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Evaluating AlphaFold for Clinical Pharmacology and Pharmacogenetics: A Case-Study of Huntingtin Variants Linked to Huntington’s Disease 为临床药理学和药物遗传学评估 AlphaFold:与亨廷顿氏症有关的亨廷廷基因变异的案例研究
Pub Date : 2024-09-17 DOI: 10.1208/s12248-024-00969-9
Ajith Kumar Ethirajulu, Vineesh Sriramoju, Amruta Gajanan Bhat, Murali Ramanathan

To evaluate the artificial intelligence (AI)-guided AlphaFold algorithm for studying the binding interactions of human huntingtin and the aggregation of huntingtin peptides. Variants of huntingtin protein implicated in Huntington’s disease were used as a model system to evaluate AlphaFold. Variants of huntingtin and huntingtin peptides with polyglutamine tracts (PQT) containing 21, 31, 51, or 78 glutamines were studied. The 3-dimensional structures of huntingtin variants and their interactions with huntingtin-associated protein-40 (HAP40) were obtained. Aggregation experiments were conducted with peptide sequences corresponding to variants of PQT, amino terminal sequence (NTS) plus PQT, NTS plus PQT plus proline rich region (PRR), and the 300 amino acid sequence from the NTS through HEAT3 of huntingtin. Oligomerization experiments with 1, 3, 6, or 12 peptide sequences were used to assess the quaternary structures of aggregates. The PQT and PQT plus NTS peptides formed a helical secondary structure that formed a central core in the quaternary structure of the aggregates The PRR formed an extended type II polyproline helix that did not participate in central core the aggregates. The distance between the amino and carboxyl termini of disease-linked 31Q, 51Q, and 78Q variants of full-length huntingtin was prominently decreased compared to the 21Q huntingtin. The interaction of HAP40 with the 78Q variant increased the distance between the amino and carboxyl termini. AlphaFold identified key tertiary structure changes in human huntingtin that have been independently corroborated in experimental models. The results highlight the utility of AlphaFold for hypothesis generation in pharmaceutical research.

评估人工智能(AI)指导下的 AlphaFold 算法,以研究人类亨廷汀蛋白的结合相互作用和亨廷汀蛋白肽的聚集。将与亨廷顿氏病有关的亨廷汀蛋白变体作为评估 AlphaFold 的模型系统。研究了亨廷顿蛋白的变体以及含有 21、31、51 或 78 个谷氨酸的多谷氨酰胺束(PQT)的亨廷顿肽。获得了亨廷变体的三维结构及其与亨廷相关蛋白-40(HAP40)的相互作用。用对应于 PQT 变体、氨基末端序列(NTS)加 PQT、NTS 加 PQT 加富脯氨酸区(PRR)以及从 NTS 到 HEAT3 的 300 个氨基酸序列的肽序列进行了聚集实验。使用 1、3、6 或 12 个肽序列进行的寡聚实验用于评估聚集体的四元结构。PQT肽和PQT加NTS肽形成了一种螺旋二级结构,在聚集体的四元结构中形成了一个中心核。与 21Q 亨廷蛋白相比,与疾病相关的 31Q、51Q 和 78Q 全长亨廷蛋白变体的氨基端和羧基端之间的距离明显缩小。HAP40 与 78Q 变体的相互作用增加了氨基和羧基末端之间的距离。AlphaFold 发现了人类狩猎蛋白的关键三级结构变化,这些变化已在实验模型中得到独立证实。这些结果凸显了 AlphaFold 在药物研究中生成假设的实用性。
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引用次数: 0
Determining the Degree of Sulfo-tag Conjugation to AAV5 Vectors by LC-HRMS and Evaluating the Effects on Antibody Binding Affinity and Bridging Assay Sensitivity 通过 LC-HRMS 确定 AAV5 载体的磺酸标签共轭程度并评估其对抗体结合亲和力和桥接测定灵敏度的影响
Pub Date : 2024-09-16 DOI: 10.1208/s12248-024-00970-2
Yanshan Dai, Xinqun Wu, Xiaowei Sun, Daniel Cohen, Divakar Rajeswaran, Scott Robotham, Shannon Chilewski, Kun Yang, Graham Yearwood, Alexander Kozhich, Vibha Jawa

Pre-existing anti-AAV antibodies can be detected using ligand binding-based assay formats. One such format is the MSD-based bridging assay, which uses sulfo-tag-labeled AAV vectors as detection reagents. However, no method has been developed to accurately measure the degree of sulfo-tag labeling on AAV vectors. To fill this gap, we developed a liquid chromatography-high resolution mass spectrometry (LC-HRMS) method to assess the degree of labeling (DoL) of sulfo-tag on AAV5 vectors, enabling the measurement of the DoL on AAV5 at six increasing levels of sulfo-tag challenge ratio. In addition, a Biacore-based assay was used to evaluate the binding affinity between an anti-AAV5 monoclonal antibody and various sulfo-tag labeled AAV5 vectors. The results indicated that increased DoL of sulfo-tag labeling on AAV5 did not compromise the binding affinity.

Our study further employed the MSD-bridging assay to detect the binding Signal/Noise (S/N) ratios of four anti-AAV5 monoclonal antibodies (mAbs) to various sulfo-tag-labeled AAV5 vectors. The findings revealed a strong correlation between the degree of sulfo-tag labeling and both the S/N ratios and the sensitivity of MSD bridging assays. This result underscores the importance of optimizing the labeling of detection reagents to enhance assay sensitivity for detecting anti-AAV5 antibodies.

Graphical Abstract

可以使用基于配体结合的检测方法来检测预先存在的抗 AAV 抗体。其中一种方法是基于 MSD 的桥接检测法,它使用磺标记的 AAV 向量作为检测试剂。然而,目前还没有一种方法能精确测量 AAV 向量上磺基标记的程度。为了填补这一空白,我们开发了一种液相色谱-高分辨质谱(LC-HRMS)方法来评估 AAV5 载体上 sulfo-tag 的标记程度(DoL),该方法可以测量 AAV5 在六个递增的 sulfo-tag 挑战比水平上的 DoL。此外,还使用了一种基于 Biacore 的检测方法来评估抗 AAV5 单克隆抗体与各种 sulfo-tag 标记的 AAV5 载体之间的结合亲和力。我们的研究进一步采用 MSD 桥接测定法检测了四种抗 AAV5 单克隆抗体(mAbs)与各种磺基标记的 AAV5 载体的结合信噪比(S/N)。研究结果表明,磺基标记的程度与信噪比和 MSD 桥接测定的灵敏度之间存在很强的相关性。这一结果强调了优化检测试剂标记以提高检测抗AAV5抗体灵敏度的重要性。
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引用次数: 0
Planning Split-Apheresis Designs for Demonstrating Comparability of Cellular and Gene Therapy Products 为证明细胞和基因治疗产品的可比性而规划分隔设计
Pub Date : 2024-09-16 DOI: 10.1208/s12248-024-00977-9
Richard Burdick, Jeff Hofer, Andrew Karl, Heath Rushing

A recent FDA draft guidance discusses statistical considerations for demonstrating comparability of cell and gene therapy products and processes. One experimental study described in the guidance is the split-apheresis design. The FDA draft guidance recommends a paired data analysis for such a design. This paper demonstrates that the paired analysis is under powered for some quality attributes for practical sample sizes of three to five donors unless a significant portion of variability is attributed to donor. Addition of historic lots from the pre-change process can increase the power for these attributes. This paper provides appropriate statistical methods for including this information.

美国食品及药物管理局最近的一份指南草案讨论了证明细胞和基因治疗产品及过程可比性的统计注意事项。指导意见中描述的一项实验研究是分次抽血设计。FDA 指南草案建议对这种设计进行配对数据分析。本文表明,对于三至五名供体的实际样本量而言,配对分析对某些质量属性的支持不足,除非很大一部分变异性归因于供体。如果加入更换前过程中的历史批次,则可提高这些属性的分析能力。本文提供了适当的统计方法来纳入这些信息。
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引用次数: 0
ICH M10 Bioanalytical Method Validation Guideline-1 year Later ICH M10 生物分析方法验证指南-1 年后
Pub Date : 2024-09-12 DOI: 10.1208/s12248-024-00974-y
Faye Vazvaei-Smith, Enaksha Wickremsinhe, Eric Woolf, Chongwoo Yu

The International Council for Harmonization of Technical Requirements for Pharmaceuticals for Human Use (ICH) adopted Guideline M10 entitled "Bioanalytical Method Validation and Study Sample Analysis" in May 2022. In October 2023, approximately one year after the adoption of the ICH M10 guideline, a "Hot Topic" session was held during the AAPS PharmSci 360 meeting to discuss the implementation of the guideline. The session focused on items the bioanalytical community felt were challenging to implement or ambiguous within the guideline. These topics included cross-validation, parallelism, comparative bioavailability studies, combination drug stability, endogenous analyte bioanalysis, and dilution QCs. In addition, the regulatory perspective on the guideline was presented. This report provides a summary of the Hot Topic session.

Graphical Abstract

国际人用药品技术要求协调理事会(ICH)于 2022 年 5 月通过了题为 "生物分析方法验证和研究样品分析 "的 M10 准则。2023 年 10 月,即 ICH M10 指南通过约一年后,在 AAPS PharmSci 360 会议期间举行了一次 "热点话题 "会议,讨论该指南的实施。会议重点讨论了生物分析界认为具有挑战性或在指南中含糊不清的项目。这些主题包括交叉验证、平行性、比较生物利用度研究、复方药物稳定性、内源性分析物生物分析和稀释质量控制。此外,还从监管角度介绍了该指南。本报告提供了热点话题会议的摘要。
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引用次数: 0
Design of Auto-Adaptive Drug Delivery System for Effective Delivery of Peptide Drugs to Overcoming Mucus and Epithelial Barriers 设计自动适应性给药系统,克服粘液和上皮屏障,有效输送多肽药物
Pub Date : 2024-09-12 DOI: 10.1208/s12248-024-00971-1
Ruihuan Ding, Yanping Li, Wei Zheng, Yiying Sun, Zhenyu Zhao, Houqian Zhang, Ranran Yuan, Aiping Wang, Kaoxiang Sun, Hongbo Wang, Yanan Shi

Oral administration of peptide represents a promising delivery route, however, it is hindered by the harsh gastrointestinal environment, leading to low in vivo absorption. In this study, auto-adaptive protein corona-AT 1002-cationic liposomes (Pc-AT-CLs) are constructed with the characteristic of hydrophilic and electrically neutral surface properties for the encapsulation of liraglutide. BSA protein corona is used to coat AT-CLs reducing the adherence of mucus, and may fall off after penetrating the mucus layer. Transmucus transport experiment demonstrated that the mucus penetration amount of Pc-AT-CLs are 1.45 times that of AT-CLs. After penetrating the mucus layer, AT-CLs complete transmembrane transport by the dual action of AT and cationic surface properties. Transmembrane transport experiment demonstrated that the apparent permeability coefficient (Papp) of AT-CLs is 2.03 times that of CLs. In vivo tests demonstrated that Pc-AT-CLs exhibited a significant hypoglycemic effect and enhanced the relative bioavailability comparing to free liraglutide. Pc-AT-CLs protect liraglutide from degradation, facilitate its absorption, and ultimately improve its oral bioavailability.

Graphical Abstract

In this study, AT-CLs (AT-1002 peptide attached to cationic liposomes) and coated with BSA (bovine serum albumin) together form Pc-AT-CLs. The purpose of simultaneously improved mucus permeating ability and transepithelial absorption. When the carrier penetrates the mucus, the BSA protein corona coating may fall off. Then, AT-CLs carriers possessing cationic and hydrophobic surfaces, which will facilitate uptake of intracellular and paracellular.

Fig: The schematic diagram of Pc-AT-CLs administration and the transport process through the mucus layer and epithelial barrier.

口服多肽是一种很有前景的给药途径,但它受到恶劣的胃肠道环境的阻碍,导致体内吸收率较低。本研究构建了具有亲水性和电中性表面特性的自适应蛋白电晕-AT 1002阳离子脂质体(Pc-AT-CLs),用于包裹利拉鲁肽。BSA 蛋白冠被用于包裹 AT-CLs 以减少粘液的粘附性,并可在穿透粘液层后脱落。粘液转运实验表明,Pc-AT-CL 的粘液穿透量是 AT-CL 的 1.45 倍。AT-CL 穿透粘液层后,在 AT 和阳离子表面特性的双重作用下完成跨膜转运。跨膜转运实验表明,AT-CLs 的表观渗透系数(Papp)是 CLs 的 2.03 倍。体内试验表明,与游离利拉鲁肽相比,Pc-AT-CLs 具有显著的降血糖作用,并提高了相对生物利用度。Pc-AT-CLs 可保护利拉鲁肽不被降解,促进其吸收,最终提高其口服生物利用度。图解 摘要在这项研究中,AT-CLs(阳离子脂质体上附着的 AT-1002 肽)与 BSA(牛血清白蛋白)包被在一起形成了 Pc-AT-CLs。其目的是同时提高粘液渗透能力和经上皮吸收能力。当载体穿透粘液时,BSA 蛋白电晕涂层可能会脱落。图:Pc-ATLs 给药及通过粘液层和上皮屏障的转运过程示意图。
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引用次数: 0
Letter to the Editor on "Group-by-Treatment Interaction Effects in Comparative Bioavailability Studies". 致编辑的信--"比较生物利用率研究中的分组治疗交互效应"。
Pub Date : 2024-09-09 DOI: 10.1208/s12248-024-00972-0
Wanjie Sun,Mohamed Alosh,Donald J Schuirmann,Stella Grosser
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引用次数: 0
Prediction of Individual Disease Progression Including Parameter Uncertainty in Rare Neurodegenerative Diseases: The Example of Autosomal-Recessive Spastic Ataxia Charlevoix Saguenay (ARSACS) 包括罕见神经退行性疾病参数不确定性在内的个体疾病进展预测:以常染色体易感性痉挛性共济失调(ARSACS)为例
Pub Date : 2024-04-30 DOI: 10.1208/s12248-024-00925-7
Niels Hendrickx, France Mentré, Andreas Traschütz, Cynthia Gagnon, Rebecca Schüle, Matthis Synofzik, Emmanuelle Comets

The aim of this study was to develop a model to predict individual subject disease trajectories including parameter uncertainty and accounting for missing data in rare neurological diseases, showcased by the ultra-rare disease Autosomal-Recessive Spastic Ataxia Charlevoix Saguenay (ARSACS). We modelled the change in SARA (Scale for Assessment and Rating of Ataxia) score versus Time Since Onset of symptoms using non-linear mixed effect models for a population of 173 patients with ARSACS included in the prospective real-world multicenter Autosomal Recessive Cerebellar Ataxia (ARCA) registry. We used the Multivariate Imputation Chained Equation (MICE) algorithm to impute missing covariates, and a covariate selection procedure with a pooled p-value to account for the multiply imputed data sets. We then investigated the impact of covariates and population parameter uncertainty on the prediction of the individual trajectories up to 5 years after their last visit. A four-parameter logistic function was selected. Men were estimated to have a 25% lower SARA score at disease onset and a moderately higher maximum SARA score, and time to progression (T50) was estimated to be 35% lower in patients with age of onset over 15 years. The population disease progression rate started slowly at 0.1 points per year peaking to a maximum of 0.8 points per year (at 36.8 years since onset of symptoms). The prediction intervals for SARA scores 5 years after the last visit were large (median 7.4 points, Q1-Q3: 6.4–8.5); their size was mostly driven by individual parameter uncertainty and individual disease progression rate at that time.

Graphical Abstract

本研究的目的是开发一种模型来预测单个受试者的疾病轨迹,包括参数的不确定性和罕见神经系统疾病的数据缺失,超罕见疾病常染色体隐性痉挛性共济失调(ARSACS)就是一个很好的例子。我们使用非线性混合效应模型,对纳入前瞻性真实世界多中心常染色体隐性小脑共济失调(ARCA)登记处的 173 名 ARSACS 患者的 SARA(共济失调评估和评级量表)评分变化与发病时间的关系进行了建模。我们使用多变量归因链式方程(MICE)算法来归因缺失的协变量,并使用具有集合 p 值的协变量选择程序来考虑多重归因数据集。然后,我们研究了协变量和群体参数不确定性对个体最后一次就诊后 5 年内的轨迹预测的影响。我们选择了一个四参数逻辑函数。据估计,男性患者发病时的 SARA 评分要低 25%,SARA 最大评分要高一些,而发病年龄超过 15 岁的患者的疾病进展时间(T50)要短 35%。人群疾病进展率从每年 0.1 分开始缓慢上升,最高达到每年 0.8 分(发病后 36.8 年)。最后一次就诊后 5 年的 SARA 评分预测区间较大(中位数为 7.4 分,Q1-Q3:6.4-8.5);其大小主要受当时个体参数不确定性和个体疾病进展率的影响。
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引用次数: 0
Pharmacokinetic Models for Inhaled Fluticasone Propionate and Salmeterol Xinafoate to Quantify Batch-to-Batch Variability 用于量化批次间变异性的吸入丙酸氟替卡松和辛纳佛酸沙美特罗药代动力学模型
Pub Date : 2024-04-26 DOI: 10.1208/s12248-024-00913-x
Shuhui Li, Kairui Feng, Jieon Lee, Yuqing Gong, Fang Wu, Bryan Newman, Miyoung Yoon, Lanyan Fang, Liang Zhao, Jogarao V. S. Gobburu

Advair Diskus is an essential treatment for asthma and chronic obstructive pulmonary disease. It is a dry powder inhaler with a combination of fluticasone propionate (FP) and salmeterol xinafoate (SX). However, the pharmacokinetics (PK) batch-to-batch variability of the reference-listed drug (RLD) hindered its generic product development. This work developed the PK models for inhaled FP and SX that could represent potential batch variability. Two batches each of the reference and the test product (R1, R2, T1, T2) of Advair Diskus (100 μg FP/50 μg SX inhalation) were administered to 60 healthy subjects in a 4-period, 4-sequence crossover study. The failure of the bioequivalence (BE) between R1 and R2 confirmed the high between-batch variability of the RLD. Non-linear mixed effect modeling was used to estimate the population mean PK parameters for each batch. For FP, a 2-compartment model with a sequential dual zero-order absorption best described the PK profile. For SX, a 2-compartment model with a first-order absorption model best fit the data. Both models were able to capture the plasma concentration, the maximum concentration, and the total exposure (AUCinf) adequately for each batch, which could be used to simulate the BE study in the future. In vitro properties were also measured for each batch, and the batch with a higher fraction of the fine particle (diameter < 1 µm, < 2 µm) had a higher AUCinf. This positive correlation for both FP and SX could potentially assist the batch selection for the PK BE study.

Advair Diskus 是治疗哮喘和慢性阻塞性肺病的基本药物。它是一种干粉吸入器,含有丙酸氟替卡松(FP)和昔那酸沙美特罗(SX)。然而,参考上市药物(RLD)的药代动力学(PK)批次间变异性阻碍了其仿制产品的开发。这项工作为吸入式 FP 和 SX 建立了 PK 模型,该模型可代表潜在的批次变异性。在一项为期 4 个周期、4 个序列的交叉研究中,60 名健康受试者分别服用了两批参比和试验产品(R1、R2、T1、T2)的安乃近(100 μg FP/50 μg SX 吸入剂)。R1 和 R2 之间的生物等效性(BE)失败证实了 RLD 的批间变异性很高。非线性混合效应模型用于估算各批次的群体平均 PK 参数。对于 FP,具有顺序双零阶吸收的 2 室模型最能描述其 PK 曲线。对于 SX,采用一阶吸收模型的 2 室模型最符合数据。这两种模型都能充分捕捉每批药物的血浆浓度、最大浓度和总暴露量(AUCinf),可用于今后模拟 BE 研究。此外,还测量了各批次产品的体外特性,其中细颗粒(直径 1 µm、2 µm)比例较高的批次产品的 AUCinf 值较高。这种 FP 和 SX 的正相关性可能有助于 PK BE 研究的批次选择。
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引用次数: 0
Implementation of a Three-Way Comparability Assessment for a Bioanalytical Anti-Drug Antibody Method 对生物分析抗药抗体方法实施三重可比性评估
Pub Date : 2024-04-18 DOI: 10.1208/s12248-024-00917-7
Rosanna S. Kwok, Ihsan Nijem, Ann Brady, Robert Hendricks

Immunogenicity evaluation is a critical part of drug development. Regulatory guidelines from multiple health agencies provide recommendations for the development and validation of anti-drug antibody (ADA) assays to assess immunogenicity in clinical trials. These recommendations primarily describe an ADA method run in one bioanalytical laboratory supporting a biotherapeutic molecule; however, there are increasing instances that may necessitate the support of the ADA method being run in more than one laboratory. A program can rapidly expand into multiple clinical studies within one or multiple countries, where the most appropriate way to support the program is by having multiple laboratories perform ADA sample analysis. In addition, there may be certain country-specific challenges that may make it infeasible to transport samples outside of the country for analysis. China for example has a lengthy sample exportation process that has potential to negatively impact study timelines. If multiple laboratories analyze samples using the same ADA method, comparable method performance should be established. Here, we describe a three-way assessment of ADA assay comparability between two US-based bioanalytical laboratories and one based in China.

Graphical Abstract

免疫原性评估是药物开发的关键部分。多个卫生机构的监管指南对开发和验证抗药物抗体 (ADA) 检测方法提出了建议,以评估临床试验中的免疫原性。这些建议主要描述了在一个支持生物治疗分子的生物分析实验室中运行的 ADA 方法;然而,越来越多的情况可能需要在一个以上的实验室中运行 ADA 方法。一项计划可能会迅速扩展到一个或多个国家的多项临床研究,在这种情况下,支持该计划的最适当方式就是由多个实验室执行 ADA 样品分析。此外,某些国家可能会面临特定挑战,无法将样本运送到国外进行分析。例如,中国的样本出口流程较长,有可能对研究时间产生负面影响。如果多个实验室使用相同的 ADA 方法分析样本,则应确定方法性能的可比性。在此,我们介绍了对两家美国生物分析实验室和一家中国生物分析实验室的 ADA 分析可比性进行的三方评估。
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引用次数: 0
Group-by-Treatment Interaction Effects in Comparative Bioavailability Studies 生物利用度比较研究中的组间相互作用效应
Pub Date : 2024-04-17 DOI: 10.1208/s12248-024-00921-x
Helmut Schütz, Divan A. Burger, Erik Cobo, David D. Dubins, Tibor Farkás, Detlew Labes, Benjamin Lang, Jordi Ocaña, Arne Ring, Anastasia Shitova, Volodymyr Stus, Michael Tomashevskiy

Comparative bioavailability studies often involve multiple groups of subjects for a variety of reasons, such as clinical capacity limitations. This raises questions about the validity of pooling data from these groups in the statistical analysis and whether a group-by-treatment interaction should be evaluated. We investigated the presence or absence of group-by-treatment interactions through both simulation techniques and a meta-study of well-controlled trials. Our findings reveal that the test falsely detects an interaction when no true group-by-treatment interaction exists. Conversely, when a true group-by-treatment interaction does exist, it often goes undetected. In our meta-study, the detected group-by-treatment interactions were observed at approximately the level of the test and, thus, can be considered false positives. Testing for a group-by-treatment interaction is both misleading and uninformative. It often falsely identifies an interaction when none exists and fails to detect a real one. This occurs because the test is performed between subjects in crossover designs, and studies are powered to compare treatments within subjects. This work demonstrates a lack of utility for including a group-by-treatment interaction in the model when assessing single-site comparative bioavailability studies, and the clinical trial study structure is divided into groups.

Graphical Abstract

由于临床能力限制等各种原因,生物利用度比较研究通常涉及多组受试者。这就提出了在统计分析中汇集这些受试组数据的有效性问题,以及是否应评估组间治疗相互作用的问题。我们通过模拟技术和一项对照良好的试验元研究,调查了组间相互作用的存在与否。我们的研究结果表明,当不存在真正的组间治疗交互作用时,测试会错误地检测出交互作用。相反,当确实存在治疗组间的交互作用时,这种交互作用往往不会被检测到。在我们的荟萃研究中,检测到的组间交互作用与测试水平大致相当,因此可视为假阳性。测试分组与治疗之间的相互作用既具有误导性,又缺乏信息。它往往会在不存在交互作用的情况下错误地识别出交互作用,而无法检测出真正的交互作用。出现这种情况的原因是,测试是在交叉设计的受试者之间进行的,而研究是在受试者内部进行治疗比较的。这项研究表明,在评估单部位生物利用度比较研究和临床试验研究结构分组时,在模型中加入组间治疗交互作用缺乏实用性。
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引用次数: 0
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