun Zhang; Syed A Haider; Jianxin Wang; Christina K Yung; Anthony Cros; Anthony Cross; Yong Liang; Saravanamuttu Gnaneshan; Jonathan Guberman; Jack Hsu; Martin Bobrow; Don R C Chalmers; Karl W Hasel; Yann Joly; Terry S H Kaan; Karen L Kennedy; Bartha M Knoppers; William W Lowrance; Tohru Masui; Pilar Nicolás; Emmanuelle Rial-Sebbag; Laura Lyman Rodriguez; Catherine Vergely; Teruhiko Yoshida; Sean M Grimmond; Andrew V Biankin; David D L Bowtell; Nicole Cloonan; Anna deFazio; James R Eshleman; Dariush Etemadmoghadam; Brooke B Gardiner; Brooke A Gardiner; James G Kench; Aldo Scarpa; Robert L Sutherland; Margaret A Tempero; Nicola J Waddell; Peter J Wilson; John D McPherson; Steve Gallinger; Ming-Sound Tsao; Patricia A Shaw; Gloria M Petersen; Debabrata Mukhopadhyay; Lynda Chin; Ronald A DePinho; Sarah Thayer; Lakshmi Muthuswamy; Kamran Shazand; Timothy Beck; Michelle Sam; Lee Timms; Vanessa Ballin; Youyong Lu; Jiafu Ji; Xiuqing Zhang; Feng Chen; Xueda Hu; Guangyu Zhou; Qi Yang; Geng Tian; Lianhai Zhang; Xiaofang Xing; Xianghong Li; Zhenggang Zhu; Yingyan Yu; Jun Yu; Huanming Yang; Mark Lathrop; Jörg Tost; Paul Brennan; Ivana Holcatova; David Zaridze; Alvis Brazma; Lars Egevard; Egor Prokhortchouk; Rosamonde Elizabeth Banks; Mathias Uhlén; Anne Cambon-Thomsen; Juris Viksna; Fredrik Ponten; Konstantin Skryabin; Michael R Stratton; P Andrew Futreal; Ewan Birney; Ake Borg; Anne-Lise Børresen-Dale; Carlos Caldas; John A Foekens; Sancha Martin; Jorge S Reis-Filho; Andrea L Richardson; Christos Sotiriou; Hendrik G Stunnenberg; Giles Thoms; Marc van de Vijver; Laura van't Veer; Fabien Calvo; Daniel Birnbaum; Hélène Blanche; Pascal Boucher; Sandrine Boyault; Christian Chabannon; Ivo Gut; Jocelyne D Masson-Jacquemier; Mark Lathrop; Iris Pauporté; Xavier Pivot; Anne Vincent-Salomon; Eric Tabone; Charles Theillet; Gilles Thomas; Jörg Tost; Isabelle Treilleux; Fabien Calvo; Paulette Bioulac-Sage; Bruno Clément; Thomas Decaens; Françoise Degos; Dominique Franco; Ivo Gut; Marta Gut; Simon Heath; Mark Lathrop; Didier Samuel; Gilles Thomas; Jessica Zucman-Rossi; Peter Lichter; Roland Eils; Benedikt Brors; Jan O Korbel; Andrey Korshunov; Pablo Landgraf; Hans Lehrach; Stefan Pfister; Bernhard Radlwimmer; Guido Reifenberger; Michael D Taylor; Christof von Kalle; Partha P Majumder; Rajiv Sarin; T S Rao; M K Bhan; Aldo Scarpa; Paolo Pederzoli; Rita A Lawlor; Massimo Delledonne; Alberto Bardelli; Andrew V Biankin; Sean M Grimmond; Thomas Gress; David Klimstra; Giuseppe Zamboni; Tatsuhiro Shibata; Yusuke Nakamura; Hidewaki Nakagawa; Jun Kusada; Tatsuhiko Tsunoda; Satoru Miyano; Hiroyuki Aburatani; Kazuto Kato; Akihiro Fujimoto; Teruhiko Yoshida; Elias Campo; Carlos López-Otín; Xavier Estivill; Roderic Guigó; Silvia de Sanjosé; Miguel A Piris; Emili Montserrat; Marcos González-Díaz; Xose S Puente; Pedro Jares; Alfonso Valencia; Heinz Himmelbauer; Heinz Himmelbaue; Victor Quesada; Silvia Bea; Michael R Stratton; P Andrew Futreal; Peter J Campbell; Anne Vincent-Salomon; Andrea L Richardson; Jorge S Reis-Filho; Marc van de Vijver; Gilles Thomas; Jocelyne D Masson-Jacquemier; Samuel Aparicio; Ake Borg; Anne-Lise Børresen-Dale; Carlos Caldas; John A Foekens; Hendrik G Stunnenberg; Laura van't Veer; Douglas F Easton; Paul T Spellman; Sancha Martin; Anna D Barker; Lynda Chin; Francis S Collins; Carolyn C Compton; Martin L Ferguson; Daniela S Gerhard; Gad Getz; Chris Gunter; Alan Guttmacher; Mark Guyer; D Neil Hayes; Eric S Lander; Brad Ozenberger; Robert Penny; Jane Peterson; Chris Sander; Kenna M Shaw; Terence P Speed; Paul T Spellman; Joseph G Vockley; David A Wheeler; Richard K Wilson; Thomas J Hudson; Lynda Chin; Bartha M Knoppers; Eric S Lander; Peter Lichter; Lincoln D Stein; Michael R Stratton; Warwick Anderson; Anna D Barker; Cindy Bell; Martin Bobrow; Wylie Burke; Francis S Collins; Carolyn C Compton; Ronald A DePinho; Douglas F Easton; P Andrew Futreal; Daniela S Gerhard; Anthony R Green; Mark Guyer; Stanley R Hamilton; Tim J Hubbard; Olli P Kallioniemi; Karen L Kennedy; Timothy J Ley; Edison T Liu; Youyong Lu; Partha Majumder; Marco Marra; Brad Ozenberger; Jane Peterson; Alan J Schafer; Paul T Spellman; Hendrik G Stunnenberg; Brandon J Wainwright; Richard K Wilson; Huanming Yang
Journal:  Nature       Date:  2010-04-15       Impact factor: 49.962

7.  Supervised risk predictor of breast cancer based on intrinsic subtypes.

Authors:  Joel S Parker; Michael Mullins; Maggie C U Cheang; Samuel Leung; David Voduc; Tammi Vickery; Sherri Davies; Christiane Fauron; Xiaping He; Zhiyuan Hu; John F Quackenbush; Inge J Stijleman; Juan Palazzo; J S Marron; Andrew B Nobel; Elaine Mardis; Torsten O Nielsen; Matthew J Ellis; Charles M Perou; Philip S Bernard
Journal:  J Clin Oncol       Date:  2009-02-09       Impact factor: 44.544

Review 8.  The cancer genome.

Authors:  Michael R Stratton; Peter J Campbell; P Andrew Futreal
Journal:  Nature       Date:  2009-04-09       Impact factor: 49.962

9.  Discovering biological progression underlying microarray samples.

Authors:  Peng Qiu; Andrew J Gentles; Sylvia K Plevritis
Journal:  PLoS Comput Biol       Date:  2011-04-14       Impact factor: 4.475

10.  Microarray-based class discovery for molecular classification of breast cancer: analysis of interobserver agreement.

Authors:  Alan Mackay; Britta Weigelt; Anita Grigoriadis; Bas Kreike; Rachael Natrajan; Roger A'Hern; David S P Tan; Mitch Dowsett; Alan Ashworth; Jorge S Reis-Filho
Journal:  J Natl Cancer Inst       Date:  2011-03-18       Impact factor: 13.506

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  6 in total

1.  Deep-learning approach to identifying cancer subtypes using high-dimensional genomic data.

Authors:  Runpu Chen; Le Yang; Steve Goodison; Yijun Sun
Journal:  Bioinformatics       Date:  2020-03-01       Impact factor: 6.937

2.  Molecular Profiles of Matched Primary and Metastatic Tumor Samples Support a Linear Evolutionary Model of Breast Cancer.

Authors:  Runpu Chen; Steve Goodison; Yijun Sun
Journal:  Cancer Res       Date:  2019-11-19       Impact factor: 12.701

3.  Computational disease progression modeling can provide insights into cancer evolution.

Authors:  Steve Goodison; Mark E Sherman; Yijun Sun
Journal:  Oncoscience       Date:  2020-05-01

4.  Identification of three immune molecular subtypes associated with immune profiles, immune checkpoints, and clinical outcome in multiple myeloma.

Authors:  Guangtao Gao; Mengkun Fang; Peipei Xu; Bing Chen
Journal:  Cancer Med       Date:  2021-08-21       Impact factor: 4.452

5.  Deep learning approach for cancer subtype classification using high-dimensional gene expression data.

Authors:  Jiquan Shen; Jiawei Shi; Junwei Luo; Haixia Zhai; Xiaoyan Liu; Zhengjiang Wu; Chaokun Yan; Huimin Luo
Journal:  BMC Bioinformatics       Date:  2022-10-17       Impact factor: 3.307

6.  Identifying Cancer Subtypes Using a Residual Graph Convolution Model on a Sample Similarity Network.

Authors:  Wei Dai; Wenhao Yue; Wei Peng; Xiaodong Fu; Li Liu; Lijun Liu
Journal:  Genes (Basel)       Date:  2021-12-27       Impact factor: 4.096

  6 in total

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