GastroPlus

Gastroplus
  • 文章类型: Journal Article
    Gefapixant是一种弱碱性药物,已被配制为口服速释片剂。根据gefapixant的理化性质和临床药代动力学,开发了基于生理的生物制药模型(PBBM),以帮助选择配方。生物等效性安全空间评估和溶解规范设置。不同游离碱和柠檬酸盐制剂的体外溶出曲线用作模型的输入。该模型与独立研究的结果进行了验证,其中包括生物等效性和相对生物利用度研究,以及一项人类ADME研究,所有符合Cmax和AUC的预测误差≤20%的验收标准。PBBM还用于评估与质子泵抑制剂(PPI)共同给药的胃pH介导的药物-药物相互作用潜力,奥美拉唑。模型结果显示与临床数据具有良好的一致性,其中奥美拉唑降低了游离碱制剂的gefapixant暴露,但没有显着改变基于柠檬酸盐的商业药物产品的gefapixant药代动力学。建立了扩展的虚拟溶解生物等效性安全空间。当Gefapixant药物产品批次在60分钟内溶出>80%时,预期其与临床参考批次生物等效。作为确保产品质量的一部分,PBBM建立了广泛的溶解生物等效性空间。
    Gefapixant is a weakly basic drug which has been formulated as an immediate release tablet for oral administration. A physiologically based biopharmaceutics model (PBBM) was developed based on gefapixant physicochemical properties and clinical pharmacokinetics to aid formulation selection, bioequivalence safe space assessment and dissolution specification settings. In vitro dissolution profiles of different free base and citrate salt formulations were used as an input to the model. The model was validated against the results of independent studies, which included a bioequivalence and a relative bioavailability study, as well as a human ADME study, all meeting acceptance criteria of prediction errors ≤ 20% for both Cmax and AUC.  PBBM was also applied to evaluate gastric pH-mediated drug-drug-interaction potential with co-administration of a proton pump inhibitor (PPI), omeprazole. Model results showed good agreement with clinical data in which omeprazole lowered gefapixant exposure for the free base formulation but did not significantly alter gefapixant pharmacokinetics for the citrate based commercial drug product. An extended virtual dissolution bioequivalence safe space was established.  Gefapixant drug product batches are anticipated to be bioequivalent with the clinical reference batch when their dissolution is > 80% in 60 minutes. PBBM established a wide dissolution bioequivalence space as part of assuring product quality.
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  • 文章类型: Journal Article
    美国食品和药物管理局关于仿制药产品生物等效性(BE)测试的指南表明,BE研究中男性和女性的比例应相等。尽管有这个要求,许多仿制药公司在他们的研究中没有保持女性人口的建议比例。一些社会经济和文化因素导致女性参与BE研究的比例较低。最近,全球监管机构要求仿制药公司通过其他研究证明其药品在代表性不足的性别中的表现。在这项工作中,我们描述了右美沙芬缓释片的情况,其中通过基于生理的药代动力学(PBPK)建模方法评估了性别对产品性能的影响。我们通过人口模拟比较了药物产品的性能,考虑了四种不同的情况。来自全男性群体的数据(来自内部药代动力学[PK]BE研究)被认为是参考,并且将其他情况与全男性群体数据进行比较。在第一种情况下,我们对全男性(100%男性)和全女性(100%女性)人群进行了比较.第二种情况是根据机构的要求-BE研究中男性和女性的比例相等。作为一个极端的场景,100%男性vs30:70男性:女性被认为(在BE研究中女性高于男性)。最后,作为一个更现实的场景,考虑100%男性与70:30男性:女性(在BE研究中女性低于男性)。采用群体PK和虚拟BE来证明两性之间药物产品性能的相似性/差异。这种方法可以潜在地用于寻求BE研究豁免,从而节省成本并加速通用产品进入市场。
    The United States Food and Drug Administration guidelines for the bioequivalence (BE) testing of the generic drug products suggests that there should be an equal proportion of male and female population in the BE study. Despite this requirement, many generic drug companies do not maintain the suggested proportion of female population in their studies. Several socio-economic and cultural factors lead to lower participation of the females in the BE studies. More recently, the regulatory agencies across the globe are requesting the generic drug companies to demonstrate the performance of their drug products in the under-represented sex via additional studies. In this work, we describe the case of Dextromethorphan modified release tablets where the gender effect on the product performance was evaluated by physiologically based pharmacokinetic (PBPK) modeling approach. We have compared the drug product\'s performance by population simulations considering four different scenarios. The data from all-male population (from in house Pharmacokinetic [PK] BE studies) was considered as a reference and other scenarios were compared against the all-male population data. In the first scenario, we made a comparison between all-male (100% male) vs all-female (100% female) population. Second scenario was as per agency\'s requirements-equal proportion of male and female in the BE study. As an extreme scenario, 100% male vs 30:70 male:female was considered (higher females than males in the BE studies). Finally, as a more realistic scenario, 100% male versus 70:30 male:female was considered (lower females than males in the BE studies). Population PK followed by virtual BE was employed to demonstrate the similarity/differences in the drug product performance between the sexes. This approach can be potentially utilized to seek BE study waivers thus saving cost and accelerating the entry of the generic products to the market.
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  • 文章类型: Journal Article
    氟喹诺酮类药物是在环境中积累的广谱抗生素。为了评估人类通过食物链的暴露,我们开发了氟喹诺酮在鱼中积累的药代动力学模型和人体药代动力学模型来预测环丙沙星的胃肠道浓度。一种常见的氟喹诺酮,随着鱼的消费。在70ng/L环丙沙星,北美地表水的平均值,鱼的稳态浓度计算为7.5×10-6µg/g。当人类食用FDA推荐的含有这种环丙沙星水平的113克鱼时,预测的人体肠道浓度为2×10-6µg/mL。在4×106ng/L(4µg/mL)环丙沙星,记录最高的环境测量,这些数字在鱼中为0.42µg/g,在人体肠道中为0.1µg/mL。因此,基于环丙沙星对大肠杆菌的MIC为0.13µg/mL,背景环境环丙沙星水平不太可能有问题,但是环境污染会导致肠道高水平,可能导致肠道菌群失调和抗生素耐药性。
    Fluoroquinolones are broad-spectrum antibiotics that accumulate in the environment. To assess human exposure through the food chain, we developed a pharmacokinetic model of fluoroquinolone accumulation in fish and a human pharmacokinetic model to predict gastrointestinal concentrations of ciprofloxacin, a common fluoroquinolone, following consumption of fish. At 70 ng/L ciprofloxacin, the average in North American surface waters, the fish steady-state concentration was calculated to be 7.5 × 10-6 µg/g. Upon human consumption of the FDA-recommended portion of 113 g of fish containing this ciprofloxacin level, the predicted human intestinal concentration was 2 × 10-6 µg/mL. At 4 × 106 ng/L (4 µg/mL) ciprofloxacin, the highest recorded environmental measurement, these numbers were 0.42 µg/g in fish and 0.1 µg/mL in the human intestine. Thus, based on the ciprofloxacin MIC for E. coli of 0.13 µg/mL, background environmental ciprofloxacin levels are unlikely to be problematic, but environmental pollution can result in high intestinal levels that may cause gut dysbiosis and antibiotic resistance.
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  • 文章类型: Journal Article
    基于计算机模拟的各种药物的肠道吸收预测已经成为现实。然而,尚未发现基于GastroPlus™的体内药代动力学模拟和虚拟生物等效性评估。本研究旨在模拟具有不同溶解曲线的血浆浓度,并运行群体模拟,以使用GastroPlus软件评估阿托伐他汀的测试和参考产品的生物等效性。阿托伐他汀(20mg片剂)的参考和测试产品的溶出曲线,和参考产品的临床血浆浓度-时间数据用于模拟。结果表明,成功建立了阿托伐他汀片的模拟模型。群体模拟结果表明测试制剂与参考制剂生物等效。研究结果表明,建模是证明阿托伐他汀药代动力学和生物等效性可能性的重要工具。这将有助于了解仿制产品开发过程中的潜在风险。
    The prediction of intestinal absorption of various drugs based on computer simulations has been a reality. However, in vivo pharmacokinetic simulations and virtual bioequivalence evaluation based on GastroPlus™ have not been found. This study aimed to simulate plasma concentrations with different dissolution profiles and run population simulations to evaluate the bioequivalence of test and reference products of atorvastation using GastroPlus software. The dissolution profiles of the reference and test products of atorvastatin (20 mg tablets), and clinical plasma concentration-time data of the reference product were used for the simulations. The results showed that the simulated models were successfully established for atorvastatin tablets. Population simulation results indicated that the test formulation was bioequivalent to the reference formulation. The findings suggest that modelling is an essential tool to demonstrating the possibility of pharmacokinetic and bioequivalence for atorvastatin. It will contribute to understanding the potential risks during the development of generic products.
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  • 文章类型: Journal Article
    AKR1B1和AKR1B10是aldo-keto还原酶家族的重要成员,通过调节细胞代谢在癌症进展中发挥重要作用。这些酶参与各种代谢过程,包括激素的合成和代谢,反应性醛的解毒,以及各种内源性和外源性化合物的减少。本研究旨在通过药物再利用的方法,以AKR1B1和AKR1B10为靶点,探索士的宁作为抗癌药物的潜力。为了评估士的宁的药物样特性,采用基于生理学的药代动力学(PKPB)模型和高通量药代动力学(HTPK)方法。获得的结果落在药物分子的预期范围内,确认其适合进一步调查。此外,进行了密度泛函理论(DFT)研究,以深入了解有助于药物分子反应性的电子性质。在有希望的DFT结果的基础上,使用AutoDock工具进行分子对接分析,以检查士的宁和建议的目标之间的结合相互作用,AKR1B1和AKR1B10。分子对接研究的结果表明,士的宁作为AKR1B1和AKR1B10抑制剂的可能性更高,对接得分分别为-30.84和-29.36kJ/mol。为了验证蛋白质-配体复合物的稳定性,进行了分子动力学模拟(MDS)研究,揭示了酶和士的宁之间稳定复合物的形成。这种全面的方法揭示了士的宁作为乳房治疗的潜在有效性,肺,肝脏,和胰腺癌,以及相关的恶性肿瘤。从基于生理的药代动力学建模中获得的新见解,密度泛函理论,分子对接,和分子动力学模拟共同支持士的宁作为抗癌治疗的有前途的分子的前景。需要进一步的研究来验证这些发现,并探索士的宁在临床前和临床环境中的治疗潜力。
    AKR1B1 and AKR1B10 are important members of aldo-keto reductase family which plays a significant role in cancer progression by modulating cellular metabolism. These enzymes are involved in various metabolic processes, including the synthesis and metabolism of hormones, detoxification of reactive aldehydes, and the reduction of various endogenous and exogenous compounds. This study aimed to explore the potential of strychnine as an anticancer agent by targeting AKR1B1 and AKR1B10 via drug repurposing approach. To assess the drug-like properties of strychnine, a physiologically based pharmacokinetic (PKPB) model and High Throughput Pharmacokinetics (HTPK) approach were employed. The obtained results fell within the expected range for drug molecules, confirming its suitability for further investigation. Additionally, density functional theory (DFT) studies were conducted to gain insight into the electronic properties contributing to the drug molecule\'s reactivity. Building upon the promising DFT results, molecular docking analysis using the AutoDock tool was performed to examine the binding interactions between strychnine and the proposed targets, AKR1B1 and AKR1B10. Findings from the molecular docking studies suggested a higher probability of strychnine acting as an inhibitor of AKR1B1 and AKR1B10 with docking scores of - 30.84 and - 29.36 kJ/mol respectively. To validate the stability of the protein-ligand complex, Molecular Dynamic Simulation (MDS) studies were conducted, revealing the formation of a stable complex between the enzymes and strychnine. This comprehensive approach sheds light on the potential effectiveness of strychnine as a treatment for breast, lung, liver, and pancreatic cancers, as well as related malignancies. The novel insights gained from the physiologically based pharmacokinetic modeling, density functional theory, molecular docking, and molecular dynamics simulations collectively support the prospect of strychnine as a promising molecule for anticancer therapy. Further investigations are warranted to validate these findings and explore the therapeutic potential of strychnine in preclinical and clinical settings.
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  • 文章类型: Journal Article
    基于先进的隔室吸收和转运(ACAT)的计算模型在预测口服药物产品性能的行业中变得越来越流行。然而,由于其复杂性,在实践中做出了一些妥协,胃通常被分配为一个单独的隔间。尽管这项任务总体上奏效了,它可能不足以反映某些条件下胃环境的复杂性。例如,发现这种设置在估计食物摄入下的胃pH值和某些药物的溶解方面不太准确,这导致了对食物效果的错误预测。为了克服上述问题,我们探索了在单室胃设置中使用动力学pH计算(KpH)。已经用KpH方法测试了几种药物,并与Gastroplus的默认设置进行了比较。总的来说,Gastroplus对食物效果的预测大大提高,表明这种方法可以有效地改善Gastroplus对几种基本药物与食物效应相关的理化性质的估计。
    Advanced compartmental absorption and transit (ACAT) based computational models have become increasingly popular in the industry for predicting oral drug product performance. However, due to its complexity, some compromises have been made in practice, and the stomach is often assigned as a single compartment. Although this assignment worked generally, it may not be sufficient to reflect the complexity of the gastric environment under certain conditions. For example, this setting was found to be less accurate in estimating stomach pH and solubilization of certain drugs under food intake, which leads to a misprediction of the food effect. To overcome the above, we explored the use of a kinetic pH calculation (KpH) for the single-compartment stomach setting. Several drugs have been tested with the KpH approach and compared with the default setting of Gastroplus. In general, the Gastroplus prediction of food effect is greatly improved, suggesting this approach is effective in improving the estimation of physicochemical properties related to food effect for several basic drugs by Gastroplus.
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  • 文章类型: Journal Article
    该研究基于使用SeDeM专家系统开发盐酸曲马多控释渗透片及其基于体内药代动力学评估的计算机生理学药代动力学(PBPK)模型。在开发SeDEM驱动的全因子渗透药物递送中应用了基于设计质量(QbD)的方法。使用24全因子设计,以NaCl为渗透剂,制作盐酸曲马多渗透片的试验配方,MethocelK4M作为速率控制聚合物,和avicelpH101作为稀释剂。通过应用SeDeM专家工具测定制剂(F1-F16)的预制剂特征。使用GastroPlus™的PBPK“ACAT”模型对制剂进行优化,然后进行体内预测药代动力学评估。FTIR结果显示各成分之间没有相互作用。所有试验配方共混物的良好可压缩性指数(ICG)值≥5,表明直接压缩是最合适的方法。基于在2、10和16小时的药物释放以及零级动力学释放(r2=0.992和0.994)来优化制剂F3和F4。SEM图像证实在药物完全释放后在渗透片剂的表面上形成微孔。F3和F4也是稳定的(保质期29.41和23.46个月)。PBPK计算机模型的药代动力学的体内模拟显示,相对于盐酸曲马多50mgIR制剂,F3和F4具有出色的相对生物利用度。在设计每日一次渗透控释盐酸曲马多片剂时,最好利用SeDeM专家工具来评估选定的制剂赋形剂及其混合物的压缩特性,以用于直接压缩方法。SimuloGastroPlus™PBPK模型提供了对优化制剂的全面药代动力学评估,作为盐酸曲马多的体内研究的替代品。
    The study is based on using SeDeM expert system in developing controlled-release tramadol HCl osmotic tablets and its in-silico physiologically based pharmacokinetic (PBPK) modeling for in-vivo pharmacokinetic evaluation. A Quality by Design (QbD) based approach in developing SeDEM-driven full factorial osmotic drug delivery was applied. A 24 Full-factorial design was used to make the trial formulations of tramadol HCl osmotic tablets using NaCl as osmogen, Methocel K4M as rate controlling polymer, and avicel pH 101 as diluent. The preformulation characteristics of formulations (F1-F16) were determined by applying SeDeM Expert Tool. The formulation was optimized followed by in-vivo predictive pharmacokinetic assessment using PBPK \"ACAT\" model of GastroPlus™. The FTIR results showed no interaction among the ingredients. The index of good compressibility (ICG) values of all trial formulation blends were ≥5, suggesting direct compression is the best-suited method. Formulation F3 and F4 were optimized based on drug release at 2, 10, and 16 h with a zero-order kinetic release (r 2 = 0.992 and 0.994). The SEM images confirmed micropores formation on the surface of the osmotic tablet after complete drug release. F3 and F4 were also stable (shelf life 29.41 and 23.46 months). The in vivo simulation of the pharmacokinetics of the PBPK in-silico model revealed excellent relative bioavailability of F3 and F4 with reference to tramadol HCl 50 mg IR formulations. The SeDeM expert tool was best utilized to evaluate the compression characteristics of selected formulation excipients and their blends for direct compression method in designing once-daily osmotically controlled-release tramadol HCl tablets. The in-silico GastroPlus™ PBPK modeling provided a thorough pharmacokinetic assessment of the optimized formulation as an alternative to tramadol HCl in vivo studies.
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  • 文章类型: Journal Article
    埃洛石纳米管(HNTs)由于其天然可用性,是一种多功能且高度研究的粘土矿物,低成本,机械强度强,生物相容性,和绑定属性。本工作探讨了其在延缓和控制药物从复合聚合物基质材料释放中的作用。
    为此,使用“溶液流延法”配制包含盐酸普萘洛尔和不同浓度的HNT的纳米复合膜。使用浓度为1%w/v的薄荷醇作为渗透促进剂,并测定了其对释放和渗透的影响。确定了纳米复合材料的质量特性,使用Franz扩散系统进行了体外释放和渗透研究。使用各种数学模型和渗透参数分析数据。优化的配方也进行了皮肤刺激试验,FTIR,DSC,和SEM研究。使用GastroPlusTCAT®模型预测纳米复合材料中普萘洛尔HCl的系统吸收和处置。
    药物释放速率的控制与较高的HNTs浓度有关。F8在8小时内释放了50%的普萘洛尔(药物,HNTs比率,1:2).优化配方(F6)与药物:HNTs(2:1),在4小时内表现出80%的药物释放,最大通量为145.812µg/cm2hr。发现优化的配方对皮肤无刺激性,保质期为35.46个月(28-30℃)。计算机模拟模型预测了Cmax,Tmax,AUCt,和AUCinf为32.113ng/mL,16.58h,942.34ng/mL×h,1102.9ng/mL×h,分别。
    研究证明HNT可有效地用作基质型透皮制剂中的速率控制剂。
    UNASSIGNED: Halloysite nanotubes (HNTs) are a versatile and highly investigated clay mineral due to their natural availability, low cost, strong mechanical strength, biocompatibility, and binding properties. The present work explores its role for retarding and controlling the drug release from the composite polymer matrix material.
    UNASSIGNED: For this purpose, nanocomposite films comprising propranolol HCl and different concentrations of HNTs were formulated using the \"solution casting method\". The menthol in a concentration of 1% w/v was used as a permeation enhancer, and its effect on release and permeation was also determined. Quality characteristics of the nanocomposite were determined, and in vitro release and permeation studies were performed using the Franz diffusion system. The data was analyzed using various mathematical models and permeation parameters. Optimized formulation was also subjected to skin irritation test, FTIR, DSC, and SEM study. Systemic absorption and disposition of propranolol HCl from the nanocomposites were predicted using the GastroPlus TCAT® model.
    UNASSIGNED: The control in drug release rate was associated with the higher concentration of HNTs. F8 released 50% of propranolol within 8 hours (drug, HNTs ratio, 1:2). The optimized formulation (F6) with drug: HNTs (2:1), exhibited drug release 80% in 4 hours, with maximum flux of 145.812 µg/cm2hr. The optimized formulation was found to be a non-irritant for skin with a shelf life of 35.46 months (28-30 ℃). The in silico model predicted Cmax, Tmax, AUCt , and AUCinf as 32.113 ng/mL, 16.58 h, 942.34 ng/mL×h, and 1102.9 ng/mL×h, respectively.
    UNASSIGNED: The study demonstrated that HNTs could be effectively used as rate controlling agent in matrix type transdermal formulations.
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  • 文章类型: Journal Article
    The present work aimed to differentiate between in vitro dissolution profiles of ibuprofen as input for GastroPlus™ and to see the impact on systemic exposure. In vitro dissolution profiles of ibuprofen obtained under low- and high-buffered dissolution media were used as input using the z-factor approach. In a second step, a customized surface pH calculator was applied to predict the surface pH of ibuprofen under these low- and high-buffered dissolution conditions. These surface pH values were adopted in GastroPlus™ and simulations were performed to predict the systemic outcome. Simulated data were compared with systemic data of ibuprofen obtained under fasted state conditions in healthy subjects. The slower dissolution rate observed when working under low-buffered conditions nicely matched with the slower dissolution rate as observed during the clinical aspiration study and was in line with the systemic exposure of the drug. Finally, a population simulation was performed to explore the impact of z-factor towards bioequivalence (BE) criteria (so-called safe space). Concerning future perspectives, the customized calculator should be developed in such a way to make it possible to predict the dissolution rate (being informed by the particle size distribution) which, in its turn, can be used as a surrogate to predict the USP2 dissolution curve. Subsequently, validation can be done by using this profile as input for PBPK platforms.
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  • 文章类型: Journal Article
    UNASSIGNED: This work aims to evaluate the ability of biorelevant dissolution media to simulate the bioavailability of efavirenz tablets, establish an in vitro-in vivo relationship (IVIVR) based on in vivo data using GastroPlus® and simulate formulation changes using DDDPlus™.
    UNASSIGNED: Solubility and drug release profiles were conducted in SLS 0.5% and biorelevant media, such as FaSSIF, FeSSIF, FaSSIF-V2, and FeSSIF-V2. The efavirenz physicochemical properties were used to simulate the plasma concentration profile and compare the simulated pharmacokinetic parameters in fasted and fed states. An IVIVR was developed using Loo-Riegelman as the deconvolution method to estimate drug bioavailability. DDDPlus™ was used to perform virtual trials of formulations to evaluate whether formulations changes and the efavirenz particle size could influence the bioavailability.
    UNASSIGNED: The drug dissolution displayed higher levels in the biorelevant media that simulated gut-fed state (FeSSIF and FeSSIF-V2). The absorption model successfully predicted the efavirenz pharmacokinetics, and FeSSIF-V2 was chosen as the predictive dissolution media, while an IVIVR was established using the Loo-Riegelman deconvolution method.
    UNASSIGNED: The present work provides valuable information about efavirenz solubility and kinetics in the gastrointestinal tract, allowing an IVIVR to support future formulation changes. This understanding is essential for rational science-driven formulation development. At least, this study also showed the validity and applicability of in vitro and in silico tools in the regulatory scenario helping on drug development.
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