Institute of Instrumental Analytics and Bioanalytics, Mannheim University of Applied Sciences, 68163 Mannheim, Germany.
J Lipid Res. 2013 Oct;54(10):2785-94. doi: 10.1194/jlr.M040014. Epub 2013 Jul 12.
Autosomal recessive polycystic kidney disease (ARPKD) is a severe, monogenetically inherited kidney and liver disease. PCK rats carrying the orthologous mutant gene serve as a model of human disease, and alterations in lipid profiles in PCK rats suggest that defined subsets of lipids may be useful as molecular disease markers. Whereas MALDI protein imaging mass spectrometry (IMS) has become a promising tool for disease classification, widely applicable workflows that link MALDI lipid imaging and identification as well as structural characterization of candidate disease-classifying marker lipids are lacking. Here, we combine selective MALDI imaging of sulfated kidney lipids and Fisher discriminant analysis (FDA) of imaging data sets for identification of candidate markers of progressive disease in PCK rats. Our study highlights strong increases in lower mass lipids as main classifiers of cystic disease. Structure determination by high-resolution mass spectrometry identifies these altered lipids as taurine-conjugated bile acids. These sulfated lipids are selectively elevated in the PCK rat model but not in models of related hepatorenal fibrocystic diseases, suggesting that they be molecular markers of the disease and that a combination of MALDI imaging with high-resolution MS methods and Fisher discriminant data analysis may be applicable for lipid marker discovery.
常染色体隐性多囊肾病(ARPKD)是一种严重的、单基因遗传性肾脏和肝脏疾病。携带同源突变基因的 PCK 大鼠是人类疾病的模型,PCK 大鼠的脂质谱改变表明特定的脂质亚类可能作为分子疾病标志物有用。尽管 MALDI 蛋白质成像质谱(IMS)已成为疾病分类的有前途的工具,但缺乏将 MALDI 脂质成像与鉴定以及候选疾病分类标记脂质的结构特征联系起来的广泛适用的工作流程。在这里,我们结合了选择性 MALDI 成像磺化肾脏脂质和成像数据集的 Fisher 判别分析(FDA),以鉴定 PCK 大鼠进行性疾病的候选标志物。我们的研究强调了低质量脂质的强烈增加作为囊性疾病的主要分类器。通过高分辨率质谱确定这些改变的脂质为牛磺酸结合的胆汁酸。这些磺化脂质在 PCK 大鼠模型中选择性升高,但在相关肝肾功能纤维囊性疾病的模型中没有升高,这表明它们是该疾病的分子标志物,并且 MALDI 成像与高分辨率 MS 方法和 Fisher 判别数据分析的组合可能适用于脂质标志物的发现。