Repash Elizabeth M, Pensabene Kaitlin M, Palenchar Peter M, Eggler Aimee L
Department of Chemistry, Villanova University, Villanova, PA, United States.
Front Pharmacol. 2021 Jun 7;12:686201. doi: 10.3389/fphar.2021.686201. eCollection 2021.
Multi-drug combination therapy carries significant promise for pharmacological intervention, primarily better efficacy with less toxicity and fewer side effects. However, the field lacks methodology to assess synergistic or antagonistic interactions for drugs with non-traditional dose response curves. Specifically, our goal was to assess small-molecule modulators of antioxidant response element (ARE)-driven gene expression, which is largely regulated by the Nrf2 transcription factor. Known as Nrf2 activators, this class of compounds upregulates a battery of cytoprotective genes and shows significant promise for prevention of numerous chronic diseases. For example, sulforaphane sourced from broccoli sprouts is the subject of over 70 clinical trials. Nrf2 activators generally have non-traditional dose response curves that are hormetic, or U-shaped. We introduce a method based on the principles of Loewe Additivity to assess synergism and antagonism for two compounds in combination. This method, termed Dose-Equivalence/Zero Interaction (DE/ZI), can be used with traditional Hill-slope response curves, and it also can assess interactions for compounds with non-traditional curves, using a nearest-neighbor approach. Using a Monte-Carlo method, DE/ZI generates a measure of synergy or antagonism for each dosing pair with an associated error and -value, resulting in a 3D response surface. For the assessed Nrf2 activators, sulforaphane and di--butylhydroquinone, this approach revealed synergistic interactions at higher dosing concentrations consistently across data sets and potential antagonistic interactions at lower concentrations. DE/ZI eliminates the need to determine the best fit equation for a given data set and values experimentally-derived results over formulated fits.
多药联合疗法在药物干预方面具有巨大潜力,主要体现在疗效更佳、毒性更低且副作用更少。然而,该领域缺乏评估具有非传统剂量反应曲线药物的协同或拮抗相互作用的方法。具体而言,我们的目标是评估抗氧化反应元件(ARE)驱动的基因表达的小分子调节剂,这种表达在很大程度上受Nrf2转录因子调控。这类化合物被称为Nrf2激活剂,可上调一系列细胞保护基因,在预防多种慢性疾病方面显示出巨大潜力。例如,源自西兰花芽苗菜的萝卜硫素是70多项临床试验的研究对象。Nrf2激活剂通常具有非传统的剂量反应曲线,呈 hormetic 或U形。我们引入一种基于洛维相加性原理的方法来评估两种化合物联合使用时的协同和拮抗作用。这种方法称为剂量等效/零相互作用(DE/ZI),可用于传统的希尔斜率反应曲线,也可使用最近邻方法评估具有非传统曲线的化合物之间的相互作用。通过蒙特卡罗方法,DE/ZI为每个给药对生成协同或拮抗作用的度量,并伴有相关误差和p值,从而得到三维反应表面。对于评估的Nrf2激活剂萝卜硫素和二叔丁基对苯二酚,这种方法在各数据集中均显示出在较高给药浓度下始终存在协同相互作用,而在较低浓度下存在潜在的拮抗相互作用。DE/ZI无需为给定数据集确定最佳拟合方程,并且重视实验得出的结果而非公式拟合结果。