Solanidine is a sensitive and specific dietary biomarker for CYP2D6 activity

IF 3.8 3区 医学 Q2 GENETICS & HEREDITY
Johanna I. Kiiski, Mikko Neuvonen, Mika Kurkela, Päivi Hirvensalo, Kreetta Hämäläinen, E. Katriina Tarkiainen, Johanna Sistonen, Mari Korhonen, Sofia Khan, Arto Orpana, Anne M. Filppula, Marko Lehtonen, Mikko Niemi
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引用次数: 0

Abstract

Individual assessment of CYP enzyme activities can be challenging. Recently, the potato alkaloid solanidine was suggested as a biomarker for CYP2D6 activity. Here, we aimed to characterize the sensitivity and specificity of solanidine as a CYP2D6 biomarker among Finnish volunteers with known CYP2D6 genotypes. Using non-targeted metabolomics analysis, we identified 9152 metabolite features in the fasting plasma samples of 356 healthy volunteers. Machine learning models suggested strong association between CYP2D6 genotype-based phenotype classes with a metabolite feature identified as solanidine. Plasma solanidine concentration was 1887% higher in genetically poor CYP2D6 metabolizers (gPM) (n = 9; 95% confidence interval 755%, 4515%; P = 1.88 × 10–11), 74% higher in intermediate CYP2D6 metabolizers (gIM) (n = 89; 27%, 138%; P = 6.40 × 10–4), and 35% lower in ultrarapid CYP2D6 metabolizers (gUM) (n = 20; 64%, − 17%; P = 0.151) than in genetically normal CYP2D6 metabolizers (gNM; n = 196). The solanidine metabolites m/z 444 and 430 to solanidine concentration ratios showed even stronger associations with CYP2D6 phenotypes. Furthermore, the areas under the receiver operating characteristic and precision–recall curves for these metabolic ratios showed equal or better performances for identifying the gPM, gIM, and gUM phenotype groups than the other metabolites, their ratios to solanidine, or solanidine alone. In vitro studies with human recombinant CYP enzymes showed that solanidine was metabolized mainly by CYP2D6, with a minor contribution from CYP3A4/5. In human liver microsomes, the CYP2D6 inhibitor paroxetine nearly completely (95%) inhibited the metabolism of solanidine. In a genome-wide association study, several variants near the CYP2D6 gene associated with plasma solanidine metabolite ratios. These results are in line with earlier studies and further indicate that solanidine and its metabolites are sensitive and specific biomarkers for measuring CYP2D6 activity. Since potato consumption is common worldwide, this biomarker could be useful for evaluating CYP2D6-mediated drug–drug interactions and to improve prediction of CYP2D6 activity in addition to genotyping.
茄碱是 CYP2D6 活性的一种敏感而特异的膳食生物标志物
对 CYP 酶活性进行单独评估具有挑战性。最近,有人建议将马铃薯生物碱索拉尼定作为 CYP2D6 活性的生物标志物。在这里,我们的目的是在已知 CYP2D6 基因型的芬兰志愿者中鉴定索拉尼定作为 CYP2D6 生物标记物的敏感性和特异性。通过非靶向代谢组学分析,我们在 356 名健康志愿者的空腹血浆样本中发现了 9152 个代谢物特征。机器学习模型表明,基于 CYP2D6 基因型的表型类别与被鉴定为索拉尼定的代谢物特征之间存在密切联系。基因差的 CYP2D6 代谢者(gPM)的血浆索拉尼定浓度高出 1887%(n = 9;95% 置信区间为 755%,4515%;P = 1.88 × 10-11),基因中等的 CYP2D6 代谢者(gIM)的血浆索拉尼定浓度高出 74%(n = 89;27%,138%;P = 6.40 × 10-4),超快速 CYP2D6 代谢者(gUM)(n = 20;64%,- 17%;P = 0.151)比基因正常的 CYP2D6 代谢者(gNM;n = 196)低 35%。茄尼啶代谢物 m/z 444 和 430 与茄尼啶浓度之比显示出与 CYP2D6 表型更强的关联。此外,与其他代谢物、其与索拉尼定的比值或索拉尼定本身相比,这些代谢比值的接收者操作特征曲线和精确度-召回曲线下的面积在鉴别 gPM、gIM 和 gUM 表型组方面显示出相同或更好的性能。利用人体重组 CYP 酶进行的体外研究表明,索拉尼定主要由 CYP2D6 代谢,CYP3A4/5 的贡献较小。在人体肝脏微粒体中,CYP2D6 抑制剂帕罗西汀几乎完全(95%)抑制了索拉尼定的代谢。在一项全基因组关联研究中,CYP2D6 基因附近的几个变异与血浆索拉尼定代谢物比率有关。这些结果与之前的研究一致,并进一步表明索拉尼定及其代谢物是测量 CYP2D6 活性的灵敏而特异的生物标志物。由于马铃薯的消费在全世界都很普遍,因此除了基因分型外,该生物标记物还可用于评估 CYP2D6 介导的药物间相互作用,并改善对 CYP2D6 活性的预测。
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来源期刊
Human Genomics
Human Genomics GENETICS & HEREDITY-
CiteScore
6.00
自引率
2.20%
发文量
55
审稿时长
11 weeks
期刊介绍: Human Genomics is a peer-reviewed, open access, online journal that focuses on the application of genomic analysis in all aspects of human health and disease, as well as genomic analysis of drug efficacy and safety, and comparative genomics. Topics covered by the journal include, but are not limited to: pharmacogenomics, genome-wide association studies, genome-wide sequencing, exome sequencing, next-generation deep-sequencing, functional genomics, epigenomics, translational genomics, expression profiling, proteomics, bioinformatics, animal models, statistical genetics, genetic epidemiology, human population genetics and comparative genomics.
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