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An application of a Hill-based response surface model for a drug combination experiment on lung cancer

机译:基于希尔的响应面模型在肺癌药物联合实验中的应用

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Combination chemotherapy with multiple drugs has been widely applied to cancer treatment owing to enhanced efficacy and reduced drug resistance. For drug combination experiment analysis, response surface modeling has been commonly adopted. In this paper, we introduce a Hill-based global response surface model and provide an application of the model to a 512-run drug combination experiment with three chemicals, namely AG490, U0126, and indirubin-3'-monoxime (I-3-M), on lung cancer cells. The results demonstrate generally improved goodness of fit of our model from the traditional polynomial model, as well as the original Hill model on the basis of fixedratio drug combinations.We identify different dose-effect patterns between normal and cancer cells on the basis of ourmodel, which indicates the potential effectiveness of the drug combination in cancer treatment. Meanwhile, drug interactions are analyzed both qualitatively and quantitatively. The distinct interaction patterns between U0126 and I-3-M on two types of cells uncovered by the model could be a further indicator of the efficacy of the drug combination.
机译:由于疗效增强和耐药性降低,多种药物联合化疗已广泛应用于癌症治疗。对于药物组合实验分析,通常采用响应面建模。在本文中,我们介绍了基于Hill的全局响应表面模型,并将该模型应用于512种药物的组合实验,该实验使用了三种化学物质,即AG490,U0126和靛玉红3'-一肟(I-3- M),针对肺癌细胞。结果表明,在固定比例药物组合的基础上,与传统多项式模型以及原始Hill模型相比,我们的模型的拟合优度普遍得到了提高。这表明该药物组合在癌症治疗中的潜在有效性。同时,对药物相互作用进行了定性和定量分析。该模型未发现的两种类型的细胞上U0126和I-3-M之间独特的相互作用模式可能是该药物组合疗效的进一步指标。

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