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Role of Pharmacogenetics on Tramadol Pharmacokinetics: A Population Pharmacokinetic Model. 药物遗传学在曲马多药代动力学中的作用:一个群体药代动力学模型。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-03 DOI: 10.1007/s13318-026-00986-3
Paula Soria-Chacartegui, Gudrun Würthwein, Pablo Zubiaur, Susana Almenara, Dolores Ochoa, Francisco Abad-Santos, Georg Hempel

Background and objective: Tramadol is a widely used opioid, and pharmacogenetics is partially responsible for the variability in its response. The objective was to develop a tramadol population pharmacokinetic (popPK) model including pharmacogenetic information.

Methods: A single oral dose of 37.5 mg tramadol + 400 mg ibuprofen arginine was administered to 24 European healthy volunteers, and 18 blood samples were obtained from 0.25 h to 24 h after drug intake. Subjects were genotyped for the main pharmacogenes and a popPK model was built using NONMEM® (version 7.3). The role of CYP2D6, CYP2B6, and CYP3A4 phenotypes was analyzed. The final parameter estimates were compared with results obtained by noncompartmental analysis (NCA) in the same cohort. Simulations depending on CYP2D6 phenotype were performed in single dose and steady state conditions.

Results: A two-compartment model, with transit absorption into the depot compartment and first-order elimination, was the best fit to the data. In total, 8 volunteers were CYP2D6 intermediate metabolizers (IMs) and 14 were normal metabolizers (NMs), merged for the analysis with the two ultrarapid metabolizers (UMs), whereas no poor metabolizers (PMs) were present (European frequencies: 38.3%, 49.2%, 2.3%, and 6.5%, respectively). CYP2D6 phenotype affected clearance, which was 20% reduced in IMs compared with NMs + UMs. CYP2B6 (NMs = 11, IMs = 11, and PMs = 2) and CYP3A4 (NMs = 20, IMs = 3) phenotypes did not affect clearance. PopPK and NCA estimates were in close agreement. Simulations indicated a 20% and even 40% higher area under the curve after single dose and steady state conditions, respectively, in CYP2D6 IMs compared with NMs and UMs.

Conclusions: A popPK model including CYP2D6 phenotype well described the data. Further research with increased sample size is needed to analyze the clinical impact and effect of CYP2B6 and CYP3A4 phenotype on tramadol pharmacokinetics.

背景和目的:曲马多是一种广泛使用的阿片类药物,药物遗传学是其反应变异性的部分原因。目的是建立包括药物遗传信息的曲马多群体药代动力学(popPK)模型。方法:24名欧洲健康志愿者单次口服曲马多37.5 mg +布洛芬精氨酸400 mg,在服药后0.25 ~ 24 h采集18份血样。对受试者进行主要药原基因的基因分型,并使用NONMEM®(version 7.3)建立popPK模型。分析CYP2D6、CYP2B6和CYP3A4表型的作用。将最后的参数估计值与同一队列中非区室分析(NCA)获得的结果进行比较。在单剂量和稳态条件下进行CYP2D6表型的模拟。结果:两室模型,运输吸收到仓库室和一阶消除,是最适合的数据。总共有8名志愿者是CYP2D6中间代谢物(IMs), 14名是正常代谢物(NMs),与两种超快速代谢物(UMs)合并分析,而没有不良代谢物(pm)存在(欧洲频率分别为38.3%,49.2%,2.3%和6.5%)。CYP2D6表型影响清除率,与NMs + UMs相比,IMs的清除率降低了20%。CYP2B6 (NMs = 11, IMs = 11, pm = 2)和CYP3A4 (NMs = 20, IMs = 3)表型不影响清除率。PopPK和NCA的估计非常一致。模拟表明,在单剂量和稳态条件下,CYP2D6 IMs的曲线下面积分别比NMs和UMs高20%甚至40%。结论:包含CYP2D6表型的popPK模型很好地描述了数据。CYP2B6和CYP3A4表型对曲马多药代动力学的临床影响和作用有待进一步研究,样本量增加。
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引用次数: 0
Acknowledgement to Referees. 给推荐人的确认函。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-13 DOI: 10.1007/s13318-026-00984-5
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引用次数: 0
Defining Safe and Effective Cefazolin Dosing Regimens for MSSA Infections in the CNS: Leveraging Sparse Real-World Data and PBPK Modeling. 确定安全有效的头孢唑林给药方案治疗中枢神经系统msa感染:利用稀疏真实世界数据和PBPK模型。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-05 DOI: 10.1007/s13318-025-00981-0
Samuel Dubinsky, Mark McIntyre, Min-Soo Kim, Laura Hawryluk, Andrea Edginton

Background and objective: Infections in the central nervous system (CNS) are serious and carry a significant risk of morbidity and mortality. Though commonly used as prophylaxis for neurosurgical interventions, cefazolin as a treatment for CNS infections due to methicillin-susceptible Staphylococcus aureus (MSSA) has been debated owing to the perceived inability to achieve adequate concentrations at the site of infection. The objective of the current study was to evaluate the dose-exposure-response relationship of cefazolin in the CNS.

Methods: To leverage sparse data of cefazolin in the cerebrospinal fluid (CSF) and derive an understanding of the dose-exposure-response profile in the CNS, a physiologically-based pharmacokinetic (PBPK) model was created in PK-Sim. Simulations were performed using standard cefazolin dosing of 2000 mg every 8 h and alternative regimens to maximize the probability of target attainment (PTA). The pharmacodynamic target used was 100% fT > MIC (100% of free drug concentrations above the minimum inhibitory concentration). Furthermore, a neurotoxicity threshold of ≥ 300 mg/L and ≥ 30 mg/L for trough concentrations was set as the safety indicator in plasma and CSF, respectively.

Results: The cefazolin CSF-PBPK model was successfully validated such that predicted CSF:plasma ratios were within a 1.5-fold error compared with the observed values. In addition, the median predicted CSF:epidemiological cut-off (ECOFF) concentration ratio was 2.52, compared with an observed value of 2.8. In silico simulations demonstrate that intermittent doses of 2000 mg every 6 h or a continuous infusion of 8-10 g/day may be required to ensure 90% PTA for MSSA to a MIC ≤ 2 mg/L. Predicted plasma and CSF concentrations were well below concentrations associated with neurotoxicity.

Conclusions: This study is the first to use sparse observed CNS data to develop a mechanistic model to describe the pharmacokinetics of cefazolin in the CSF. This work supports existing research on the viability of cefazolin as a therapeutic alternative for CNS infections attributed to MSSA and can be used for future clinical trial planning.

背景和目的:中枢神经系统(CNS)感染是一种严重的疾病,具有很高的发病率和死亡率。虽然头孢唑林通常被用作神经外科干预的预防药物,但由于无法在感染部位达到足够的浓度,头孢唑林作为治疗甲氧西林敏感金黄色葡萄球菌(MSSA)引起的中枢神经系统感染的方法一直存在争议。本研究的目的是评估头孢唑林在中枢神经系统中的剂量-暴露-反应关系。方法:利用脑脊液(CSF)中头孢唑林的稀疏数据,并获得对中枢神经系统剂量-暴露-反应谱的理解,在PK-Sim中创建了基于生理的药代动力学(PBPK)模型。采用标准头孢唑林剂量2000 mg / 8 h和替代方案进行模拟,以最大限度地提高目标实现(PTA)的可能性。使用的药效学靶点为100% fT > MIC(100%游离药物浓度高于最低抑制浓度)。此外,血浆和脑脊液的神经毒性阈值分别为谷浓度≥300 mg/L和≥30 mg/L。结果:头孢唑林CSF- pbpk模型成功验证,与观察值相比,预测CSF:血浆比率误差在1.5倍以内。此外,预测CSF:流行病学临界值(ECOFF)浓度比的中位数为2.52,而观察值为2.8。计算机模拟表明,可能需要每6小时间歇给药2000 mg或连续输注8-10 g/天,以确保90%的PTA对MSSA的MIC≤2 mg/L。预测血浆和脑脊液浓度远低于与神经毒性相关的浓度。结论:本研究首次使用稀疏的CNS观察数据来建立一个机制模型来描述头孢唑林在脑脊液中的药代动力学。这项工作支持了头孢唑林作为治疗MSSA引起的中枢神经系统感染的可行性的现有研究,并可用于未来的临床试验计划。
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引用次数: 0
Bioequivalence and Comparative Pharmacokinetics of Two Generic Mirogabalin Besylate Tablets (5 mg and 10 mg) and Tarlige® in Healthy Chinese Volunteers: A Pooled Analysis of Two Randomized, Open-Label, Two-Period Crossover Studies. 两种仿制贝酸米罗巴林片(5mg和10mg)和Tarlige®在中国健康志愿者中的生物等效性和比较药代动力学:两项随机、开放标签、两期交叉研究的合并分析
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-05 DOI: 10.1007/s13318-025-00977-w
Fengling Wang, Haitao Yu, Xi Ye, Liying Wei, Xiaolian Xiong, Lili Zhu, Limin Zheng, Fan Li, Angeng Wang, Chenhui Li, Xiangyun Meng
<p><strong>Background and objective: </strong>Mirogabalin besylate is a selective α2δ-1 ligand approved for diabetic peripheral neuropathic pain. This study evaluated the pharmacokinetic (PK) bioequivalence and safety of generic 5 mg and 10 mg mirogabalin formulations compared with the reference product (Tarlige<sup>®</sup>) under both fasting and fed conditions among healthy Chinese volunteers.</p><p><strong>Methods: </strong>This pooled analysis comprised two independent, randomized, open-label, two-period crossover trials: one evaluating the 5 mg formulation (24 participants/group) and another evaluating the 10 mg formulation (36 participants/group). Liquid chromatography-tandem mass spectrometry (LC-MS/MS) assays have been validated over ranges of 1.00-200 ng/mL (5-mg study) and 0.50-500 ng/mL (10-mg study) for plasma mirogabalin quantification. Primary endpoints were peak plasma concentration (C<sub>max</sub>), area under the plasma concentration-time curve from time zero to the last quantifiable time point (AUC<sub>0-t</sub>), and area under the plasma concentration-time curve from time zero to infinity (AUC<sub>0-∞</sub>). Bioequivalence was determined if the 90% confidence intervals (CIs) of geometric mean ratios (GMRs) fell within the 80.00-125.00% range, evaluated via analysis of variance (ANOVA) on log-transformed parameters.</p><p><strong>Results: </strong>For the 5 mg formulation, the fasting study demonstrated bioequivalence with a C<sub>max</sub> GMR of 99.10% (90% CI 91.23-107.64), AUC<sub>0-t</sub> of 99.50% (97.14-101.91), and AUC<sub>0-∞</sub> of 99.29% (96.96-101.68). Under fed conditions, C<sub>max</sub> showed higher variability (GMR: 88.61%, 80.48-97.55), while AUC<sub>0-t</sub> (98.55%, 96.42-100.73) and AUC<sub>0-∞</sub> (99.03%, 97.00-101.10) remained within equivalence bounds. The 10 mg formulation exhibited robust bioequivalence in both fasting and fed states: fasting C<sub>max</sub> GMR was 97.07% (91.84-102.60), AUC<sub>0-t</sub> 100.61% (98.52-102.74), and AUC<sub>0-∞</sub> 100.55% (98.61-102.53); fed C<sub>max</sub> was 97.14% (89.64-105.26), AUC<sub>0-t</sub> 101.04% (99.26-102.86), and AUC<sub>0-∞</sub> 100.53% (99.03-102.05). An exploratory analysis of the two dose levels suggested a linear PK for mirogabalin within the 5-10 mg range. The intrasubject variability was generally low (CV<sub>W</sub>%: 3.76-20.36%), with the 10 mg formulation showing numerically lower variability for C<sub>max</sub> (13.79%) compared with the 5 mg formulation (16.39%) in the fasting state. Adverse event incidence ranged from 13.0% to 25.0% across groups, with no severe events reported.</p><p><strong>Conclusions: </strong>Both generic formulations met bioequivalence criteria to Tarlige<sup>®</sup> across studied doses. While both formulations showed acceptable PK profiles, the 10 mg dose exhibited more consistent exposure characteristics, as evidenced by a lower within-subject variability. The PK data are consistent with linear PK fo
背景与目的:贝磺酸米罗巴林是一种选择性α2δ 1配体,被批准用于治疗糖尿病周围神经性疼痛。本研究在健康的中国志愿者中,比较了5 mg和10 mg仿制药米洛巴林制剂与参考产品(Tarlige®)在空腹和空腹条件下的药代动力学(PK)生物等效性和安全性。方法:本合并分析包括两个独立、随机、开放标签、两期交叉试验:一个评估5mg制剂(24名参与者/组),另一个评估10mg制剂(36名参与者/组)。液相色谱-串联质谱(LC-MS/MS)测定方法已在1.00-200 ng/mL (5 mg研究)和0.50-500 ng/mL (10 mg研究)范围内用于血浆米洛巴林的定量。主要终点为血药浓度峰值(Cmax)、从时间0到最后一个可量化时间点的血药浓度-时间曲线下面积(AUC0-t)和从时间0到无穷远的血药浓度-时间曲线下面积(AUC0-∞)。如果几何平均比率(GMRs)的90%置信区间(CIs)在80.00-125.00%范围内,则通过对数转换参数的方差分析(ANOVA)评估生物等效性。结果:对于5 mg制剂,禁食研究显示生物等效性,Cmax GMR为99.10% (90% CI 91.23-107.64), AUC0-t为99.50% (97.14-101.91),AUC0-∞为99.29%(96.96-101.68)。在进料条件下,Cmax表现出较高的变异性(GMR: 88.61%, 80.48 ~ 97.55),而AUC0-t(98.55%, 96.42 ~ 100.73)和AUC0-∞(99.03%,97.00 ~ 101.10)仍处于等效范围内。10 mg制剂在空腹和饲料状态下均表现出良好的生物等效性:空腹Cmax GMR为97.07% (91.84-102.60),AUC0-t为100.61% (98.52-102.74),AUC0-∞为100.55% (98.61-102.53);饲料Cmax为97.14% (89.64-105.26),AUC0-t为101.04% (99.26-102.86),AUC0-∞为100.53%(99.03-102.05)。两种剂量水平的探索性分析表明,在5-10毫克范围内,米洛巴林的线性PK。受试者内部的变异性通常较低(CVW%: 3.76-20.36%),空腹状态下,与5mg制剂(16.39%)相比,10mg制剂的Cmax变异性数值较低(13.79%)。不良事件发生率从13.0%到25.0%不等,无严重事件报告。结论:两种仿制制剂在研究剂量中均符合与Tarlige®的生物等效性标准。虽然两种配方都显示出可接受的PK曲线,但10mg剂量表现出更一致的暴露特征,这可以通过较低的受试者内变异性来证明。在研究剂量范围内,咪洛巴林的药代动力学数据与线性药代动力学一致。可比较的安全性资料支持在研究人群中的药物等效性。这些发现为中国首个仿制米洛巴林产品提供了关键的PK证据。试验注册号:(http://www.chinadrugtrials.org.cn): 5 mg: CTR20232783;10毫克:CTR20242717。
{"title":"Bioequivalence and Comparative Pharmacokinetics of Two Generic Mirogabalin Besylate Tablets (5 mg and 10 mg) and Tarlige<sup>®</sup> in Healthy Chinese Volunteers: A Pooled Analysis of Two Randomized, Open-Label, Two-Period Crossover Studies.","authors":"Fengling Wang, Haitao Yu, Xi Ye, Liying Wei, Xiaolian Xiong, Lili Zhu, Limin Zheng, Fan Li, Angeng Wang, Chenhui Li, Xiangyun Meng","doi":"10.1007/s13318-025-00977-w","DOIUrl":"https://doi.org/10.1007/s13318-025-00977-w","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background and objective: &lt;/strong&gt;Mirogabalin besylate is a selective α2δ-1 ligand approved for diabetic peripheral neuropathic pain. This study evaluated the pharmacokinetic (PK) bioequivalence and safety of generic 5 mg and 10 mg mirogabalin formulations compared with the reference product (Tarlige&lt;sup&gt;®&lt;/sup&gt;) under both fasting and fed conditions among healthy Chinese volunteers.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;This pooled analysis comprised two independent, randomized, open-label, two-period crossover trials: one evaluating the 5 mg formulation (24 participants/group) and another evaluating the 10 mg formulation (36 participants/group). Liquid chromatography-tandem mass spectrometry (LC-MS/MS) assays have been validated over ranges of 1.00-200 ng/mL (5-mg study) and 0.50-500 ng/mL (10-mg study) for plasma mirogabalin quantification. Primary endpoints were peak plasma concentration (C&lt;sub&gt;max&lt;/sub&gt;), area under the plasma concentration-time curve from time zero to the last quantifiable time point (AUC&lt;sub&gt;0-t&lt;/sub&gt;), and area under the plasma concentration-time curve from time zero to infinity (AUC&lt;sub&gt;0-∞&lt;/sub&gt;). Bioequivalence was determined if the 90% confidence intervals (CIs) of geometric mean ratios (GMRs) fell within the 80.00-125.00% range, evaluated via analysis of variance (ANOVA) on log-transformed parameters.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;For the 5 mg formulation, the fasting study demonstrated bioequivalence with a C&lt;sub&gt;max&lt;/sub&gt; GMR of 99.10% (90% CI 91.23-107.64), AUC&lt;sub&gt;0-t&lt;/sub&gt; of 99.50% (97.14-101.91), and AUC&lt;sub&gt;0-∞&lt;/sub&gt; of 99.29% (96.96-101.68). Under fed conditions, C&lt;sub&gt;max&lt;/sub&gt; showed higher variability (GMR: 88.61%, 80.48-97.55), while AUC&lt;sub&gt;0-t&lt;/sub&gt; (98.55%, 96.42-100.73) and AUC&lt;sub&gt;0-∞&lt;/sub&gt; (99.03%, 97.00-101.10) remained within equivalence bounds. The 10 mg formulation exhibited robust bioequivalence in both fasting and fed states: fasting C&lt;sub&gt;max&lt;/sub&gt; GMR was 97.07% (91.84-102.60), AUC&lt;sub&gt;0-t&lt;/sub&gt; 100.61% (98.52-102.74), and AUC&lt;sub&gt;0-∞&lt;/sub&gt; 100.55% (98.61-102.53); fed C&lt;sub&gt;max&lt;/sub&gt; was 97.14% (89.64-105.26), AUC&lt;sub&gt;0-t&lt;/sub&gt; 101.04% (99.26-102.86), and AUC&lt;sub&gt;0-∞&lt;/sub&gt; 100.53% (99.03-102.05). An exploratory analysis of the two dose levels suggested a linear PK for mirogabalin within the 5-10 mg range. The intrasubject variability was generally low (CV&lt;sub&gt;W&lt;/sub&gt;%: 3.76-20.36%), with the 10 mg formulation showing numerically lower variability for C&lt;sub&gt;max&lt;/sub&gt; (13.79%) compared with the 5 mg formulation (16.39%) in the fasting state. Adverse event incidence ranged from 13.0% to 25.0% across groups, with no severe events reported.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Both generic formulations met bioequivalence criteria to Tarlige&lt;sup&gt;®&lt;/sup&gt; across studied doses. While both formulations showed acceptable PK profiles, the 10 mg dose exhibited more consistent exposure characteristics, as evidenced by a lower within-subject variability. The PK data are consistent with linear PK fo","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146124334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Stability of Colistin Active Forms in Biological Matrices: Effect of Temperature and Time. 黏菌素活性形态在生物基质中的稳定性:温度和时间的影响。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-04 DOI: 10.1007/s13318-025-00974-z
Vendula Kubíčková, Jitka Rychlíčková, Karel Urbánek, Zuzana Rácová

Background: This study investigated the effects of temperature and concentration on the short-term stability of colistin and colistin methanesulphonate in three biological matrices; whole blood, plasma and serum.

Methods: Human whole blood, plasma or serum containing colistin (2; 10; 20 mg/L) or colistin methanesulphonate (2; 10; 20 mg/L) was stored at room temperatrure or at 37 °C for a predetermined time interval. The concentrations of colistin in colistin spiked samples, and formed colistin in colistin methanesulphonate spiked samples, were analysed by LC-MS method.

Results: Findings indicate that colistin A and B were stable at the room temperature, but degradation accelerated at 37 °C, particularly at lower concentrations. The conversion of CMS to colistin was also temperature-dependent, where the concersion was significantly accelerated at elevated temperatures. Freeze-thaw stability were tested, COL A as well as COL B were stable for at least three freeze-thaw cycles.

Conclusion: These results underscore the importance of rapid sample processing to ensure reliable therapeutic drug monitoring and emphasize the importance of considering temperature and concentration factors in clinical practice to optimise dosing and minimise toxicity. Further research is required to investigate the full range of factors affecting the stability of colistin and colistin methanesulphonate in biological matrices.

背景:本研究考察了温度和浓度对粘菌素和甲磺酸粘菌素在三种生物基质中的短期稳定性的影响;全血,血浆和血清。方法:将含粘菌素(2;10;20mg /L)或甲磺酸粘菌素(2;10;20mg /L)的人全血、血浆或血清在室温或37℃下保存一段预定时间。用液相色谱-质谱法分析了黏菌素加样中黏菌素的浓度和甲磺酸黏菌素加样中形成的黏菌素的浓度。结果:结果表明,粘菌素A和B在室温下是稳定的,但在37℃时降解加速,特别是在低浓度下。CMS向粘菌素的转化也与温度有关,在升高的温度下,这种转化明显加速。冻融稳定性测试表明,冷A和冷B至少在三个冻融循环中是稳定的。结论:这些结果强调了快速样品处理对确保可靠的治疗药物监测的重要性,并强调了在临床实践中考虑温度和浓度因素以优化剂量和最小化毒性的重要性。需要进一步研究影响黏菌素和甲磺酸黏菌素在生物基质中稳定性的各种因素。
{"title":"Stability of Colistin Active Forms in Biological Matrices: Effect of Temperature and Time.","authors":"Vendula Kubíčková, Jitka Rychlíčková, Karel Urbánek, Zuzana Rácová","doi":"10.1007/s13318-025-00974-z","DOIUrl":"https://doi.org/10.1007/s13318-025-00974-z","url":null,"abstract":"<p><strong>Background: </strong>This study investigated the effects of temperature and concentration on the short-term stability of colistin and colistin methanesulphonate in three biological matrices; whole blood, plasma and serum.</p><p><strong>Methods: </strong>Human whole blood, plasma or serum containing colistin (2; 10; 20 mg/L) or colistin methanesulphonate (2; 10; 20 mg/L) was stored at room temperatrure or at 37 °C for a predetermined time interval. The concentrations of colistin in colistin spiked samples, and formed colistin in colistin methanesulphonate spiked samples, were analysed by LC-MS method.</p><p><strong>Results: </strong>Findings indicate that colistin A and B were stable at the room temperature, but degradation accelerated at 37 °C, particularly at lower concentrations. The conversion of CMS to colistin was also temperature-dependent, where the concersion was significantly accelerated at elevated temperatures. Freeze-thaw stability were tested, COL A as well as COL B were stable for at least three freeze-thaw cycles.</p><p><strong>Conclusion: </strong>These results underscore the importance of rapid sample processing to ensure reliable therapeutic drug monitoring and emphasize the importance of considering temperature and concentration factors in clinical practice to optimise dosing and minimise toxicity. Further research is required to investigate the full range of factors affecting the stability of colistin and colistin methanesulphonate in biological matrices.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146118295","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
A Validated LC-MS/MS Method for Unbound Rifapentine Quantitation Reveals Nonlinear Plasma Protein Binding and Comparable Free Fractions Between Adults and Children with Tuberculosis. 一种验证的LC-MS/MS方法用于利福喷丁的非结合定量,揭示了成人和儿童结核病患者血浆蛋白的非线性结合和可比较的游离组分。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-29 DOI: 10.1007/s13318-026-00985-4
Wenmei Qiao, Mutong Fang, Miaona Liu, Tian He, Peize Zhang, Wei Li

Background and objective: Therapeutic drug monitoring (TDM) typically uses total drug concentration (Ct), but pharmacological effects depend on free concentration (Cf), especially for highly protein-bound drugs like rifapentine (RFPT) (96-99% bound). Monitoring Cf is critical for optimizing efficacy and minimizing hepatotoxicity in patients with tuberculosis (TB) with individual variability. Addressing limitations of existing assays, this study developed a sensitive liquid chromatography-tandem mass spectrometry (LC-MS/MS) method for quantifying free RFPT and evaluated Cf, Ct, and clinical factor correlations in adults and children.

Methods: A validated LC-MS/MS method used Centrifree ultrafiltration (CF-UF) for free RFPT isolation and isotope internal standard (rifapentine-d8) for quantification. Validation included specificity, linearity (3.00-299.60 ng/mL), accuracy, precision, matrix effects, and stability. Clinical samples from 58 patients with TB (adults and children) receiving RFPT were analyzed. Total and free RFPT, albumin, and biochemical parameters were compared.

Results: The method showed excellent linearity (R2 = 0.9999), accuracy (93.11-102.67%), and precision (intra-/inter-day RSD ≤ 7.40%). The lower limit of quantification (LLOQ) was 3.00 ng/mL, suitable for clinical Cf detection. Cf correlated nonlinearly with Ct. Ct was significantly higher in adults than children (20.91 ± 14.08 versus 14.64 ± 8.47 μg/mL, P = 0.03), but Cf (0.085 ± 0.09 versus 0.054 ± 0.05 μg/mL, P = 0.06) and free fractions (0.38 ± 0.29% versus 0.35 ± 0.20%, P = 0.65) showed no significant difference.

Conclusions: The LC-MS/MS method is rapid, sensitive, and suitable for routine free RFPT TDM. Nonlinear Ct-Cf relationships highlight the necessity of direct Cf monitoring, particularly with altered protein binding. Similar free fractions in adults and children despite dose-related Ct differences suggest tailored dosing may mitigate toxicity. Adjustments based solely on Ct may not be universally applicable.

背景和目的:治疗性药物监测(TDM)通常使用总药物浓度(Ct),但药理作用取决于游离浓度(Cf),特别是对利福喷丁(RFPT)(96-99%结合)等高蛋白结合药物。监测Cf对于优化具有个体差异的结核病(TB)患者的疗效和最小化肝毒性至关重要。针对现有检测方法的局限性,本研究开发了一种灵敏的液相色谱-串联质谱(LC-MS/MS)方法来定量游离RFPT,并评估成人和儿童中Cf、Ct和临床因素的相关性。方法:采用离心超滤(CF-UF)分离游离RFPT,采用同位素内标(利福喷丁-d8)定量的LC-MS/MS方法。验证包括特异性、线性度(3.00-299.60 ng/mL)、准确度、精密度、基质效应和稳定性。对58例接受RFPT治疗的结核病患者(成人和儿童)的临床样本进行了分析。比较总和游离RFPT、白蛋白及生化指标。结果:方法线性良好(R2 = 0.9999),准确度(93.11 ~ 102.67%),精密度(日内/日间RSD≤7.40%)。定量下限(loq)为3.00 ng/mL,适用于临床Cf检测。Cf与Ct呈非线性相关。成人Ct(20.91±14.08比14.64±8.47 μg/mL)显著高于儿童(P = 0.03),但Cf(0.085±0.09比0.054±0.05 μg/mL, P = 0.06)和游离分数(0.38±0.29%比0.35±0.20%,P = 0.65)差异无统计学意义。结论:LC-MS/MS方法快速、灵敏,适用于常规游离RFPT TDM检测。非线性Ct-Cf关系强调了直接监测Cf的必要性,特别是在蛋白质结合改变的情况下。尽管剂量相关的Ct存在差异,但成人和儿童的游离组分相似,这表明量身定制的剂量可能减轻毒性。仅基于Ct的调整可能并不普遍适用。
{"title":"A Validated LC-MS/MS Method for Unbound Rifapentine Quantitation Reveals Nonlinear Plasma Protein Binding and Comparable Free Fractions Between Adults and Children with Tuberculosis.","authors":"Wenmei Qiao, Mutong Fang, Miaona Liu, Tian He, Peize Zhang, Wei Li","doi":"10.1007/s13318-026-00985-4","DOIUrl":"https://doi.org/10.1007/s13318-026-00985-4","url":null,"abstract":"<p><strong>Background and objective: </strong>Therapeutic drug monitoring (TDM) typically uses total drug concentration (C<sub>t</sub>), but pharmacological effects depend on free concentration (C<sub>f</sub>), especially for highly protein-bound drugs like rifapentine (RFPT) (96-99% bound). Monitoring C<sub>f</sub> is critical for optimizing efficacy and minimizing hepatotoxicity in patients with tuberculosis (TB) with individual variability. Addressing limitations of existing assays, this study developed a sensitive liquid chromatography-tandem mass spectrometry (LC-MS/MS) method for quantifying free RFPT and evaluated C<sub>f</sub>, C<sub>t</sub>, and clinical factor correlations in adults and children.</p><p><strong>Methods: </strong>A validated LC-MS/MS method used Centrifree ultrafiltration (CF-UF) for free RFPT isolation and isotope internal standard (rifapentine-d8) for quantification. Validation included specificity, linearity (3.00-299.60 ng/mL), accuracy, precision, matrix effects, and stability. Clinical samples from 58 patients with TB (adults and children) receiving RFPT were analyzed. Total and free RFPT, albumin, and biochemical parameters were compared.</p><p><strong>Results: </strong>The method showed excellent linearity (R<sup>2</sup> = 0.9999), accuracy (93.11-102.67%), and precision (intra-/inter-day RSD ≤ 7.40%). The lower limit of quantification (LLOQ) was 3.00 ng/mL, suitable for clinical C<sub>f</sub> detection. C<sub>f</sub> correlated nonlinearly with C<sub>t</sub>. C<sub>t</sub> was significantly higher in adults than children (20.91 ± 14.08 versus 14.64 ± 8.47 μg/mL, P = 0.03), but C<sub>f</sub> (0.085 ± 0.09 versus 0.054 ± 0.05 μg/mL, P = 0.06) and free fractions (0.38 ± 0.29% versus 0.35 ± 0.20%, P = 0.65) showed no significant difference.</p><p><strong>Conclusions: </strong>The LC-MS/MS method is rapid, sensitive, and suitable for routine free RFPT TDM. Nonlinear C<sub>t</sub>-C<sub>f</sub> relationships highlight the necessity of direct C<sub>f</sub> monitoring, particularly with altered protein binding. Similar free fractions in adults and children despite dose-related C<sub>t</sub> differences suggest tailored dosing may mitigate toxicity. Adjustments based solely on C<sub>t</sub> may not be universally applicable.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146084977","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Minimal Physiologically-Based Pharmacokinetic Modeling to Predict Concentration-Time Profiles of Poorly Soluble Cinacalcet Hydrochloride in Fasting and Fed State. 基于最小生理的药代动力学模型预测空腹和进食状态下难溶性盐酸西那卡塞的浓度-时间分布。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-15 DOI: 10.1007/s13318-025-00983-y
Xiaoqian Xie, Le Sun

Background and objective: Obtaining pharmacokinetic curves is crucial for drug dosage selection, and for assessment of efficacy and adverse effects in clinical practice. The aim of this study was to utilize a minimal physiologically-based pharmacokinetic model to predict concentration-time profiles of cinacalcet hydrochloride, a poorly soluble drug, under fasting and fed conditions, and further to establish correlations between in vivo and in vitro dissolution profiles of cinacalcet hydrochloride.

Methods: The mPBPK model consisted of six tissue compartments, and an additional compartmental absorption and transit model, incorporating the stomach, seven small intestinal compartments, and the large intestine along with Johnson's equation, was integrated to enable precise calculations of in vivo dissolution.

Results: External validations for three dosages showed that the average fold error and the absolute average fold error were all within a two-fold error range, indicating the accuracy and reliability of the established model. Subsequently, the model was used to calculate the in vivo dissolution profile and to establish a correlation with the in vitro dissolution profile (R2 = 0.991 in fasting conditions and R2 = 0.991 in fed conditions, both in water medium). Notably, under fasting conditions, this correlation exhibited superior performance compared to convolution, deconvolution, and Wagner-Nelson methods. However, under fed conditions, all four methods demonstrated satisfactory correlations.

Conclusion: The mPBPK model can accurately predict the plasma concentration-time curves under both fasted and fed conditions, and provides a new perspective for establishing in vivo-in vitro correlations of drug products such as incomplete in vivo release, sustained/controlled release, and poor absorption.

背景与目的:获得药物的药动学曲线是临床用药剂量选择、疗效和不良反应评价的重要依据。本研究的目的是利用基于最小生理的药代动力学模型来预测盐酸西那卡塞(一种难溶性药物)在禁食和喂养条件下的浓度-时间分布,并进一步建立盐酸西那卡塞体内和体外溶出度分布的相关性。方法:mPBPK模型由6个组织腔室组成,并结合胃、7个小肠腔室和大肠的额外腔室吸收和转运模型,并结合Johnson方程,以精确计算体内溶出度。结果:三种剂量的外部验证表明,平均折叠误差和绝对平均折叠误差均在2倍误差范围内,表明所建立模型的准确性和可靠性。随后,利用该模型计算其体内溶出度曲线,并与体外溶出度曲线建立相关性(在水培养基中,禁食条件R2 = 0.991,饲喂条件R2 = 0.991)。值得注意的是,在禁食条件下,与卷积、反卷积和Wagner-Nelson方法相比,这种相关性表现出优越的性能。然而,在饲喂条件下,所有四种方法都显示出令人满意的相关性。结论:mPBPK模型能准确预测空腹和摄食条件下的血药浓度-时间曲线,为建立药物体内释放不完全、缓释/控释、吸收不良等药物的体内外相关性提供了新的视角。
{"title":"Minimal Physiologically-Based Pharmacokinetic Modeling to Predict Concentration-Time Profiles of Poorly Soluble Cinacalcet Hydrochloride in Fasting and Fed State.","authors":"Xiaoqian Xie, Le Sun","doi":"10.1007/s13318-025-00983-y","DOIUrl":"https://doi.org/10.1007/s13318-025-00983-y","url":null,"abstract":"<p><strong>Background and objective: </strong>Obtaining pharmacokinetic curves is crucial for drug dosage selection, and for assessment of efficacy and adverse effects in clinical practice. The aim of this study was to utilize a minimal physiologically-based pharmacokinetic model to predict concentration-time profiles of cinacalcet hydrochloride, a poorly soluble drug, under fasting and fed conditions, and further to establish correlations between in vivo and in vitro dissolution profiles of cinacalcet hydrochloride.</p><p><strong>Methods: </strong>The mPBPK model consisted of six tissue compartments, and an additional compartmental absorption and transit model, incorporating the stomach, seven small intestinal compartments, and the large intestine along with Johnson's equation, was integrated to enable precise calculations of in vivo dissolution.</p><p><strong>Results: </strong>External validations for three dosages showed that the average fold error and the absolute average fold error were all within a two-fold error range, indicating the accuracy and reliability of the established model. Subsequently, the model was used to calculate the in vivo dissolution profile and to establish a correlation with the in vitro dissolution profile (R<sup>2</sup> = 0.991 in fasting conditions and R<sup>2</sup> = 0.991 in fed conditions, both in water medium). Notably, under fasting conditions, this correlation exhibited superior performance compared to convolution, deconvolution, and Wagner-Nelson methods. However, under fed conditions, all four methods demonstrated satisfactory correlations.</p><p><strong>Conclusion: </strong>The mPBPK model can accurately predict the plasma concentration-time curves under both fasted and fed conditions, and provides a new perspective for establishing in vivo-in vitro correlations of drug products such as incomplete in vivo release, sustained/controlled release, and poor absorption.</p>","PeriodicalId":11939,"journal":{"name":"European Journal of Drug Metabolism and Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145984762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
The Impact of Fluvoxamine on Clozapine and Norclozapine Serum Concentrations. 氟伏沙明对氯氮平和去氯氮平血清浓度的影响。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-01 Epub Date: 2025-11-17 DOI: 10.1007/s13318-025-00972-1
G van Weringh, H J de Haas, L de Haan, D J Touw, M B de Koning

Background and objective: Fluvoxamine, a potent CYP1A2 inhibitor, increases clozapine serum concentrations by inhibiting its N-dealkylation to norclozapine, thus reducing norclozapine formation and increasing the clozapine/norclozapine ratio. Clinically, fluvoxamine may reduce clozapine tablet burden and mitigate norclozapine-related metabolic side-effects. However, clinical guidance on this co-administration is limited. The current study evaluates the effect of fluvoxamine and its dose on clozapine and norclozapine concentrations and their ratio, while exploring potential influencing factors.

Methods: Patients from long-stay psychiatric wards were included if they had been or were currently receiving clozapine and fluvoxamine, with available steady-state concentrations with and without fluvoxamine coadministraton. Dose-adjusted clozapine and norclozapine concentrations (C/D, ng/mL per mg/day) and their ratios were compared among the two conditions using the Wilcoxon signed-rank test. Median fold increases and associations with clinical variables (e.g. gender, smoking, dosing frequency, baseline clozapine level, fluvoxamine dose), were analysed using Mann-Whitney U tests.

Results: Sixty-seven patients were included. During fluvoxamine co-administration, median C/D clozapine increased from 0.70 to 1.72, C/D norclozapine from 0.43 to 0.80 and the clozapine/norclozapine ratio from 1.66 to 2.16 (all p < 0.001). Median fold increases were 2.51 (clozapine), 1.92 (norclozapine) and 1.27 (clozapine/norclozapine ratio). Greater increases were observed with fluvoxamine doses > 25 mg and baseline clozapine levels < 350 ng/mL, without a significant increase in clozapine/norclozapine ratio. Other factors showed no significant association.

Conclusion: Fluvoxamine significantly increases clozapine and norclozapine concentrations, and their ratio. Doses > 25 mg lead to greater fold increases and more variability. Initiation at 25 mg with a 50% clozapine dose reduction is recommended.

背景与目的:氟伏沙明是一种有效的CYP1A2抑制剂,它通过抑制氯氮平向去氯氮平的n -脱基化而增加氯氮平的血清浓度,从而减少去氯氮平的形成,增加氯氮平/去氯氮平的比值。临床上,氟伏沙明可减轻氯氮平片剂负担,减轻去氯氮平相关代谢副作用。然而,这种联合给药的临床指导是有限的。本研究评价氟伏沙明及其剂量对氯氮平和去氯氮平浓度及比值的影响,探讨可能的影响因素。方法:长期住院精神病病房的患者,如果他们曾经或正在接受氯氮平和氟伏沙明,可稳定的浓度与氟伏沙明联合或不联合给药。采用Wilcoxon sign -rank检验比较两种情况下剂量调整氯氮平和去甲氯氮平浓度(C/D, ng/mL / mg/day)及其比值。使用Mann-Whitney U检验分析中位数倍数增加及其与临床变量(如性别、吸烟、给药频率、氯氮平基线水平、氟伏沙明剂量)的关系。结果:纳入67例患者。氟伏沙明联合给药时,氯氮平的中位C/D从0.70增加到1.72,去氯氮平的中位C/D从0.43增加到0.80,氯氮平/去氯氮平的比值从1.66增加到2.16(均p < 0.001)。中位数增加为2.51(氯氮平)、1.92(去氯氮平)和1.27(氯氮平/去氯氮平比值)。氟伏沙明剂量bb0 ~ 25mg和氯氮平基线水平< 350ng /mL时观察到更大的增加,氯氮平/去氯氮平比值没有显著增加。其他因素无显著相关性。结论:氟伏沙明显著提高氯氮平和去氯氮平的浓度及其比值。25毫克以下的剂量会导致更大的倍数增加和更大的变异性。建议起始剂量为25mg,氯氮平剂量减少50%。
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引用次数: 0
Tacrolimus Pharmacokinetics in Pediatric Liver Transplant Recipients During the First Month After Transplantation. 他克莫司在儿童肝移植后第一个月内的药代动力学。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-01 Epub Date: 2025-11-05 DOI: 10.1007/s13318-025-00969-w
Femke A Elzinga, Andrea R Hernandez-Hernandez, Hubert P J van der Doef, Jos G W Kosterink, Erik A H Loeffen, René Scheenstra, Arno R Bourgonje, Daan J Touw, Paola Mian

Introduction: Despite dosing protocols and tight therapeutic drug monitoring (TDM), tacrolimus concentrations remain highly variable in pediatric liver transplant (LTx) recipients during the first month post-transplantation. The objective of this study was to describe weight-adjusted tacrolimus concentration-to-dose (C/D/kg) ratios and to identify physical, clinical, and laboratory parameters associated with interpatient pharmacokinetic (PK) variability in hospitalized children during the first month post-LTx.

Methods: In this single-center retrospective cohort study (January 2018-October 2021), we calculated C/D/kg ratios for 36 LTx recipients aged 0-2 years. Descriptive statistics and linear mixed models characterized changes in tacrolimus C/D/kg ratios over time, and we determined the percentage of concentrations within six predefined ranges (0-4, 4-6, 6-8, 8-10, 10-15, and > 15 μg/L).

Results: In total, 524 trough concentrations of orally administered tacrolimus were analyzed. Tacrolimus C/D/kg ratios ranged from 0.19 to 0.75, demonstrating substantial interpatient variability. Time post-transplantation, alanine aminotransferase, aspartate aminotransferase, total bilirubin, coadministration of corticosteroids, spironolactone, fluconazole, fentanyl, amlodipine, flucloxacillin, and ciprofloxacin were significantly associated with interpatient variability (P < 0.05 for all). In the first week, 40.0% tacrolimus trough concentrations were below 4 μg/L, and using TDM the distribution shifted towards the therapeutic mid-range (6-10 μg/L).

Conclusion: TDM of tacrolimus is often not enough to obtain the concentrations in the therapeutic range. Identifying cofounders for variability a priori is essential for guiding efficient and accurate dosing, shifting the focus from reactive TDM towards better dosing strategies that improve PK predictions and ultimately improve therapy for pediatric LTx recipients.

尽管有剂量方案和严格的治疗药物监测(TDM),他克莫司在儿童肝移植(LTx)受者移植后第一个月的浓度仍然高度可变。本研究的目的是描述体重调整后的他克莫司浓度剂量比(C/D/kg),并确定住院儿童ltx后第一个月内与患者间药代动力学(PK)变异性相关的物理、临床和实验室参数。方法:在这项单中心回顾性队列研究(2018年1月- 2021年10月)中,我们计算了36名0-2岁LTx接受者的C/D/kg比率。描述性统计和线性混合模型表征了他克莫司C/D/kg比值随时间的变化,并确定了6个预定义范围(0-4、4-6、6-8、8-10、10-15和> -15 μg/L)内浓度的百分比。结果:共分析了524个口服他克莫司谷浓度。他克莫司C/D/kg比值从0.19到0.75不等,显示出大量的患者间差异。移植后时间、丙氨酸转氨酶、天冬氨酸转氨酶、总胆红素、皮质类固醇、螺内酯、氟康唑、芬太尼、氨氯地平、氟氯西林和环丙沙星的联合用药与患者间变异性显著相关(P结论:他克莫司TDM往往不足以获得治疗范围内的浓度。对于指导有效和准确的给药,将重点从反应性TDM转向更好的给药策略,从而提高PK预测,并最终改善儿科LTx受体的治疗,识别先天变异的共同创始人至关重要。
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引用次数: 0
Beyond Algorithms: Machine Learning and Clinical Determinants of Voriconazole Plasma Levels in Therapeutic Drug Monitoring. 超越算法:治疗药物监测中伏立康唑血浆水平的机器学习和临床决定因素。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-01 Epub Date: 2025-11-25 DOI: 10.1007/s13318-025-00973-0
Ivan Maray, Claudia Orallo, Mateo Eiora-Osoro, Laina Oyague, Miguel Alaguero-Calero, Pablo Valledor, Javier Fernández

Background and objective: Voriconazole is a broad-spectrum antifungal agent whose efficacy and toxicity are closely related to plasma concentrations, which are highly variable between individuals. Therapeutic drug monitoring (TDM) helps optimize its use but is not always available. In this context, machine learning may help predict subtherapeutic or supratherapeutic levels before TDM results are obtained.

Methods: This was a single-center retrospective study conducted between May 2021 and June 2024 in a tertiary hospital in northern Spain. Adult patients treated with voriconazole for at least 3 days and with a steady-state plasma level measurement were included. Clinical, laboratory, and treatment-related variables were collected. Supervised machine learning models (random forest, support vector machines (SVM), XGBoost, etc.) were trained to classify plasma levels as subtherapeutic, therapeutic, or supratherapeutic.

Results: A total of 147 patients were included (65% male; median age 65 years). Therapeutic concentrations were found in 71% of patients, supratherapeutic in 15%, and subtherapeutic in 14%. Significant differences were observed on the basis of route of administration, dosage form, age, liver function, and certain comorbidities. Aspartate aminotransferase (AST), glomerular filtration rate, and administration route were the most relevant predictors in the models. Random forest achieved the best performance (area under the curve (AUC) 0.675), though still below the threshold for clinical applicability.

Conclusions: Although machine learning models identified relevant predictors of voriconazole exposure, their predictive accuracy was limited and insufficient to replace therapeutic drug monitoring. TDM remains essential for individualized and safe dosing. Integrating pharmacogenetic data and hybrid models combining TDM and computational tools may improve predictive performance and clinical applicability.

背景与目的:伏立康唑是一种广谱抗真菌药物,其疗效和毒性与血浆浓度密切相关,个体间差异很大。治疗药物监测(TDM)有助于优化其使用,但并不总是可用的。在这种情况下,机器学习可能有助于在获得TDM结果之前预测亚治疗或超治疗水平。方法:这是一项于2021年5月至2024年6月在西班牙北部一家三级医院进行的单中心回顾性研究。接受伏立康唑治疗至少3天并进行稳态血浆水平测量的成年患者被纳入研究。收集临床、实验室和治疗相关变量。训练监督机器学习模型(随机森林、支持向量机(SVM)、XGBoost等)将血浆水平分类为亚治疗、治疗或超治疗。结果:共纳入147例患者(65%为男性,中位年龄65岁)。治疗浓度为71%,超治疗浓度为15%,亚治疗浓度为14%。在给药途径、剂型、年龄、肝功能和某些合并症方面存在显著差异。在模型中,谷草转氨酶(AST)、肾小球滤过率和给药途径是最相关的预测因素。随机森林的表现最好(曲线下面积(AUC)为0.675),但仍低于临床适用性的阈值。结论:虽然机器学习模型确定了伏立康唑暴露的相关预测因子,但其预测准确性有限,不足以取代治疗药物监测。TDM仍然是个体化和安全给药的必要条件。整合药物遗传学数据和混合模型,结合TDM和计算工具可以提高预测性能和临床适用性。
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引用次数: 0
期刊
European Journal of Drug Metabolism and Pharmacokinetics
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