• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

系统性红斑狼疮患儿霉酚酸的有限采样策略及群体药代动力学模型:采用SAEM算法的双伽马吸收模型的应用

Limited sampling strategy and population pharmacokinetic model of mycophenolic acid in pediatric patients with systemic lupus erythematosus: application of a double gamma absorption model with SAEM algorithm.

作者信息

Koloskoff Kévin, Benito Sylvain, Chambon Lucie, Dayan Frédéric, Marquet Pierre, Jacqz-Aigrain Evelyne, Woillard Jean-Baptiste

机构信息

INSERM, University of Limoges, CHU Limoges, P&T, U1248, Limoges, France.

EXACTCURE, Nice, France.

出版信息

Eur J Clin Pharmacol. 2024 Jan;80(1):83-92. doi: 10.1007/s00228-023-03587-0. Epub 2023 Oct 28.

DOI:10.1007/s00228-023-03587-0
PMID:37897528
Abstract

INTRODUCTION

Mycophenolic acid (MPA), the active metabolite of mycophenolate mofetil (MMF), is widely used in the treatment of systemic lupus erythematosus (SLE). It has been shown that its therapeutic drug monitoring based on the area under the curve (AUC) improves treatment efficacy. MPA exhibits a complex bimodal absorption, and a double gamma distribution model has been already proposed in the past to accurately describe this phenomenon. These previous population pharmacokinetics models (POPPK) have been developed using iterative two stage Bayesian (IT2B) or non-parametric adaptive grid (NPAG) methods. However, non-linear mixed effect (NLME) approaches based on stochastic approximation expectation-maximization (SAEM) algorithms have never been published so far for this particular model. The objectives of this study were (i) to implement the double absorption gamma model in Monolix, (ii) to compare different absorption models to describe the pharmacokinetics of MMF, and (iii) to develop a limited sampling strategy (LSS) to estimate AUC in pediatric SLE patients.

MATERIAL AND METHODS

A data splitting of full pharmacokinetic profiles sampled in 67 children extracted either from the expert system ISBA (n = 34) or the hospital Saint Louis (n = 33) was performed into train (75%) and test (25%) sets. A POPPK was developed for MPA in the train set using a NLME and the SAEM algorithm and different absorption models were implemented and compared (first order, transit, or simple and double gamma). The best limited sampling strategy was then determined in the test set using a maximum-a-posteriori Bayesian method to estimate individual PK parameters and AUC based on three blood samples compared to the reference AUC calculated using the trapezoidal rule applied on all samples and performances were assessed in the test set.

RESULTS

Mean patient age and dose was 13 years old (5-18) and 18.1 mg/kg (7.9-47.6), respectively. MPA concentrations (764) from 107 occasions were included in the analysis. A double gamma absorption with a first-order elimination from the central compartment best fitted the data. The optimal LSS with samples at 30 min, 2 h, and 3 h post-dose exhibited good performances in the test set (mean bias - 0.32% and RMSE 21.0%).

CONCLUSION

The POPPK developed in this study adequately estimated the MPA AUC in pediatric patients with SLE based on three samples. The double absorption gamma model developed with the SAEM algorithm showed very accurate fit and reduced computation time.

摘要

引言

霉酚酸(MPA)是霉酚酸酯(MMF)的活性代谢产物,广泛用于治疗系统性红斑狼疮(SLE)。研究表明,基于曲线下面积(AUC)的治疗药物监测可提高治疗效果。MPA呈现复杂的双峰吸收,过去已提出双伽马分布模型来准确描述这一现象。这些先前的群体药代动力学模型(POPPK)是使用迭代两阶段贝叶斯(IT2B)或非参数自适应网格(NPAG)方法开发的。然而,迄今为止,基于随机近似期望最大化(SAEM)算法的非线性混合效应(NLME)方法尚未针对该特定模型发表。本研究的目的是:(i)在Monolix中实现双吸收伽马模型;(ii)比较不同的吸收模型以描述MMF的药代动力学;(iii)制定有限采样策略(LSS)以估计儿科SLE患者的AUC。

材料与方法

从专家系统ISBA(n = 34)或圣路易斯医院(n = 33)提取的67名儿童的完整药代动力学曲线数据被分为训练集(75%)和测试集(25%)。在训练集中使用NLME和SAEM算法为MPA建立POPPK,并实施和比较不同的吸收模型(一级、转运或简单和双伽马模型)。然后在测试集中使用最大后验贝叶斯方法确定最佳有限采样策略,以基于三个血样估计个体药代动力学参数和AUC,并与使用梯形法则应用于所有样本计算的参考AUC进行比较,并在测试集中评估性能。

结果

患者的平均年龄和剂量分别为13岁(5 - 18岁)和18.1mg/kg(7.9 - 47.6mg/kg)。分析纳入了107个时间点的MPA浓度(764个)。具有从中央室一级消除的双伽马吸收最能拟合数据。给药后30分钟、2小时和3小时采样的最佳LSS在测试集中表现良好(平均偏差 - 0.32%,均方根误差21.0%)。

结论

本研究开发的POPPK基于三个样本充分估计了儿科SLE患者的MPA AUC。使用SAEM算法开发的双吸收伽马模型显示出非常准确的拟合,并减少了计算时间

相似文献

1
Limited sampling strategy and population pharmacokinetic model of mycophenolic acid in pediatric patients with systemic lupus erythematosus: application of a double gamma absorption model with SAEM algorithm.系统性红斑狼疮患儿霉酚酸的有限采样策略及群体药代动力学模型:采用SAEM算法的双伽马吸收模型的应用
Eur J Clin Pharmacol. 2024 Jan;80(1):83-92. doi: 10.1007/s00228-023-03587-0. Epub 2023 Oct 28.
2
Pharmacokinetic study of mycophenolate mofetil in patients with systemic lupus erythematosus and design of Bayesian estimator using limited sampling strategies.霉酚酸酯在系统性红斑狼疮患者中的药代动力学研究及使用有限采样策略的贝叶斯估计器设计
Clin Pharmacokinet. 2008;47(4):277-84. doi: 10.2165/00003088-200847040-00005.
3
Population Pharmacokinetics and Limited Sampling Strategy of Mycophenolate Mofetil for Indian Patients With Lupus Nephritis.中国狼疮肾炎患者吗替麦考酚酯的群体药代动力学和有限采样策略。
Ther Drug Monit. 2024 Oct 1;46(5):567-574. doi: 10.1097/FTD.0000000000001213. Epub 2024 May 9.
4
Pharmacokinetics of mycophenolic acid and external evaluation of two limited sampling strategies of drug exposure in patients with juvenile systematic lupus erythematosus.青少年系统性红斑狼疮患者霉酚酸的药代动力学及两种药物暴露有限采样策略的外部评估
Eur J Clin Pharmacol. 2022 Jun;78(6):1003-1010. doi: 10.1007/s00228-022-03295-1. Epub 2022 Mar 16.
5
Pharmacokinetics of mycophenolate mofetil in children with lupus and clinical findings in favour of therapeutic drug monitoring.霉酚酸酯在狼疮患儿中的药代动力学及支持治疗药物监测的临床发现。
Br J Clin Pharmacol. 2014 Oct;78(4):867-76. doi: 10.1111/bcp.12392.
6
Limited sampling models and Bayesian estimation for mycophenolic acid area under the curve prediction in stable renal transplant patients co-medicated with ciclosporin or sirolimus.在接受环孢素或西罗莫司联合治疗的稳定肾移植患者中,霉酚酸曲线下面积预测的有限采样模型和贝叶斯估计
Clin Pharmacokinet. 2009;48(11):745-58. doi: 10.2165/11318060-000000000-00000.
7
Development of a Bayesian estimator for the therapeutic drug monitoring of mycophenolate mofetil in children with idiopathic nephrotic syndrome.儿童特发性肾病综合征中美法仑酸治疗药物监测的贝叶斯估算器的开发。
Pharmacol Res. 2011 May;63(5):423-31. doi: 10.1016/j.phrs.2011.01.009. Epub 2011 Jan 25.
8
Pharmacokinetic modelling and development of Bayesian estimators for therapeutic drug monitoring of mycophenolate mofetil in reduced-intensity haematopoietic stem cell transplantation.霉酚酸酯在减低强度造血干细胞移植中治疗药物监测的药代动力学建模及贝叶斯估计器的开发
Clin Pharmacokinet. 2009;48(10):667-75. doi: 10.2165/11317140-000000000-00000.
9
Population pharmacokinetics of mycophenolic acid and dose optimization with limited sampling strategy in liver transplant children.肝移植儿童麦考酚酸的群体药代动力学及有限采样策略下的剂量优化
Br J Clin Pharmacol. 2012 Sep;74(3):515-24. doi: 10.1111/j.1365-2125.2012.04213.x.
10
Population pharmacokinetics and Bayesian estimation of mycophenolate mofetil in patients with autoimmune hepatitis.群体药代动力学与贝叶斯法估算自身免疫性肝炎患者麦考酚酸的药代动力学参数
Br J Clin Pharmacol. 2022 Nov;88(11):4732-4741. doi: 10.1111/bcp.15389. Epub 2022 May 26.

引用本文的文献

1
Impact of body weight on mycophenolic acid population pharmacokinetics in paediatric lupus nephritis: a pharmacogenomic integration study.体重对儿童狼疮性肾炎中霉酚酸群体药代动力学的影响:一项药物基因组学整合研究。
Lupus Sci Med. 2025 Jul 1;12(2):e001535. doi: 10.1136/lupus-2025-001535.
2
Killing several birds with one stone: A multi-indication population pharmacokinetic model and Bayesian estimator for enteric-coated mycophenolate sodium.一石多鸟:用于肠溶包衣麦考酚钠的多适应症群体药代动力学模型和贝叶斯估计器
Br J Clin Pharmacol. 2025 May;91(5):1396-1408. doi: 10.1111/bcp.16374. Epub 2024 Dec 22.
3
Pharmacokinetic Simulation and Area under the Curve Estimation of Drugs Subject to Enterohepatic Circulation.

本文引用的文献

1
Significant Effects of Renal Function on Mycophenolic Acid Total Clearance in Pediatric Kidney Transplant Recipients with Population Pharmacokinetic Modeling.基于群体药代动力学模型的肾功能对儿科肾移植受者麦考酚酸总清除率的显著影响。
Clin Pharmacokinet. 2023 Sep;62(9):1289-1303. doi: 10.1007/s40262-023-01280-0. Epub 2023 Jul 26.
2
Population pharmacokinetics and limited sampling strategy for therapeutic drug monitoring of mycophenolate mofetil in Japanese patients with lupus nephritis.日本狼疮性肾炎患者霉酚酸酯治疗药物监测的群体药代动力学及有限采样策略
J Pharm Health Care Sci. 2023 Jan 9;9(1):1. doi: 10.1186/s40780-022-00271-w.
3
肠肝循环药物的药代动力学模拟及曲线下面积估计
Pharmaceutics. 2024 Aug 6;16(8):1044. doi: 10.3390/pharmaceutics16081044.
4
Population pharmacokinetic analysis of febuxostat with high focus on absorption kinetics and food effect.重点关注吸收动力学和食物效应的非布司他群体药代动力学分析。
BMC Pharmacol Toxicol. 2024 Aug 26;25(1):57. doi: 10.1186/s40360-024-00783-1.
Population Pharmacokinetic Modelling and Limited Sampling Strategies for Therapeutic Drug Monitoring of Pyrazinamide in Patients with Tuberculosis.
人群药代动力学模型与结核患者中吡嗪酰胺治疗药物监测的有限采样策略。
Antimicrob Agents Chemother. 2022 Jul 19;66(7):e0000322. doi: 10.1128/aac.00003-22. Epub 2022 Jun 21.
4
Pharmacokinetics of mycophenolic acid and external evaluation of two limited sampling strategies of drug exposure in patients with juvenile systematic lupus erythematosus.青少年系统性红斑狼疮患者霉酚酸的药代动力学及两种药物暴露有限采样策略的外部评估
Eur J Clin Pharmacol. 2022 Jun;78(6):1003-1010. doi: 10.1007/s00228-022-03295-1. Epub 2022 Mar 16.
5
Personalized Therapy for Mycophenolate: Consensus Report by the International Association of Therapeutic Drug Monitoring and Clinical Toxicology.个体化吗替麦考酚酯治疗:国际治疗药物监测和临床毒理学协会共识报告。
Ther Drug Monit. 2021 Apr 1;43(2):150-200. doi: 10.1097/FTD.0000000000000871.
6
Clinical Pharmacokinetics and Bayesian Estimators for the Individual Dose Adjustment of a Generic Formulation of Tacrolimus in Adult Kidney Transplant Recipients.临床药代动力学和贝叶斯估算器在成人肾移植受者中调整他克莫司通用制剂的个体剂量。
Clin Pharmacokinet. 2021 May;60(5):611-622. doi: 10.1007/s40262-020-00959-y. Epub 2020 Nov 24.
7
Population pharmacokinetics of mycophenolic acid in paediatric patients.儿童患者麦考酚酸的群体药代动力学。
Br J Clin Pharmacol. 2021 Apr;87(4):1730-1757. doi: 10.1111/bcp.14590. Epub 2021 Feb 2.
8
Nonparametric Methods in Population Pharmacokinetics.群体药代动力学中的非参数方法
J Clin Pharmacol. 2022 Feb;62(2):142-157. doi: 10.1002/jcph.1650. Epub 2020 Oct 26.
9
2019 Update of the Joint European League Against Rheumatism and European Renal Association-European Dialysis and Transplant Association (EULAR/ERA-EDTA) recommendations for the management of lupus nephritis.2019 年更新版欧洲抗风湿病联盟与欧洲肾脏学会-欧洲透析和移植学会(EULAR/ERA-EDTA)狼疮肾炎管理建议。
Ann Rheum Dis. 2020 Jun;79(6):713-723. doi: 10.1136/annrheumdis-2020-216924. Epub 2020 Mar 27.
10
Comment on "Population Pharmacokinetics of Mycophenolic Acid: An Update".关于《霉酚酸的群体药代动力学:最新进展》的评论
Clin Pharmacokinet. 2018 Sep;57(9):1211-1213. doi: 10.1007/s40262-018-0687-9.