Literature DB >> 23165447

Use of multivariate analysis to suggest a new molecular classification of colorectal cancer.

Enric Domingo1, Rajarajan Ramamoorthy, Dahmane Oukrif, Daniel Rosmarin, Michal Presz, Haitao Wang, Hannah Pulker, Helen Lockstone, Tarjei Hveem, Treena Cranston, Havard Danielsen, Marco Novelli, Brian Davidson, Zheng-Zhou Xu, Peter Molloy, Elaine Johnstone, Christopher Holmes, Rachel Midgley, David Kerr, Oliver Sieber, Ian Tomlinson.   

Abstract

Molecular classification of colorectal cancer (CRC) is currently based on microsatellite instability (MSI), KRAS or BRAF mutation and, occasionally, chromosomal instability (CIN). Whilst useful, these categories may not fully represent the underlying molecular subgroups. We screened 906 stage II/III CRCs from the VICTOR clinical trial for somatic mutations. Multivariate analyses (logistic regression, clustering, Bayesian networks) identified the primary molecular associations. Positive associations occurred between: CIN and TP53 mutation; MSI and BRAF mutation; and KRAS and PIK3CA mutations. Negative associations occurred between: MSI and CIN; MSI and NRAS mutation; and KRAS mutation, and each of NRAS, TP53 and BRAF mutations. Some complex relationships were elucidated: KRAS and TP53 mutations had both a direct negative association and a weaker, confounding, positive association via TP53-CIN-MSI-BRAF-KRAS. Our results suggested a new molecular classification of CRCs: (1) MSI(+) and/or BRAF-mutant; (2) CIN(+) and/or TP53(-) mutant, with wild-type KRAS and PIK3CA; (3) KRAS- and/or PIK3CA-mutant, CIN(+) , TP53-wild-type; (4) KRAS(-) and/or PIK3CA-mutant, CIN(-) , TP53-wild-type; (5) NRAS-mutant; (6) no mutations; (7) others. As expected, group 1 cancers were mostly proximal and poorly differentiated, usually occurring in women. Unexpectedly, two different types of CIN(+) CRC were found: group 2 cancers were usually distal and occurred in men, whereas group 3 showed neither of these associations but were of higher stage. CIN(+) cancers have conventionally been associated with all three of these variables, because they have been tested en masse. Our classification also showed potentially improved prognostic capabilities, with group 3, and possibly group 1, independently predicting disease-free survival.
Copyright © 2012 Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.

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Year:  2013        PMID: 23165447      PMCID: PMC3588155          DOI: 10.1002/path.4139

Source DB:  PubMed          Journal:  J Pathol        ISSN: 0022-3417            Impact factor:   7.996


  31 in total

1.  High frequency of mutations of the PIK3CA gene in human cancers.

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Journal:  Science       Date:  2004-03-11       Impact factor: 47.728

2.  Genetic alterations during colorectal-tumor development.

Authors:  B Vogelstein; E R Fearon; S R Hamilton; S E Kern; A C Preisinger; M Leppert; Y Nakamura; R White; A M Smits; J L Bos
Journal:  N Engl J Med       Date:  1988-09-01       Impact factor: 91.245

3.  Combined KRAS and TP53 mutation status is not predictive in CAPOX-treated metastatic colorectal cancer.

Authors:  Menno T De Bruijn; Daniëlle A E Raats; Jolien Tol; John Hinrichs; Steven Teerenstra; Cornelis J A Punt; Inne H M Borel Rinkes; Onno Kranenburg
Journal:  Anticancer Res       Date:  2011-04       Impact factor: 2.480

4.  Poor survival associated with the BRAF V600E mutation in microsatellite-stable colon cancers.

Authors:  Wade S Samowitz; Carol Sweeney; Jennifer Herrick; Hans Albertsen; Theodore R Levin; Maureen A Murtaugh; Roger K Wolff; Martha L Slattery
Journal:  Cancer Res       Date:  2005-07-15       Impact factor: 12.701

5.  APC mutations and other genetic and epigenetic changes in colon cancer.

Authors:  Wade S Samowitz; Martha L Slattery; Carol Sweeney; Jennifer Herrick; Roger K Wolff; Hans Albertsen
Journal:  Mol Cancer Res       Date:  2007-02-09       Impact factor: 5.852

6.  Frequency of KRAS, BRAF, and NRAS mutations in colorectal cancer.

Authors:  Cecily P Vaughn; Scott D Zobell; Larissa V Furtado; Christine L Baker; Wade S Samowitz
Journal:  Genes Chromosomes Cancer       Date:  2011-02-08       Impact factor: 5.006

7.  Inactivation of the DNA repair gene O6-methylguanine-DNA methyltransferase by promoter hypermethylation is a common event in primary human neoplasia.

Authors:  M Esteller; S R Hamilton; P C Burger; S B Baylin; J G Herman
Journal:  Cancer Res       Date:  1999-02-15       Impact factor: 12.701

Review 8.  TP53 mutation in colorectal cancer.

Authors:  Barry Iacopetta
Journal:  Hum Mutat       Date:  2003-03       Impact factor: 4.878

9.  Near-diploid and near-triploid human sporadic colorectal adenocarcinomas differ for KRAS2 and TP53 mutational status.

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Journal:  Genes Chromosomes Cancer       Date:  2003-06       Impact factor: 5.006

10.  Inactivation of hCDC4 can cause chromosomal instability.

Authors:  Harith Rajagopalan; Prasad V Jallepalli; Carlo Rago; Victor E Velculescu; Kenneth W Kinzler; Bert Vogelstein; Christoph Lengauer
Journal:  Nature       Date:  2004-03-04       Impact factor: 49.962

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  32 in total

Review 1.  Prognostic role of tumor PIK3CA mutation in colorectal cancer: a systematic review and meta-analysis.

Authors:  Z B Mei; C Y Duan; C B Li; L Cui; S Ogino
Journal:  Ann Oncol       Date:  2016-07-19       Impact factor: 32.976

2.  Biological markers: Tailoring treatment and trials to prognosis.

Authors:  David J Kerr; Yuankai Shi
Journal:  Nat Rev Clin Oncol       Date:  2013-06-11       Impact factor: 66.675

Review 3.  Towards a new classification of gastroenteropancreatic neuroendocrine neoplasms.

Authors:  Mark Kidd; Irvin Modlin; Kjell Öberg
Journal:  Nat Rev Clin Oncol       Date:  2016-06-07       Impact factor: 66.675

4.  SMO expression in colorectal cancer: associations with clinical, pathological, and molecular features.

Authors:  Tingting Li; Xiaoyun Liao; Paul Lochhead; Teppei Morikawa; Mai Yamauchi; Reiko Nishihara; Kentaro Inamura; Sun A Kim; Kosuke Mima; Yasutaka Sukawa; Aya Kuchiba; Yu Imamura; Yoshifumi Baba; Kaori Shima; Jeffrey A Meyerhardt; Andrew T Chan; Charles S Fuchs; Shuji Ogino; Zhi Rong Qian
Journal:  Ann Surg Oncol       Date:  2014-07-15       Impact factor: 5.344

5.  MIIP haploinsufficiency induces chromosomal instability and promotes tumour progression in colorectal cancer.

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Journal:  J Pathol       Date:  2016-11-24       Impact factor: 7.996

6.  KIF2A overexpression and its association with clinicopathologic characteristics and unfavorable prognosis in colorectal cancer.

Authors:  Xiangjun Fan; Xudong Wang; Huijun Zhu; Wei Wang; Shu Zhang; Zhiwei Wang
Journal:  Tumour Biol       Date:  2015-06-13

Review 7.  The biological complexity of colorectal cancer: insights into biomarkers for early detection and personalized care.

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Review 8.  Revisiting tumour aneuploidy - the place of ploidy assessment in the molecular era.

Authors:  Håvard E Danielsen; Manohar Pradhan; Marco Novelli
Journal:  Nat Rev Clin Oncol       Date:  2015-11-24       Impact factor: 66.675

Review 9.  Stage-specific frequency and prognostic significance of aneuploidy in patients with sporadic colorectal cancer--a meta-analysis and current overview.

Authors:  Tilman Laubert; Sandra Freitag-Wolf; Michael Linnebacher; Alexandra König; Brigitte Vollmar; Jens K Habermann
Journal:  Int J Colorectal Dis       Date:  2015-06-09       Impact factor: 2.571

Review 10.  Segmental distribution of some common molecular markers for colorectal cancer (CRC): influencing factors and potential implications.

Authors:  Petros Christakis Papagiorgis
Journal:  Tumour Biol       Date:  2016-02-03
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