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Meta-Analysis of the Placebo Response in Chronic and Episodic Migraine: Insights from Migraine Preventive Drug Trials. 慢性和发作性偏头痛安慰剂反应的荟萃分析:来自偏头痛预防药物试验的见解。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-09 DOI: 10.1208/s12248-025-01181-z
Anantha Ram Nookala, Nimishraj Panse, Gopichand Gottipati, Heather D Fitter, Ramana Uppoor, Mehul Mehta, Sreedharan Sabarinath

Randomized, well-controlled trials are the gold-standard for evaluating novel therapies, but they often fail to fully account for the placebo response, particularly in pain-related conditions such as migraine, where subjective improvement is common in placebo groups. This placebo response is influenced by individual-level factors, such as prior treatment experience, expectations of treatment benefit, and demographic characteristics such as age, race, sex, and clinical trial location. As clinical trials grow increasingly global and diverse, ensuring balanced demographic distribution across treatment arms is essential to accurately assess efficacy. We conducted a meta-analysis of placebo arm data from 14 pivotal Phase 2 and 3 trials that supported approval of six drugs for the preventive treatment of episodic and chronic migraine. Data were stratified by migraine type and analyzed by demographic variables including age, sex, race, menopause status, trial region, prior prophylactic medication use, route of administration, and frequency. Changes from baseline were evaluated for monthly migraine days (primary endpoint) and migraine-related symptoms (e.g., headache days, headache days of moderate/severe intensity, photophobia/phonophobia days, and nausea/vomiting days). Placebo responses were consistently higher in subjects who had not used prior preventive medications, African Americans, and participants enrolled in North America. These findings suggest that placebo response in migraine trials may be modulated by demographic and treatment-related factors, especially when subjective endpoints are used. Accounting for these variables during trial design and subject allocation could help minimize bias, reduce the risk of false negative outcomes, and enhance the likelihood of accurately demonstrating treatment efficacy.

随机、控制良好的试验是评估新疗法的黄金标准,但它们往往不能完全解释安慰剂的反应,特别是在偏头痛等与疼痛有关的疾病中,安慰剂组的主观改善很常见。这种安慰剂反应受到个体水平因素的影响,如先前的治疗经验、对治疗益处的预期,以及年龄、种族、性别和临床试验地点等人口统计学特征。随着临床试验日益全球化和多样化,确保各个治疗组的均衡人口分布对于准确评估疗效至关重要。我们对来自14项关键性2期和3期试验的安慰剂组数据进行了荟萃分析,这些数据支持批准6种药物预防治疗发作性和慢性偏头痛。数据按偏头痛类型分层,并按人口统计学变量进行分析,包括年龄、性别、种族、绝经状态、试验地区、既往预防性用药、给药途径和频率。从基线开始评估每月偏头痛天数(主要终点)和偏头痛相关症状(例如,头痛天数、中度/重度头痛天数、畏光/恐音天数和恶心/呕吐天数)的变化。在没有使用过预防性药物的受试者、非裔美国人以及在北美注册的受试者中,安慰剂反应始终较高。这些发现表明,偏头痛试验中的安慰剂反应可能受到人口统计学和治疗相关因素的调节,特别是当使用主观终点时。在试验设计和受试者分配过程中考虑这些变量有助于最大限度地减少偏倚,降低假阴性结果的风险,并提高准确展示治疗效果的可能性。
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引用次数: 0
Drug Dissolution Enhancement Using 3D-Printed Silica-Based Oral Films. 利用3d打印硅基口腔薄膜增强药物溶出度。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-08 DOI: 10.1208/s12248-025-01185-9
Dagmar Blaháčková, Jan Elbl, Lukas C Lammerding, Eliška Mašková, Jan Muselík, Josef Kašlík, Jan Gajdziok

Orodispersible films (ODFs) are increasingly employed for individualized drug delivery due to their ease of administration and precise dosing. However, their drug loading capacity is often limited by the need to maintain thin, flexible structures, posing a particular challenge for incorporating poorly soluble drugs. This study aimed to develop and characterize porous ODF matrices optimized for 3D printing of medicated inks. The primary objective was to investigate the impact of macroporosity on the dissolution kinetics of both poorly soluble and readily soluble drugs, with a focus on enhancing the release of the poorly soluble dexamethasone. Porous ODFs were fabricated via solvent casting using silica- and silicate-based porogens, then loaded with caffeine or dexamethasone through 3D printing. The films were comprehensively characterized using structural (micro-CT, BET), mechanical, and solid-state techniques (SEM, Raman microscopy, FTIR, XRD) to assess porosity, drug crystallization behavior, and drug-matrix compatibility. Drug release was evaluated through dissolution studies. Silica-based porogens yielded films with tunable macroporosity, supporting high drug loads (up to 3-5 times the ink volume). Dexamethasone printed on the SY2 substrate exhibited markedly enhanced dissolution (79.2 ± 1.8%) compared to its powdered form (29.9 ± 11.5%), achieving 61.5% release within 20 min. In contrast, caffeine (readily soluble) showed a transient reduction in dissolution rate during the initial two minutes, attributed to increased particle size and delayed film disintegration. Overall, integrating porous matrix design with 3D printing significantly improved the dissolution of poorly soluble dexamethasone without inducing drug-matrix interactions, confirming that structural modifications drive the enhanced release.

由于易于给药和精确给药,孔分散膜(odf)越来越多地用于个体化给药。然而,由于需要保持薄而灵活的结构,它们的载药能力往往受到限制,这对纳入难溶性药物提出了特别的挑战。本研究旨在开发和表征用于药物油墨3D打印的多孔ODF矩阵。主要目的是研究大孔隙对难溶性和易溶性药物溶出动力学的影响,重点是增强难溶性地塞米松的释放。多孔odf是用二氧化硅和硅酸盐基多孔剂通过溶剂铸造制成的,然后通过3D打印加载咖啡因或地塞米松。利用结构(micro-CT, BET),力学和固态技术(SEM,拉曼显微镜,FTIR, XRD)对膜进行了全面表征,以评估孔隙度,药物结晶行为和药物-基质相容性。通过溶出度研究评估药物释放。硅基多孔剂产生的薄膜具有可调的大孔隙度,支持高药物负荷(高达油墨体积的3-5倍)。在SY2底物上印刷的地塞米松的溶出度(79.2±1.8%)明显高于其粉末状形式(29.9±11.5%),在20 min内达到61.5%的释放度。相比之下,咖啡因(易溶性)在最初的两分钟内显示出短暂的溶解速度降低,这是由于颗粒大小增加和膜崩解延迟。总体而言,将多孔基质设计与3D打印相结合,可以显著改善难溶性地塞米松的溶解,而不会诱导药物-基质相互作用,证实了结构修饰可以促进释放。
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引用次数: 0
Utilizing Physiologically Based Pharmacokinetic Modeling and Virtual Simulation for Simvastatin Tablets to Evaluate the Sensitivity of Using Parent vs Metabolite as Analyte on Bioequivalence Assessment. 基于生理的辛伐他汀片药代动力学建模与虚拟模拟评价以母体与代谢物为分析物进行生物等效性评价的敏感性
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-06 DOI: 10.1208/s12248-025-01184-w
Yi-Hsien Cheng, Fang Wu, Miyoung Yoon, Liang Zhao, Lanyan Fang

Typically, parent drug is measured for bioequivalence (BE) assessment because it's more sensitive to detect formulation differences, compared to its metabolite(s). For simvastatin immediate release (IR) tablets, current product-specific guidance (PSG) recommends measuring both parent and metabolite but taking metabolite as supportive data. This study aims to utilize physiologically based pharmacokinetic (PBPK) modeling and virtual BE (VBE) simulation to evaluate the sensitivity of parent vs metabolite as analyte on BE assessment, using simvastatin case and explore relevant mechanism. PBPK model was developed to describe drug exposures of parent drug simvastatin (SV) and metabolite simvastatin acid (SVA) in healthy individuals administered with 20-80 mg IR tablets under fasting condition. VBE simulations were conducted to evaluate the sensitivity of SV and SVA as analytes to assess BE between test product and reference listed drug. PBPK model incorporating enzyme- and transporter-mediated kinetics reasonably captures fasting PK profiles for SV and SVA. VBE simulations indicate that parent drug, in general, is more sensitive to demonstrate BE as compared to metabolite. However, this study highlighted the importance of conducting BE analysis using PK data for both SV and SVA when the test product contains certain excipients in the formulation that may impact transporter activity for changing clearance and subsequent drug exposure of metabolite. The VBE simulation results further implied that in some cases, SVA as analyte is more sensitive to show drug exposure differences and may enhance the assessment of formulation effect, as compared to SV. This aligns with current PSG recommendations.

通常,母体药物被用于生物等效性(BE)评估,因为与其代谢物相比,它对检测配方差异更敏感。对于辛伐他汀立即释放(IR)片,目前的产品特定指南(PSG)建议同时测量母体和代谢物,但将代谢物作为支持数据。本研究旨在利用基于生理的药代动力学(PBPK)建模和虚拟BE (VBE)模拟,以辛伐他汀为例,评估母体对代谢物作为BE评估分析物的敏感性,并探讨相关机制。建立PBPK模型,描述健康个体在禁食条件下服用20 ~ 80 mg IR片对母体药物辛伐他汀(SV)和代谢物辛伐他汀酸(SVA)的药物暴露。采用VBE模拟方法评价SV和SVA作为分析物的灵敏度,以评估试验产品与参考药品之间的BE。结合酶和转运体介导动力学的PBPK模型合理地捕获了SV和SVA的空腹PK谱。VBE模拟表明,与代谢物相比,母体药物通常对BE更敏感。然而,本研究强调了当测试产品中含有某些赋形剂时,使用SV和SVA的PK数据进行BE分析的重要性,这些赋形剂可能会影响转运蛋白活性,从而改变代谢物的清除和随后的药物暴露。VBE模拟结果进一步表明,在某些情况下,与SV相比,SVA作为分析物对药物暴露差异更敏感,可以增强对处方效果的评估。这与目前的PSG建议一致。
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引用次数: 0
Improvements in Data Quality Can Boost Efficiency and Reduce Development Costs: A Pharmacometric CRO's Perspective. 数据质量的改进可以提高效率并降低开发成本:一个药物计量学CRO的观点。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1208/s12248-025-01168-w
Amparo de la Peña, Jill Fiedler-Kelly, Rebecca L Humphrey, Jeff S Barrett

Drug development can take up to 15 years, costing as much as $11 billion USD, and relies heavily on high-quality data. The goal of this investigation of contract research organizations (CROs) was to assess the impact of data management activities (such as curation, quality assessment and integration) on model-informed drug development (MIDD) deliverables. A survey was sent to a diverse sample of CROs, to evaluate their baseline experience with assessing the data quality of sponsor-provided data and the time required to create analysis-ready datasets. It was distributed to 44 colleagues from 32 companies offering pharmacometrics services, including data management. The survey included 11 questions; 9 were multiple choice and 2 open-ended. Responses were gathered anonymously to ensure confidentiality and intellectual property protection and later shared with all participants. Of the 17 survey respondents, most develop data specifications and create analysis-ready datasets. The majority (65%) said the data they received from sponsors was rarely (< 10%) immediately usable due to improper formatting and quality issues like missing data and inconsistencies. Over 50% cited lack of definition/specifications as the primary reason. Assuming an average programming cost of $250/hour, cleaning client data takes CROs 3 to 24 h, costing between $750 and $6000 per dataset. Significant time is spent on rectifying poor-quality data. Automated data quality assessments can improve efficiency checks, though automation alone cannot resolve all quality issues. Better communication, collaboration, and systematic approaches to address data quality issues involving automation and AI are essential to further improve data quality.

药物开发可能需要长达15年的时间,耗资高达110亿美元,并且严重依赖于高质量的数据。对合同研究组织(cro)进行调查的目的是评估数据管理活动(如管理、质量评估和集成)对模型知情药物开发(MIDD)交付成果的影响。我们向不同的cro样本发送了一份调查,以评估他们在评估赞助商提供的数据质量和创建可供分析的数据集所需时间方面的基线经验。它被分发给来自32家提供药物计量学服务(包括数据管理)的公司的44名同事。调查包括11个问题;9项为多项选择题,2项为开放式。为了保密和保护知识产权,我们匿名收集了反馈,之后与所有参与者共享。在17个调查对象中,大多数开发了数据规范并创建了可供分析的数据集。大多数受访者(65%)表示,他们从赞助商那里收到的数据很少(
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引用次数: 0
Reference Standard Calibration Challenges in the Case of Erythropoietin: Impact on Potency and Biosimilarity Determination. 促红细胞生成素的参考标准校准挑战:对效价和生物相似性测定的影响。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1208/s12248-025-01175-x
Julie TerWee, Kaila Wilson-Landy, Yihua Wang, Nicholas Hellman

International reference standards have been established as gold standards for several biological products. Use of international units can drive consistency and standardization for biosimilar products across manufacturers. However, our research and development for Retacrit® (epoetin alfa-epbx), the first and only biosimilar FDA approved for all indications of Epogen®/Procrit® (epoetin alfa), showed that use of a compendial reference standard overestimated the potency of both the biosimilar and the originator product. Possible causes are or imprecision in the methods used to assign potency, or differences in the isoform composition between the compendial reference standard and product. Tracing the history of international reference standard potency assignment for erythropoietin provided insight into this issue. An internal product specific reference standard and process for qualifying and maintaining future replacements are recommended. Use of specific activity as compared to percent potency or units/mL was a useful tool and can provide a means to normalize data from multiple methods and samples with differences in labelled activity from various manufacturers.

国际参考标准已被确立为若干生物制品的金标准。使用国际单位可以推动制造商之间生物类似药产品的一致性和标准化。然而,我们对reacrit®(epoetin alfa-epbx)的研究和开发表明,使用药典参考标准高估了生物仿制药和原研产品的效力,reacrit®(epoetin alfa-epbx)是FDA批准的第一个也是唯一一个用于Epogen®/Procrit®(epoetin alfa)所有适应症的生物仿制药。可能的原因是用于指定效价的方法不精确,或药典参考标准和产品之间的异构体组成差异。通过对促红细胞生成素效价分配国际参考标准的历史追溯,我们对这一问题有了深入的了解。建议采用内部产品特定的参考标准和流程,以确定和维护未来的替代品。与效价百分比或单位/mL相比,使用比活度是一种有用的工具,可以提供一种方法来标准化来自不同制造商的多种方法和标记活性差异的样品的数据。
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引用次数: 0
A Design of Experiments and Risk Management-Driven Analytical Platform for Charge Variant Analysis of Therapeutic Antibodies by Imaged Capillary Isoelectric Focusing. 一种实验和风险管理驱动的治疗性抗体成像毛细管等电聚焦电荷变异分析平台的设计。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1208/s12248-025-01178-8
Virginia Ghizzani, Serena Orlandini, Alessandro Ascione, Benedetta Pasquini, Sara Tengattini, Caterina Temporini, Roberto Gotti, Gabriella Massolini, Sandra Furlanetto, Francesca Luciani

The evaluation of monoclonal antibodies (mAbs) charge variants during their entire life cycle is crucial, as their profiles represent a critical quality attribute of biotherapeutics. While the current scenario still shows marked analytical non-uniformity in the evaluation of charge variants with imaged capillary isoelectric focusing (icIEF) with many "product-specific" methods, regulatory authorities are increasingly encouraging the utilization of horizontal standards, such as Platform Analytical Procedures (PAPs). A practical Analytical Quality by Design (AQbD) workflow is provided, emphasizing the Design of Experiments as a Quality Risk Management tool to develop a PAP based on icIEF, able to accurately measure charge variants pI values. Infliximab was chosen as the leading molecule. The cause-effect matrix, combined with an asymmetric screening design, identified key parameters exerting a critical impact on the Analytical Procedure Attributes. PAP quality measurements were ensured by a 10% risk acceptance level, employing response surface methodology and Monte Carlo simulation. The developed PAP was validated using three independent System Suitability samples and exhibited a low bias in the pI measurement (less than 2%), while maintaining satisfactory separation performance. Good intra-day and inter-day repeatability, combined with a robustness test and an exploratory application to real samples of three different therapeutic mAbs, confirmed its versatility. The study supports regulatory trends by demonstrating the successful application of AQbD in PAP development. This icIEF platform would ensure a systematically consistent analysis of charge variants, where pI is promoted to an objective tool, to be used as an additional reliable parameter in the Quality Control context.

单克隆抗体(mab)电荷变体在其整个生命周期中的评估是至关重要的,因为它们的特征代表了生物治疗药物的关键质量属性。虽然目前的情况下,许多“特定产品”方法在使用成像毛细管等电聚焦(icIEF)评估电荷变化时仍然显示出明显的分析不均匀性,但监管机构越来越鼓励使用水平标准,如平台分析程序(pap)。提供了一个实用的分析质量设计(AQbD)工作流程,强调实验设计作为质量风险管理工具,开发基于icIEF的PAP,能够准确测量电荷变量pI值。选择英夫利昔单抗作为先导分子。因果矩阵结合非对称筛选设计,确定了对分析程序属性产生关键影响的关键参数。采用响应面法和蒙特卡罗模拟,通过10%的风险接受水平确保PAP质量测量。开发的PAP使用三个独立的系统适用性样本进行验证,在pI测量中显示出低偏差(小于2%),同时保持令人满意的分离性能。良好的日间和日间重复性,结合鲁棒性测试和对三种不同治疗性单克隆抗体实际样品的探索性应用,证实了其通用性。该研究通过证明AQbD在PAP开发中的成功应用,支持了监管趋势。该icIEF平台将确保对电荷变化进行系统一致的分析,其中pI被提升为客观工具,作为质量控制背景下的额外可靠参数。
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引用次数: 0
Metronidazole Pharmacokinetics Across Species: Meta-Analysis Integrating Allometric Scaling and Minimal Physiologically-Based Pharmacokinetic Modeling. 甲硝唑跨物种药代动力学:整合异速缩放和最小生理药代动力学模型的荟萃分析。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1208/s12248-025-01191-x
Fatma Kir, William J Jusko

Metronidazole (MTZ) is frequently used in both human and veterinary medicine to treat infections caused by certain protozoa and anaerobic bacteria. This study investigates the pharmacokinetic (PK) profiles of MTZ for available species in the literature by utilizing a linear, allometric, minimal physiologically-based PK (mPBPK) model. High quality PK data for intravenous (IV, n = 13) and oral (PO, n = 10) single doses were collected. Reported clearances (CL) and volumes of distribution (VSS) were highly correlated (R2 = 0.957, 0.969) with body weights (BW) with allometric power coefficients of 0.97 and 0.87. A mPBPK model with one perfusion-limited tissue compartment was used to evaluate MTZ PK using anatomical and physiological parameters for each species. The mPBPK model adequately captured the IV PK profiles when using species-specific CL values and a generalized tissue:plasma partition coefficient (Kp = 0.792 (CV 2.76%)) except for sheep and goats that had very low Kp values. The IV and PO profiles were best fitted jointly with shared physiological parameters and species-specific clearances, Kp values (range 0.55 to 1.44, mean 0.86), and bioavailability (F 0.32 - 1.00, mean 0.73). Overall, successfully integrating allometric scaling into a mPBPK model for diverse species revealed very consistent disposition of MTZ with generally BW-proportional CL values, reasonably conserved Kp values, and a moderate range of absorption rates and high bioavailability.

甲硝唑(MTZ)在人类和兽医学中经常用于治疗由某些原生动物和厌氧细菌引起的感染。本研究利用线性、异速、最小生理PK (mPBPK)模型研究了文献中可用物种的MTZ药代动力学(PK)谱。收集单剂量静脉注射(IV, n = 13)和口服(PO, n = 10)的高质量PK数据。报告清除率(CL)和分布体积(VSS)与体重(BW)高度相关(R2 = 0.957, 0.969),异速生长能力系数分别为0.97和0.87。采用具有一个灌注受限组织室的mPBPK模型,利用解剖和生理参数对每个物种的MTZ PK进行评估。当使用物种特异性CL值和广义组织:血浆分配系数(Kp = 0.792 (CV 2.76%))时,mPBPK模型充分捕获了IV PK谱,但Kp值非常低的绵羊和山羊除外。IV和PO曲线与共同的生理参数、种特异性清除率、Kp值(范围0.55 ~ 1.44,平均0.86)和生物利用度(F 0.32 ~ 1.00,平均0.73)最吻合。总体而言,成功地将异速缩放整合到不同物种的mPBPK模型中,发现MTZ的配置非常一致,其CL值通常与bw成正比,Kp值相当保守,吸收率范围适中,生物利用度高。
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引用次数: 0
The Impact of Cognate Antigen Binding on the FcRn-mediated Transcytosis and Recycling of Monoclonal Antibodies. 同源抗原结合对fcrn介导的胞吞和单克隆抗体循环的影响。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-03 DOI: 10.1208/s12248-025-01174-y
Sharon Vijayanand, H A Daniel Lagasse, Million A Tegenge, Zuben E Sauna, Basil Golding

Immunoglobulin G (IgG) antibodies rely on neonatal Fc receptor (FcRn)-mediated recycling and transcytosis for prolonged serum half-life and tissue distribution. However, high antigen loads during infection may alter FcRn-mediated trafficking, impacting therapeutic efficacy. This study investigates how cognate antigen binding influences FcRn-mediated transport of two SARS-CoV-2-specific (SCoV-2) monoclonal antibodies: Sotrovimab, an Fc-engineered antibody with enhanced FcRn affinity, and B38, a non-engineered comparator. We evaluated antibody binding using ELISA and bio-layer interferometry (BLI) and assessed FcRn-mediated transport through transcytosis and recycling assays in MDCK cells expressing human FcRn. Experiments were conducted with and without SCoV-2 wild-type (WT) spike protein (SP) at a 1:1 molar ratio. Sotrovimab demonstrated superior binding affinity to both SCoV-2 WT SP and FcRn, exhibiting greater baseline transcytosis and recycling efficiency. However, antigen presence significantly reduced transcytosis for both antibodies, with Sotrovimab showing a more pronounced decrease (46.7% vs. 23% for B38). Recycling responses also diverged: Sotrovimab showed a modest, non-significant decrease while recycling of B38 significantly increased. Kinetic analysis revealed antigen binding altered FcRn interactions differently. The higher binding affinity of Sotrovimab was due to reduced dissociation at neutral pH, potentially trapping complexes intracellularly. B38 showed faster association at pH 6.0 without compromised dissociation. These data suggest that cognate antigen binding and interaction of immune complexes (ICs) with FcRn, play a major role in influencing transcytosis and recycling of mAb. These findings emphasize the complex interplay between antigen binding and FcRn function, with implications for antibody dosing strategies during infection to optimize tissue distribution and efficacy.

免疫球蛋白G (IgG)抗体依赖于新生儿Fc受体(FcRn)介导的循环和胞吞作用来延长血清半衰期和组织分布。然而,感染期间的高抗原负荷可能改变fcrn介导的运输,影响治疗效果。本研究探讨同源抗原结合如何影响FcRn介导的两种sars - cov -2特异性(SCoV-2)单克隆抗体:Sotrovimab(一种增强FcRn亲和力的fc工程抗体)和B38(一种非工程比较物)的转运。在表达人FcRn的MDCK细胞中,我们使用ELISA和生物层干涉法(BLI)评估抗体结合,并通过胞吞和再循环试验评估FcRn介导的转运。以1:1的摩尔比添加和不添加SCoV-2野生型(WT)穗蛋白(SP)进行实验。Sotrovimab显示出与SCoV-2 WT SP和FcRn的良好结合亲和力,显示出更高的基线转胞作用和再循环效率。然而,抗原的存在显著降低了两种抗体的胞吞,Sotrovimab显示出更明显的降低(46.7%对B38的23%)。回收反应也有差异:索特罗维单抗显示出适度的、不显著的下降,而B38的回收量显着增加。动力学分析显示抗原结合对FcRn相互作用的影响不同。Sotrovimab的高结合亲和力是由于在中性pH下解离减少,可能在细胞内捕获复合物。B38在pH为6.0时缔合速度更快,且不影响解离。这些数据表明同源抗原结合和免疫复合物(ic)与FcRn的相互作用在影响单抗的胞吞和再循环中起主要作用。这些发现强调了抗原结合和FcRn功能之间的复杂相互作用,对感染期间优化组织分布和疗效的抗体剂量策略具有重要意义。
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引用次数: 0
Preclinical Development of GT-14, a Novel Inhibitor of Gαi2 Protein: Comprehensive Evaluation of Physicochemical, Metabolic Characteristics and Tissue Distribution. 新型g α 2蛋白抑制剂GT-14的临床前开发:理化、代谢特性和组织分布的综合评价
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1208/s12248-025-01166-y
Mahua Sarkar, Ting Du, Yuan Chen, Yen V Maroney Lawrence, Jing Ma, Shafiq A Khan, Adegboyega K Oyelere, Dong Liang, Song Gao, Huan Xie

GT-14, identified as [(E)-4-((1-(1-methyl-1H-indol-2-yl) ethylidene)amino)phenol], is a novel inhibitor targeting the Gαi2 protein, which is crucial in facilitating cell migration and invasion in prostate, ovarian, and breast cancer cells. therefore a valuable target for treating metastatic castration-resistant prostate cancer (mCRPC). In this study, GT-14's physicochemical properties, permeability, metabolic behavior, and tissue distribution were assessed. The results showed that GT-14 exhibited very slight aqueous solubility at room temperature (0.11 mg/mL) but was soluble in solvents including dimethyl sulfoxide and dimethyl acetamide, and sparingly or slightly soluble in several cosolvents. GT-14 exhibited a distinct pH-dependent solubility profile, being stable across a broad pH range (1.2-7.4) but degrading in strongly basic conditions. It exhibited high permeability (1.3 x 10-5 cm/s) in Caco-2 cell culture models and therefore identified as a BCS II compound. Hepatic microsomal studies revealed that GT-14 underwent Phase I metabolism, with more than 90% remaining in 60 min incubation in rat liver microsomes. A stable co-solvent formulation was developed to enable intravenous administration for pharmacokinetic studies. Previous pharmacokinetic studies showed that GT-14 exhibited biphasic disposition with a terminal plasma elimination half-life of 268.07 minutes (> 4 hours). Tissue distribution analysis indicated the highest concentration of GT-14 in the prostate, followed by the kidneys, lungs, heart, and liver. Our study presents an early-stage preclinical drug development roadmap that integrates modern technologies for efficiency and success, using GT-14 as a model compound. It showed promising characteristics, reinforcing its potential as a new therapeutic agent for mCRPC.

GT-14,鉴定为[(E)-4-((1-(1-甲基- 1h -吲哚-2-基)乙基)氨基)苯酚],是一种靶向g α 2蛋白的新型抑制剂,在促进前列腺、卵巢癌和乳腺癌细胞的迁移和侵袭中起着至关重要的作用。因此是治疗转移性去势抵抗性前列腺癌(mCRPC)的一个有价值的靶点。在本研究中,我们评估了GT-14的理化性质、渗透性、代谢行为和组织分布。结果表明,GT-14在室温下具有极弱的水溶性(0.11 mg/mL),但可溶于二甲亚砜和二甲基乙酰胺等溶剂,在几种助溶剂中不溶或微溶。GT-14表现出明显的pH依赖性溶解度,在较宽的pH范围内(1.2-7.4)保持稳定,但在强碱性条件下降解。它在Caco-2细胞培养模型中表现出高通透性(1.3 x 10-5 cm/s),因此被鉴定为BCS II化合物。肝微粒体研究表明,GT-14经历了I期代谢,在大鼠肝微粒体中孵育60分钟后剩余90%以上。开发了一种稳定的共溶剂制剂,以便静脉给药进行药代动力学研究。先前的药代动力学研究表明,GT-14表现为双相处置,终末血浆消除半衰期为268.07分钟(4小时)。组织分布分析显示,GT-14在前列腺中浓度最高,其次是肾脏、肺、心脏和肝脏。我们的研究提出了一个早期临床前药物开发路线图,整合了现代技术,以提高效率和成功,以GT-14为模型化合物。它显示出良好的特性,增强了其作为mCRPC新型治疗剂的潜力。
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引用次数: 0
Opportunities for AI-based Model-informed Drug Development: A Comparative Analysis of NONMEM and AI-based Models for Population Pharmacokinetic Prediction. 基于人工智能模型的药物开发机会:NONMEM和基于人工智能的群体药代动力学预测模型的比较分析。
IF 3.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-18 DOI: 10.1208/s12248-025-01121-x
Bingyu Mao, Yue Gao, Christine Xu, Sreeraj Macha, Shuai Shao, Malidi Ahamadi

Model-informed drug development (MIDD) plays an important role in pharmacometrics by leveraging mathematical models to optimize drug dosing strategies. Traditional methods such as nonlinear mixed effects modeling (NONMEM) have long been the gold standard in population pharmacokinetic (PPK) modeling. However, the development of artificial intelligence (AI) presents a potential improvement in predictive performance and computational efficiency. This study evaluates the effectiveness of AI-based MIDD methods for PPK analysis by comparing them against traditional nonlinear mixed-effects (NLME)-based methods (e.g., NONMEM). We tested five machine learning (ML) models, three deep learning (DL) models, and a neural ordinary differential equations (ODE) model on both simulated and real clinical datasets under different scenarios, assessing predictive performance with metrics such as root mean squared error (RMSE), mean absolute error (MAE), and coefficient of determination (R2). Simulated datasets with known ground truth were created using a two-compartment model, while the real clinical dataset included data from 1,770 patients pooled from multiple clinical trials. Results indicate that AI/ML models often outperform NONMEM, with variations in performance depending on model type and data characteristics. Neural ODE models showed good performance, providing strong performance and explainability with large datasets. These findings underscore the potential of AI/ML methodologies to complement or enhance traditional PPK modeling approaches in MIDD, highlighting their applicability in future pharmacometrics workflows.

基于模型的药物开发(MIDD)通过利用数学模型来优化药物给药策略,在药物计量学中发挥着重要作用。非线性混合效应建模(NONMEM)等传统方法一直是群体药代动力学(PPK)建模的金标准。然而,人工智能(AI)的发展在预测性能和计算效率方面呈现出潜在的改进。本研究通过将基于人工智能的MIDD方法与传统的基于非线性混合效应(NLME)的方法(如NONMEM)进行比较,评估了基于人工智能的MIDD方法在PPK分析中的有效性。我们测试了五种机器学习(ML)模型、三种深度学习(DL)模型和一种神经常微分方程(ODE)模型在不同场景下的模拟和真实临床数据集上,用均方根误差(RMSE)、平均绝对误差(MAE)和决定系数(R2)等指标评估预测性能。使用双室模型创建具有已知基本事实的模拟数据集,而真实的临床数据集包括来自多个临床试验的1,770名患者的数据。结果表明,AI/ML模型通常优于NONMEM,其性能取决于模型类型和数据特征。神经ODE模型表现出良好的性能,在大数据集上具有较强的性能和可解释性。这些发现强调了AI/ML方法在MIDD中补充或增强传统PPK建模方法的潜力,强调了它们在未来药物计量学工作流程中的适用性。
{"title":"Opportunities for AI-based Model-informed Drug Development: A Comparative Analysis of NONMEM and AI-based Models for Population Pharmacokinetic Prediction.","authors":"Bingyu Mao, Yue Gao, Christine Xu, Sreeraj Macha, Shuai Shao, Malidi Ahamadi","doi":"10.1208/s12248-025-01121-x","DOIUrl":"https://doi.org/10.1208/s12248-025-01121-x","url":null,"abstract":"<p><p>Model-informed drug development (MIDD) plays an important role in pharmacometrics by leveraging mathematical models to optimize drug dosing strategies. Traditional methods such as nonlinear mixed effects modeling (NONMEM) have long been the gold standard in population pharmacokinetic (PPK) modeling. However, the development of artificial intelligence (AI) presents a potential improvement in predictive performance and computational efficiency. This study evaluates the effectiveness of AI-based MIDD methods for PPK analysis by comparing them against traditional nonlinear mixed-effects (NLME)-based methods (e.g., NONMEM). We tested five machine learning (ML) models, three deep learning (DL) models, and a neural ordinary differential equations (ODE) model on both simulated and real clinical datasets under different scenarios, assessing predictive performance with metrics such as root mean squared error (RMSE), mean absolute error (MAE), and coefficient of determination (R<sup>2</sup>). Simulated datasets with known ground truth were created using a two-compartment model, while the real clinical dataset included data from 1,770 patients pooled from multiple clinical trials. Results indicate that AI/ML models often outperform NONMEM, with variations in performance depending on model type and data characteristics. Neural ODE models showed good performance, providing strong performance and explainability with large datasets. These findings underscore the potential of AI/ML methodologies to complement or enhance traditional PPK modeling approaches in MIDD, highlighting their applicability in future pharmacometrics workflows.</p>","PeriodicalId":50934,"journal":{"name":"AAPS Journal","volume":"28 1","pages":"21"},"PeriodicalIF":3.7,"publicationDate":"2025-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145551525","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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