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In vivo permeation of 2-phenoxyethanol in human skin 2-phenoxyethanol 在人体皮肤中的体内渗透。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-24 DOI: 10.1016/j.ejps.2024.106889
Annisa Rahma , Jingyi Gu , Majella E. Lane

A number of baby wipe formulations contain 2-phenoxyethanol (PE) as a preservative and cetylpyridinium chloride (CPC) as a surfactant with antimicrobial activity. Previously, we reported the skin absorption of PE in porcine skin and human skin in vitro. In the present work, the permeation of PE from preparations with CPC and without CPC was investigated in human skin in vivo. The studies were conducted using Confocal Raman Spectroscopy (CRS) and tape stripping (TS) methods. The CRS studies showed that the area under the curve (AUC) of PE for the formulation with and without CPC were not significantly different (p > 0.05). The TS data indicated no significant difference in the amounts of PE recovered from tapes 1–6 for the preparation with and without CPC (p > 0.05). When comparing the in vitro and in vivo data, a correlation was observed between the cumulative amount of PE permeated through human skin in vitro at 24 h and the AUC as measured by CRS (r2 = 0.97). In addition, the cumulative amount of PE permeated through human skin in vitro at 24 h was found to correlate with the amount of PE recovered from tape 1 to 6 in vivo (r2 = 0.95). Both CRS and TS techniques demonstrated limitations in assessing the distribution of PE and CPC in the skin in vivo, primarily attributed to the Raman signal intensities of compounds under investigation and the variability in the amount of SC collected by TS. Despite the limitations of CRS and TS, the results from the present study add further insights to the in vitro permeation data. Additionally, the findings of the present study encourage the further development and application of CRS for non-invasive evaluation of topical skin formulations in vivo.

许多婴儿湿巾配方都含有防腐剂 2-苯氧基乙醇(PE)和具有抗菌活性的表面活性剂十六烷基吡啶氯化铵(CPC)。此前,我们曾报道过 PE 在猪皮肤和人体皮肤中的体外吸收情况。在本研究中,我们研究了含 CPC 和不含 CPC 的制剂中 PE 在人体皮肤中的渗透情况。研究采用共焦拉曼光谱法(CRS)和胶带剥离法(TS)进行。CRS 研究表明,含 CPC 和不含 CPC 的制剂的 PE 曲线下面积 (AUC) 没有显著差异(p > 0.05)。TS 数据显示,含 CPC 和不含 CPC 的制剂从胶带 1-6 中回收的 PE 量无明显差异(p > 0.05)。在比较体外和体内数据时,观察到 24 小时内体外渗透人体皮肤的 PE 累积量与 CRS 测定的 AUC 之间存在相关性(r2 = 0.97)。此外,体外 24 小时通过人体皮肤渗透的聚乙烯累积量与体内第 1 至 6 号胶带回收的聚乙烯量之间也存在相关性(r2 = 0.95)。CRS 和 TS 技术在评估体内 PE 和 CPC 在皮肤中的分布方面都存在局限性,这主要归因于所研究化合物的拉曼信号强度和 TS 收集的 SC 量的可变性。尽管 CRS 和 TS 有其局限性,但本研究的结果为体外渗透数据增添了新的见解。此外,本研究的结果还鼓励进一步开发和应用 CRS,对体内皮肤外用制剂进行非侵入性评估。
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引用次数: 0
Effect of protein binding on the pharmacokinetics of the six substrates in the Basel phenotyping cocktail in healthy subjects and patients with liver cirrhosis 蛋白质结合对健康人和肝硬化患者体内巴塞尔表型鸡尾酒中六种底物的药代动力学的影响。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-23 DOI: 10.1016/j.ejps.2024.106885
Urs Duthaler , Fabio Chapuisat , Robin Hanimann , Stephan Krähenbühl

Phenotyping serves to estimate enzyme activities in healthy persons and patients in vivo. Low doses of enzyme-specific substrates are administered, and activities estimated using metabolic ratios (MR, calculated as AUCmetabolite/AUCparent). We administered the Basel phenotyping cocktail containing caffeine (CYP1A2 substrate), efavirenz (CYP2B6), flurbiprofen (CYP2C9), omeprazole (CYP2C19), metoprolol (CYP2D6) and midazolam (CYP3A) to 36 patients with liver cirrhosis and 12 control subjects and determined free and total plasma concentrations over 24 h. Aims were to assess whether MRs reflect CYP activities in patients with liver cirrhosis and whether MRs calculated with free plasma concentrations (MRfree) provide better estimates than with total concentrations (MRtotal). The correlation of MRtotal with MRfree was excellent (R2 >0.910) for substrates with low (<30 %, caffeine and metoprolol) and intermediate protein binding (≥30 and <99 %, midazolam and omeprazole) but weak (R2 <0.30) for substrates with high protein binding (≥99 %, efavirenz and flurbiprofen). The correlations between MRtotal and MRfree with CYP activities were good (R2 >0.820) for CYP1A2, CYP2C19 and CYP2D6. CYP3A4 activity was reflected better by midazolam elimination than by midazolam MRtotal or MRfree. The correlation between MRtotal and MRfree with CYP activity was not significant or weak for CYP2B6 and CYP2C9. In conclusion, MRs of substrates with an extensive protein binding (>99 %) show high inter-patient variabilities and do not accurately reflect CYP activity in patients with liver cirrhosis. Protein binding of the probe drugs has a high impact on the precision of CYP activity estimates and probe drugs with low or intermediate protein binding should be preferred.

表型分析用于估算健康人和病人体内的酶活性。使用低剂量的酶特异性底物,通过代谢比率(MR,按 AUCmetabolite/AUCparent 计算)估算酶活性。我们为 36 名肝硬化患者和 12 名对照组受试者注射了含有咖啡因(CYP1A2 底物)、依非韦伦(CYP2B6)、氟比洛芬(CYP2C9)、奥美拉唑(CYP2C19)、美托洛尔(CYP2D6)和咪达唑仑(CYP3A)的巴塞尔表型鸡尾酒,并测定了 24 小时内的游离和总血浆浓度。目的是评估MRs是否反映了肝硬化患者体内CYP的活性,以及用游离血浆浓度(MRfree)计算的MRs是否比用总浓度(MRtotal)计算的MRs更准确。对于 CYP1A2、CYP2C19 和 CYP2D6 活性较低的底物,MRtotal 与 MRfree 的相关性极佳(R2 >0.910);对于 CYP3A4 活性较高的底物,MRtotal 与 MRfree 的相关性较好(R2 >0.820)。与咪达唑仑的 MRtotal 或 MRfree 相比,咪达唑仑的消除量更能反映 CYP3A4 的活性。对于 CYP2B6 和 CYP2C9 而言,MRtotal 和 MRfree 与 CYP 活性的相关性不显著或较弱。总之,具有广泛蛋白结合率(大于 99%)的底物的 MRs 在患者之间的变异性很大,不能准确反映肝硬化患者的 CYP 活性。探针药物的蛋白结合率对 CYP 活性估计值的精确度有很大影响,因此应首选蛋白结合率低或中等的探针药物。
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引用次数: 0
Exploring Kp,uu,BBB values smaller than unity in remoxipride: A physiologically-based CNS model approach highlighting brain metabolism in drugs with passive blood-brain barrier transport 探索雷莫西必利中小于统一值的 Kp、uu、BBB 值:基于生理学的中枢神经系统模型方法,强调具有被动血脑屏障转运功能的药物的脑代谢。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-22 DOI: 10.1016/j.ejps.2024.106883
Mengxu Zhang , Ilona M. Vuist , Vivi Rottschäfer , Elizabeth CM de Lange

(Aim)

Kp,uu,BBB values are crucial indicators of drug distribution into the brain, representing the steady-state relationship between unbound concentrations in plasma and in brain extracellular fluid (brainECF). Kp,uu,BBB values < 1 are often interpreted as indicators of dominant active efflux transport processes at the blood-brain barrier (BBB). However, the potential impact of brain metabolism on this value is typically not addressed. In this study, we investigated the brain distribution of remoxipride, as a paradigm compound for passive BBB transport with yet unexplained brain elimination that was hypothesized to represent brain metabolism.

(Methods)

The physiologically-based LeiCNS pharmacokinetic predictor (LeiCNS-PK model) was used to compare brain distribution of remoxipride with and without Michaelis-Menten kinetics at the BBB and/or brain cell organelle levels. To that end, multiple in-house (IV 0.7, 3.5, 4, 5.2, 7, 8, 14 and 16 mg kg-1) and external (IV 4 and 8 mg kg-1) rat microdialysis studies plasma and brainECF data were analysed.

(Results)

The incorporation of active elimination through presumed brain metabolism of remoxipride in the LeiCNS-PK model significantly improved the prediction accuracy of experimentally observed brainECF profiles of this drug. The model integrated with brain metabolism in both barriers and organelles levels is named LeiCNS-PK3.5.

(Conclusion)

For drugs with Kp,uu,BBB values < 1, not only the current interpretation of dominant BBB efflux transport, but also potential brain metabolism needs to be considered, especially because these may be concentration dependent. This will improve the mechanistic understanding of the processes that determine brain PK profiles.

(目的):Kp,uu,BBB值是药物在脑内分布的重要指标,代表了血浆中未结合浓度与脑细胞外液(brainECF)中未结合浓度之间的稳态关系。Kp,uu,BBB值小于1通常被解释为血脑屏障(BBB)的主要活性外流转运过程的指标。然而,大脑新陈代谢对该值的潜在影响通常未被提及。在这项研究中,我们调查了雷莫昔必利(remoxipride)在大脑中的分布情况,雷莫昔必利是血脑屏障被动转运的典范化合物,其大脑中的消除情况尚无法解释,我们推测这代表了大脑的新陈代谢:基于生理学的 LeiCNS 药代动力学预测器(LeiCNS-PK 模型)被用来比较雷莫昔必利在 BBB 和/或脑细胞细胞器水平上有 Michaelis-Menten 动力学和无 Michaelis-Menten 动力学的脑分布情况。为此,分析了多项内部(静脉注射 0.7、3.5、4、5.2、7、8、14 和 16 毫克/千克)和外部(静脉注射 4 和 8 毫克/千克)大鼠微透析研究的血浆和脑ECF 数据:在 LeiCNS-PK 模型中加入雷莫昔必利通过假定的脑代谢进行的主动消除,大大提高了对实验观察到的该药物脑电子脑能量曲线的预测准确性。该模型在屏障和细胞器两个层面上整合了脑代谢,命名为 LeiCNS-PK3.5(结论):对于Kp,uu,BBB值小于1的药物,不仅需要考虑目前对主要BBB外流转运的解释,还需要考虑潜在的脑代谢,特别是因为这些代谢可能与浓度有关。这将有助于从机理上理解决定大脑 PK 曲线的过程。
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引用次数: 0
The comparison of melt technologies based on mesoporous carriers for improved carvedilol dissolution 比较基于介孔载体的熔融技术,以改善卡维地洛的溶解。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-22 DOI: 10.1016/j.ejps.2024.106880
Mila Kovačević , Amrit Paudel , Odon Planinšek , Serena Bertoni , Nadia Passerini , Ožbej Zupančič , Carolina Alva , Ilija German Ilić , Alenka Zvonar Pobirk

High-shear (HS) melt granulation and hot melt extrusion (HME) were compared as perspective melt-based technologies for preparation of amorphous solid dispersions (ASDs). ASDs were prepared using mesoporous carriers (Syloid 244FP or Neusilin US2), which were loaded with carvedilol dispersed in polymeric matrix (polyethylene glycol 6000 or Soluplus). Formulations with high carvedilol content were obtained either by HME (11 extrudates with polymer:carrier ratio 1:1) or HS granulation (6 granulates with polymer:carrier ratio 3:1).

DSC and XRD analysis confirmed the absence of crystalline carvedilol for the majority of prepared ADSs, thus confirming the stabilizing effect of selected polymers and carriers over amorphous carvedilol. HME produced larger particles compared to HS melt granulation, which was in line with better flow time and Carr index of extrudates. Moreover, SEM images revealed smoother surface of ASDs obtained by HME, contributing to less obstructed flow. The rougher and more porous surface of HS granules was correlated to larger granule specific surface area, manifesting in faster carvedilol release from Syloid 244FP-based granules, as compared to their HME counterparts. Regarding dissolution, the two HS-formulations performed superior to pure crystalline carvedilol, thereby confirming the suitability of HS melt granulation for developing dosage forms with improved carvedilol dissolution.

比较了高剪切(HS)熔融造粒和热熔挤出(HME)这两种基于熔体的无定形固体分散体(ASDs)制备技术。使用介孔载体(Syloid® 244FP 或 Neusilin® US2)制备 ASD,将卡维地洛分散在聚合物基质(聚乙二醇 6000 或 Soluplus®)中。通过 HME(11 个挤出物,聚合物与载体的比例为 1:1)或 HS 造粒(6 个颗粒,聚合物与载体的比例为 3:1),获得了高卡维地洛含量的配方。DSC 和 XRD 分析证实,大多数制备的 ADS 中都没有结晶的卡维地洛,从而证实了所选聚合物和载体对无定形卡维地洛的稳定作用。与 HS 熔体造粒相比,HME 产生的颗粒更大,这与挤出物更好的流动时间和卡尔指数相符。此外,扫描电子显微镜图像显示,通过 HME 获得的 ASD 表面更光滑,从而减少了流动阻碍。HS 颗粒表面更粗糙、孔隙更多,因此颗粒比表面积更大,与 HME 颗粒相比,Syloid® 244FP 颗粒的卡维地洛释放速度更快。在溶出方面,两种 HS 制剂的表现均优于纯结晶的卡维地洛,从而证实了 HS 熔体制粒适用于开发可改善卡维地洛溶出的剂型。
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引用次数: 0
Analyzing parametric influences driving age-associated changes in absorption using a PBPK-GSA approach 利用 PBPK-GSA 方法分析与年龄相关的吸收变化的参数影响因素
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-22 DOI: 10.1016/j.ejps.2024.106881
Donnia Robins , Andreas Lehmann , Katharina Krollik , Maria Vertzoni

The advanced age population may be susceptible to an increased risk of adverse effects due to increased drug exposure after oral dosing. Factors such as high-interindividual variability and lack of data has led to poor characterization of absorption's role in pharmacokinetic changes in this population. Physiologically based pharmacokinetic (PBPK) models are increasingly being used during the drug development process, as their unique qualities are advantageous in atypical scenarios such as drug-drug interactions or special populations such as older people. Along with relying on various sources of data, auxiliary tools including parameter estimation and sensitivity analysis techniques are employed to support model development and other applications. However, sensitivity analyses have mostly been limited to localized techniques in the majority of reported PBPK models using them. This is disadvantageous, since local sensitivity analyses are unsuitable for risk analysis, which require assessment of parametric interactions and proper coverage of the input space to better estimate and subsequently mitigate the effects of the phenomenon of interest. For this reason, this study seeks to integrate a global sensitivity analysis screening method with PBPK models based in PK-Sim® to characterize the consequences of potential changes in absorption that are often associated with advanced age. The Elementary Effects (Morris) method and visualization of the results are implemented in R and three model drugs representing Biopharmaceutical Classification System classes I-III that are expected to exhibit some sensitivity to three age-associated hypotheses were successfully tested.

由于口服药物后药物暴露量增加,高龄人群出现不良反应的风险可能会增加。高个体间变异性和缺乏数据等因素导致对吸收在这一人群药代动力学变化中所起作用的描述不够准确。基于生理学的药代动力学(PBPK)模型在药物开发过程中的应用越来越广泛,因为在药物间相互作用或老年人等特殊人群等非典型情况下,这些模型具有独特的优势。在依赖各种数据来源的同时,还采用了包括参数估计和敏感性分析技术在内的辅助工具来支持模型开发和其他应用。然而,在大多数使用敏感性分析的 PBPK 模型报告中,敏感性分析大多局限于局部技术。这是不利的,因为局部灵敏度分析不适合风险分析,因为风险分析需要评估参数之间的相互作用和输入空间的适当覆盖范围,以便更好地估计和随后减轻相关现象的影响。因此,本研究试图将全局敏感性分析筛选方法与基于 PK-Sim® 的 PBPK 模型结合起来,以描述通常与高龄有关的潜在吸收变化的后果。在 R 中实现了基本效应(Morris)方法和结果的可视化,并成功测试了代表生物制药分类系统 I-III 类的三种模型药物,这些药物预计会对三种与年龄相关的假设表现出一定的敏感性。
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引用次数: 0
Genetic polymorphisms and their association with methotrexate polyglutamates during maintenance treatment in Korean children and young adults with acute lymphoblastic leukemia 韩国儿童和年轻成人急性淋巴细胞白血病患者在维持治疗期间的基因多态性及其与甲氨蝶呤多聚酶的关系。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-17 DOI: 10.1016/j.ejps.2024.106878
Rihwa Choi , Min‐Ji Kim , Hee Young Ju , Ji Won Lee , Soo-Youn Lee

The aim of this study was to investigate the impact of genetic polymorphisms on methotrexate (MTX) metabolism in Korean children and young adults with acute lymphoblastic leukemia, specifically focusing on MTX polyglutamates (MTX-PGs) in erythrocytes, which have been rarely studied. Korean children and young adult patients undergoing maintenance therapy for acute lymphoblastic leukemia, who were receiving weekly oral MTX doses of 20 mg/m²/week, were prospectively included. We investigated erythrocyte MTX-PG (PG1 to PG5) levels, MTX-PG/MTX dose ratios, and 222 genetic polymorphisms spanning 78 genes and three intergenic areas related to MTX transport, folate cycle metabolism, purine/pyrimidine pathways, and non-pathway genes (including TPMT and NUDT15 genotypes) to explore their association with MTX metabolism. MTX-PG levels were associated with MTX dose (p < 0.05), and MTX-PG3 comprised the majority of the total MTX-PGs, with a median of 39.3 %. Various polymorphisms within the same gene demonstrated differing associations with each type of MTX-PG, underscoring the complexity of MTX pharmacogenetics. Among the polymorphisms examined, 14 across 13 genes showed significant associations with MTX-PG2–5 levels, even after adjusting for the false discovery rate (ABCC5, ATG16L1, CEP72, FSTL5, GMPS, HTR3A, IMPDH1, NT5C2, SLC28A3, SLCO1B3, SUCLA2, TPMT, and TYMS). This study enhances our understanding of genetic polymorphisms in MTX metabolism and therapeutic monitoring for MTX maintenance, promoting personalized medicine in acute lymphoblastic leukemia patients.

本研究旨在调查韩国儿童和年轻成人急性淋巴细胞白血病患者的基因多态性对甲氨蝶呤(MTX)代谢的影响,特别关注红细胞中的MTX多聚谷氨酸(MTX-PGs),因为对这一问题的研究很少。前瞻性地纳入了正在接受急性淋巴细胞白血病维持治疗的韩国儿童和年轻成人患者,他们每周口服 20 毫克/平方米剂量的 MTX。我们调查了红细胞中的 MTX-PG(PG1 至 PG5)水平、MTX-PG/MTX 剂量比,以及横跨 78 个基因和 3 个基因间区域的 222 个基因多态性,这些基因涉及 MTX 转运、叶酸循环代谢、嘌呤/嘧啶通路和非通路基因(包括 TPMT 和 NUDT15 基因型),以探讨它们与 MTX 代谢的关系。MTX-PG水平与MTX剂量有关(P<0.05),MTX-PG3占MTX-PG总数的大部分,中位数为39.3%。同一基因中的不同多态性与每种类型的 MTX-PG 都有不同的关联,这凸显了 MTX 药物遗传学的复杂性。在所研究的多态性中,13 个基因中的 14 个与 MTX-PG2-5 水平有显著关联,即使在调整了假发现率之后也是如此(ABCC5、ATG16L1、CEP72、FSTL5、GMPS、HTR3A、IMPDH1、NT5C2、SLC28A3、SLCO1B3、SUCLA2、TPMT 和 TYMS)。这项研究加深了我们对 MTX 代谢基因多态性和 MTX 维持治疗监测的了解,促进了急性淋巴细胞白血病患者的个性化医疗。
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引用次数: 0
Formulation and investigation of differently charged β-cyclodextrin-based meloxicam potassium containing nasal powders 基于不同电荷β-环糊精的美洛昔康钾鼻用粉剂的配制与研究
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-16 DOI: 10.1016/j.ejps.2024.106879
Patrícia Varga , Anett Németh , Scarlett Zeiringer , Eva Roblegg , Mária Budai-Szűcs , Csilla Balla-Bartos , Rita Ambrus

Nasal systemic drug delivery may provide an easy way to substitute parenteral or oral dosing, however, the excipients have an important role in nasal formulations to increase the permeability of the mucosa and prolong the residence time of the drug. In this work, we aimed to produce meloxicam potassium monohydrate (MXP) containing nasal powders by a nano spray drier with the use of a neutral, an anionic and a cationic β-cyclodextrin as permeation enhancers, and (polyvinyl)alcohol (PVA) as a water soluble polymer. The following examinations were performed in order to study the effect of the applied excipients on the nasal applicability of the formulations: laser scattering, scanning electron microscope measurement, XRPD, DSC and FTIR measurements, adhesivity, in vitro drug release and permeability tests through an artificial membrane and RPMI 2650 cells. Based on our results, spherical particles were prepared with a size of 1.89–2.21 µm in which MXP was present in an amorphous state. Secondary interactions were formed between the excipients and the drug. The charged cyclodextrin-based formulations showed significantly higher adhesive force values regardless of the presence of PVA. The drug release was fast and complete. The passive diffusion of MXP was influenced not only by the charge of the cyclodextrin, but the presence of PVA, too. The permeation of the drug was enhanced in the presence of the anionic cyclodextrin testing it on RPMI 2650 cell model.

鼻腔给药是替代肠外给药或口服给药的一种简便方法,但辅料在鼻腔制剂中具有重要作用,可增加粘膜的渗透性并延长药物的停留时间。在这项研究中,我们的目标是利用纳米喷雾干燥器,以中性、阴离子和阳离子β-环糊精作为渗透促进剂,以(聚乙烯醇)作为水溶性聚合物,生产出含有一水美洛昔康钾(MXP)的鼻腔粉剂。为了研究辅料对配方鼻腔适用性的影响,我们进行了以下检查:激光散射、扫描电子显微镜测量、XRPD、DSC 和傅立叶变换红外光谱测量、粘附性、体外药物释放和通过人工膜和 RPMI 2650 细胞的渗透性测试。根据我们的研究结果,制备出了尺寸为 1.89-2.21 微米的球形颗粒,其中 MXP 以无定形状态存在。辅料与药物之间形成了次级相互作用。无论是否存在 PVA,带电的环糊精制剂都显示出明显更高的粘附力值。药物释放快速而完全。MXP 的被动扩散不仅受到环糊精电荷的影响,还受到 PVA 存在的影响。在 RPMI 2650 细胞模型上测试发现,阴离子环糊精的存在增强了药物的渗透性。
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引用次数: 0
Human enteroid monolayers as a potential alternative for Ussing chamber and Caco-2 monolayers to study passive permeability and drug efflux 人肠道单层膜是研究被动渗透性和药物外流的乌星室和 Caco-2 单层膜的潜在替代物。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-16 DOI: 10.1016/j.ejps.2024.106877
Eva J. Streekstra , Marit Keuper-Navis , Jeroen J.M.W. van den Heuvel , Petra van den Broek , Martijn W.J. Stommel , Sander Bervoets , Luke O'Gorman , Rick Greupink , Frans G.M. Russel , Evita van de Steeg , Saskia N. de Wildt

After oral administration, the intestine is the first site of drug absorption, making it a key determinant of the bioavailability of a drug, and hence drug efficacy and safety. Existing non-clinical models of the intestinal barrier in vitro often fail to mimic the barrier and absorption of the human intestine. We explore if human enteroid monolayers are a suitable tool for intestinal absorption studies compared to primary tissue (Ussing chamber) and Caco-2 cells.

Bidirectional drug transport was determined in enteroid monolayers, fresh tissue (Ussing chamber methodology) and Caco-2 cells. Apparent permeability (Papp) and efflux ratios for enalaprilat (paracellular), propranolol (transcellular), talinolol (P-glycoprotein (P-gp)) and rosuvastatin (Breast cancer resistance protein (BCRP)) were determined and compared between all three methodologies and across intestinal regions. Bulk RNA sequencing was performed to compare gene expression between enteroid monolayers and primary tissue.

All three models showed functional efflux transport by P-gp and BCRP with higher basolateral to apical (B-to-A) transport compared to apical-to-basolateral (A-to-B). B-to-A Papp values were similar for talinolol and rosuvastatin in tissue and enteroids. Paracellular transport of enalaprilat was lower and transcellular transport of propranolol was higher in enteroids compared to tissue. Enteroids appeared show more region- specific gene expression compared to tissue.

Fresh tissue and enteroid monolayers both show active efflux by P-gp and BCRP in jejunum and ileum. Hence, the use of enteroid monolayers represents a promising and versatile experimental platform to complement current in vitro models.

口服给药后,肠道是药物吸收的第一个部位,因此它是决定药物生物利用度的关键因素,也是决定药物疗效和安全性的关键因素。现有的体外肠道屏障非临床模型往往无法模拟人体肠道的屏障和吸收情况。与原始组织(Ussing 室)和 Caco-2 细胞相比,我们探讨了人类肠道单层膜是否适合作为肠道吸收研究的工具。在类肠球菌单层、新鲜组织(乌星室方法)和 Caco-2 细胞中测定了药物的双向转运。测定了依那普利拉(旁细胞)、普萘洛尔(经细胞)、他利洛尔(P-糖蛋白 (P-gp))和罗伐他汀(乳腺癌抗性蛋白 (BCRP))的表观渗透性 (Papp) 和外流比,并对所有三种方法和不同肠道区域进行了比较。对大量 RNA 进行了测序,以比较肠道单层和原生组织的基因表达。所有三种模型都显示了 P-gp 和 BCRP 的功能性外流转运,其中基底侧到顶端(B-to-A)转运高于顶端到基底侧(A-to-B)转运。塔利洛尔和罗伐他汀在组织和肠道中的 B-to-A Papp 值相似。与组织相比,肠组织中依那普利拉的胞外转运较低,普萘洛尔的胞内转运较高。与组织相比,肠组织显示出更多的区域特异性基因表达。在空肠和回肠中,新鲜组织和肠粘膜单层都显示出 P-gp 和 BCRP 的主动外流。因此,使用肠黏膜单层代表了一种有前途的多功能实验平台,可补充目前的体外模型。
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引用次数: 0
Joint use of population pharmacokinetics and machine learning for prediction of valproic acid plasma concentration in elderly epileptic patients 联合使用群体药代动力学和机器学习预测老年癫痫患者的丙戊酸血浆浓度。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-10 DOI: 10.1016/j.ejps.2024.106876
Pan Ma , Shenglan Shang , Yifan Huang , Ruixiang Liu , Hongfan Yu , Fan Zhou , Mengchen Yu , Qin Xiao , Ying Zhang , Qianxue Ding , Yuxian Nie , Zhibiao Wang , Yongchuan Chen , Airong Yu , Qiuling Shi

Background

Valproic acid (VPA) is a commonly used broad-spectrum antiepileptic drug. For elderly epileptic patients, VPA plasma concentrations have a considerable variation. We aim to establish a prediction model via a combination of machine learning and population pharmacokinetics (PPK) for VPA plasma concentration.

Methods

A retrospective study was performed incorporating 43 variables, including PPK parameters. Recursive Feature Elimination with Cross-Validation was used for feature selection. Multiple algorithms were employed for ensemble model, and the model was interpreted by Shapley Additive exPlanations.

Results

The inclusion of PPK parameters significantly enhances the performance of individual algorithm model. The composition of categorical boosting, light gradient boosting machine, and random forest (7:2:1) with the highest R2 (0.74) was determined as the ensemble model. The model included 11 variables after feature selection, of which the predictive performance was comparable to the model that incorporated all variables.

Conclusions

Our model was specifically tailored for elderly epileptic patients, providing an efficient and cost-effective approach to predict VPA plasma concentration. The model combined classical PPK with machine learning, and underwent optimization through feature selection and algorithm integration. Our model can serve as a fundamental tool for clinicians in determining VPA plasma concentration and individualized dosing regimens accordingly.

背景:丙戊酸(VPA)是一种常用的广谱抗癫痫药物:丙戊酸(VPA)是一种常用的广谱抗癫痫药物。对于老年癫痫患者来说,VPA 的血浆浓度变化很大。我们旨在通过机器学习和群体药代动力学(PPK)相结合的方法,建立一个VPA血浆浓度预测模型:我们进行了一项回顾性研究,纳入了包括 PPK 参数在内的 43 个变量。采用交叉验证的递归特征消除法进行特征选择。采用多种算法建立集合模型,并通过 Shapley Additive exPlanations 对模型进行解释:结果:PPK 参数的加入大大提高了单个算法模型的性能。R2(0.74)最高的分类提升、轻梯度提升机和随机森林(7:2:1)的组合被确定为集合模型。该模型在特征选择后包含 11 个变量,其预测性能与包含所有变量的模型相当:我们的模型专为老年癫痫患者量身定制,为预测 VPA 血浆浓度提供了一种高效、经济的方法。该模型将经典的 PPK 与机器学习相结合,并通过特征选择和算法整合进行了优化。我们的模型可作为临床医生确定VPA血浆浓度和相应的个体化用药方案的基本工具。
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引用次数: 0
In vitro permeation testing for the evaluation of drug delivery to the skin 用于评估皮肤给药情况的体外渗透测试。
IF 4.3 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-08-08 DOI: 10.1016/j.ejps.2024.106873
Majella E. Lane

This review considers the role of in vitro permeation testing (IVPT) for the evaluation of drug delivery from topical formulations applied to the skin. The technique was pioneered by Franz in the 1970′s and today remains an important tool in the development, testing and optimization of such topical formulations. An overview of IVPT as well as selection of skin for the experiment, integrity testing of the membrane, and required number of replicate skin samples is discussed. In the literature many researchers have focused solely on permeation and have not reported amounts of the active remaining on and in the skin at the end of the IVPT. Therefore, a particular focus of this article is determination of the complete mass balance of the drug. It is noteworthy that for the evaluation of bioequivalence of topical formulations the draft guideline issued by the European Medicines Agency (EMA) requires the IVPT method to report on both the skin deposition and distribution of the active in the skin as well as amount permeated. Other aspects of current guidance from the EMA and United States Food and Drug Agency for IVPT are also compared and contrasted. Ultimately, harmonisation of IVPT protocols across the regulatory agencies will expedite the development process for novel topical formulations as well as the availability of generic products.

本综述探讨了体外渗透测试(IVPT)在评估皮肤外用制剂给药方面的作用。该技术由弗朗茨在 20 世纪 70 年代首创,如今仍是开发、测试和优化此类外用制剂的重要工具。本文讨论了 IVPT 的概述、实验皮肤的选择、膜的完整性测试以及所需的重复皮肤样本数量。在文献中,许多研究人员只关注渗透性,而没有报告 IVPT 结束时皮肤上和皮肤中残留的活性物质数量。因此,本文的一个重点是确定药物的完整质量平衡。值得注意的是,在评估外用制剂的生物等效性时,欧洲药品管理局(EMA)发布的指南草案要求 IVPT 方法同时报告活性物质在皮肤中的沉积和分布情况以及渗透量。此外,还对欧洲药品管理局(EMA)和美国食品和药物管理局(U.S. Food and Drug Agency)关于 IVPT 的现行指南的其他方面进行了比较和对比。最终,统一各监管机构的 IVPT 协议将加快新型外用制剂的开发进程,并促进非专利产品的供应。
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引用次数: 0
期刊
European Journal of Pharmaceutical Sciences
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