Model-Based Simulation of Maintenance Therapy of Childhood Acute Lymphoblastic Leukemia.
6-mercaptopurine
childhood acute lymphoblastic leukemia
maintenance therapy
methotrexate
neutropenia
non-linear mixed-effects modeling
population pharmacokinetics/pharmacodynamics
Journal
Frontiers in physiology
ISSN: 1664-042X
Titre abrégé: Front Physiol
Pays: Switzerland
ID NLM: 101549006
Informations de publication
Date de publication:
2020
2020
Historique:
received:
07
11
2019
accepted:
25
02
2020
entrez:
8
4
2020
pubmed:
8
4
2020
medline:
8
4
2020
Statut:
epublish
Résumé
Acute lymphoblastic leukemia is the most common malignancy in childhood. Successful treatment requires initial high-intensity chemotherapy, followed by low-intensity oral maintenance therapy with oral 6-mercaptopurine (6MP) and methotrexate (MTX) until 2-3 years after disease onset. However, intra- and inter-individual variability in the pharmacokinetics (PK) and pharmacodynamics (PD) of 6MP and MTX make it challenging to balance the desired antileukemic effects with undesired excessive myelosuppression during maintenance therapy. A model to simulate the dynamics of different cell types, especially neutrophils, would be a valuable contribution to improving treatment protocols (6MP and MTX dosing regimens) and a further step to understanding the heterogeneity in treatment efficacy and toxicity. We applied and modified a recently developed semi-mechanistic PK/PD model to neutrophils and analyzed their behavior using a non-linear mixed-effects modeling approach and clinical data obtained from 116 patients. The PK model of 6MP influenced the accuracy of absolute neutrophil count (ANC) predictions, whereas the PD effect of MTX did not. Predictions based on ANC were more accurate than those based on white blood cell counts. Using the new cross-validated mathematical model, simulations of different treatment protocols showed a linear dose-effect relationship and reduced ANC variability for constant dosages. Advanced modeling allows the identification of optimized control criteria and the weighting of specific influencing factors for protocol design and individually adapted therapy to exploit the optimal effect of maintenance therapy on survival.
Identifiants
pubmed: 32256384
doi: 10.3389/fphys.2020.00217
pmc: PMC7093595
doi:
Types de publication
Journal Article
Langues
eng
Pagination
217Informations de copyright
Copyright © 2020 Jost, Zierk, Le, Raupach, Rauh, Suttorp, Stanulla, Metzler and Sager.
Références
Gut. 2006 Oct;55(10):1423-31
pubmed: 16543290
Clin Pharmacokinet. 2013 Jun;52(6):475-85
pubmed: 23483363
PLoS One. 2014 Oct 13;9(10):e109623
pubmed: 25310465
J Pharmacokinet Pharmacodyn. 2018 Feb;45(1):59-77
pubmed: 29236223
J Pharmacokinet Pharmacodyn. 2007 Oct;34(5):575-93
pubmed: 17620001
J Clin Oncol. 2002 Dec 15;20(24):4713-21
pubmed: 12488418
PLoS Comput Biol. 2010 Dec 02;6(12):e1001019
pubmed: 21152005
Bull Math Biol. 2016 Dec;78(12):2304-2357
pubmed: 27324993
Math Med Biol. 2019 Dec 4;36(4):471-488
pubmed: 30357334
Br J Clin Pharmacol. 1998 Oct;46(4):369-76
pubmed: 9803986
J Clin Pharmacol. 2019 Apr;59(4):566-577
pubmed: 30556906
Transl Clin Pharmacol. 2018 Jun;26(2):99
pubmed: 32055556
J Theor Biol. 1998 May 21;192(2):167-81
pubmed: 9637056
J Pediatr Hematol Oncol. 2014 Oct;36(7):503-17
pubmed: 24936744
CPT Pharmacometrics Syst Pharmacol. 2019 Nov;8(11):858-868
pubmed: 31508894
Blood. 1998 Oct 15;92(8):2629-40
pubmed: 9763544
PLoS One. 2015 Jul 30;10(7):e0133244
pubmed: 26226448
J Pharmacol Exp Ther. 2017 Aug;362(2):347-358
pubmed: 28600397
PLoS One. 2012;7(9):e46015
pubmed: 23049924
Cancer Chemother Pharmacol. 2002 Nov;50(5):419-28
pubmed: 12439601
PLoS One. 2019 Jul 1;14(7):e0204540
pubmed: 31260449
Invest New Drugs. 2012 Apr;30(2):833-45
pubmed: 21153753
Asian Pac J Cancer Prev. 2010;11(2):403-7
pubmed: 20843124
CPT Pharmacometrics Syst Pharmacol. 2014 Jan 02;3:e88
pubmed: 24384783
J Math Biol. 2006 Oct;53(4):499-519
pubmed: 16897014
J Math Biol. 2020 Feb;80(3):575-600
pubmed: 31559452
Br J Clin Pharmacol. 2008 Dec;66(6):826-37
pubmed: 18823306
Sci Rep. 2019 Dec 2;9(1):18076
pubmed: 31792398
Leukemia. 2018 Dec;32(12):2710-2714
pubmed: 29967377