Population pharmacokinetics

群体药代动力学
  • 文章类型: Journal Article
    BACKGROUND: Once-daily fixed-dose combinations (FDC) containing abacavir (ABC), dolutegravir (DTG), and lamivudine (3TC) have been approved in the US for adults and children with HIV weighing ≥ 6 kg. This analysis assessed the ability of previously developed ABC, DTG, and 3TC pediatric population pharmacokinetic (PopPK) models using multiple formulations to describe and predict PK data in young children using dispersible tablet (DT) and tablet formulations of ABC/DTG/3TC FDC in the IMPAACT 2019 study.
    METHODS: IMPAACT 2019 was a Phase I/II study assessing the PK, safety, tolerability, and efficacy of ABC/DTG/3TC FDC in children with HIV-1. Intensive and sparse PK samples were collected over 48 weeks. Existing drug-specific pediatric PopPK models for ABC (2-compartment), DTG (1-compartment), and 3TC (1-compartment) were applied to the IMPAACT 2019 drug concentration data without re-estimation (external validation) of PopPK parameters. Drug exposures were then simulated across World Health Organization weight bands for children weighing ≥ 6 to < 40 kg for each drug and compared with pre-defined exposure target ranges.
    RESULTS: Goodness-of-fit and visual predictive check plots demonstrated that the previously developed pediatric PopPK models sufficiently described and predicted the data. Thus, new PopPK models describing the IMPAACT 2019 data were unnecessary. Across weight bands, the predicted geometric mean (GM) for ABC AUC0-24 ranged from 14.89 to 18.50 μg*h/ml, DTG C24 ranged from 0.74 to 0.95 μg/ml, and 3TC AUC0-24 ranged from 10.50 to 13.20 μg*h/ml. These exposures were well within the pre-defined target ranges set for each drug.
    CONCLUSIONS: This model-based approach leveraged existing pediatric data and models to confirm dosing of ABC/DTG/3TC FDC formulations in children with HIV-1. This analysis supports ABC/DTG/3TC FDC dosing in children weighing ≥ 6 kg.
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  • 文章类型: Journal Article
    本研究旨在基于群体药代动力学研究精神分裂症患者阿立哌唑的药物相互作用和初始剂量优化。
    共纳入119例接受阿立哌唑治疗的精神分裂症患者,以使用非线性混合效应建立阿立哌唑群体药代动力学模型。
    氟西汀的体重和合并用药影响阿立哌唑清除率。在相同的重量下,在有或没有氟西汀的患者中,阿立哌唑清除率为0.714:1,分别。此外,没有氟西汀,对于每天一次的阿立哌唑方案,对于体重40-95和95-120kg的精神分裂症患者,推荐剂量为0.3和0.2mgkg-1day-1,分别,而对于每天两次的阿立哌唑方案,对于体重40-120公斤的人,建议使用0.3mgkg-1day-1。使用氟西汀,对于每天一次的阿立哌唑方案,对于体重40-120公斤的精神分裂症患者,推荐剂量为0.2mgkg-1day-1,而对于每天两次的阿立哌唑方案,对于体重40-60和60-120kg的人,建议使用0.3和0.2mgkg-1day-1,分别。
    这是首次研究氟西汀通过药物-药物相互作用对阿立哌唑的影响。精神分裂症患者建议最佳的阿立哌唑初始剂量。
    UNASSIGNED: The present study aimed to investigate the drug-drug interaction and initial dosage optimization of aripiprazole in patients with schizophrenia based on population pharmacokinetics.
    UNASSIGNED: A total of 119 patients with schizophrenia treated with aripiprazole were included to build an aripiprazole population pharmacokinetic model using nonlinear mixed effects.
    UNASSIGNED: The weight and concomitant medication of fluoxetine influenced aripiprazole clearance. Under the same weight, the aripiprazole clearance rates were 0.714:1 in patients with or without fluoxetine, respectively. In addition, without fluoxetine, for the once-daily aripiprazole regimen, dosages of 0.3 and 0.2 mg kg-1 day-1 were recommended for patients with schizophrenia weighing 40-95 and 95-120 kg, respectively, while for the twice-daily aripiprazole regimen, 0.3 mg kg-1 day-1 was recommended for those weighing 40-120 kg. With fluoxetine, for the once-daily aripiprazole regimen, a dosage of 0.2 mg kg-1 day-1 was recommended for patients with schizophrenia weighing 40-120 kg, while for the twice-daily aripiprazole regimen, 0.3 and 0.2 mg kg-1 day-1 were recommended for those weighing 40-60 and 60-120 kg, respectively.
    UNASSIGNED: This is the first investigation of the effects of fluoxetine on aripiprazole via drug-drug interaction. The optimal aripiprazole initial dosage is recommended in patients with schizophrenia.
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  • 文章类型: Journal Article
    背景:卡泊芬净是一种棘白菌素抗真菌药,通常用作侵袭性念珠菌病的一线疗法,侵袭性曲霉病的抢救治疗,和推测的真菌感染的经验性治疗。据报道,卡泊芬净的药代动力学(PK)变化和次优暴露,增加疗效不足的风险。
    目的:这项工作旨在开发卡泊芬净群体药代动力学(popPK)文库,并通过评估在不同环境中达到目标的可能性来证明其实用性。
    方法:经过严格的文献回顾,我们建立了卡泊芬净popPK模型库,使用rxode2在R中重新实现选定的模型。质量控制程序包括不同研究的比较和评估协变量的影响。模型库主要用于进行蒙特卡洛模拟以估计目标实现并指导念珠菌感染中的个性化给药。
    结果:总共13个模型,一个或两个隔间的模型,包括在内。最重要的协变量是体型(体重和体表面积),肝功能,和白蛋白水平。结果表明,儿童和成人在药代动力学方面表现出相当大的差异。对于白色念珠菌和近扁平念珠菌,没有一个人群在各自的易感MIC值下达到≥90%的PTA。相比之下,对于C.glabrata,70%的成人研究达到≥90%的PTA,而所有儿科研究均达到相同的PTA水平。
    结论:在推荐剂量下,与儿科患者相比,成年患者的卡泊芬净暴露量明显较低。考虑到车身尺寸,肝功能,在确定卡泊芬净剂量方案时,血清白蛋白至关重要。此外,需要进一步研究以全面了解卡泊芬净在儿科患者体内的药代动力学。
    BACKGROUND: Caspofungin is an echinocandin antifungal agent commonly used as the first-line therapy for invasive candidiasis, salvage therapy for invasive aspergillosis, and empirical therapy for presumed fungal infections. Pharmacokinetic (PK) variabilities and suboptimal exposure have been reported for caspofungin, increasing the risk of insufficient efficacy.
    OBJECTIVE: This work aimed to develop a caspofungin population pharmacokinetic (popPK) library and demonstrate its utility by assessing the probability of target attainment across diverse settings.
    METHODS: We established a caspofungin popPK model library following a rigorous literature review, re-implementing selected models in R with rxode2. Quality control procedures included a comparison of different studies and assessing covariate impacts. Model libraries were primarily used to perform Monte Carlo simulations to estimate target attainment and guide personalized dosing in Candida infections.
    RESULTS: A total of 13 models, one- or two-compartment models, were included. The most significant covariates were body size (weight and body surface area), liver function, and albumin level. The results show that children and adults showed considerable differences in pharmacokinetics. For C. albicans and C. parapsilosis, none of the populations achieved a PTA of ≥90% at their respective susceptible MIC values. In contrast, for C. glabrata, 70% of the adult studies reached a PTA of ≥90%, while all pediatric studies achieved the same PTA level.
    CONCLUSIONS: At the recommended dosage, adult patients showed notably lower exposure to caspofungin compared to pediatric patients. Considering body size, liver function, and serum albumin is crucial when determining caspofungin dosage regimens. Furthermore, further research is required to comprehensively understand the pharmacokinetics of caspofungin in pediatric patients.
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  • 文章类型: Journal Article
    类风湿关节炎(RA)患者对生物制剂的疗效是可变的,并且可能受每个患者循环药物水平的影响。使用建模和仿真,这项研究的目的是调查阿达木单抗和依那西普生物类似药的给药间隔是否可以改变,以便在与推荐间隔相比更快/相似的时间达到治疗药物水平.开始皮下Amgevita或Benepali的RA患者(阿达木单抗和依那西普生物仿制药,分别)招募并接受药物浓度的稀疏血清采样。使用市售试剂盒测量药物水平。使用群体方法(popPK)分析药代动力学数据,并在模型中研究潜在的协变量。使用拟合优度标准比较模型。选择最终模型并用于模拟替代给药间隔。招募了10名开始使用阿达木单抗生物仿制药的RA患者和6名开始使用依那西普生物仿制药的患者。单室PK模型用于描述两种药物的popPK模型;没有发现明显的协变量。典型的个体参数估计用于模拟两种药物的改变的给药间隔。以每10天的较低速率给药依那西普生物相似物的模拟比每7天的常规给药速率更早达到稳态浓度。模拟改变的给药间隔可以成为未来个性化给药研究的基础。潜在的节约成本,同时提高疗效。
    Efficacy to biologics in rheumatoid arthritis (RA) patients is variable and is likely influenced by each patient\'s circulating drug levels. Using modelling and simulation, the aim of this study was to investigate whether adalimumab and etanercept biosimilar dosing intervals can be altered to achieve therapeutic drug levels at a faster/similar time compared to the recommended interval. RA patients starting subcutaneous Amgevita or Benepali (adalimumab and etanercept biosimilars, respectively) were recruited and underwent sparse serum sampling for drug concentrations. Drug levels were measured using commercially available kits. Pharmacokinetic data were analysed using a population approach (popPK) and potential covariates were investigated in models. Models were compared using goodness-of-fit criteria. Final models were selected and used to simulate alternative dosing intervals. Ten RA patients starting the adalimumab biosimilar and six patients starting the etanercept biosimilar were recruited. One-compartment PK models were used to describe the popPK models for both drugs; no significant covariates were found. Typical individual parameter estimates were used to simulate altered dosing intervals for both drugs. A simulation of dosing the etanercept biosimilar at a lower rate of every 10 days reached steady-state concentrations earlier than the usual dosing rate of every 7 days. Simulations of altered dosing intervals could form the basis for future personalised dosing studies, potentially saving costs whilst increasing efficacy.
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  • 文章类型: Journal Article
    目的:达沙替尼是酪氨酸激酶抑制剂之一。这些试剂的主要用途是抑制癌细胞增殖。酪氨酸激酶抑制剂的治疗重要性提出了许多类型的研究的必要性,特别是这些药物在人体中的药代动力学分析。这个分析,以及其他调查和临床研究,将有助于药物的整体知识。本研究集中于达沙替尼的群体药代动力学。该研究的目的是调查健康参与者群体药代动力学研究中达沙替尼变异性的来源。
    方法:我们利用了110名受试者的4180个血浆观察结果,这些受试者在禁食条件下两次分别给予SPRYCEL®;提取了20%受试者(22名受试者)的数据用于内部模型评估,并将88名受试者的数据用于建模。通过对三个不同数据集的视觉预测检查来评估该模型。基于校正的贝叶斯信息准则评估,具有一阶吸收和运输隔室的两隔室模型被认为是描述数据的最简单的基础模型。在Monolix2020R1版本中,通过逐步方法筛选程序的条件采样测试了协变量。逐步方法的条件采样用于将相关协变量包含在前向包含步骤的基础模型中,然后向后消除它们,以确保关键协变量在最后阶段保留在模型中。
    结果:体重指数对吸收率常数的影响在最终建立的模型中被认为是显着的协变量。模拟的视觉预测检查,20%的原始数据集(内部数据集)和外部数据集证明了最终模型的适当性。
    结论:进行群体药代动力学建模以描述健康受试者中的达沙替尼药代动力学。体重指数被认为是未来可能使用的因素,以及对患者进行的研究以调整给药方案。
    结论:达沙替尼被归类为高度可变的药物;这种可变性在研究中通过体重指数对吸收率常数的影响得到了证明。
    OBJECTIVE: Dasatinib is one of the tyrosine kinase inhibitors. The main use of these agents is inhibition of cancerous cell proliferation. The therapeutic importance of tyrosine kinase inhibitors raises the necessity of many types of investigations, especially the pharmacokinetic analysis of these drugs in humans. This analysis, along with other investigations and clinical research, will contribute to the overall knowledge of the drug. This study focused on the population pharmacokinetics of dasatinib. The objective of the study was to investigate the sources of the variability of dasatinib in a population pharmacokinetics study in healthy participants.
    METHODS: We utilized 4180 plasma observations from 110 subjects who were administered SPRYCEL® on two separate occasions under fasting conditions; data from 20% of the subjects (22 subjects) were extracted for the purpose of internal model evaluation and data from 88 subjects were used in modeling. The model was evaluated by visual predictive check of three different datasets. A two-compartmental model with first order absorption and transit compartment was considered the simplest base model to describe the data based on the corrected Bayesian information criterion evaluation. Covariates were tested through conditional sampling for the stepwise approach-screening procedure in Monolix 2020R1 version. Conditional sampling for the stepwise approach was used to include the correlated covariates within the base model in the forward inclusion step and then to eliminate them backwardly to ensure that the key covariates were kept in the model at the final stage.
    RESULTS: The effect of body mass index on the absorption rate constant was considered as significant covariate in the final established model. Visual predictive check for simulations, 20% of the original dataset (internal dataset) and an external dataset demonstrated the appropriateness of the final model.
    CONCLUSIONS: Population pharmacokinetic modeling was performed to describe dasatinib pharmacokinetics in healthy subjects. Body mass index was considered as a factor that might be used in the future along with studies on patients to adjust the dosing regimens.
    CONCLUSIONS: Dasatinib is classified as a highly variable drug; this variability was demonstrated in the study by the effect of body mass index on the absorption rate constant.
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  • 文章类型: Journal Article
    曲美替尼是一种用于治疗实体瘤的靶向疗法,在现实生活中的研究中报告了显著的变异性。这种可变性增加了次优暴露的风险,这可能导致治疗失败或毒性增加。使用基于模型的仿真,本研究旨在表征和研究曲美替尼目前推荐剂量的药代动力学和适宜性.此外,通过模拟各种次优依从性情景,可以评估患者药物依从性对治疗结果的影响.收集了33名成年患者的人口数据,提供113血浆曲美替尼浓度,最好用具有线性吸收和消除的两室模型来描述。该研究还确定了无脂肪质量的显着积极影响和年龄对清除率的负面影响,解释了66%和21%的初始相关变异性,分别。模拟显示,与72%的女性患者相比,每天2mg的最大剂量在36%的男性患者中达到治疗目标。在65岁以上的患者中,每天1.5mg的剂量达到了相似的比率,男性和女性患者分别占44%和79%,分别,达到治疗目标。较差的依从性导致浓度的显著下降和亚治疗药物水平的高风险。这些结果强调了跨专业合作和患者伙伴关系在患者的旅程中的重要性,以满足患者对曲美替尼的需求并支持药物依从性。
    Trametinib is a targeted therapy used for the treatment of solid tumours, with significant variability reported in real-life studies. This variability increases the risk of suboptimal exposure, which can lead to treatment failure or increased toxicity. Using model-based simulation, this study aims to characterize and investigate the pharmacokinetics and the adequacy of the currently recommended doses of trametinib. Additionally, the simulation of various suboptimal adherence scenarios allowed for an assessment of the impact of patients\' drug adherence on the treatment outcome. The population data collected in 33 adult patients, providing 113 plasmatic trametinib concentrations, were best described by a two-compartment model with linear absorption and elimination. The study also identified a significant positive effect of fat-free mass and a negative effect of age on clearance, explaining 66% and 21% of the initial associated variability, respectively. Simulations showed that a maximum dose of 2 mg daily achieved the therapeutic target in 36% of male patients compared to 72% of female patients. A dose of 1.5 mg per day in patients over 65 years of age achieved similar rates, with 44% and 79% for male and female patients, respectively, reaching the therapeutic target. Poor adherence leads to a significant drop in concentrations and a high risk of subtherapeutic drug levels. These results underline the importance of interprofessional collaboration and patient partnership along the patient\'s journey to address patients\' needs regarding trametinib and support medication adherence.
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  • 文章类型: Journal Article
    目的:在英国,≥4岁人群中维生素D的参考营养素摄入量为10μg/天(400IU/天),但是对于美国1-70岁的人群,建议的每日摄入量为15μg/天(600IU/天)。这里,我们旨在比较两种剂量之间的25-羟基维生素D(25(OH)D)血清浓度分布.
    方法:根据18岁以上成年人的全球试验数据,45-93公斤,我们使用非线性混合效应模型构建了维生素D和25(OH)D血清浓度的最小生理学药代动力学模型。我们用这个模型来预测均值,≥16岁的英国成年人血清25(OH)D浓度的2.5和97.5百分位数。
    结果:我们的最终模型使用体重来调节每个隔室的体积和25(OH)D的最大间隙。没有确定其他协变量。该模型准确地预测了来自各种给药方案试验的独立数据。我们模拟了英国成年人,并显示95%的人每天服用10μg/年的循环25(OH)D浓度预计在32周内达到50nmol/L,而97.5%的15μg/天的人预计在28周内达到这一阈值。
    结论:两种剂量在>95%的英国人口中有效。15μg的日剂量可以帮助97.5%的英国成年人达到50nmol/L的血清25(OH)D,并在4周内达到25nmol/L的阈值。
    OBJECTIVE: The reference nutrient intake for vitamin D in people aged ≥4 years is 10 μg/day (400 IU/day) in the UK, but the recommended daily allowance is 15 μg/day (600 IU/day) for people aged 1-70 years in the USA. Here, we aim to compare the 25-hydroxyvitamin D (25(OH)D) serum concentration profiles between the 2 doses.
    METHODS: With world-wide trial data of adults aged ≥18 years, 45-93 kg, we constructed a minimal physiologically based pharmacokinetics model of serum concentrations of vitamin D and 25(OH)D using nonlinear mixed effects modelling. We used this model to forecast the mean, 2.5th and 97.5th percentiles for serum 25(OH)D concentrations in British adults aged ≥16 years.
    RESULTS: Our final model used bodyweight to adjust volume of each compartment and maximum clearance of 25(OH)D. No other covariate was identified. The model accurately predicted independent data from trials of a broad range of dosing regimens. We simulated British adults and showed that circulating 25(OH)D concentrations in 95% of people taking 10 μg/day for a year is predicted to reach 50 nmol/L in 32 weeks, while 97.5% of those on 15 μg/day were predicted to attain this threshold within 28 weeks.
    CONCLUSIONS: Both doses are efficacious in >95% of the British population. The daily dose of 15 μg can help 97.5% of the British adults achieve 50 nmol/L serum 25(OH)D and reach the 25 nmol/L threshold in 4 weeks.
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  • 文章类型: Journal Article
    尽管胸椎旁阻滞(TPVB)用于胸外科手术以确保满意的术后镇痛,需要大剂量麻醉药,可能出现局部麻醉药全身毒性(LAST)的表现.目前,关于罗哌卡因在连续TPVB后的药代动力学的数据有限.这项前瞻性研究的目的是研究罗哌卡因动力学,在动脉和静脉池中,连续TPVB后,评估LAST的风险。
    全身麻醉诱导后立即,我们对18例接受开胸手术的成年患者在T5或T6或T7胸部水平进行了超声引导下的连续TPVB.通过胸椎旁导管单次推注25毫升0.5%罗哌卡因,然后在手术结束时开始以14ml/h的速度连续输注0.2%的罗哌卡因。使用经过验证的高效液相色谱法进行总罗哌卡因浓度的定量。针对动脉和静脉罗哌卡因数据分别开发了群体药代动力学模型。
    最好的模型是单室布置,并带有一个与胸椎旁间隙相对应的附加吸收室。性别对清除有重大影响,女性的消除能力低于男性。一些患者的罗哌卡因浓度高于毒性阈值,但没有显示出最后的证据。连续胸椎旁神经阻滞可提供足够的术后镇痛。
    临床使用上限的罗哌卡因剂量(800mg/d)没有造成LAST的表现,并提供了足够的术后疼痛控制。建立了药代动力学模型,并确定了性别的影响。
    UNASSIGNED: Although thoracic paravertebral blockade (TPVB) is employed in thoracic surgery to ensure satisfactory postoperative analgesia, large doses of anesthetics are required and manifestations of local anesthetic systemic toxicity (LAST) may appear. Currently, there are limited data on the pharmacokinetics of ropivacaine after continuous TPVB. The aim of this prospective study was to investigate ropivacaine kinetics, in the arterial and venous pools, after continuous TPVB and assess the risk of LAST.
    UNASSIGNED: Immediately after induction of general anesthesia, an ultrasound-guided continuous TPVB at T5 or T6 or T7 thoracic level was performed in 18 adult patients subjected to open thoracotomy. A 25-ml single bolus injection of ropivacaine 0.5% was administered through thoracic paravertebral catheter, followed by a 14 ml/h continuous infusion of ropivacaine 0.2% starting at the end of surgery. Quantification of total ropivacaine concentrations was performed using a validated high-performance liquid chromatography method. Population pharmacokinetic models were developed separately for arterial and venous ropivacaine data.
    UNASSIGNED: The best model was one-compartment disposition with an additional pre-absorption compartment corresponding to thoracic paravertebral space. Gender had a significant effect on clearance, with females displaying lower elimination than males. Some patients had ropivacaine concentrations above the toxic threshold, but none displayed evidence of LAST. Continuous thoracic paravertebral nerve blocks provided adequate postoperative analgesia.
    UNASSIGNED: Ropivacaine doses at the upper end of clinical use (800 mg/d) did not inflict the manifestations of LAST and provided adequate postoperative pain control. Pharmacokinetic models were developed, and the effect of gender was identified.
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  • 文章类型: Journal Article
    齐拉西酮广泛用于治疗精神疾病。尽管流行,血清中齐拉西酮的群体药代动力学(PPK)研究明显缺乏,国内和国际。本研究旨在全面调查影响齐拉西酮PPK特性的各种因素,从而为临床上的个性化治疗策略提供科学依据。这是一项回顾性研究。采用非线性混合效应建模方法进行数据分析,使用PhoenixNLME8.1软件建立齐拉西酮PPK模型。模型评估采用拟合优度图,视觉预测检查,和Bootstrap方法,以确保可靠性和准确性。为了进一步验证模型的适用性,收集另外30例符合相同纳入标准但未纳入最终模型的患者的数据进行外部验证.进行模拟以探索个性化剂量方案。这项回顾性分析收集了185名精神疾病患者的547个药物浓度数据点,还有相关的医疗记录.数据包括详细的人口统计信息(如年龄、性别,weight),给药方案,实验室测试结果,以及伴随用药的细节。在最终模型中,根据文献,Ka固定为0.5h-1,齐拉西酮清除率(CL)和分布体积(V)的种群典型值分别为18.74L/h和110.24L,分别。劳拉西泮和丙戊酸的共同给药显着影响齐拉西酮的清除率。此外,模型评价具有良好的稳定性和预测准确性。基于模拟结果得出了一个简单易用的剂量方案表。本研究成功建立并验证了中国精神疾病患者齐拉西酮的PPK模型。该模型为齐拉西酮的个体化给药提供了科学参考,并具有优化治疗策略的潜力。从而提高疗效和安全性。
    Ziprasidone is widely used in the treatment of psychiatric disorders. Despite its prevalence, there is a notable lack of population pharmacokinetics (PPK) studies on ziprasidone in serum, both domestically and internationally. This study aimed to comprehensively investigate the various factors influencing the PPK characteristics of Ziprasidone, thereby providing a scientific basis for personalized treatment strategies in clinical settings. This is a retrospective study. A non-linear mixed-effects modeling method was used for data analysis, with the ziprasidone PPK model established using the Phoenix NLME 8.1 software. Model evaluation employed goodness-of-fit plots, visual predictive checks, and Bootstrap methods to ensure reliability and accuracy. To further validate the model\'s applicability, data from an additional 30 patients meeting the same inclusion criteria but not included in the final model were collected for external validation. Simulations were performed to explore the personalized dosage regimens. This retrospective analysis collected 547 drug concentration data points from 185 psychiatric disorder patients, along with related medical records. The data included detailed demographic information (such as age, gender, weight), dosing regimens, laboratory test results, and concomitant medication details. In the final model, Ka was fixed at 0.5 h-1 based on literature, and the population typical values for ziprasidone clearance (CL) and volume of distribution (V) were 18.74 L/h and 110.24 L, respectively. Co-administration of lorazepam and valproic acid significantly influenced the clearance of ziprasidone. Moreover, the model evaluation indicated good stability and predictive accuracy. A simple to use dosage regimen table was derived based on the results of simulations. This study successfully established and validated a PPK model for ziprasidone in Chinese patients with psychiatric disorders. The model provides a scientific reference for individualized dosing of ziprasidone and holds the potential to optimize treatment strategies, thereby enhancing therapeutic efficacy and safety.
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  • 文章类型: Journal Article
    他克莫司(TAC)在移植早期具有较高的药代动力学(PK)变异性。全血和细胞内TAC浓度与临床结果之间的关系仍然存在争议。这项研究确定了影响TACPK变异性的因素,并表征了全血和细胞内TAC浓度之间的关系。使用非线性混合效应模型分析了来自两个中心的215个肾移植受者(术后<90天)的1,787个样本的全血TAC浓度数据以及从先前研究数字化的细胞内TAC浓度(648个样本)。筛选潜在协变量的影响,并估计了全血与细胞内TAC浓度比(RWB:IC)的分布。最终的模型使用引导进行了评估,善良的适合,和预测校正的视觉预测检查。使用蒙特卡罗模拟确定每种类型的免疫细胞亚群的最佳给药方案和目标范围。两室模型充分描述了数据,估计平均TACCL/F为23.6L·h-1(相对标准误差:11.5%)。血细胞比容水平,CYP3A5*3载波状态,与五脂胶囊合用,逐渐减少的泼尼松龙剂量可能会导致移植后早期TACPK变异性的高度变异性。外周血单核细胞(PBMC)中所有TAC浓度的估计RWB:IC为4940,并且观察到PBMC的中心间变异性。PBMC中模拟的TAC目标范围为20.2-85.9pg·百万细胞-1。在进一步分析中应考虑细胞内浓度的中心间变异性。可以基于PK/PD变异性和模拟的细胞内浓度来指导TAC剂量调整。
    Tacrolimus (TAC) has high pharmacokinetic (PK) variability during the early transplantation period. The relationships between whole-blood and intracellular TAC concentrations and clinical outcomes remain controversial. This study identifies the factors affecting the PK variability of TAC and characterizes the relationships between whole-blood and intracellular TAC concentrations. Data regarding whole-blood TAC concentrations of 1,787 samples from 215 renal transplant recipients (<90 days postoperative) across two centers and intracellular TAC concentrations (648 samples) digitized from previous studies were analyzed using nonlinear mixed-effects modeling. The effects of potential covariates were screened, and the distribution of whole-blood to intracellular TAC concentration ratios (RWB:IC) was estimated. The final model was evaluated using bootstrap, goodness of fit, and prediction-corrected visual predictive checks. The optimal dosing regimens and target ranges for each type of immune cell subsets were determined using Monte Carlo simulations. A two-compartment model adequately described the data, and the estimated mean TAC CL/F was 23.6 L·h-1 (relative standard error: 11.5 %). The hematocrit level, CYP3A5*3 carrier status, co-administration with Wuzhi capsules, and tapering prednisolone dose may contribute to the high variability of TAC PK variability during the early post-transplant period. The estimated RWB:IC of all TAC concentrations in peripheral blood mononuclear cells (PBMCs) was 4940, and inter-center variability of PBMCs was observed. The simulated TAC target range in PBMCs was 20.2-85.9 pg·million cells-1. Inter-center variability in intracellular concentrations should be taken into account in further analyses. TAC dosage adjustments can be guided based on PK/PD variability and simulated intracellular concentrations.
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