AI Article Synopsis

  • A physiological model was developed to predict chemotherapy-induced neutropenia by analyzing the effects of drugs like paclitaxel and carboplatin on bone marrow progenitor cells.
  • In vitro studies compared drug effects to literature, allowing for simulations that forecast absolute neutrophil counts and the likelihood of neutropenia for each chemotherapy regimen.
  • The model effectively predicted the impact of combining treatments and the benefits of using pegfilgrastim or filgrastim to reduce neutropenia incidence, aiding in informed drug development choices.

Article Abstract

The ability to predict the incidence of chemotherapy-induced neutropenia in early drug development can inform risk monitoring and mitigation strategies, as well as decisions on advancing compounds to clinical trials. In this report, a physiological model of granulopoiesis that incorporates the drug's mechanism of action on cell cycle proliferation of bone marrow progenitor cells was extended to include the action of the cytotoxic agents paclitaxel, carboplatin, doxorubicin, and gemcitabine. In vitro bone marrow studies were conducted with each compound, and results were used to determine the model's drug effect parameters. Population simulations were performed to predict the absolute neutrophil count (ANC) and incidence of neutropenia for each compound, which were compared to results reported in the literature. In addition, using the single agent in vitro study results, the model was able to predict ANC time course in response to paclitaxel plus carboplatin in combination, which compared favorably to the results reported in a phase 1 clinical trial of 46 patients (r = 0.70). Model simulations were used to compare the relative risk (RR) of neutropenia in patients with high baseline ANCs for five chemotherapeutic regimens: doxorubicin (RR = 0.59), paclitaxel plus carboplatin combination (RR = 0.079), carboplatin (RR = 0.047), paclitaxel (RR = 0.031), and gemcitabine (RR = 0.013). Finally, the model was applied to quantify the reduced incidence of neutropenia with coadministration of pegfilgrastim or filgrastim, for both paclitaxel and the combination of paclitaxel plus carboplatin. The model provides a framework for predicting clinical neutropenia using in vitro bone marrow studies of anticancer agents that may guide drug development decisions.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7764847PMC
http://dx.doi.org/10.1208/s12248-020-00529-xDOI Listing

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