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Predicting GHS toxicity using RTCA and discrete-time Fourier transform

机译:使用RTCA和离散时间傅里叶变换预测GHS毒性

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摘要

In order to promote the acceptance of cell-based toxicity testings, the accuracy of cytotoxicity test must be determined when compared to in vivo results. Traditional methods of cytotoxicity analysis, such as LC50 (concentration where 50% of the cells are killed) can be problematic since they have been found to vary with time. Technological advances in cytotoxicity testing make it easy to record the dynamic data on changes in cell proliferation, morphology, and damage. To effectively and reasonably analyze the dynamic data, we present a new in vitro toxicity assessed method using the discrete-time Fourier transform (DTFT) which maps the measured cell index from the time domain to the frequency domain. The direct current (DC) component of the DTFT is extracted as a feature which reflects the intensity of cytotoxicity. The smaller the value, the higher the cytotoxicity. Then, a novel toxicity index, as expressed in terms of DC50, is calculated. Results generated with selected test chemicals are compared favorably with data obtained from The Interagency Coordinating Committee on the Validation of Alternative Method (ICCVAM) report concerning the prediction of acute systemic toxicity in rodents. The method can be applied with the standard and high throughput to estimate acute rodent oral toxicity which reduces the number of animals required in subsequent pharmacological/toxicological studies.
机译:为了促进对基于细胞的毒性测试的接受,与体内结果进行比较时,必须确定细胞毒性测试的准确性。传统的细胞毒性分析方法,例如LC50(50%的细胞被杀死的浓度)可能会出现问题,因为已经发现它们随时间变化。细胞毒性测试的技术进步使记录细胞增殖,形态和损伤变化的动态数据变得容易。为了有效和合理地分析动态数据,我们提出了一种使用离散时间傅里叶变换(DTFT)的新的体外毒性评估方法,该方法将测得的细胞指数从时域映射到频域。提取DTFT的直流(DC)成分作为反映细胞毒性强度的特征。数值越小,细胞毒性越高。然后,计算以DC 50表示的新的毒性指数。用选定的测试化学品生成的结果与从替代方法验证跨机构协调委员会(ICCVAM)报告中获得的有关啮齿动物急性全身毒性预测的数据进行了比较。该方法可以标准和高通量应用,以评估急性啮齿动物的口服毒性,从而减少后续药理/毒理学研究所需的动物数量。

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