Pharmacogenetics in Model-Based Optimization of Bevacizumab Therapy for Metastatic Colorectal Cancer

Int J Mol Sci. 2020 May 26;21(11):3753. doi: 10.3390/ijms21113753.

Abstract

Vascular endothelial growth factor A (VEGF-A) and intercellular adhesion molecule 1 (ICAM-1) are significant regulators of angiogenesis, an important biological process involved in carcinogenesis. Bevacizumab, an anti-VEGF monoclonal antibody (MAB), is approved for the treatment of metastatic Colorectal cancer (mCRC), however clinical outcomes are highly variable. In the present study, we developed a pharmacokinetic (PK), a simplified quasi-steady state (QSS) and a pharmacokinetic/pharmacodynamic (PK/PD) model to identify potential sources of variability. A total of 46 mCRC patients, who received bevacizumab in combination with chemotherapy were studied. VEGF-A (rs2010963, rs1570360, rs699947) and ICAM-1 (rs5498, rs1799969) genes' polymorphisms, age, gender, weight, and dosing scheme were investigated as possible co-variates of the model's parameters. Polymorphisms, trough, and peak levels of bevacizumab, and free VEGF-A were determined in whole blood and serum. Data were analyzed using nonlinear mixed-effects modeling. The two-compartment PK model showed that clearance (CL) was significantly lower in patients with mutant ICAM-1 rs1799969 (p < 0.0001), inter-compartmental clearance (Q) was significantly higher with mutant VEGF-A rs1570360 (p < 0.0001), and lower in patients with mutant VEGF-A rs699947 (p < 0.0001). The binding QSS model also showed that mutant ICAM-1 rs1799969 was associated with a lower CL (p = 0.0177). Mutant VEGF-A rs699947 was associated with a lower free VEGF-A levels, prior to the next dose (p = 0.000445). The above results were confirmed by the PK/PD model. Findings of the present study indicated that variants of the genes regulating angiogenesis might affect PK and PD characteristics of bevacizumab, possibly influencing the clinical outcomes.

Keywords: bevacizumab; modeling; pharmacodynamics; pharmacogenetics; pharmacokinetics.

MeSH terms

  • Aged
  • Angiogenesis Inhibitors / administration & dosage
  • Angiogenesis Inhibitors / pharmacokinetics*
  • Angiogenesis Inhibitors / therapeutic use
  • Bevacizumab / administration & dosage
  • Bevacizumab / pharmacokinetics*
  • Bevacizumab / therapeutic use
  • Colorectal Neoplasms / drug therapy*
  • Colorectal Neoplasms / genetics
  • Colorectal Neoplasms / pathology
  • Female
  • Humans
  • Intercellular Adhesion Molecule-1 / genetics
  • Male
  • Metabolic Clearance Rate
  • Middle Aged
  • Neoplasm Metastasis
  • Pharmacogenomic Variants*
  • Polymorphism, Single Nucleotide
  • Vascular Endothelial Growth Factor A / genetics

Substances

  • Angiogenesis Inhibitors
  • Vascular Endothelial Growth Factor A
  • Intercellular Adhesion Molecule-1
  • Bevacizumab