Multiscale Model Identifies Improved Schedule for Treatment of Acute Myeloid Leukemia In Vitro With the Mcl-1 Inhibitor AZD5991

CPT Pharmacometrics Syst Pharmacol. 2020 Oct;9(10):561-570. doi: 10.1002/psp4.12552. Epub 2020 Sep 17.

Abstract

Anticancer efficacy is driven not only by dose but also by frequency and duration of treatment. We describe a multiscale model combining cell cycle, cellular heterogeneity of B-cell lymphoma 2 family proteins, and pharmacology of AZD5991, a potent small-molecule inhibitor of myeloid cell leukemia 1 (Mcl-1). The model was calibrated using in vitro viability data for the MV-4-11 acute myeloid leukemia cell line under continuous incubation for 72 hours at concentrations of 0.03-30 μM. Using a virtual screen, we identified two schedules as having significantly different predicted efficacy and showed experimentally that a "short" schedule (treating cells for 6 of 24 hours) is significantly better able to maintain the rate of cell kill during treatment than a "long" schedule (18 of 24 hours). This work suggests that resistance can be driven by heterogeneity in protein expression of Mcl-1 alone without requiring mutation or resistant subclones and demonstrates the utility of mathematical models in efficiently identifying regimens for experimental exploration.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Antineoplastic Agents / administration & dosage
  • Antineoplastic Agents / pharmacology*
  • Antineoplastic Agents / therapeutic use
  • Apoptosis / drug effects
  • Cell Line, Tumor / drug effects
  • Drug Administration Schedule
  • Drug Resistance, Neoplasm
  • Humans
  • Leukemia, Myeloid, Acute / drug therapy*
  • Leukemia, Myeloid, Acute / pathology
  • Macrocyclic Compounds / administration & dosage
  • Macrocyclic Compounds / pharmacology*
  • Macrocyclic Compounds / therapeutic use
  • Mice
  • Models, Animal
  • Myeloid Cell Leukemia Sequence 1 Protein / antagonists & inhibitors*
  • Xenograft Model Antitumor Assays / methods

Substances

  • AZD5991
  • Antineoplastic Agents
  • MCL1 protein, human
  • Macrocyclic Compounds
  • Myeloid Cell Leukemia Sequence 1 Protein