Predictive Modeling of Neuroblastoma Growth Dynamics in Xenograft Model After Bevacizumab Anti-VEGF Therapy

Bull Math Biol. 2018 Aug;80(8):2026-2048. doi: 10.1007/s11538-018-0441-3. Epub 2018 Jun 14.

Abstract

Neuroblastoma is the leading cause of cancer death in young children. Although treatment for neuroblastoma has improved, the 5-year survival rate of patients still remains less than half. Recent studies have indicated that bevacizumab, an anti-VEGF drug used in treatment of several other cancer types, may be effective for treating neuroblastoma as well. However, its effect on neuroblastoma has not been well characterized. While traditional experiments are costly and time-consuming, mathematical models are capable of simulating complex systems quickly and inexpensively. In this study, we present a model of vascular tumor growth of neuroblastoma IMR-32 that is complex enough to replicate experimental data across a range of tumor cell properties measured in a suite of in vitro and in vivo experiments. The model provides quantitative insight into tumor vasculature, predicting a linear relationship between vasculature and tumor volume. The tumor growth model was coupled with known pharmacokinetics and pharmacodynamics of the VEGF blocker bevacizumab to study its effect on neuroblastoma growth dynamics. The results of our model suggest that total administered bevacizumab concentration per week, as opposed to dosage regimen, is the major determining factor in tumor suppression. Our model also establishes an exponentially decreasing relationship between administered bevacizumab concentration and tumor growth rate.

Keywords: Cancer modeling; Mathematical model; Neuroblastoma; Tumor growth; VEGF.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Antineoplastic Agents, Immunological / administration & dosage
  • Antineoplastic Agents, Immunological / pharmacokinetics
  • Antineoplastic Agents, Immunological / therapeutic use
  • Bevacizumab / administration & dosage
  • Bevacizumab / pharmacokinetics
  • Bevacizumab / therapeutic use*
  • Cell Line, Tumor
  • Humans
  • Mathematical Concepts
  • Mice
  • Models, Biological*
  • Neuroblastoma / blood supply
  • Neuroblastoma / pathology*
  • Neuroblastoma / therapy*
  • Spheroids, Cellular / drug effects
  • Spheroids, Cellular / pathology
  • Vascular Endothelial Growth Factor A / antagonists & inhibitors
  • Xenograft Model Antitumor Assays

Substances

  • Antineoplastic Agents, Immunological
  • VEGFA protein, human
  • Vascular Endothelial Growth Factor A
  • Bevacizumab