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Repeated Intake of Grapefruit Juice Inhibits CYP2B6, CYP2C9, CYP2C19, and CYP3A4 while Lingonberry Powder Does Not Induce Major CYP Enzymes in Humans. 反复摄入葡萄柚汁可抑制CYP2B6、CYP2C9、CYP2C19和CYP3A4,而越橘粉对人体主要cypp酶无诱导作用。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-14 DOI: 10.1002/cpt.70165
Laura Aurinsalo, Outi Lapatto-Reiniluoto, Mika Kurkela, Mikko Neuvonen, Eeva Moilanen, Mikko Niemi, Aleksi Tornio, Janne T Backman

Grapefruit juice is a well-established inhibitor of cytochrome P450 (CYP) 3A4, but its effects on other CYP enzymes or organic anion transporting polypeptides (OATPs) are not fully characterized in humans. Recently, lingonberry powder was shown to induce murine CYP enzymes. We investigated the effects of lingonberry powder and grapefruit juice on seven CYP enzymes and two OATPs. Eleven healthy volunteers received three pretreatments three times per day: water for 1 day (control), lingonberry powder for 9 days, and grapefruit juice for 3 days. CYP index drugs (caffeine/CYP1A2, bupropion/CYP2B6, repaglinide/CYP2C8, flurbiprofen/CYP2C9, omeprazole/CYP2C19, dextromethorphan/CYP2D6, midazolam/CYP3A4, and simvastatin/CYP3A4) were administered orally on the study day of each pretreatment (day 1, 10, and 3, respectively). Venous blood samples were collected until 23 hours postdose. The concentrations of index drugs, their metabolites and endogenous OATP1B1 and OATP1B3 biomarkers glycochenodeoxycholate 3-O-glucuronide (GCDCA-3G) and glycochenodeoxycholate 3-sulfate (GCDCA-3S), respectively, were quantified. Grapefruit juice expectedly increased the AUC0-23h values of the CYP3A4 index drugs midazolam and simvastatin (P < 0.01). Additionally, grapefruit juice decreased the hydroxybupropion/bupropion (CYP2B6), 4'-hydroxyflurbiprofen/flurbiprofen (CYP2C9), 5'-hydroxyomeprazole/omeprazole (CYP2C19), and 1'-hydroxymidazolam/midazolam AUC0-23h ratios to 0.57-fold (90% confidence interval: 0.45-0.74), 0.78-fold (0.69-0.87), 0.43-fold (0.36-0.52), and 0.72-fold (0.63-0.84) of control, respectively (P < 0.01). Lingonberry pretreatment did not change any CYP indices. GCDCA-3G and GCDCA-3S concentrations were unaffected by grapefruit juice or lingonberry pretreatment. Collectively, our findings indicate that in addition to inhibiting CYP3A4, repeated grapefruit juice intake causes clinically relevant inhibition of CYP2B6, CYP2C9, and CYP2C19, revealing previously underappreciated interaction risks. Conversely, lingonberry powder is unlikely to induce CYP enzymes in humans.

葡萄柚汁是一种公认的细胞色素P450 (CYP) 3A4抑制剂,但其对其他CYP酶或有机阴离子转运多肽(OATPs)的影响尚未在人体中得到充分表征。近年来,越橘粉被证实具有诱导小鼠CYP酶的作用。研究了越橘粉和葡萄柚汁对7种CYP酶和2种oops的影响。11名健康志愿者每天接受三次预处理:水1天(对照组),越橘粉9天,葡萄柚汁3天。在每次预处理的研究当天(分别为第1、10、3天)口服CYP指标药物(咖啡因/CYP1A2、安非他酮/CYP2B6、瑞格列奈/CYP2C8、氟比洛芬/CYP2C9、奥美拉唑/CYP2C19、右美沙芬/CYP2D6、咪达唑仑/CYP3A4、辛伐他汀/CYP3A4)。静脉血采集至给药后23小时。测定指标药物、代谢物及内源性OATP1B1和OATP1B3生物标志物糖鹅脱氧胆酸3- o -葡萄糖醛酸酯(GCDCA-3G)和糖鹅脱氧胆酸3-硫酸酯(GCDCA-3S)浓度。西柚汁预期提高了CYP3A4指数药物咪达唑仑和辛伐他汀的AUC0-23h值(P 0-23h比值分别为对照组的0.57倍(90%可信区间:0.45-0.74)、0.78倍(0.69-0.87)、0.43倍(0.36-0.52)和0.72倍(0.63-0.84)(P . 0.05)
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引用次数: 0
Physiologically Motivated Sequential Population Modeling of Albumin Trends and Vedolizumab Pharmacokinetics for Pregnancy Dosing Regimen Optimization 妊娠给药方案优化中白蛋白趋势和Vedolizumab药代动力学的生理动机序贯群体建模。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-14 DOI: 10.1002/cpt.70145
Zrinka Duvnjak, Robin Michelet, Casper Steenholdt, Ella S.K. Widigson, Cæcilie Skejø, João A. Abrantes, Wilhelm Huisinga, Mette Julsgaard, Charlotte Kloft

The pharmacokinetics (PK) of monoclonal antibodies (mAbs) during pregnancy remains poorly characterized, despite active inflammatory bowel diseases (IBD) being the greatest risk factor for adverse pregnancy outcomes. To quantify pregnancy-induced changes, vedolizumab concentrations from 39 pregnant patients on various dosing regimens were analyzed using a sequential albumin-trend/PK modeling approach, extending a published vedolizumab non-pregnancy model. Albumin trends were first characterized using a polynomial mixed-effect model. Then, individual changes in albumin from their pre-pregnancy concentrations, implemented as time-varying patient-influential factor (covariate) in the PK model, served as potential biomarker of pregnancy-induced plasma volume expansion. The modeling framework allowed model-informed imputation of missing covariate data, extraction of hemodilution effect, and estimation of pre-pregnancy PK parameters. Due to albumin change, the central volume of distribution increased 52.4%, consistent with known gestational plasma volume expansion, while clearance increased to 38.6%. An additional third-trimester effect of gestational age, potentially reflecting transplacental transfer, increased clearance by an additional 33.3 percentage points. These changes led to a 49.5% decline in vedolizumab trough concentrations (Cmin) by late pregnancy. To maintain efficacious pre-pregnancy exposure (dependent on the individual dosing interval), dosing intervals were gradually shortened for approximately one-third (e.g., to up to 5.6 weeks for pre-pregnancy 8-week regimens). Optimized dosing times were summarized in an easy-to-use nomogram-like plot. This work provides the first population PK model of vedolizumab in pregnancy. By integrating physiologically motivated pregnancy effects, it advanced quantitative understanding of mAbs PK in pregnancy with potential application to other biologics and provides optimized dosing strategies to mitigate risks of adverse pregnancy outcomes.

尽管活动性炎症性肠病(IBD)是不良妊娠结局的最大危险因素,但妊娠期间单克隆抗体(mab)的药代动力学(PK)特征仍然很差。为了量化妊娠引起的变化,使用顺序白蛋白趋势/PK建模方法分析了39名不同给药方案的妊娠患者的vedolizumab浓度,扩展了已发表的vedolizumab非妊娠模型。白蛋白趋势首先用多项式混合效应模型表征。然后,白蛋白在孕前浓度的个体变化,作为PK模型中随时间变化的患者影响因素(协变量),作为妊娠诱导的血浆容量扩张的潜在生物标志物。建模框架允许模型知情的缺失协变量数据的输入,血液稀释效应的提取,以及孕前PK参数的估计。由于白蛋白的改变,中心分布容积增加了52.4%,与已知的妊娠血浆容积扩大一致,而清除率增加了38.6%。孕晚期胎龄的额外影响,可能反映了胎盘移植,使清除率增加了33.3个百分点。这些变化导致妊娠后期维多单抗谷浓度(Cmin)下降49.5%。为了保持有效的孕前暴露(取决于个体给药间隔),给药间隔逐渐缩短约三分之一(例如,孕前8周方案最多缩短至5.6周)。优化给药时间总结在一个易于使用的图状图。本研究首次建立了维多单抗在妊娠期的群体PK模型。通过整合生理驱动的妊娠效应,该研究提高了对妊娠期单克隆抗体PK的定量理解,并有可能应用于其他生物制剂,并提供了优化的给药策略,以减轻不良妊娠结局的风险。
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引用次数: 0
Cardiovascular-Kidney-Metabolic Syndrome in People With HIV: An Emerging Frontier for Clinical Pharmacology. HIV患者的心血管-肾-代谢综合征:临床药理学的新兴前沿。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-10 DOI: 10.1002/cpt.70164
Aaron S Devanathan, Thomas D Nolin

As antiretroviral therapy (ART) prolongs lifespans, people with HIV (PWH) face a new syndemic: Cardiovascular-Kidney-Metabolic (CKM) syndrome. Yet CKM in PWH is poorly characterized. Inflammation, complex pharmacokinetic (PK) alterations, ART-associated metabolic effects, and gut dysbiosis amplify risk. Managing CKM increases medication burden, thereby heightening the risk of drug-drug interactions and adverse drug effects. Therefore, CKM in PWH represents an emerging clinical pharmacology priority. We outline gaps and challenges and call for CKM research in PWH.

随着抗逆转录病毒治疗(ART)延长寿命,HIV (PWH)患者面临一种新的综合征:心血管-肾-代谢(CKM)综合征。然而,PWH的CKM特征很差。炎症、复杂的药代动力学(PK)改变、art相关的代谢效应和肠道生态失调都会增加风险。CKM的管理增加了用药负担,从而增加了药物相互作用和药物不良反应的风险。因此,CKM在PWH中代表了一个新兴的临床药理学重点。我们概述了差距和挑战,并呼吁在PWH进行CKM研究。
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引用次数: 0
Navigating the Genetic Risk of Chemotherapy-Induced Hearing Loss in the Stria Vascularis. 血管纹中化疗引起的听力损失的遗传风险。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1002/cpt.70160
Tara Lazetic, Deanne Nixie R Miao, Britt I Drögemöller, Alain Dabdoub, Julia M Abitbol

Cisplatin is a chemotherapy drug that causes permanent hearing loss by damaging a critical tissue lining the inner ear, called the stria vascularis (SV). Currently, the molecular mechanisms of SV damage are largely unknown and the incidence of ototoxicity in patients cannot be reliably predicted. Growing evidence suggests certain genetic variants expressed in the SV are significant risk factors for ototoxicity, which may be leveraged to better understand cisplatin-induced hearing loss. Also highlighted are innovative developments in integrating genomic and transcriptomic data through multi-omic approaches that may be translated to improve future genetic testing and otoprotectant development.

顺铂是一种化疗药物,通过破坏内耳内壁的关键组织——血管纹(SV),导致永久性听力丧失。目前,SV损伤的分子机制在很大程度上是未知的,患者耳毒性的发生率不能可靠地预测。越来越多的证据表明,SV中表达的某些遗传变异是耳毒性的重要危险因素,这可能有助于更好地理解顺铂引起的听力损失。还强调了通过多组学方法整合基因组和转录组学数据的创新发展,这可能有助于改善未来的基因检测和耳保护剂的开发。
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引用次数: 0
Capability Development in the European Medicines Regulatory Network-A European Learning Needs Analysis and Survey Study. 欧洲药品监管网络的能力发展——欧洲学习需求分析与调查研究。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1002/cpt.70158
Naomi Beard, Marko J Kallio, Luca Kosec, Ulrika Espefält Westin

The European Medicines Regulatory Network plays a critical role in safeguarding public health through the assessment and supervision of human medicines. However, rapid scientific and technological advancements have exposed capability deficits across the network, threatening timely and effective regulatory decision-making. To identify the most critical learning needs within the European Medicines Regulatory Network-specifically those related to capability gaps-the EU4Health Joint Action, IncreaseNET, conducted a learning needs analysis. This study presents a learning needs analysis conducted via two complementary approaches: stakeholder collaboration with European Medicines Agency expert committees and a network-wide survey of National Competent Authorities. The analysis identified six priority subject areas requiring urgent capability development: Advanced Therapy Medicinal Products, Biologically Active Substances, Clinical Trials, Modeling and Simulation, Pharmacokinetics, and Statistics. Additional training needs-such as Environmental Risk Assessment and Radiopharmaceuticals-were highlighted through the National Competent Authority survey. Key barriers to capability development include uneven distribution of expertise, limited time for training due to high workloads, and recruitment challenges. The study also revealed methodological variation in how learning needs analyses are conducted across the European Medicines Regulatory Network, underscoring the need for a standardized yet context-sensitive framework. IncreaseNET will pilot innovative training development strategies, including the use of pedagogical specialists, formalized training processes, and targeted expert recruitment initiatives. These efforts aim to build a more agile, capable, and resilient regulatory workforce across Europe.

欧洲药品管理网络通过评估和监督人类药品,在保障公众健康方面发挥着关键作用。然而,快速的科技进步暴露了整个网络的能力缺陷,威胁到及时有效的监管决策。为了确定欧洲药品监管网络中最关键的学习需求——特别是那些与能力差距相关的需求——欧盟卫生联合行动(europeanhealthjoint Action, increenet)进行了学习需求分析。本研究提出了通过两种互补方法进行的学习需求分析:利益相关者与欧洲药品管理局专家委员会的合作以及国家主管当局的网络范围调查。分析确定了六个需要紧急能力开发的优先主题领域:高级治疗药物产品、生物活性物质、临床试验、建模和模拟、药代动力学和统计学。国家主管当局的调查强调了额外的培训需求,如环境风险评估和放射性药物。能力发展的主要障碍包括专业知识的不均匀分布,由于高工作量而导致的培训时间有限,以及招聘挑战。该研究还揭示了在整个欧洲药品监管网络中如何进行学习需求分析的方法差异,强调需要一个标准化但对环境敏感的框架。increenet将试点创新培训发展战略,包括使用教学专家、正式培训流程和有针对性的专家招聘举措。这些努力旨在在整个欧洲建立一支更灵活、更有能力和更有弹性的监管队伍。
{"title":"Capability Development in the European Medicines Regulatory Network-A European Learning Needs Analysis and Survey Study.","authors":"Naomi Beard, Marko J Kallio, Luca Kosec, Ulrika Espefält Westin","doi":"10.1002/cpt.70158","DOIUrl":"10.1002/cpt.70158","url":null,"abstract":"<p><p>The European Medicines Regulatory Network plays a critical role in safeguarding public health through the assessment and supervision of human medicines. However, rapid scientific and technological advancements have exposed capability deficits across the network, threatening timely and effective regulatory decision-making. To identify the most critical learning needs within the European Medicines Regulatory Network-specifically those related to capability gaps-the EU4Health Joint Action, IncreaseNET, conducted a learning needs analysis. This study presents a learning needs analysis conducted via two complementary approaches: stakeholder collaboration with European Medicines Agency expert committees and a network-wide survey of National Competent Authorities. The analysis identified six priority subject areas requiring urgent capability development: Advanced Therapy Medicinal Products, Biologically Active Substances, Clinical Trials, Modeling and Simulation, Pharmacokinetics, and Statistics. Additional training needs-such as Environmental Risk Assessment and Radiopharmaceuticals-were highlighted through the National Competent Authority survey. Key barriers to capability development include uneven distribution of expertise, limited time for training due to high workloads, and recruitment challenges. The study also revealed methodological variation in how learning needs analyses are conducted across the European Medicines Regulatory Network, underscoring the need for a standardized yet context-sensitive framework. IncreaseNET will pilot innovative training development strategies, including the use of pedagogical specialists, formalized training processes, and targeted expert recruitment initiatives. These efforts aim to build a more agile, capable, and resilient regulatory workforce across Europe.</p>","PeriodicalId":153,"journal":{"name":"Clinical Pharmacology & Therapeutics","volume":" ","pages":""},"PeriodicalIF":5.5,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145686657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction to “Model-Based Approach to Selecting Pegfilgrastim Dose for Pharmacokinetic and Pharmacodynamic Similarity Studies in Biosimilar Development” 修正“生物仿制药开发中药代动力学和药效学相似性研究中聚非格昔汀剂量选择基于模型的方法”。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-02 DOI: 10.1002/cpt.70152

Li, F., Sun, Q., Du, S., Florian, J., Wang, Y., Huang, S.M., Zineh, I. & Wang, Y.-M.C. Model-based approach to selecting pegfilgrastim dose for pharmacokinetic and pharmacodynamic similarity studies in biosimilar development. Clin. Pharmacol. Ther. 113: 62–70 (2023). https://doi.org/10.1002/cpt.2722

For clarity, the original article has been updated to reflect these changes.

We sincerely apologize for this error.

李凤芳,孙强,杜胜,Florian, J.,王勇,黄顺明,Zineh, I.,王玉明。聚非格昔汀剂量选择的模型方法及其在生物仿制药开发中的药代动力学和药效学相似性研究。中国。杂志。《中国科学》(英文版)。https://doi.org/10.1002/cpt.2722For澄清,原文已更新,以反映这些变化。我们真诚地为这个错误道歉。
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引用次数: 0
Real-World Effectiveness and Safety of Recombinant Human Follicle-Stimulating Hormone (rhFSH) in Infertile Women undergoing Assisted Reproductive Technology (ART): A Korean Nationwide Cohort Study 重组人促卵泡激素(rhFSH)在接受辅助生殖技术(ART)的不孕妇女中的实际有效性和安全性:一项韩国全国队列研究。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-02 DOI: 10.1002/cpt.70136
Joong Yeup Lee, Eun-Young Choi, Jung Ryeol Lee, Young Sik Choi, Ji Hyang Kim, Chang-Woo Choo, Yunju Choe, Hee-Jin Seo, Hyesung Lee, Yujeong Shin, Yejin Jeon, Ju-Young Shin, Hoon Kim

Despite widespread rhFSH use in infertile women undergoing ART, real-world comparative data on its effectiveness and safety across different rhFSH types remain limited. Using the HIRA claims database, we included 10,684 women aged 20–39 with infertility (2016–2021) who used only rhFSH in their first in vitro fertilization–embryo transfer (IVF-ET). Outcome variables comprised effectiveness (≥ 11 oocytes retrieved, pregnancy rates and live birth rate) and safety (ectopic pregnancy, miscarriage, preterm birth and ovarian hyperstimulation syndrome [OHSS]) in the whole cohort, further categorized into follitropin and other rhFSH. Baseline characteristics were described, and relative risks (RR) with 95% confidence intervals (CI) were estimated using a generalized linear model, adjusting for age and imbalanced variables. Of 10,684 patients prescribed rhFSH, 7.1% were aged 20–29, 41.6% were 30–34, and 51.3% were 35–39. ICSI was utilized in 57.7% of cycles, and 76.8% used the GnRH antagonist protocol. The live birth rate was 38.8%, and the OHSS rate was 5.9%. Comparing baseline characteristics of the follitropin (n = 2,594) and other rhFSH group (n = 8,090), ICSI (62.2% vs. 56.3%) and GnRH antagonist protocol (81.3% vs. 75.3%) were more common in the follitropin group. Women who received follitropin were more likely to have ≥ 11 oocytes retrieved (adjusted RR, 1.09; 95% CI: 1.02–1.16) and less likely to have OHSS (adjusted RR, 0.73; 95% CI: 0.60–0.90). These findings provide real-world evidence supporting rhFSH effectiveness and safety in fresh IVF cycles, with follitropin potentially offering advantages in oocyte retrieval and reduced OHSS rates.

尽管在接受抗逆转录病毒治疗的不孕妇女中广泛使用rhFSH,但实际世界中关于不同rhFSH类型的有效性和安全性的比较数据仍然有限。使用HIRA索赔数据库,我们纳入了10,684名年龄在20-39岁之间的不孕症女性(2016-2021),她们在第一次体外受精-胚胎移植(IVF-ET)中仅使用rhFSH。结局变量包括整个队列的有效性(检索到的卵母细胞≥11个、妊娠率和活产率)和安全性(异位妊娠、流产、早产和卵巢过度刺激综合征[OHSS]),进一步分为促卵泡素和其他rhFSH。描述基线特征,并使用广义线性模型估计具有95%置信区间(CI)的相对风险(RR),调整年龄和不平衡变量。在10684例rhFSH患者中,7.1%的患者年龄在20-29岁,41.6%的患者年龄在30-34岁,51.3%的患者年龄在35-39岁。57.7%的周期使用ICSI, 76.8%使用GnRH拮抗剂方案。活产率为38.8%,OHSS为5.9%。比较卵泡素组(n = 2594)和其他rhFSH组(n = 8090)的基线特征,ICSI(62.2%对56.3%)和GnRH拮抗剂方案(81.3%对75.3%)在卵泡素组更常见。接受卵泡素治疗的女性更有可能获得≥11个卵母细胞(校正RR, 1.09; 95% CI: 1.02-1.16),而发生OHSS的可能性更小(校正RR, 0.73; 95% CI: 0.60-0.90)。这些发现为支持rhFSH在新鲜试管婴儿周期中的有效性和安全性提供了现实证据,卵泡素可能在卵母细胞回收和降低OHSS发生率方面具有优势。
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引用次数: 0
An Update to the Clinical Pharmacogenetics Implementation Consortium (CPIC) SLCO1B1 Allele Functionality Table Leveraging Evidence from Participants of Predominantly Sub-Saharan African Ancestry. 更新临床药物遗传学实施联盟(CPIC) SLCO1B1等位基因功能表,利用主要来自撒哈拉以南非洲血统的参与者的证据。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/cpt.70153
Akinyemi Oni-Orisan, Sook Wah Yee, Tanushree Haldar, Michelle Whirl-Carrillo, Kelly Caudle, Deepak Voora, Richard B Kim

The Clinical Pharmacogenetics Implementation Consortium (CPIC) has formally updated the SLCO1B1 allele functionality table based on new evidence. Notably, the alleles studied (SLCO1B1 *9, *31, *41) are enriched in the genomes of patients historically excluded from pharmacogenomics research. This perspective illustrates how new evidence can advance clinical pharmacogenetics implementation guidelines incorporation in real time through collaboration with CPIC. Together, we can accelerate the translation of pharmacogenetics into a tool that truly improves health outcomes for everyone.

临床药物遗传学实施联盟(CPIC)根据新的证据正式更新了SLCO1B1等位基因功能表。值得注意的是,研究的等位基因(SLCO1B1 *9, *31, *41)在历史上被排除在药物基因组学研究之外的患者基因组中富集。这一观点说明了新证据如何通过与CPIC合作,实时推进临床药物遗传学实施指南的纳入。我们可以共同努力,加速将药物遗传学转化为一种真正改善每个人健康状况的工具。
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引用次数: 0
Population Pharmacokinetics of Intravenous Methadone Enantiomers in Adults: A Comprehensive Model 成人静脉注射美沙酮对映体的人群药代动力学:一个综合模型。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/cpt.70147
Thomas K. Henthorn, Evan D. Kharasch

Methadone is a utilitarian opioid with growing use for anesthesia and postoperative pain. Methadone pharmacokinetic models have evolved over time; however, there is no comprehensive population pharmacokinetic model. This investigation developed a population model for R(−)- and S(+)-enantiomers of methadone and the primary metabolite 2-ethyl-1,5-dimethyl-3,3-diphenylpyrrolidine (EDDP) in plasma and urine, incorporating enantiomeric disposition, metabolism, genetics, renal elimination, and frequent and long-duration sampling, to adequately describe both distribution and elimination. In this secondary analysis of previously obtained data from 64 adults sampled for 96 hours, a compartmental model utilizing eight distinct measurement categories of drug and metabolite concentration that unified enantiomer kinetics was developed using nonlinear mixed effects techniques. Potential model covariates for weight, race, sex, CYP2B6 genetics, and CYP2C19 genetics were tested. The final unified three-compartment population model accounted for significant and systematic enantiomer-specific differences in volumes of distribution, intercompartmental and elimination clearances between R(−)- and S(+)-methadone, by estimating S(+)/R(−) ratios. The model incorporated weight and CYP2B6 genotype but not CYP2C19 genotype, sex or race as covariates. Intersubject variability was consistent with that of other intravenous opioids. S(+)/R(−) ratios were consistent with known enantiomeric differences in α1-acid glycoprotein binding and in vitro biotransformation, and disposition was explainable by enantiomeric restrictive plasma protein binding effects on drug distribution, pharmacokinetic flow, and intrinsic hepatic clearance (CYP2B6-catalyzed metabolism). The population model may be applicable to pharmacokinetically guided intravenous methadone dosing and CYP2B6-mediated drug interactions in perioperative and critical care settings.

美沙酮是一种实用的阿片类药物,越来越多地用于麻醉和术后疼痛。美沙酮药代动力学模型随着时间的推移而发展;然而,目前还没有全面的群体药代动力学模型。本研究建立了美沙酮R(-)-和S(+)-对映体及其主要代谢物2-乙基-1,5-二甲基-3,3-二苯基吡啶(EDDP)在血浆和尿液中的种群模型,结合对映体配置、代谢、遗传学、肾脏消除以及频繁和长时间采样,以充分描述分布和消除。在对先前获得的64名成人96小时采样数据的二次分析中,使用非线性混合效应技术开发了一个利用8种不同药物和代谢物浓度测量类别的室室模型,该模型统一了对映体动力学。测试了体重、种族、性别、CYP2B6遗传和CYP2C19遗传的潜在模型协变量。通过估计S(+)/R(-)比率,最终统一的三室种群模型解释了R(-)-和S(+)-美沙酮在分布体积、室间和消除清除率方面的显著和系统的对映体特异性差异。该模型纳入了体重和CYP2B6基因型,但不纳入CYP2C19基因型、性别和种族作为协变量。受试者间变异性与其他静脉注射阿片类药物一致。S(+)/R(-)比值与α - 1-酸糖蛋白结合和体外生物转化的已知对映体差异一致,这种差异可以通过对映体限制性血浆蛋白结合对药物分布、药代动力学流动和内在肝脏清除(cyp2b6催化代谢)的影响来解释。该群体模型可能适用于围手术期和危重监护环境中药物动力学引导的静脉美沙酮给药和cyp2b6介导的药物相互作用。
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引用次数: 0
Pathway-Informed Machine Learning Identifies Genetic Predictors of High-Dose Methotrexate-Induced Mucositis in Pediatric Acute Lymphoblastic Leukemia 途径知情的机器学习识别高剂量甲氨蝶呤诱导的儿童急性淋巴细胞白血病粘膜炎的遗传预测因子。
IF 5.5 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-30 DOI: 10.1002/cpt.70135
Xiao Yu Cindy Zhang, Erika N. Scott, Hedy Maagdenberg, Alice Man, Kathy H. Li, S. Rod Rassekh, Bruce C. Carleton, Colin J. D. Ross, Wyeth W. Wasserman, Catrina M. Loucks

High-dose methotrexate for pediatric cancer treatment is frequently associated with mucositis, which can lead to delayed or discontinued treatment and impact survival. While individual genetic variants have been implicated, the cumulative impact of genetic variation within relevant biological pathways remains unexplored. We evaluated single nucleotide polymorphisms across 18 pathways previously identified as relevant to mucositis in 278 pediatric patients with acute lymphoblastic leukemia from six academic health centers across Canada. Pathway enrichment was assessed using the Joint Association of Genetic variants tool, and a predictive model was developed using XGBoost, a supervised machine learning algorithm based on gradient-boosted decision trees. Pathway enrichment identified significant associations in IL6 (P = 0.04) and WNT/β-catenin (P = 0.048) signaling pathways. The predictive model (area under the curve [AUC] = 0.76) highlighted single nucleotide polymorphisms associated with inflammation- and mucosa-related genes, including PRKCD, IL17B, MAST3, and CAPN9, with both risk and protective effects. Model performance dropped by 0.15 in AUC (from 0.76 to 0.61) after removing single nucleotide polymorphism features, underscoring their predictive value. This pathway-informed approach identifies genetic contributors to methotrexate-induced mucositis and supports polygenic risk prediction. Our findings provide a foundation for individualized toxicity risk profiling and suggest potential therapeutic targets to mitigate treatment-limiting mucositis in pediatric oncology.

用于儿童癌症治疗的大剂量甲氨蝶呤经常与粘膜炎相关,这可能导致延迟或停止治疗并影响生存。虽然已经涉及到个体遗传变异,但遗传变异在相关生物学途径中的累积影响仍未得到探索。我们评估了来自加拿大6个学术健康中心的278名急性淋巴细胞白血病儿童患者的18条通路中的单核苷酸多态性,这些通路先前被确定为与粘膜炎相关。使用遗传变异联合关联工具评估通路富集,并使用基于梯度增强决策树的监督机器学习算法XGBoost开发预测模型。途径富集鉴定了IL6 (P = 0.04)和WNT/β-catenin (P = 0.048)信号通路的显著关联。预测模型(曲线下面积[AUC] = 0.76)强调了与炎症和粘膜相关基因相关的单核苷酸多态性,包括PRKCD、IL17B、MAST3和CAPN9,具有风险和保护作用。去除单核苷酸多态性特征后,模型性能的AUC下降了0.15(从0.76降至0.61),强调了其预测价值。这种途径知情的方法确定了甲氨蝶呤诱导的粘膜炎的遗传因素,并支持多基因风险预测。我们的研究结果为个体化毒性风险分析提供了基础,并提出了潜在的治疗靶点,以减轻儿科肿瘤学治疗限制性粘膜炎。
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Clinical Pharmacology & Therapeutics
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