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预测利妥昔单抗治疗后B细胞恢复情况的药代动力学-药效学模型作为儿童特发性肾病综合征复发的预测指标

Kinetic-pharmacodynamic model to predict post-rituximab B-cell repletion as a predictor of relapse in pediatric idiopathic nephrotic syndrome.

作者信息

Li Ziwei, Shen Qian, Xu Hong, Li Zhiping

机构信息

Department of Pharmacy, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.

Department of Nephrology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.

出版信息

Front Pharmacol. 2025 Jan 7;15:1526936. doi: 10.3389/fphar.2024.1526936. eCollection 2024.

DOI:10.3389/fphar.2024.1526936
PMID:39840094
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11746908/
Abstract

PURPOSE

Rituximab has proven efficacy in children with idiopathic nephrotic syndrome (INS). However, vast majority of children inevitably experience relapse with B-cell repletion, necessitating repeat course of rituximab, which may increase the risk of adverse effects. The timing of additional dosing and optional dosing regimen of rituximab in pediatric patients with INS have yet to be determined. This study aimed to identify factors that influence disease relapse and B-cell repletion to provide tailored treatment.

METHODS

LASSO and random survival forest were performed on 143 children to screen covariates which were then included in Cox regression model to determine the biomarkers of relapse and establish a nomogram. A kinetic-pharmacodynamic (K-PD) model was developed in 59 children to characterize the time course of CD19 B-cell after rituximab treatment. Monte Carlo simulation was conducted to explore a mini-dose regimen with larger intervals.

RESULTS

Nomogram contained 7 predictors of relapse including neutrophil-to-lymphocyte ratio, duration of B-cell depletion, duration of disease, urine immunoglobulin G to creatinine ratio, urine transferrin, duration of maintenance immunosuppressant and hemoglobin. As a direct PD indicator, each 1-month increase of duration of B-cell depletion decreased risk of relapse by 21.4% (HR = 0.786; 95% CI: 0.635-0.972; = 0.026). The K-PD model predicted t (CV%) of rituximab and CD19 B-cell to be 11.6 days (17%) and 173.3 days (22%), respectively. Immunoglobulin A is an important covariate of ED. Simulation of a mini-dose regimen with larger intervals (three 150 mg every 2 monthly) indicted longer B-cell depletion time (>7 months) compared to standard regimen.

CONCLUSION

The nomogram indicated optimal infusion timing before relapse and the K-PD model provided tailored rituximab regimens for children with INS to reduce safety risks and financial burden.

摘要

目的

利妥昔单抗已被证明对特发性肾病综合征(INS)患儿有效。然而,绝大多数患儿在B细胞恢复后不可避免地会复发,需要重复使用利妥昔单抗疗程,这可能会增加不良反应的风险。INS患儿中利妥昔单抗额外给药的时机和可选给药方案尚未确定。本研究旨在确定影响疾病复发和B细胞恢复的因素,以提供个性化治疗。

方法

对143名儿童进行LASSO和随机生存森林分析,以筛选协变量,然后将其纳入Cox回归模型,以确定复发的生物标志物并建立列线图。在59名儿童中建立了一个动力学-药效学(K-PD)模型,以表征利妥昔单抗治疗后CD19 B细胞的时间进程。进行蒙特卡洛模拟以探索更大间隔的小剂量方案。

结果

列线图包含7个复发预测因子,包括中性粒细胞与淋巴细胞比率、B细胞耗竭持续时间、疾病持续时间、尿免疫球蛋白G与肌酐比率、尿转铁蛋白、维持免疫抑制剂持续时间和血红蛋白。作为直接的药效学指标,B细胞耗竭持续时间每增加1个月,复发风险降低21.4%(HR = 0.786;95% CI:0.635 - 0.972;P = 0.026)。K-PD模型预测利妥昔单抗和CD19 B细胞的t(CV%)分别为11.6天(17%)和173.3天(22%)。免疫球蛋白A是效应部位药物浓度(ED)的重要协变量。模拟更大间隔的小剂量方案(每2个月3次150mg)表明,与标准方案相比,B细胞耗竭时间更长(>7个月)。

结论

列线图显示了复发前的最佳输注时机,K-PD模型为INS患儿提供了个性化的利妥昔单抗方案,以降低安全风险和经济负担。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/9bd7e4f75257/fphar-15-1526936-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/0e34cb64b956/fphar-15-1526936-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/067ac7effcbf/fphar-15-1526936-g002.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/d51a704d242d/fphar-15-1526936-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/9bd7e4f75257/fphar-15-1526936-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/0e34cb64b956/fphar-15-1526936-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/067ac7effcbf/fphar-15-1526936-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/14edf3c6202e/fphar-15-1526936-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/d51a704d242d/fphar-15-1526936-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8a0d/11746908/9bd7e4f75257/fphar-15-1526936-g005.jpg

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本文引用的文献

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Kidney Int. 2025 Feb;107(2):271-279. doi: 10.1016/j.kint.2024.10.027. Epub 2024 Nov 19.
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B-cell repertoire and functions in idiopathic nephrotic syndrome: what to learn from single-cell RNA sequencing?特发性肾病综合征中的B细胞库及功能:从单细胞RNA测序中学到了什么?
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Dosing optimization of rituximab for primary membranous nephropathy by population pharmacokinetic and pharmacodynamic study.通过群体药代动力学和药效学研究优化利妥昔单抗治疗原发性膜性肾病的给药方案
Front Pharmacol. 2024 Mar 26;15:1197651. doi: 10.3389/fphar.2024.1197651. eCollection 2024.
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Population Pharmacodynamic Modelling of the CD19+ Suppression Effects of Rituximab in Paediatric Patients with Neurological and Autoimmune Diseases.利妥昔单抗对患有神经和自身免疫性疾病的儿科患者CD19 +抑制作用的群体药效学建模
Pharmaceutics. 2023 Oct 26;15(11):2534. doi: 10.3390/pharmaceutics15112534.
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The neutrophil-lymphocyte ratio as a risk factor for all-cause and cardiovascular mortality among individuals with diabetes: evidence from the NHANES 2003-2016.中性粒细胞与淋巴细胞比值作为糖尿病患者全因和心血管死亡率的危险因素:来自 NHANES 2003-2016 的证据。
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Efficacy and safety of long-term repeated use of rituximab in pediatric patients with nephrotic syndrome.利妥昔单抗长期重复使用治疗儿童肾病综合征的疗效和安全性。
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Childhood nephrotic syndrome.儿童肾病综合征。
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