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儿童急性淋巴细胞白血病维持治疗期间白细胞动力学的数学模型

A mathematical model of white blood cell dynamics during maintenance therapy of childhood acute lymphoblastic leukemia.

作者信息

Le Thuy T T, Jost Felix, Raupach Thomas, Zierk Jakob, Rauh Manfred, Suttorp Meinolf, Stanulla Martin, Metzler Markus, Sager Sebastian

机构信息

Institute of Mathematical Optimization, Faculty of Mathematics, Otto-von-Guericke University Magdeburg, Germany.

Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.

出版信息

Math Med Biol. 2019 Dec 4;36(4):471-488. doi: 10.1093/imammb/dqy017.

DOI:10.1093/imammb/dqy017
PMID:30357334
Abstract

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.

摘要

急性淋巴细胞白血病是儿童期最常见的恶性肿瘤,在通过强化静脉化疗诱导缓解后,需要长期口服维持化疗以预防疾病复发。在维持治疗中,调整6-巯基嘌呤(6-MP)和甲氨蝶呤(MTX)的药物剂量,以实现持续的抗白血病活性,同时避免过度的骨髓抑制。然而,关于药物剂量反应的时间和程度以及最佳剂量调整策略仍存在不确定性。我们提出了一种针对急性淋巴细胞维持治疗中6-MP和MTX的药代动力学、药效学和骨髓抑制的新型综合数学模型。我们使用临床数据对该数学模型进行个性化和交叉验证,并提出一种实时算法,通过临床决策支持系统预测化疗反应,作为未来潜在的应用。

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A mathematical model of white blood cell dynamics during maintenance therapy of childhood acute lymphoblastic leukemia.儿童急性淋巴细胞白血病维持治疗期间白细胞动力学的数学模型
Math Med Biol. 2019 Dec 4;36(4):471-488. doi: 10.1093/imammb/dqy017.
2
The interaction of 6-mercaptopurine (6-MP) and methotrexate (MTX).6-巯基嘌呤(6-MP)与甲氨蝶呤(MTX)的相互作用。
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Physiologically based pharmacokinetic modelling of methotrexate and 6-mercaptopurine in adults and children. Part 2: 6-mercaptopurine and its interaction with methotrexate.基于生理的甲氨蝶呤和 6-巯基嘌呤在成人和儿童中的药代动力学模型。第 2 部分:6-巯基嘌呤及其与甲氨蝶呤的相互作用。
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6-mercaptopurine dosage and pharmacokinetics influence the degree of bone marrow toxicity following high-dose methotrexate in children with acute lymphoblastic leukemia.6-巯基嘌呤的剂量和药代动力学影响急性淋巴细胞白血病患儿大剂量甲氨蝶呤治疗后的骨髓毒性程度。
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Myelotoxicity, pharmacokinetics, and relapse rate with methotrexate/6-mercaptopurine maintenance therapy of childhood acute lymphoblastic leukemia.甲氨蝶呤/6-巯基嘌呤维持治疗儿童急性淋巴细胞白血病的骨髓毒性、药代动力学及复发率
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Importance of oral antimetabolite "maintenance" therapy in childhood lymphoblastic leukemia.口服抗代谢物“维持”疗法在儿童淋巴细胞白血病中的重要性。
Pediatr Hematol Oncol. 1996 Sep-Oct;13(5):vii-x. doi: 10.3109/08880019609030848.
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Mercaptopurine/Methotrexate maintenance therapy of childhood acute lymphoblastic leukemia: clinical facts and fiction.巯嘌呤/甲氨蝶呤维持治疗儿童急性淋巴细胞白血病:临床的真相与假象
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The course of biological parameters and 6-mercaptopurine pharmacokinetics during maintenance treatment of children with acute lymphoblastic leukaemia.急性淋巴细胞白血病患儿维持治疗期间生物学参数及6-巯基嘌呤药代动力学过程
Acta Paediatr Scand. 1990 Aug-Sep;79(8-9):832-7. doi: 10.1111/j.1651-2227.1990.tb11562.x.
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De novo purine synthesis inhibition and antileukemic effects of mercaptopurine alone or in combination with methotrexate in vivo.巯嘌呤单独或与甲氨蝶呤联合在体内对嘌呤从头合成的抑制作用及抗白血病效应
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Intensification of mercaptopurine/methotrexate maintenance chemotherapy may increase the risk of relapse for some children with acute lymphoblastic leukemia.对某些急性淋巴细胞白血病患儿而言,强化巯嘌呤/甲氨蝶呤维持化疗可能会增加复发风险。
J Clin Oncol. 2003 Apr 1;21(7):1332-9. doi: 10.1200/JCO.2003.04.039.

引用本文的文献

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Pharmacokinetic-pharmacodynamic modeling of maintenance therapy for childhood acute lymphoblastic leukemia.儿童急性淋巴细胞白血病维持治疗的药代动力学-药效学建模。
Sci Rep. 2023 Jul 20;13(1):11749. doi: 10.1038/s41598-023-38414-0.
2
Model-Based Simulation of Maintenance Therapy of Childhood Acute Lymphoblastic Leukemia.基于模型的儿童急性淋巴细胞白血病维持治疗模拟
Front Physiol. 2020 Mar 18;11:217. doi: 10.3389/fphys.2020.00217. eCollection 2020.
3
Bayesian Data Assimilation to Support Informed Decision Making in Individualized Chemotherapy.
贝叶斯数据分析在个体化化疗中的应用支持。
CPT Pharmacometrics Syst Pharmacol. 2020 Mar;9(3):153-164. doi: 10.1002/psp4.12492. Epub 2020 Jan 31.
4
Prediction of leukocyte counts during paediatric acute lymphoblastic leukaemia maintenance therapy.预测儿科急性淋巴细胞白血病维持治疗期间的白细胞计数。
Sci Rep. 2019 Dec 2;9(1):18076. doi: 10.1038/s41598-019-54492-5.