Personalizing Survival Predictions in Advanced Colorectal Cancer: The ARCAD Nomogram Project

被引:91
作者
Sjoquist, Katrin M. [1 ,2 ]
Renfro, Lindsay A. [3 ]
Simes, R. John [1 ]
Tebbutt, Niall C. [4 ]
Clarke, Stephen [5 ]
Seymour, Matthew T. [6 ]
Adams, Richard [7 ,8 ]
Maughan, Timothy S. [9 ,10 ]
Saltz, Leonard [11 ]
Goldberg, Richard M. [12 ]
Schmoll, Hans-Joachim [13 ]
Van Cutsem, Eric [14 ]
Douillard, Jean-Yves [15 ]
Hoff, Paulo M. [16 ]
Hecht, Joel Randolph [17 ]
Tournigand, Christophe [18 ,19 ]
Punt, Cornelis J. A. [20 ]
Koopman, Miriam [21 ]
Hurwitz, Herbert [22 ]
Heinemann, Volker [23 ,24 ]
Zalcberg, John R. [25 ]
机构
[1] Univ Sydney, NHMRC Clin Trials Ctr, Sydney, NSW, Australia
[2] St George Hosp, Canc Care Ctr, Kogarah, NSW, Australia
[3] Mayo Clin, Rochester, MN USA
[4] Austin Hlth, Heidelberg, Vic, Australia
[5] Royal North Shore Hosp, St Leonards, NSW, Australia
[6] Canc Res UK Clin Ctr, Leeds, W Yorkshire, England
[7] Cardiff Univ, Cardiff, S Glam, Wales
[8] Velindre Canc Ctr, Cardiff, S Glam, Wales
[9] St James Hosp, Leeds, W Yorkshire, England
[10] Univ Leeds, Leeds, W Yorkshire, England
[11] Mem Sloan Kettering Canc Ctr, 1275 York Ave, New York, NY 10021 USA
[12] West Virginia Univ, Canc Inst, Morgantown, WV 26506 USA
[13] Martin Luther Univ Halle Wittenberg, Halle, Germany
[14] Univ Hosp Leuven, Leuven, Belgium
[15] Inst Cancerol Ouest ICO Rene Gauducheau, ESMO, St Herblain, France
[16] Univ Sao Paolo, Inst Canc Estado Sao Paulo, Sao Paulo, Brazil
[17] Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USA
[18] Univ Paris Est Creteil, Paris, France
[19] Henri Mondor Hosp, Assistance Hop Publ Paris, Creteil, France
[20] Univ Amsterdam, Acad Med Ctr, Dept Med Oncol, Amsterdam, Netherlands
[21] Univ Utrecht, Univ Med Ctr Utrecht, Utrecht, Netherlands
[22] Duke Univ, Med Ctr, Durham, NC USA
[23] Univ Munich, Dept Med Oncol, Munich, Germany
[24] Comprehens Canc Ctr, Munich, Germany
[25] Monash Univ, Sch Publ Hlth & Preventat Med, Melbourne, Vic, Australia
来源
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE | 2018年 / 110卷 / 06期
基金
美国国家卫生研究院; 英国医学研究理事会;
关键词
CLINICAL-TRIALS; PHYSICIANS;
D O I
10.1093/jnci/djx253
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Estimating prognosis on the basis of clinicopathologic factors can inform clinical practice and improve risk stratification for clinical trials. We constructed prognostic nomograms for one-year overall survival and six-month progression-free survival in metastatic colorectal carcinoma by using the ARCAD database. Methods: Data from 22 674 patients in 26 randomized phase III clinical trials since 1997 were used to construct and validate Cox models, stratified by treatment arm within each study. Candidate variables included baseline age, sex, body mass index, performance status, colon vs rectal cancer, prior chemotherapy, number and location of metastatic sites, tumor mutation status (BRAF, KRAS), bilirubin, albumin, white blood cell count, hemoglobin, platelets, absolute neutrophil count, and derived neutrophil-to-lymphocyte ratio. Missing data (<11%) were imputed, continuous variables modeled with splines, and clinically relevant pairwise interactions tested if P values were less than .001. Final models were internally validated via bootstrapping to obtain optimism-corrected calibration and discrimination C-indices, and externally validated on a 10% holdout sample from each trial (n = 2257). Results: In final models, all included variables were associated with overall survival except for lung metastases, and all but total white cell count associated with progression-free survival. No clinically relevant pairwise interactions were identified. Final nomogram calibration was good (C = 0.68 for overall and C = 0.62 for progression-free survival), as was external validity (concordance between predicted >50% vs < 50% probability) and actual (yes/no) survival (72.8% and 68.2% concordance, respectively, for one-year overall and six-month progression-free survival, between predicted (>50% vs < 50% probability] and actual (yes/no] overall and progression-free survival). Median survival predictions fell within the actual 95% Kaplan-Meier confidence intervals. Conclusions: The nomograms are well calibrated and internally and externally valid. They have the potential to aid prognostication and patient-physician communication and balance risk in colorectal cancer trials.
引用
收藏
页码:638 / 648
页数:11
相关论文
共 22 条
  • [1] Prognostic and predictive value of primary tumour side in patients with RAS wild-type metastatic colorectal cancer treated with chemotherapy and EGFR directed antibodies in six randomized trials
    Arnold, D.
    Lueza, B.
    Douillard, J. -Y.
    Peeters, M.
    Lenz, H. -J.
    Venook, A.
    Heinemann, V.
    Van Cutsem, E.
    Pignon, J. -P.
    Tabernero, J.
    Cervantes, A.
    Ciardiello, F.
    [J]. ANNALS OF ONCOLOGY, 2017, 28 (08) : 1713 - 1729
  • [2] Barras David, 2015, Biomark Cancer, V7, P9, DOI 10.4137/BIC.S25248
  • [3] Toward Efficient Trials in Colorectal Cancer: The ARCAD Clinical Trials Program
    de Gramont, Aimery
    Haller, Daniel G.
    Sargent, Daniel J.
    Tabernero, Josep
    Matheson, Alastair
    Schilsky, Richard L.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2010, 28 (04) : 527 - 530
  • [4] Tumour-associated and non-tumour-associated microbiota in colorectal cancer
    Flemer, Burkhardt
    Lynch, Denise B.
    Brown, Jillian M. R.
    Jeffery, Ian B.
    Ryan, Feargal J.
    Claesson, Marcus J.
    O'Riordain, Micheal
    Shanahan, Fergus
    O'Toole, Paul W.
    [J]. GUT, 2017, 66 (04) : 633 - 643
  • [5] A systematic review of physicians' survival predictions in terminally ill cancer patients
    Glare, P
    Virik, K
    Jones, M
    Hudson, M
    Eychmuller, S
    Simes, J
    Christakis, N
    [J]. BRITISH MEDICAL JOURNAL, 2003, 327 (7408): : 195 - 198
  • [6] GRAMBSCH PM, 1994, BIOMETRIKA, V81, P515
  • [7] Harrell F., 2001, REGRESSION MODELING
  • [8] Henriques J, 2016, ANN ONCOL S2, V27
  • [9] How Long Have I Got? Estimating Typical, Best-Case, and Worst-Case Scenarios for Patients Starting First-Line Chemotherapy for Metastatic Breast Cancer: A Systematic Review of Recent Randomized Trials
    Kiely, Belinda E.
    Soon, Yu Yang
    Tattersall, Martin H. N.
    Stockler, Martin R.
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2011, 29 (04) : 456 - 463
  • [10] Lieu C, 2013, EUR J CANCER, V49, pS483