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Comparison of Power Prognosis and Extrapolation Properties of Four Population Pharmacodynamic Models of HbA1c for Type 2 Diabetes

机译:HbA1c对2型糖尿病的四种人群药效学模型的功效预后和外推性质的比较

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摘要

Reusing published models saves time; time to be used for informing decisions in drug development. In antihyperglycemic drug development, several published HbA1c models are available but selecting the appropriate model for a particular purpose is challenging. This study aims at helping selection by investigating four HbA1c models, specifically the ability to identify drug effects (shape, site of action, and power) and simulation properties. All models could identify glucose effect nonlinearities, although for detecting the site of action, a mechanistic glucose model was needed. Power was highest for models using mean plasma glucose to drive HbA1c formation. Insulin contribution to power varied greatly depending on the drug target; it was beneficial only if the drug target was insulin secretion. All investigated models showed good simulation properties. However, extrapolation with the mechanistic model beyond 12 weeks resulted in drug effect overprediction. This investigation aids drug development in decisions regarding model choice if reusing published HbA1c models.
机译:重用已发布的模型可以节省时间;用于通知药物开发决策的时间。在降血糖药物开发中,有几种已发布的HbA1c模型可用,但是为特定目的选择合适的模型具有挑战性。这项研究旨在通过研究四种HbA1c模型,特别是识别药物作用(形状,作用部位和作用力)和模拟特性的能力来帮助选择药物。所有模型都可以识别葡萄糖效应非线性,尽管要检测作用部位,还需要机械葡萄糖模型。使用平均血浆葡萄糖驱动HbA1c形成的模型的功效最高。胰岛素对能量的贡献因药物靶点而异。仅当药物靶向是胰岛素分泌时,它才是有益的。所有研究的模型均显示出良好的仿真性能。但是,用机械模型外推超过12周会导致药物效应过高预测。如果重新使用已发布的HbA1c模型,该调查有助于药物开发做出有关模型选择的决策。

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