Gastrointestinal stromal tumor: a method for optimizing the timing of CT scans in the follow-up of cancer patients.

PURPOSE To develop a mathematical model to adjust the timing of computed tomography (CT) scans with the hazard of cancer recurrence in time to facilitate early detection of cancer recurrence. MATERIALS AND METHODS The clinical data were extracted from the randomized Scandinavian Sarcoma Group (SSG) XVIII/Arbeitsgemeinschaft Internistische Onkologie (AIO) trial database. The SSG XVIII/AIO trial was registered (trial no. NCT00116935) and approved by the national or institutional review boards. In the trial, 1- and 3-year durations of adjuvant imatinib mesylate in the treatment of patients with gastrointestinal stromal tumor (GIST) were compared. A nonhomogeneous Poisson model with a piecewise log-constant hazard in time that accounts for the nonlinear pattern of GIST recurrence was applied to tumor site, mitotic count, and recurrence data. The optimal times to obtain follow-up CT scans were computed by modifying the frequency of CT scans with the hazard of tumor recurrence in time. The hazard-adjusted follow-up schedules were compared with the National Comprehensive Cancer Network (NCCN) guidelines of the United States, which suggest imaging with CT at intervals of 3-6 months for 3-5 years and then annually. RESULTS Optimized timing of CT scans on the basis of hazard of recurrence resulted in follow-up schedule options where CT is performed more sparsely than in the NCCN guidelines during adjuvant imatinib administration and more frequently, at approximately 3-month intervals, during the first 2 years that follow imatinib discontinuation when the risk of recurrence was the greatest. The number of CT scans could be reduced by a median of 31% (from 13 to nine) compared with the standard schedules within the first 6 years of follow-up without increasing the delay in recurrence detection. CONCLUSION Detection of GIST recurrence may be enhanced by adjusting the timing of the CT scans with the hazard of recurrence. The method may be applicable to other human tumor types. Online supplemental material is available for this article.

[1]  Alan Horwich,et al.  Testicular germ-cell cancer , 2006, The Lancet.

[2]  E. Watson,et al.  Follow-up care for men with prostate cancer and the role of primary care: a systematic review of international guidelines , 2009, British Journal of Cancer.

[3]  S. Diederich,et al.  Consensus report on the radiological management of patients with gastrointestinal stromal tumours (GIST): recommendations of the German GIST Imaging Working Group , 2012, Cancer imaging : the official publication of the International Cancer Imaging Society.

[4]  Thomas J. Smith,et al.  Breast cancer follow-up and management after primary treatment: American Society of Clinical Oncology clinical practice guideline update. , 2013, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[5]  Carl E. Rasmussen,et al.  Gaussian processes for machine learning , 2005, Adaptive computation and machine learning.

[6]  Jouko Lampinen,et al.  Bayesian Model Assessment and Comparison Using Cross-Validation Predictive Densities , 2002, Neural Computation.

[7]  M. Heinrich,et al.  Gastrointestinal stromal tumour , 2007, The Lancet.

[8]  P. Casali,et al.  Gastrointestinal stromal tumours: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. , 2010, Annals of oncology : official journal of the European Society for Medical Oncology.

[9]  K. S. Hall,et al.  Response to Imatinib Rechallenge of GIST That Recurs Following Completion of Adjuvant Imatinib Treatment - the First Analysis in the SSGXVIII/AIO Trial Patient Population , 2011 .

[10]  G. Demetri,et al.  Follow-up results after 9 years (yrs) of the ongoing, phase II B2222 trial of imatinib mesylate (IM) in patients (pts) with metastatic or unresectable KIT+ gastrointestinal stromal tumors (GIST). , 2011, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[11]  Aki Vehtari,et al.  GPstuff: Bayesian modeling with Gaussian processes , 2013, J. Mach. Learn. Res..

[12]  R. Penzel,et al.  KRAS-mutation positive, metastatic tonsil carcinoma with cancer stem-like cell features and long-term response to gefitinib: a case report and review of the literature. , 2011, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[13]  J. Roth,et al.  Resection of pulmonary and extrapulmonary sarcomatous metastases is associated with long-term survival. , 2009, The Annals of thoracic surgery.

[14]  A. Zaniboni,et al.  Management of potentially resectable colorectal cancer liver metastases. , 2013, World journal of gastrointestinal surgery.

[15]  Aki Vehtari,et al.  Risk of recurrence of gastrointestinal stromal tumour after surgery: an analysis of pooled population-based cohorts. , 2012, The Lancet. Oncology.

[16]  R. DeMatteo,et al.  Two hundred gastrointestinal stromal tumors: recurrence patterns and prognostic factors for survival. , 2000, Annals of surgery.

[17]  C. Earle,et al.  Models of care for post-treatment follow-up of adult cancer survivors: a systematic review and quality appraisal of the evidence , 2012, Journal of Cancer Survivorship.

[18]  Aki Vehtari,et al.  One vs three years of adjuvant imatinib for operable gastrointestinal stromal tumor: a randomized trial. , 2012, JAMA.

[19]  F. Bertucci,et al.  Who are the long responders to imatinib (IM) in patients with advanced GIST? Results of the BFR14 prospective French Sarcoma Group randomized phase III trial. , 2011, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[20]  Karen Gelmon,et al.  Metastatic behavior of breast cancer subtypes. , 2010, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[21]  C. Antonescu,et al.  Adjuvant imatinib mesylate after resection of localised, primary gastrointestinal stromal tumour: a randomised, double-blind, placebo-controlled trial , 2009, The Lancet.

[22]  J. Fletcher,et al.  Long-term results from a randomized phase II trial of standard- versus higher-dose imatinib mesylate for patients with unresectable or metastatic gastrointestinal stromal tumors expressing KIT. , 2008, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[23]  L. Sobin,et al.  Diagnosis of gastrointestinal stromal tumors: A consensus approach. , 2002, Human pathology.