Quantitative Systems Pharmacology Modeling of Avadomide-Induced Neutropenia Enables Virtual Clinical Dose and Schedule Finding Studies

AAPS J. 2021 Aug 27;23(5):103. doi: 10.1208/s12248-021-00623-8.

Abstract

Avadomide is a cereblon E3 ligase modulator and a potent antitumor and immunomodulatory agent. Avadomide trials are challenged by neutropenia as a major adverse event and a dose-limiting toxicity. Intermittent dosing schedules supported by preclinical data provide a strategy to reduce frequency and severity of neutropenia; however, the identification of optimal dosing schedules remains a clinical challenge. Quantitative systems pharmacology (QSP) modeling offers opportunities for virtual screening of efficacy and toxicity levels produced by alternative dose and schedule regimens, thereby supporting decision-making in translational drug development. We formulated a QSP model to capture the mechanism of avadomide-induced neutropenia, which involves cereblon-mediated degradation of transcription factor Ikaros, resulting in a maturation block of the neutrophil lineage. The neutropenia model was integrated with avadomide-specific pharmacokinetic and pharmacodynamic models to capture dose-dependent effects. Additionally, we generated a disease-specific virtual patient population to represent the variability in patient characteristics and response to treatment observed for a diffuse large B-cell lymphoma trial cohort. Model utility was demonstrated by simulating the avadomide effect in the virtual population for various dosing schedules and determining the incidence of high-grade neutropenia, its duration, and the probability of recovery to low-grade neutropenia.

Keywords: CELMoD; QSP; avadomide; neutropenia; virtual patient.

MeSH terms

  • Antineoplastic Agents / administration & dosage
  • Antineoplastic Agents / adverse effects*
  • Biological Variation, Population
  • Computer Simulation
  • Dose-Response Relationship, Drug
  • Drug Administration Schedule
  • Humans
  • Models, Biological*
  • Network Pharmacology
  • Neutropenia / chemically induced
  • Neutropenia / immunology
  • Neutropenia / prevention & control*
  • Neutrophils / drug effects
  • Neutrophils / immunology
  • Piperidones / administration & dosage
  • Piperidones / adverse effects*
  • Quinazolinones / administration & dosage
  • Quinazolinones / adverse effects*

Substances

  • 3-(5-amino-2-methyl-4-oxoquinazolin-3(4H)-yl)piperidine-2,6-dione
  • Antineoplastic Agents
  • Piperidones
  • Quinazolinones