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Pharmacokinetic-pharmacodynamic Modelling of NH600001 in Healthy Subjects and Patients Undergoing Gastroscopy. NH600001在健康人及胃镜检查患者体内的药代动力学-药效学模型。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-21 DOI: 10.1208/s12248-024-01004-7
Yaxin Liu, Yun Kuang, Jie Huang, Dan Jiang, Yajie Cao, Qi Gao, Zifeng Li, Wen Ouyang, Saiying Wang, Qi Pei, Guoping Yang

NH600001 is a new general anaesthetic drug with a structure similar to etomidate. The objective of this study was to investigate the relationship between concentrations of NH600001 and sedation efficacy based on data from phase I-II studies and factors influencing the pharmacokinetics and pharmacodynamics of NH600001. The dataset consisted of 2 phase I studies in healthy subjects and 1 phase II study in patients undergoing gastroscopy. Nonlinear mixed effects modeling was used in developing the population pharmacokinetics and pharmacodynamics (PopPK/PD) model of NH600001. Three-compartment model was used to describe the PK profile of NH600001. Parameters were used for allometric scaling on body weight, where the exponents were set to 0.75 for clearance and 1 for volumes. Co-administration of alfentanil hydrochloride influenced the distribution volume of the central compartment and clearance. Effect of patients undergoing gastroscopy (compared with healthy subjects) on clearance, the distribution volume of the superficial peripheral compartment and inter-compartmental clearance for deep peripheral compartment and central compartment was included the final PopPK model. The effect compartment model well characterized the PK/PD relationship of NH600001. Simulation results showed that an initial dose of 0.25 mg/kg of NH600001 resulted in rapid sedation, and three additional doses at 5-min intervals could maintain sedation for more than 20 min. A PopPK/PD model was successfully constructed for NH600001 in healthy subjects and in patients undergoing gastroscopy that could inform the dosing regimens of the forthcoming phase III study.

NH600001是一种结构类似依托咪酯的新型全身麻醉药物。本研究的目的是基于I-II期研究数据,探讨NH600001浓度与镇静效果的关系,以及影响NH600001药代动力学和药效学的因素。该数据集包括2项健康受试者的I期研究和1项胃镜检查患者的II期研究。采用非线性混合效应模型建立NH600001的群体药代动力学和药效学(PopPK/PD)模型。采用三室模型描述NH600001的PK分布。参数用于体重的异速缩放,其中清除指数设置为0.75,体积指数设置为1。盐酸阿芬太尼联合用药影响中央腔室的分布体积和清除率。最终PopPK模型包括胃镜检查患者(与健康受试者相比)对清除率的影响、外周浅室的分布体积以及外周深室和中央室的间室清除率。效应室模型较好地表征了NH600001的PK/PD关系。模拟结果表明,初始剂量为0.25 mg/kg的NH600001可快速镇静,每隔5分钟增加3次剂量可使镇静保持20分钟以上。我们成功地在健康受试者和胃镜检查患者中构建了NH600001的PopPK/PD模型,为即将进行的III期研究的给药方案提供了信息。
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引用次数: 0
Cell-Based Assays to Detect Innate Immune Response Modulating Impurities: Application to Biosimilar Insulin. 基于细胞的检测先天免疫反应调节杂质的方法:应用于生物类似药胰岛素。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-20 DOI: 10.1208/s12248-024-00983-x
Cheng Her, Seth Thacker, Joseph Balsamo, Logan Kelley Baker, Derek Dc Ireland, Eric Pang, Daniela Verthelyi

Characterizing and mitigating factors that impact product immunogenicity can aid in risk assessment and/or managing risk following manufacturing changes. For follow-on products that have the same indication, patient population, and active product ingredient, the residual immunogenicity risk resides predominantly on differences in product and process related impurities. Characterizing differences in innate immune modulating impurities (IIRMI), which could act as adjuvants by activating local antigen presenting cells (APCs), can inform the immunogenicity risk assessment potentially reducing the need for clinical trials. To date, assays to detect trace levels of IIRMI are being used to support regulatory decisions by FDA for selected synthetic peptide drug products that refer to reference listed drugs of rDNA origin but not recombinant protein or peptide products where more complex mixtures of trace impurities including host cell proteins are expected. Here we describe an exercise to explore whether or not there are differences in the innate immune response elicited by an insulin glargine (produced in E. coli) and its interchangeable biosimilar insulin (produced in P. pastoris) that could indicate differences in IIRMI. Our results suggest the two products elicit comparable innate immune responses as determined by the expression of 90 immune-related genes, including IL-1α, IL-1β, IL-6, CCL3, CCL2, and CXCL8. The data suggest that these assays can provide useful information when assessing recombinant proteins for the presence of IIRMI.

描述和减轻影响产品免疫原性的因素有助于生产变更后的风险评估和/或风险管理。对于具有相同适应症、患者群体和活性产品成分的后续产品,剩余免疫原性风险主要存在于产品和工艺相关杂质的差异上。先天免疫调节杂质(IIRMI)可以通过激活局部抗原呈递细胞(apc)作为佐剂,表征其差异可以为免疫原性风险评估提供信息,可能减少临床试验的需要。迄今为止,检测痕量IIRMI水平的分析方法被用于支持FDA对选定的合成多肽药物的监管决策,这些合成多肽药物参考了rDNA来源的参考药物,而不是重组蛋白或多肽产品,其中包括宿主细胞蛋白的更复杂的微量杂质混合物。在这里,我们描述了一项实验,以探索由甘精胰岛素(在大肠杆菌中产生)和其可互换的生物类似物胰岛素(在帕斯德酵母中产生)引起的先天免疫反应是否存在差异,这可能表明IIRMI的差异。我们的研究结果表明,通过90个免疫相关基因的表达,包括IL-1α、IL-1β、IL-6、CCL3、CCL2和CXCL8,这两种产品可引起相似的先天免疫反应。这些数据表明,这些分析可以为评估重组蛋白是否存在IIRMI提供有用的信息。
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引用次数: 0
PK/PD Evaluation of Antibody-Drug Conjugates with Enhanced Immune Effector Functions. 增强免疫效应功能的抗体-药物偶联物的PK/PD评价。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-19 DOI: 10.1208/s12248-024-00998-4
Hsuan-Ping Chang, Shufang Liu, Dhaval K Shah

Optimizing the interaction between antibody (mAb)-based therapeutics and immune effector functions (EFs) offers opportunities to improve the therapeutic window of these molecules. However, the role of EFs in antibody-drug conjugate (ADC) efficacy and toxicity remains unknown, with limited studies that have investigated how modulation of EF affects the pharmacology of ADCs. This study aimed to evaluate the effect of EF modulation on ADC efficacy using trastuzumab-vc-MMAE as a model ADC. A series of ADCs with enhanced or eradicated EF were synthesized through Fc engineering of the antibody. Cell-based assays confirmed that the alteration of EFs in ADCs did not change their in vitro potency, and the conjugation of vc-MMAE did not alter the trends in EFs modulation. Pharmacokinetic/pharmacodynamic (PK/PD) studies of Fc engineered ADCs were conducted in a syngeneic mouse system. The enhancement of EFs led to lower systemic exposure, faster clearance, and potentially enhanced tissue distribution and accumulation of ADCs. ADCs with enhanced EFs demonstrated improved efficacy in the syngeneic mouse tumor model, which was quantitatively confirmed by PK/PD modeling. The model indicated that EF enhancement was synergistic for ADC efficacy, whereas the complete removal of EF was less than additive. Our study suggests that developing ADCs with enhanced EF may improve the therapeutic effectiveness of ADCs, although the effect of this modification on ADC safety and extrapolation of our findings to other ADCs necessitates further investigation.

优化基于抗体(mAb)的治疗方法和免疫效应功能(EFs)之间的相互作用,为改善这些分子的治疗窗口提供了机会。然而,EFs在抗体-药物偶联(ADC)的疗效和毒性中的作用仍然未知,关于EF调节如何影响ADC药理学的研究有限。本研究旨在以曲妥珠单抗-vc- mmae为模型ADC,评价EF调节对ADC疗效的影响。通过对抗体的Fc工程,合成了一系列具有增强或消除EF的adc。基于细胞的实验证实,adc中EFs的改变不会改变其体外效力,vc-MMAE的偶联也不会改变EFs调节的趋势。在同基因小鼠系统中进行了Fc工程adc的药代动力学/药效学(PK/PD)研究。电场增强导致更低的全身暴露,更快的清除,并可能增强adc的组织分布和积累。增强EFs的adc在同基因小鼠肿瘤模型中表现出更好的疗效,通过PK/PD模型定量证实了这一点。模型表明,EF的增强对ADC的疗效具有协同作用,而EF的完全去除效果不如添加剂。我们的研究表明,开发具有增强EF的ADC可能会提高ADC的治疗效果,尽管这种修饰对ADC安全性的影响以及将我们的研究结果外推到其他ADC需要进一步研究。
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引用次数: 0
Quantitative Comparison and Clustering of Circular Dichroism Spectra Using a Symmetrized Weighted Spectral Difference. 利用对称加权谱差对圆二色光谱进行定量比较和聚类。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-19 DOI: 10.1208/s12248-024-01005-6
Karim Chouchane, Marina Kirkitadze, Rahul Misra, Przemyslaw Kowal, Olivier Dalloz-Bourguignon, Frederic Greco, Sylvie Fayard, Sergio Marco, Didier Clenet

Spectroscopy (UV-visible, circular dichroism, infrared, Raman, fluorescence, etc.) is of fundamental importance to determine the structures of macromolecules and monitor their stability, especially for drug products, based on proteins or nucleic acids. In their 2014 article, Dinh et al. proposed Weighted Spectral Difference (WSD) as a method to quantitatively compute the dissimilarity of a given spectrum to a reference one. Despite the various properties of this method, its lack of symmetry and dependence on the selection of a reference limits the range of possible applications. Here, we propose a reference-free, symmetrized version of WSD (SWSD) that allows the computation of a semi-distance between two spectra. SWSD can be applied to perform group comparisons, track spectral kinetics, or construct a SWSD matrix leading to the hierarchical clustering of spectra. This method was tested on circular dichroism spectra from a split-virus-based (influenza) vaccine and a recombinant spike protein (COVID-19 vaccine). This approach resulted, first, in a perfect clustering of influenza A and B viruses into two distinct clusters, and second, in the detection of the change of secondary structure of the spike protein during a heating experiment, identifying two main temperatures of denaturation (Tm) by SWSD kinetics, in agreement with results obtained by conventional DSC. In summary, we have shown that SWSD is a versatile and efficient tool for quantitative spectral comparison, tracking spectral kinetics and enabling relevant unsupervised classification.

光谱学(紫外可见、圆二色、红外、拉曼、荧光等)对于确定大分子的结构和监测其稳定性至关重要,特别是对于基于蛋白质或核酸的药物产品。在2014年的文章中,Dinh等人提出加权谱差(Weighted Spectral Difference, WSD)作为定量计算给定光谱与参考光谱不相似度的方法。尽管这种方法有各种各样的特性,但它缺乏对称性和依赖于参考点的选择限制了可能的应用范围。在这里,我们提出了一个无参考的,对称版本的WSD (SWSD),允许计算两个光谱之间的半距离。SWSD可以应用于进行分组比较,跟踪光谱动力学,或构建SWSD矩阵,导致光谱的分层聚类。该方法在基于分裂病毒(流感)疫苗和重组刺突蛋白(COVID-19疫苗)的圆二色光谱上进行了测试。该方法首先将甲型流感病毒和乙型流感病毒完美地聚类成两个不同的簇;其次,在加热实验中检测到刺突蛋白的二级结构变化,通过SWSD动力学确定了两个主要的变性温度(Tm),与常规DSC得到的结果一致。总之,我们已经证明,SWSD是一种通用且有效的工具,可用于定量光谱比较、跟踪光谱动力学和实现相关的无监督分类。
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引用次数: 0
Bioanalytical Method Comparison Strategy for Clinical Anti-drug Antibody Immunoassays. 临床抗药物抗体免疫测定的生物分析方法比较策略。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-19 DOI: 10.1208/s12248-024-00999-3
R J Elliott, T Pourmohamad, Y Webb-Vargas, W Yan, I Nijem, P Siguenza, Y Song

Per FDA guidance, method comparability should be established if an anti-drug antibody (ADA) assay is run by two or more independent laboratories during a study. Genentech, Inc. is evaluating an immunogenicity risk-based comparability approach consisting of both technical and clinical aspects. Technical comparability of the relative sensitivity (RS) is assessed using the Two One-Sided T-tests (TOST) statistical analysis which evaluates if the difference (in absolute value) of the RS means of the two laboratories is less than a pre-specified level of comparability, the practically significant difference (PSD). Clinical comparability is based on the molecule's immunogenicity risk. A basic and in-depth assessment for low and high-risk molecules are used, respectively. An alternative strategy for molecules with limited incurred sample availability is to be used. In the basic assessment, samples are either unfortified or fortified with surrogate ADA positive control at method appropriate concentrations in a representative biological matrix. Acceptable comparability requires in both methods i) at least 80% of the unfortified samples screen and confirm negative, ii) at least 90% of the low concentration samples screen and confirm positive; and iii) 100% of the high concentration samples screen and confirm positive. The in-depth assessment uses at least 100 incurred samples from 30 or more ADA-positive and ADA-negative patients. The results are evaluated using a 2 by 2-confusion matrix and Cohen's Kappa score where 1 indicates perfect agreement. Acceptable comparability requires a Cohen's Kappa score of greater than 0.40. This strategy allows for a robust technical and clinical method comparability assessment.

根据FDA指南,如果在研究期间由两个或更多独立实验室运行抗药物抗体(ADA)测定,则应建立方法可比性。基因泰克公司正在评估一种基于免疫原性风险的可比性方法,包括技术和临床方面。使用双单侧t检验(TOST)统计分析评估相对敏感性(RS)的技术可比性,该分析评估两个实验室RS均值的差异(绝对值)是否小于预先指定的可比性水平,即实际显著性差异(PSD)。临床可比性是基于分子的免疫原性风险。对低分子和高风险分子分别进行了基本和深入的评估。另一种策略与有限的产生的样品可用性的分子被使用。在基本评估中,样品要么未经强化,要么在具有代表性的生物基质中加入适当浓度的替代ADA阳性对照。可接受的可比性要求在两种方法中i)至少80%的未强化样品筛选并确认为阴性,ii)至少90%的低浓度样品筛选并确认为阳性;iii) 100%的高浓度样本筛选确认阳性。深入评估使用至少100份来自30名或更多ada阳性和ada阴性患者的样本。结果使用2 × 2混淆矩阵和科恩的Kappa分数进行评估,其中1表示完全一致。可接受的可比性要求科恩Kappa分数大于0.40。该策略允许进行可靠的技术和临床方法可比性评估。
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引用次数: 0
Regulatory Considerations for Stability Studies of Co-Processed Active Pharmaceutical Ingredient. 协同加工活性药物成分稳定性研究的法规考虑。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-17 DOI: 10.1208/s12248-024-00995-7
Robert K Orr, Thimma Rawalpally, Lindsey Saunders Gorka, Llorente R Bonaga, Luke Schenck, Stacy Osborne, Deniz Erdemir, Robert J Timpano, Haitao Zhang

A co-processed active pharmaceutical ingredient (CP API) is the combination of an active pharmaceutical ingredient (API) with non-active component(s). This technology has been demonstrated to offer numerous benefits, including but not limited to improved API properties and stability. The infrastructure requirements are such that the manufacture of a CP API is typically best suited for an API facility. CP API has been regulated as either an API or as a drug product intermediate (DPI). This variability in the designation has led to ambiguities on the regulatory CMC expectations in the CP API including the stability of CP API and CP API containing products which, in turn has hampered the broader application of this technology in the pharmaceutical industry. This difference in designation also resulted in challenges to the lifecycle management of the regulatory documentation for the CMC information of the CP API.This white paper represents the proposals for the regulatory requirements on stability studies related to CP API and to drug product containing CP API by the CP API Working Group (WG) of the International Consortium for Innovation and Quality in Pharmaceutical Development (IQ). Additionally, considerations and the WG's recommendations on the stability studies of CP API from different manufacturing sites or processes and post-approval changes for product containing CP API are described.

共加工活性药物成分(CP API)是活性药物成分(API)与非活性成分的组合。该技术已被证明可以提供许多好处,包括但不限于改进API的特性和稳定性。基础设施需求是这样的,CP API的制造通常最适合API设施。CP原料药已被监管为原料药或药品中间体(DPI)。这种名称的可变性导致CMC对CP API的监管期望不明确,包括CP API和含有CP API的产品的稳定性,这反过来又阻碍了该技术在制药行业的更广泛应用。这种名称上的差异也给CP API CMC信息的监管文件的生命周期管理带来了挑战。本白皮书介绍了国际药物开发创新与质量联盟(IQ) CP API工作组(WG)对CP API稳定性研究和含有CP API的药品的监管要求的建议。此外,还描述了不同生产基地或工艺的CP API稳定性研究的考虑因素和工作组的建议,以及含有CP API的产品的批准后变更。
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引用次数: 0
Evaluation of Incurred Subject Period Re-analysis (ISPR) as a Tool to Distinguish Fraudulent Pharmacokinetic Profile Pairs from Non-fraudulent Pairs. 评价发生受试者期再分析(ISPR)作为区分假药代动力学特征对和非假药代动力学特征对的工具。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-16 DOI: 10.1208/s12248-024-01000-x
Anders Fuglsang, Anshul Dogra, Naveen Sharma

Duplicate pharmacokinetic profiles in bioequivalence trials is an issue which has caused hundreds of retracted marketing authorizations. No formal test for profile duplication exists in spite of the existence of profile comparison algorithms, so defining a threshold that distinguishes a naturally occurring pair from a duplication remains difficult. An idea called ISPR (incurred subject period analysis) was aired in 2023 and is evaluated in this paper along with three new profile comparison methods. ISPR involves analysis of entire PK-profiles within a study. It is shown that when ISPR is combined with appropriate PK-profile comparison methods, the duplicate pairs display a lower score (better similarity) than pair that do not arise out of duplication. Therefore, ISPR may help establish a threshold that distinguishes fraudulent profile pairs from non-fraudulent profile pairs. ISPR therefore may be used as QA tool, serves as a method by which a CRO can -to some extent- show that their studies do not contain duplicates in the primary analysis, and thus also may be a means by which sponsor can argue that their studies are trustworthy, in case the suspicion about duplication arises. This paper does not introduce a formal test for this type of fraud; rather the authors see it as a first moderate step in that direction. Hopefully, if or when ISPR data is submitted to authorities as part of general dossier submission, data will accumulate to the extent that they may be able to develop models that allow formal testing for profile duplication.

生物等效性试验中的药代动力学特征重复是一个问题,曾导致数百个上市许可被撤回。尽管已有了特征对比算法,但目前还没有正式的特征重复测试方法,因此确定一个阈值来区分自然发生的特征对和重复特征对仍然很困难。2023 年提出了一个名为 ISPR(发生主体周期分析)的想法,本文将对该想法和三种新的特征对比方法进行评估。ISPR 涉及对一项研究中的整个 PK 资料进行分析。结果表明,当 ISPR 与适当的 PK 资料比较方法相结合时,重复的资料对比起没有重复的资料对得分更低(相似性更好)。因此,ISPR 有助于建立一个阈值,以区分欺诈性资料对和非欺诈性资料对。因此,ISPR 可用作质量保证工具,作为一种方法,CRO 可以在一定程度上证明其研究在主要分析中不包含重复,因此也可以作为一种手段,在出现对重复的怀疑时,申办者可以据此证明其研究是可信的。本文并没有引入对此类欺诈行为的正式检验方法;相反,作者认为本文是朝着这一方向迈出的适度的第一步。希望如果或当 ISPR 数据作为一般档案的一部分提交给有关当局时,数据将积累到一定程度,使他们能够建立模型,对资料重复进行正式检测。
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引用次数: 0
Rejoinder to the 'Letter to the Editor' on "Group-by-Treatment Interaction Effects in Comparative Bioavailability Studies". 对“比较生物利用度研究中按治疗分组的相互作用效应”的“致编辑信”的答复。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-16 DOI: 10.1208/s12248-024-01008-3
Helmut Schütz, Divan A Burger, Erik Cobo, David Dubins, Tibor Farkás, Detlew Labes, Benjamin Lang, Jordi Ocaña, Arne Ring, Anastasia Shitova, Volodymyr Stus, Michael Tomashevskiy
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引用次数: 0
Reformation of a Clinical Anti-Drug Antibody Assay to Enable the Immunogenicity Assessment of a Bispecific Antibody Biotherapeutic. 临床抗药抗体检测方法的改革,使双特异性抗体生物治疗药物的免疫原性评价成为可能。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-12 DOI: 10.1208/s12248-024-00996-6
Wenyu Liu, Jie Yang, Weili Yan, Kun Peng

An enzyme-linked immunosorbent assay (ELISA) based anti-drug antibody (ADA) assay was developed to support the clinical development of a bispecific antibody biotherapeutic anti-A/B. This anti-A/B clinical ADA Version 1 (V1) assay was successfully validated initially using commercial samples from the target indication. However, applying the validation cut point factors (CPFs) led to a high untreated ADA positive rate in the Phase 1 study baseline sample analysis. While implementing the in-study CPFs was effective to mitigate the high baseline prevalence, this led to unfavorable assay sensitivity with no drug tolerance, which necessitated an assay re-optimization. The re-optimized Version 2 assay (V2) was able to mitigate the matrix interference observed in the clinical sample testing using the V1 assay, proven to be a more suitable method. The V2 assay optimization work was discussed, and the performance of the V1 and V2 assays during validation and clinical sample analysis was compared. Preliminary sample testing results generated using the two versions of the assay were compared and the ADA clinical impact was discussed. Our experience insinuates that a successfully validated method does not guarantee to be appropriate for sample testing. Adjustments of the method may be required to ensure that it performs as expected during sample testing and throughout the assay's lifecycle. This work highlights the importance of verifying the assay suitability during clinical sample testing and making appropriate adjustments as needed, especially in the first clinical study and the first study for a new indication.

建立了一种基于酶联免疫吸附试验(ELISA)的抗药物抗体(ADA)测定方法,以支持双特异性抗a /B生物治疗抗体的临床开发。这种抗a /B临床ADA版本1 (V1)试验最初使用来自目标适应症的商业样品成功验证。然而,在1期研究基线样本分析中,应用验证临界点因子(CPFs)导致未经治疗的ADA阳性率很高。虽然实施研究中的CPFs可以有效降低高基线患病率,但这导致了不利的检测敏感性和无药物耐受性,这需要对检测进行重新优化。重新优化的版本2分析(V2)能够减轻使用V1分析在临床样品检测中观察到的基质干扰,被证明是更合适的方法。讨论了V2法的优化工作,并比较了V1和V2法在验证和临床样品分析中的性能。比较了两种检测方法产生的初步样本检测结果,并讨论了ADA的临床影响。我们的经验表明,成功验证的方法并不能保证适用于样品测试。可能需要对方法进行调整,以确保它在样品测试期间和整个分析生命周期中按预期执行。这项工作强调了在临床样品检测过程中验证检测适用性并根据需要进行适当调整的重要性,特别是在首次临床研究和新适应症的首次研究中。
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引用次数: 0
Prediction of Drug-Drug Interactions for Highly Plasma Protein Bound Compounds. 预测高血浆蛋白结合化合物的药物-药物相互作用。
IF 5 3区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-12-12 DOI: 10.1208/s12248-024-00987-7
David Tess, Makayla Harrison, Jian Lin, Rui Li, Li Di

Accurate prediction of drug-drug interactions (DDI) from in vitro data is important, as it provides insights on clinical DDI risk and study design. Historically, the lower limit of plasma fraction unbound (fu,p) is set at 1% for DDI prediction of highly bound compounds by the regulatory agencies due to the uncertainty of the fu,p measurements. This leads to high false positive DDI predictions for highly bound compounds. The recently published ICH M12 DDI guideline allows the use of experimental fu,p for DDI prediction of highly bound compounds. To further build confidence in DDI prediction of highly bound compounds using experimental fu,p values, we evaluated a set of drugs with fu,p < 1% and clinical DDI > 20% using both basic and mechanistic static models. All the compounds evaluated were flagged for DDI risk with the mechanistic model using experimental fu,p values. There was no false negative DDI prediction. Similarly, using the basic model, the DDI risk of all the compounds was identified except for CYP2D6 inhibition of almorexant. The totality of the data demonstrates that the DDI potential of highly bound compounds can be predicted accurately when actual protein binding numbers are measured.

从体外数据准确预测药物-药物相互作用(DDI)是很重要的,因为它提供了临床DDI风险和研究设计的见解。从历史上看,由于fu,p测量的不确定性,监管机构将血浆未结合分数(fu,p)的下限设定为1%,用于高结合化合物的DDI预测。这导致高结合化合物的高假阳性DDI预测。最近发布的ICH M12 DDI指南允许使用实验fu,p来预测高结合化合物的DDI。为了进一步建立使用实验fu,p值预测高结合化合物DDI的信心,我们使用基本和机制静态模型评估了一组fu,p值为20%的药物。所有被评估的化合物都被标记为DDI风险,使用实验fu,p值的机制模型。DDI预测无假阴性。同样,使用基本模型,除了CYP2D6对almorexant的抑制作用外,所有化合物的DDI风险都被确定。这些数据表明,当测量实际的蛋白质结合数时,可以准确地预测高结合化合物的DDI势。
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