Prediction of overall survival in stage II and III colon cancer beyond TNM system: a retrospective, pooled biomarker study

被引:223
作者
Dienstmann, R. [1 ,2 ,3 ]
Mason, M. J. [1 ]
Sinicrope, F. A. [4 ,5 ]
Phipps, A. I. [6 ,7 ]
Tejpar, S. [8 ]
Nesbakken, A. [9 ,10 ]
Danielsen, S. A. [10 ,11 ]
Sveen, A. [10 ,11 ]
Buchanan, D. D. [12 ,13 ,14 ]
Clendenning, M. [12 ]
Rosty, C. [12 ,15 ,16 ]
Bot, B. [1 ]
Alberts, S. R. [4 ,5 ]
Jessup, J. Milburn [17 ]
Lothe, R. A. [10 ,11 ]
Delorenzi, M. [18 ,19 ]
Newcomb, P. A. [6 ,7 ]
Sargent, D. [20 ]
Guinney, J. [1 ]
机构
[1] Sage Bionetworks, Computat Oncol, Seattle, WA USA
[2] Univ Autonoma Barcelona, Oncol Data Sci Grp, Vall dHebron Inst Oncol, Barcelona, Spain
[3] Univ Autonoma Barcelona, Vall dHebron Univ Hosp, Barcelona, Spain
[4] Mayo Clin, Div Med Oncol, Rochester, MN USA
[5] Mayo Comprehens Canc Ctr, Rochester, MN USA
[6] Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA
[7] Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USA
[8] Univ Hosp Gasthuisberg, Mol Digest Oncol Unit, Leuven, Belgium
[9] Oslo Univ Hosp, Inst Clin Med, Dept Gastrointestinal Surg, Oslo, Norway
[10] Oslo Univ Hosp, KG Jebsen Colorectal Canc Res Ctr, Oslo, Norway
[11] Oslo Univ Hosp, Dept Mol Oncol, Inst Canc Res, Oslo, Norway
[12] Univ Melbourne, Colorectal Oncogen Grp, Genet Epidemiol Lab, Dept Pathol, Parkville, Vic, Australia
[13] Univ Melbourne, Melbourne Sch Populat & Global Hlth, Ctr Epidemiol & Biostat, Parkville, Vic, Australia
[14] Royal Melbourne Hosp, Genet Med & Familial Canc Ctr, Parkville, Vic, Australia
[15] Envoi Specialist Pathologists, Herston, Qld, Australia
[16] Univ Queensland, Sch Med, Herston, Qld, Australia
[17] NCI, Diagnost Evaluat Branch, Div Canc Treatment & Diag, NIH, Rockville, MD USA
[18] SIB Swiss Inst Bioinformat, Lausanne, Switzerland
[19] Univ Lausanne, Dept Oncol, Ludwig Ctr Canc Res, Lausanne, Switzerland
[20] Mayo Clin, Div Biomed Stat & Informat, Rochester, MN USA
基金
美国国家卫生研究院;
关键词
colon cancer; BRAF mutation; KRAS mutation; microsatellite instability; prognosis; COLORECTAL-CANCER; MOLECULAR SUBTYPES; MICROSATELLITE INSTABILITY; PROGNOSTIC IMPACT; STATISTICS; MUTATION; IMMUNE; BRAF;
D O I
10.1093/annonc/mdx052
中图分类号
R73 [肿瘤学];
学科分类号
100214 [肿瘤学];
摘要
Background: TNM staging alone does not accurately predict outcome in colon cancer (CC) patients who may be eligible for adjuvant chemotherapy. It is unknown to what extent the molecular markers microsatellite instability (MSI) and mutations in BRAF or KRAS improve prognostic estimation in multivariable models that include detailed clinicopathological annotation. Patients and methods: After imputation of missing at random data, a subset of patients accrued in phase 3 trials with adjuvant chemotherapy (n = 3016)-N0147 (NCT00079274) and PETACC3 (NCT00026273)-was aggregated to construct multivariable Cox models for 5-year overall survival that were subsequently validated internally in the remaining clinical trial samples (n = 1499), and also externally in different population cohorts of chemotherapy-treated (n = 949) or -untreated (n = 1080) CC patients, and an additional series without treatment annotation (n = 782). Results: TNM staging, MSI and BRAF(V600E) mutation status remained independent prognostic factors in multivariable models across clinical trials cohorts and observational studies. Concordance indices increased from 0.61-0.68 in the TNM alone model to 0.63-0.71 in models with added molecular markers, 0.65-0.73 with clinicopathological features and 0.66-0.74 with all covariates. In validation cohorts with complete annotation, the integrated time-dependent AUC rose from 0.64 for the TNM alone model to 0.67 for models that included clinicopathological features, with or without molecular markers. In patient cohorts that received adjuvant chemotherapy, the relative proportion of variance explained (R-2) by TNM, clinicopathological features and molecular markers was on an average 65%, 25% and 10%, respectively. Conclusions: Incorporation of MSI, BRAF(V600E) and KRAS mutation status to overall survival models with TNM staging improves the ability to precisely prognosticate in stage II and III CC patients, but only modestly increases prediction accuracy in multivariable models that include clinicopathological features, particularly in chemotherapy-treated patients.
引用
收藏
页码:1023 / 1031
页数:9
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