Population pharmacokinetic model of high-dose methotrexate in Chinese patients with intracranial germ cell tumors

This study aims to investigate the pharmacokinetics of methotrexate (MTX) in Chinese patients with intracranial germ cell tumors (iGCTs) and to develop a robust population pharmacokinetic (PPK) model. A two-compartment model with an exponential inter-individual variability and a proportional residual model was established using nonlinear mixed-effects modeling. The model was based on 5,470 plasma concentration data points from 505 Chinese iGCT patients, including 370 children. The impact of covariates on model parameters was evaluated using forward addition and backward elimination strategies. Goodness-of-fit plots, bootstrap, visual predictive check and normalized prediction distribution errors were used to assess model performance. In the final model, the clearance of the central compartment (CL) was determined using the following equation <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>C</mml:mi> <mml:mi>L</mml:mi> <mml:mo>=</mml:mo> <mml:mn>12.88</mml:mn> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>e</mml:mi> <mml:mi>G</mml:mi> <mml:mi>F</mml:mi> <mml:mi>R</mml:mi> <mml:mo>/</mml:mo> <mml:mn>102.2</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mn>0.23</mml:mn></mml:msup> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>B</mml:mi> <mml:mi>W</mml:mi> <mml:mo>/</mml:mo> <mml:mn>47</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mn>0.39</mml:mn></mml:msup> <mml:mo>×</mml:mo> <mml:msup><mml:mi>e</mml:mi> <mml:mrow><mml:mi>B</mml:mi> <mml:mi>L</mml:mi> <mml:mi>M</mml:mi></mml:mrow> </mml:msup> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>T</mml:mi> <mml:mi>B</mml:mi> <mml:mi>I</mml:mi> <mml:mi>L</mml:mi> <mml:mo>/</mml:mo> <mml:mn>15.3</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mrow><mml:mo>-</mml:mo> <mml:mn>0.05</mml:mn></mml:mrow> </mml:msup> <mml:msup><mml:mrow><mml:mo>×</mml:mo> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>A</mml:mi> <mml:mi>L</mml:mi> <mml:mi>B</mml:mi> <mml:mo>/</mml:mo> <mml:mn>40.9</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> </mml:mrow> <mml:mrow><mml:mo>-</mml:mo> <mml:mn>0.18</mml:mn></mml:mrow> </mml:msup> </mml:mrow> </mml:math> (BLM = 0.08 when combined with bleomycin, otherwise = 0). The apparent volume of the central compartment (V<sub>c</sub>) was <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow><mml:msub><mml:mi>V</mml:mi> <mml:mi>c</mml:mi></mml:msub> <mml:mo>=</mml:mo> <mml:mn>72.04</mml:mn> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mtext>BW</mml:mtext> <mml:mo>/</mml:mo> <mml:mn>47</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mn>0.31</mml:mn></mml:msup> </mml:mrow> </mml:math> . The apparent volumes of the peripheral compartments (V<sub>p</sub>) and the inter-compartmental clearance (Q) were fixed as 94.94 L and 1.08 L/h, respectively. Co-administration with bleomycin could increase MTX CL by a factor of 1.08. Elevated total bilirubin and albumin levels were associated with decreased MTX CL. Goodness-of-fit and model evaluation confirmed the final model's adequacy, stability, and predictive performance. In our study, a PPK model was developed to identify the key factors influencing MTX pharmacokinetics, thereby optimizing and personalizing MTX therapy for Chinese patients with iGCTs.

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Journal
Frontiers in Pharmacology
Published
2025-05-02
DOI
https://doi.org/10.3389/fphar.2025.1548203
Primary Topic
Acute Lymphoblastic Leukemia research
Type
article
Field-Weighted Citation Impact
0.00

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article

Population pharmacokinetic model of high-dose methotrexate in Chinese patients with intracranial germ cell tumors

Shenghui Mei, Yong He, Qian Lü, Ruoyun Wu et al.
1 links
Frontiers in Pharmacology
Acute Lymphoblastic Leukemia research
article

Population pharmacokinetic model of high-dose methotrexate in Chinese patients with intracranial germ cell tumors

Shenghui Mei, Yong He, Qian Lü, Ruoyun Wu, Sitian Zhang, Zhigang Zhao, Jiashu Zhao, Ruitao Wang
article en

Abstract

This study aims to investigate the pharmacokinetics of methotrexate (MTX) in Chinese patients with intracranial germ cell tumors (iGCTs) and to develop a robust population pharmacokinetic (PPK) model. A two-compartment model with an exponential inter-individual variability and a proportional residual model was established using nonlinear mixed-effects modeling. The model was based on 5,470 plasma concentration data points from 505 Chinese iGCT patients, including 370 children. The impact of covariates on model parameters was evaluated using forward addition and backward elimination strategies. Goodness-of-fit plots, bootstrap, visual predictive check and normalized prediction distribution errors were used to assess model performance. In the final model, the clearance of the central compartment (CL) was determined using the following equation <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mi>C</mml:mi> <mml:mi>L</mml:mi> <mml:mo>=</mml:mo> <mml:mn>12.88</mml:mn> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>e</mml:mi> <mml:mi>G</mml:mi> <mml:mi>F</mml:mi> <mml:mi>R</mml:mi> <mml:mo>/</mml:mo> <mml:mn>102.2</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mn>0.23</mml:mn></mml:msup> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>B</mml:mi> <mml:mi>W</mml:mi> <mml:mo>/</mml:mo> <mml:mn>47</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mn>0.39</mml:mn></mml:msup> <mml:mo>×</mml:mo> <mml:msup><mml:mi>e</mml:mi> <mml:mrow><mml:mi>B</mml:mi> <mml:mi>L</mml:mi> <mml:mi>M</mml:mi></mml:mrow> </mml:msup> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>T</mml:mi> <mml:mi>B</mml:mi> <mml:mi>I</mml:mi> <mml:mi>L</mml:mi> <mml:mo>/</mml:mo> <mml:mn>15.3</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mrow><mml:mo>-</mml:mo> <mml:mn>0.05</mml:mn></mml:mrow> </mml:msup> <mml:msup><mml:mrow><mml:mo>×</mml:mo> <mml:mrow> <mml:mfenced><mml:mrow><mml:mi>A</mml:mi> <mml:mi>L</mml:mi> <mml:mi>B</mml:mi> <mml:mo>/</mml:mo> <mml:mn>40.9</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> </mml:mrow> <mml:mrow><mml:mo>-</mml:mo> <mml:mn>0.18</mml:mn></mml:mrow> </mml:msup> </mml:mrow> </mml:math> (BLM = 0.08 when combined with bleomycin, otherwise = 0). The apparent volume of the central compartment (V<sub>c</sub>) was <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow><mml:msub><mml:mi>V</mml:mi> <mml:mi>c</mml:mi></mml:msub> <mml:mo>=</mml:mo> <mml:mn>72.04</mml:mn> <mml:mo>×</mml:mo> <mml:msup> <mml:mrow> <mml:mfenced><mml:mrow><mml:mtext>BW</mml:mtext> <mml:mo>/</mml:mo> <mml:mn>47</mml:mn></mml:mrow> </mml:mfenced> </mml:mrow> <mml:mn>0.31</mml:mn></mml:msup> </mml:mrow> </mml:math> . The apparent volumes of the peripheral compartments (V<sub>p</sub>) and the inter-compartmental clearance (Q) were fixed as 94.94 L and 1.08 L/h, respectively. Co-administration with bleomycin could increase MTX CL by a factor of 1.08. Elevated total bilirubin and albumin levels were associated with decreased MTX CL. Goodness-of-fit and model evaluation confirmed the final model's adequacy, stability, and predictive performance. In our study, a PPK model was developed to identify the key factors influencing MTX pharmacokinetics, thereby optimizing and personalizing MTX therapy for Chinese patients with iGCTs.

Frontiers in PharmacologyVol. 16
Capital Medical University (CN), Beijing Tian Tan Hospital (CN), Beijing Hospital (CN), Maternal and Child Health Care Hospital of Bao'an (CN)
Beijing Municipal Administration of Hospitals, National Key Research and Development Program of China
Openalex Percentile: Top 87%
Acute Lymphoblastic Leukemia research
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