A mathematical model of white blood cell dynamics during maintenance therapy of childhood acute lymphoblastic leukemia.
Algorithms
Antimetabolites, Antineoplastic
/ pharmacokinetics
Child
Drug Therapy, Combination
Humans
Leukocytes
/ drug effects
Mercaptopurine
/ pharmacokinetics
Methotrexate
/ pharmacokinetics
Models, Theoretical
Outcome Assessment, Health Care
Precursor Cell Lymphoblastic Leukemia-Lymphoma
/ drug therapy
Secondary Prevention
chemotherapy
childhood acute lymphoblastic leukemia
maintenance therapy
ordinary differential equations
parameter estimation
real-time algorithm
Journal
Mathematical medicine and biology : a journal of the IMA
ISSN: 1477-8602
Titre abrégé: Math Med Biol
Pays: England
ID NLM: 101182345
Informations de publication
Date de publication:
04 12 2019
04 12 2019
Historique:
received:
22
03
2018
revised:
30
08
2018
accepted:
02
10
2018
pubmed:
26
10
2018
medline:
12
8
2020
entrez:
26
10
2018
Statut:
ppublish
Résumé
Acute lymphoblastic leukemia is the most common malignancy in childhood and requires prolonged oral maintenance chemotherapy to prevent disease relapse after remission induction with intensive intravenous chemotherapy. In maintenance therapy, drug doses of 6-mercaptopurine (6-MP) and methotrexate (MTX) are adjusted to achieve sustained antileukemic activity without excessive myelosuppression. However, uncertainty exists regarding timing and extent of drug dose responses and optimal dose adaptation strategies. We propose a novel comprehensive mathematical model for 6-MP and MTX pharmacokinetics, pharmacodynamics and myelosuppression in acute lymphoblastic maintenance therapy. We personalize and cross-validate the mathematical model using clinical data and propose a real-time algorithm to predict chemotherapy responses with a clinical decision support system as a potential future application.
Identifiants
pubmed: 30357334
pii: 5136501
doi: 10.1093/imammb/dqy017
doi:
Substances chimiques
Antimetabolites, Antineoplastic
0
Mercaptopurine
E7WED276I5
Methotrexate
YL5FZ2Y5U1
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
471-488Informations de copyright
© The Author(s) 2018. Published by Oxford University Press.