Division of Clinical Pharmacology, Indiana University School of Medicine, Indianapolis, Indiana, USA.
Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana, USA.
Clin Pharmacol Ther. 2021 Feb;109(2):485-493. doi: 10.1002/cpt.2018. Epub 2020 Oct 5.
The CYP2B6 gene is highly polymorphic and its activity shows wide interindividual variability. However, substantial variability in CYP2B6 activity remains unexplained by the known CYP2B6 genetic variations. Circulating, cell-free micro RNAs (miRNAs) may serve as biomarkers of hepatic enzyme activity. CYP2B6 activity in 72 healthy volunteers was determined using the disposition of efavirenz as a probe drug. Circulating miRNA expression was quantified from baseline plasma samples. A linear model consisting of the effects of miRNA expression, genotype-determined metabolizer status, and demographic information was developed to predict CYP2B6 activity. Expression of 2,510 miRNAs were quantified out of which 7 miRNAs, together with the CYP2B6-genotypic metabolizer status and demographics, was shown to be predictive markers for CYP2B6 activity. The reproducibility of the model was evaluated by cross-validation. The average Pearson's correlation (R) between the predicted and observed maximum plasma concentration (C ) ratios of efavirenz and its metabolite-8-OH efavirenz using the linear model with all features (7 miRNA + metabolizer status + age + sex + race) was 0.6702. Similar results were also observed using area under the curve (AUC) ratios (Pearson correlation's R = 0.6035). Thus, at least 36% (R ) of the variability of in vivo CYP2B6 activity was explained using this model. This is a significant improvement over the models using only the genotype-based metabolizer status or the demographic information, which explained only 6% or less of the variability of in vivo CYP2B6 activity. Our results, therefore, demonstrate that circulating plasma miRNAs can be valuable biomarkers for in vivo CYP2B6 activity.
CYP2B6 基因高度多态性,其活性表现出广泛的个体间变异性。然而,CYP2B6 活性的大量变异性仍然无法用已知的 CYP2B6 遗传变异来解释。循环无细胞 microRNAs (miRNAs) 可作为肝酶活性的生物标志物。用依非韦伦作为探针药物测定 72 名健康志愿者的 CYP2B6 活性。从基线血浆样本中定量测定循环 miRNA 表达。建立了一个由 miRNA 表达、基因型决定的代谢物状态和人口统计学信息影响的线性模型,以预测 CYP2B6 活性。在定量测定的 2510 个 miRNAs 中,有 7 个 miRNAs 与 CYP2B6 基因型代谢物状态和人口统计学一起被证明是 CYP2B6 活性的预测标志物。通过交叉验证评估模型的重现性。使用包含所有特征(7 个 miRNA + 代谢物状态 + 年龄 + 性别 + 种族)的线性模型,预测和观察到的依非韦伦及其代谢物 8-OH 依非韦伦的最大血浆浓度 (C ) 比值的平均 Pearson 相关系数 (R) 为 0.6702。使用曲线下面积 (AUC) 比值(Pearson 相关系数的 R = 0.6035)也观察到类似的结果。因此,该模型至少解释了 CYP2B6 体内活性变异性的 36%(R )。与仅使用基因型决定的代谢物状态或人口统计学信息的模型相比,这是一个显著的改进,后两者仅解释了 CYP2B6 体内活性变异性的 6%或更少。因此,我们的结果表明,循环血浆 miRNAs 可以作为 CYP2B6 体内活性的有价值的生物标志物。