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Dynamics of competing heterogeneous clones in blood cancers explains multiple observations - a mathematical modeling approach

Authors :
Katrine O. Bangsgaard
Morten Andersen
Vibe Skov
Lasse Kjær
Hans C. Hasselbalch
Johnny T. Ottesen
Source :
Mathematical Biosciences and Engineering, Vol 17, Iss 6, Pp 7645-7670 (2020)
Publication Year :
2020
Publisher :
AIMS Press, 2020.

Abstract

Heterogeneity of stem cell clones provide a key ingredient in altered hematopoiesis and is of main interest in the study of predisease states as well as in the development of blood cancers such as chronic myeloid leukemia (CML) and the Philadelphia-negative myeloprofilerative neoplasms (MPNs). A mathematical model based on biological mechanisms and basic cell descriptors such as proliferation rates and apoptosis rates is suggested, connecting stem cell dynamics with mature blood cells and immune mediated feedback. The flexible approach allows for arbitrary numbers of mutated stem cell clones with perturbed properties. In particular, the stem cell niche provides a competition between wild type and mutated stem cells. Hence, the stem cell niche can mediate suppression of the wild type clones and up-regulation of one or more malignant clones. The model is parameterized using clinical data to show typical disease progression in several blood cancers and the hematological and molecular response to treatment. Intriguingly, occasional oscillatory cell counts observed during treatment of CML and MPNs can be explained by heterogeneous stem cell clone dynamics. Thus, the vital heterogeneous stem cell dynamics may be inferred from mathematical modeling in synergy with clinical data to elucidate hematopoiesis, blood cancers and the outcome of interventions.

Details

Language :
English
ISSN :
15510018
Volume :
17
Issue :
6
Database :
Directory of Open Access Journals
Journal :
Mathematical Biosciences and Engineering
Publication Type :
Academic Journal
Accession number :
edsdoj.35487e572b4add9d1c02985a112f10
Document Type :
article
Full Text :
https://doi.org/10.3934/mbe.2020389?viewType=HTML