Graduate School of Pharmaceutical Sciences, The University of Tokyo, Bunkyo-ku, Tokyo, 113-0033, Japan.
Sci Rep. 2020 Aug 4;10(1):13139. doi: 10.1038/s41598-020-70140-9.
Chemicals have multiple effects in biological systems. Because their on-target effects dominate the output, their off-target effects are often overlooked and can sometimes cause dangerous adverse events. Recently, we developed a novel decomposition profile data analysis method, orthogonal linear separation analysis (OLSA), to analyse multiple effects. In this study, we tested whether OLSA identified the ability of drugs to induce endoplasmic reticulum (ER) stress as a previously unrecognized factor. After analysing the transcriptome profiles of MCF7 cells treated with different chemicals, we focused on a vector characterized by well-known ER stress inducers, such as ciclosporin A. We selected five drugs predicted to be unrecognized ER stress inducers, based on their inducing ability scores derived from OLSA. These drugs actually induced X-box binding protein 1 splicing, an indicator of ER stress, in MCF7 cells in a concentration-dependent manner. Two structurally different representatives of the five test compounds exhibited similar results in HepG2 and HuH7 cells, but not in PXB primary hepatocytes derived from human-liver chimeric mice. These results indicate that our decomposition strategy using OLSA uncovered the ER stress-inducing ability of drugs as an unrecognized effect, the manifestation of which depended on the background of the cells.
化学物质在生物系统中具有多种作用。由于其靶标效应占主导地位,因此其非靶标效应经常被忽视,有时会导致危险的不良反应。最近,我们开发了一种新的分解谱数据分析方法,正交线性分离分析(OLSA),用于分析多种效应。在这项研究中,我们测试了 OLSA 是否能够识别药物诱导内质网(ER)应激的能力,这是一个以前未被认识到的因素。在分析用不同化学物质处理的 MCF7 细胞的转录组谱后,我们专注于一种具有特征的载体,其特征是已知的 ER 应激诱导剂,如环孢素 A。我们根据 OLSA 得出的诱导能力评分,选择了五种被预测为未被识别的 ER 应激诱导剂的药物。这些药物实际上以浓度依赖的方式诱导 MCF7 细胞中 X 盒结合蛋白 1 的剪接,这是 ER 应激的一个指标。这五种测试化合物的两种结构不同的代表性化合物在 HepG2 和 HuH7 细胞中表现出相似的结果,但在源自人肝嵌合小鼠的 PXB 原代肝细胞中没有表现出这种结果。这些结果表明,我们使用 OLSA 进行的分解策略揭示了药物的 ER 应激诱导能力是一种未被认识到的效应,其表现取决于细胞的背景。