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主成分分析中的正交性有助于发现空肠中不受随意进食影响的脂质。

Orthogonality in Principal Component Analysis Allows the Discovery of Lipids in the Jejunum That Are Independent of Ad Libitum Feeding.

作者信息

Balgoma David, Kullenberg Fredrik, Peters Karsten, Dahlgren David, Heindryckx Femke, Lennernäs Hans, Hedeland Mikael

机构信息

Analytical Pharmaceutical Chemistry, Department of Medicinal Chemistry, Uppsala University, 751 23 Uppsala, Sweden.

Unidad de Excelencia, Instituto de Biología y Genética Molecular (IBGM), Universidad de Valladolid-Consejo Superior de Investigaciones Científicas (CSIC), 47003 Valladolid, Spain.

出版信息

Metabolites. 2022 Sep 14;12(9):866. doi: 10.3390/metabo12090866.

Abstract

Ad libitum feeding of experimental animals is preferred because of medical relevance together with technical and practical considerations. In addition, ethical committees may require ad libitum feeding. However, feeding affects the metabolism so ad libitum feeding may mask the effects of drugs on tissues directly involved in the digestion process (e.g., jejunum and liver). Despite this effect, principal component analysis has the potential of identifying metabolic traits that are statistically independent (orthogonal) to ad libitum feeding. Consequently, we used principal component analysis to discover the metabolic effects of doxorubicin independent of ad libitum feeding. First, we analyzed the lipidome of the jejunum and the liver of rats treated with vehicle or doxorubicin. Subsequently, we performed principal component analysis. We could identify a principal component associated to the hydrolysis of lipids during digestion and a group of lipids that were orthogonal. These lipids in the jejunum increased with the treatment time and presented a polyunsaturated fatty acid as common structural trait. This characteristic suggests that doxorubicin increases polyunsaturated fatty acids. This behavior agrees with our previous in vitro results and suggests that doxorubicin sensitized the jejunum to ferroptosis, which may partially explain the toxicity of doxorubicin in the intestines.

摘要

由于医学相关性以及技术和实际考虑因素,对实验动物进行随意进食是首选。此外,伦理委员会可能要求随意进食。然而,进食会影响新陈代谢,因此随意进食可能会掩盖药物对直接参与消化过程的组织(如空肠和肝脏)的影响。尽管有这种影响,但主成分分析有潜力识别与随意进食在统计上独立(正交)的代谢特征。因此,我们使用主成分分析来发现阿霉素独立于随意进食的代谢作用。首先,我们分析了用载体或阿霉素处理的大鼠空肠和肝脏的脂质组。随后,我们进行了主成分分析。我们可以识别出与消化过程中脂质水解相关的一个主成分以及一组正交的脂质。空肠中的这些脂质随着治疗时间增加,并呈现出多不饱和脂肪酸作为共同结构特征。这一特征表明阿霉素会增加多不饱和脂肪酸。这种行为与我们之前的体外结果一致,并表明阿霉素使空肠对铁死亡敏感,这可能部分解释了阿霉素在肠道中的毒性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5347/9506031/8b01566599e2/metabolites-12-00866-g001.jpg

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