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非靶向代谢组学鉴定与有机阴离子转运多肽 1B1 功能相关的血浆代谢物。

Non-targeted metabolomics for the identification of plasma metabolites associated with organic anion transporting polypeptide 1B1 function.

机构信息

Department of Clinical Pharmacology, University of Helsinki, Helsinki, Finland.

Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki, Finland.

出版信息

Clin Transl Sci. 2024 Mar;17(3):e13773. doi: 10.1111/cts.13773.

Abstract

Our aim was to evaluate biomarkers for organic anion transporting polypeptide 1B1 (OATP1B1) function using a hypothesis-free metabolomics approach. We analyzed fasting plasma samples from 356 healthy volunteers using non-targeted metabolite profiling by liquid chromatography high-resolution mass spectrometry. Based on SLCO1B1 genotypes, we stratified the volunteers to poor, decreased, normal, increased, and highly increased OATP1B1 function groups. Linear regression analysis, and random forest (RF) and gradient boosted decision tree (GBDT) regressors were used to investigate associations of plasma metabolite features with OATP1B1 function. Of the 9152 molecular features found, 39 associated with OATP1B1 function either in the linear regression analysis (p < 10) or the RF or GBDT regressors (Gini impurity decrease > 0.01). Linear regression analysis showed the strongest associations with two features identified as glycodeoxycholate 3-O-glucuronide (GDCA-3G; p = 1.2 × 10 for negative and p = 1.7 × 10 for positive electrospray ionization) and one identified as glycochenodeoxycholate 3-O-glucuronide (GCDCA-3G; p = 2.7 × 10). In both the RF and GBDT models, the GCDCA-3G feature showed the strongest association with OATP1B1 function, with Gini impurity decreases of 0.40 and 0.17. In RF, this was followed by one GDCA-3G feature, an unidentified feature with a molecular weight of 809.3521, and the second GDCA-3G feature. In GBDT, the second and third strongest associations were observed with the GDCA-3G features. Of the other associated features, we identified with confidence two representing lysophosphatidylethanolamine 22:5. In addition, one feature was putatively identified as pregnanolone sulfate and one as pregnenolone sulfate. These results confirm GCDCA-3G and GDCA-3G as robust OATP1B1 biomarkers in human plasma.

摘要

我们的目的是使用无假设的代谢组学方法评估有机阴离子转运多肽 1B1(OATP1B1)功能的生物标志物。我们使用液相色谱高分辨率质谱对 356 名健康志愿者的空腹血浆样本进行非靶向代谢物分析。根据 SLCO1B1 基因型,我们将志愿者分为 OATP1B1 功能差、降低、正常、增加和高度增加的功能组。线性回归分析以及随机森林(RF)和梯度提升决策树(GBDT)回归器用于研究血浆代谢物特征与 OATP1B1 功能之间的关联。在所发现的 9152 个分子特征中,有 39 个特征在线性回归分析(p<10)或 RF 或 GBDT 回归器(基尼杂质减少>0.01)中与 OATP1B1 功能相关。线性回归分析显示与两种特征的关联最强,这两种特征被鉴定为甘氨脱氧胆酸 3-O-葡糖醛酸苷(GDCA-3G;负电喷雾电离的 p=1.2×10-4 和正电喷雾电离的 p=1.7×10-4)和一种鉴定为甘氨鹅脱氧胆酸 3-O-葡糖醛酸苷(GCDCA-3G;p=2.7×10-4)。在 RF 和 GBDT 模型中,GCDCA-3G 特征与 OATP1B1 功能的关联最强,基尼杂质分别减少 0.40 和 0.17。在 RF 中,其次是一个 GDCA-3G 特征、一个分子量为 809.3521 的未识别特征和第二个 GDCA-3G 特征。在 GBDT 中,第二个和第三个最强的关联是与 GDCA-3G 特征。在其他相关特征中,我们有信心确定了两个代表溶血磷脂酰乙醇胺 22:5。此外,一个特征被推测为孕烷醇酮硫酸盐,一个为孕酮硫酸盐。这些结果证实 GCDCA-3G 和 GDCA-3G 是人类血浆中 OATP1B1 的可靠生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a133/10958181/be2911d125ee/CTS-17-e13773-g001.jpg

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