Use of multivariate analysis to suggest a new molecular classification of colorectal cancer
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...
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Published in: | The Journal of pathology Vol. 229; no. 3; pp. 441 - 448 |
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Main Authors: | , , , , , , , , , , , , , , , , , , , , |
Format: | Journal Article |
Language: | English |
Published: |
Chichester, UK
John Wiley & Sons, Ltd
01-02-2013
Wiley Subscription Services, Inc |
Subjects: | |
Online Access: | Get full text |
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Summary: | 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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Bibliography: | Appendix S1. Supplementary methodsFigure S1. Spectrum of mutations found in KRAS, NRAS, BRAF, PIK3CA and FBXW7 (A) and TP53 (B). Non-missense includes nonsense, insertions, deletions and splice site mutations. Amino acids with hotspot mutations in TP53 are shown. WT, wild type. 1One tumour had two concomitant mutations in PIK3CATable S1. Summary of associations between molecular and clinico-pathological dataTable S2. Pairwise associations between molecular changesTable S3. Logistic regression analysis: summary of significant results for molecular changesTable S4. Meta-analysis of studies reporting both KRAS and TP53 mutations ark:/67375/WNG-ZKRH1GKX-Q ArticleID:PATH4139 istex:3C5D08072313BC97F70394559AB735B4A1859B43 ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
ISSN: | 0022-3417 1096-9896 |
DOI: | 10.1002/path.4139 |