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Progression, detection and remission: evolution of chronic myeloid leukemia using a three-stage probabilistic model.

Authors :
Pan, Sonjoy
Chakrabarty, Siddhartha P.
Raha, Soumyendu
Source :
Journal of Applied Mathematics & Computing; Apr2023, Vol. 69 Issue 2, p1541-1558, 18p
Publication Year :
2023

Abstract

We present a three-stage probabilistic model for the progression of chronic myeloid leukemia (CML), as manifested by the leukemic stem cells, progenitor cells and mature leukemic cells. This progression is captured through the process of cell division and cell mutation, with probabilities of occurrence being assigned to both of them. The key contributions of this study include, the determination of the expected number of the leukemic stem cells, progenitor cells, mature leukemic cells, as well as total number of these cells (in terms of probabilities, and contingent on the initial cell count), expected time to reach a threshold level of total and injurious leukemic cells, as well as the critical time when the disease changes its phases, the probability of extinction of CML, and the dynamics of CML evolution consequent to primary therapy. Finally, various illustrative numerical simulations, in order to validate the analytical results, are presented. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15985865
Volume :
69
Issue :
2
Database :
Complementary Index
Journal :
Journal of Applied Mathematics & Computing
Publication Type :
Academic Journal
Accession number :
162586154
Full Text :
https://doi.org/10.1007/s12190-022-01808-w