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终点肿瘤细胞系测定中细胞毒性效应的数学模型:对应用单一参数值作为量化剂量反应效应的标准准则的评估及新的未探索的建议格式。

Mathematical models of cytotoxic effects in endpoint tumor cell line assays: critical assessment of the application of a single parametric value as a standard criterion to quantify the dose-response effects and new unexplored proposal formats.

机构信息

Mountain Research Centre (CIMO), ESA, Polytechnic Institute of Bragança, Campus de Santa Apolónia, 5300-253 Bragança, Portugal.

出版信息

Analyst. 2017 Oct 23;142(21):4124-4141. doi: 10.1039/c7an00782e.

Abstract

The development of convenient tools for describing and quantifying the effects of standard and novel therapeutic agents is essential for the research community, to perform more precise evaluations. Although mathematical models and quantification criteria have been exchanged in the last decade between different fields of study, there are relevant methodologies that lack proper mathematical descriptions and standard criteria to quantify their responses. Therefore, part of the relevant information that can be drawn from the experimental results obtained and the quantification of its statistical reliability are lost. Despite its relevance, there is not a standard form for the in vitro endpoint tumor cell lines' assays (TCLA) that enables the evaluation of the cytotoxic dose-response effects of anti-tumor drugs. The analysis of all the specific problems associated with the diverse nature of the available TCLA used is unfeasible. However, since most TCLA share the main objectives and similar operative requirements, we have chosen the sulforhodamine B (SRB) colorimetric assay for cytotoxicity screening of tumor cell lines as an experimental case study. In this work, the common biological and practical non-linear dose-response mathematical models are tested against experimental data and, following several statistical analyses, the model based on the Weibull distribution was confirmed as the convenient approximation to test the cytotoxic effectiveness of anti-tumor compounds. Then, the advantages and disadvantages of all the different parametric criteria derived from the model, which enable the quantification of the dose-response drug-effects, are extensively discussed. Therefore, model and standard criteria for easily performing the comparisons between different compounds are established. The advantages include a simple application, provision of parametric estimations that characterize the response as standard criteria, economization of experimental effort and enabling rigorous comparisons among the effects of different compounds and experimental approaches. In all experimental data fitted, the calculated parameters were always statistically significant, the equations proved to be consistent and the correlation coefficient of determination was, in most of the cases, higher than 0.98.

摘要

开发方便的工具来描述和量化标准和新型治疗剂的效果对于研究界来说是必不可少的,这样可以进行更精确的评估。尽管在过去十年中,不同研究领域之间已经交流了数学模型和量化标准,但仍有一些相关方法缺乏适当的数学描述和标准标准来量化其反应。因此,从实验结果中得出的部分相关信息及其统计可靠性的量化都丢失了。尽管相关性很强,但目前还没有一种标准形式的体外终点肿瘤细胞系测定法(TCLA)能够评估抗肿瘤药物的细胞毒性剂量反应效应。分析与可用的 TCLA 的多样性相关的所有特定问题是不可行的。然而,由于大多数 TCLA 具有相同的主要目标和相似的操作要求,我们选择了磺基罗丹明 B(SRB)比色法作为肿瘤细胞系细胞毒性筛选的实验案例研究。在这项工作中,对常见的生物学和实际非线性剂量反应数学模型进行了测试,与实验数据进行了比较,并进行了多次统计分析,证实了基于威布尔分布的模型是测试抗肿瘤化合物细胞毒性效果的方便近似值。然后,广泛讨论了从模型中得出的所有不同参数标准的优缺点,这些标准可以量化药物剂量反应的效果。因此,建立了用于容易进行不同化合物之间比较的模型和标准标准。其优点包括简单的应用、提供作为标准标准的参数估计,从而节省了实验工作量,并能够对不同化合物和实验方法的效果进行严格比较。在拟合的所有实验数据中,计算出的参数始终具有统计学意义,方程证明是一致的,并且大多数情况下决定系数的相关性都高于 0.98。

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