Pharmacometric Modeling of Liver Metastases' Diameter, Volume, and Density and Their Relation to Clinical Outcome in Imatinib-Treated Patients With Gastrointestinal Stromal Tumors

CPT Pharmacometrics Syst Pharmacol. 2017 Jul;6(7):449-457. doi: 10.1002/psp4.12195. Epub 2017 May 30.

Abstract

Three-dimensional and density-based tumor metrics have been suggested to better discriminate tumor response to treatment than unidimensional metrics, particularly for tumors exhibiting nonuniform size changes. In the developed pharmacometric modeling framework based on data from 77 imatinib-treated gastrointestinal patients, the time-courses of liver metastases' maximum transaxial diameters, software-calculated actual volumes (Vactual ) and calculated ellipsoidal volumes were characterized by logistic growth models, in which imatinib induced a linear dose-dependent size reduction. An indirect response model best described the reduction in density. Substantial interindividual variability in the drug effect of all response assessments and additional interlesion variability in the drug effect on density were identified. The predictive ability of longitudinal tumor unidimensional and three-dimensional size and density on overall survival (OS) and progression-free survival (PFS) were compared using parametric time-to-event models. Death hazard increased with increasing Vactual . This framework may guide early clinical interventions based on three-dimensional tumor responses to enhance benefits for patients with gastrointestinal stromal tumors (GIST).

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Antineoplastic Agents / therapeutic use*
  • Disease-Free Survival
  • Female
  • Gastrointestinal Stromal Tumors* / diagnostic imaging
  • Gastrointestinal Stromal Tumors* / drug therapy
  • Gastrointestinal Stromal Tumors* / pathology
  • Humans
  • Imatinib Mesylate / therapeutic use*
  • Kaplan-Meier Estimate
  • Liver Neoplasms* / diagnostic imaging
  • Liver Neoplasms* / drug therapy
  • Liver Neoplasms* / secondary
  • Male
  • Middle Aged
  • Models, Biological*
  • Protein Kinase Inhibitors / therapeutic use*
  • Tomography, X-Ray Computed
  • Treatment Outcome
  • Tumor Burden

Substances

  • Antineoplastic Agents
  • Protein Kinase Inhibitors
  • Imatinib Mesylate