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Published on: January 7, 2019
Dynamics of chronic myeloid leukemia response to dasatinib, nilotinib, and high-dose imatinib
Adam Olshen1, Min Tang2, Jorge Cortes3
1University of California at San Francisco, CA, USA.
Abstract:
Treatment with the tyrosine kinase inhibitor imatinib is the standard of care for newly diagnosed patients with chronic myeloid leukemia. In recent years, several second-generation inhibitors - such as dasatinib and nilotinib - have become available: these promise to overcome some of the mutations associated with acquired resistance to imatinib. Despite eliciting similar clinical responses, the molecular effects of these agents on different subpopulations of leukemic cells remain incompletely understood. Furthermore, the consequences of using high-dose imatinib therapy have not been investigated in detail. Here we utilized clinical data from patients treated with dasatinib, nilotinib, or high-dose imatinib, together with a statistical data analysis and mathematical modeling approach, to investigate the molecular treatment response of leukemic cells to these agents. We found that these drugs elicit very similar responses if administered front-line. However, patients display significantly different kinetics when treated second-line, both in terms of differences between front-line and second-line treatment for the same drug, and among agents when used as second-line. We then utilized a mathematical framework describing the behavior of four differentiation levels of leukemic cells during therapy to predict the treatment response kinetics for the different cohorts of patients. The dynamics of BCR-ABL1 clearance observed in our study suggest that the use of standard or high-dose imatinib or a second-generation tyrosine kinase inhibitor such as nilotinib or dasatinib elicits similar responses when administered as front-line therapy for patients with chronic myeloid leukemia in chronic phase.
Insights
First-line treatment with imatinib, dasatinib, or nilotinib shows similar chronic myeloid leukemia cell responses. Second-line therapy kinetics vary significantly among these tyrosine kinase inhibitors.
Area of Science:
- Hematology
- Pharmacology
- Biomathematics
Background:
- Imatinib is the standard treatment for chronic myeloid leukemia (CML).
- Second-generation tyrosine kinase inhibitors (TKIs) like dasatinib and nilotinib address imatinib resistance.
- Molecular effects of TKIs on CML subpopulations and high-dose imatinib are not fully understood.
Purpose of the Study:
- To investigate the molecular treatment response of leukemic cells to imatinib, dasatinib, and nilotinib.
- To compare the kinetics of CML treatment with different TKIs in front-line and second-line settings.
- To model the behavior of leukemic cell differentiation during TKI therapy.
Main Methods:
- Analysis of clinical data from patients treated with dasatinib, nilotinib, or high-dose imatinib.
- Application of statistical data analysis and mathematical modeling.
- Development of a mathematical framework for four leukemic cell differentiation levels.
Main Results:
- Front-line administration of imatinib, dasatinib, or nilotinib yields similar CML cell responses.
- Second-line treatment kinetics differ significantly between front-line and second-line use of the same drug, and among different TKIs.
- Mathematical modeling predicted treatment response kinetics for various patient cohorts.
Conclusions:
- Standard or high-dose imatinib, nilotinib, or dasatinib show comparable efficacy as front-line therapy for CML.
- Treatment kinetics diverge notably when TKIs are used as second-line therapy.
- Mathematical modeling aids in understanding CML treatment dynamics and predicting patient responses.
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