a Department of Integrated Biosciences , Graduate School of Frontier Sciences , University of Tokyo , Kashiwa , Chiba , Japan.
b Bioimaging Center , Graduate School of Frontier Sciences , University of Tokyo , Kashiwa , Chiba , Japan.
Autophagy. 2017;13(12):2104-2110. doi: 10.1080/15548627.2017.1384888. Epub 2017 Dec 17.
When macroautophagy (autophagy) is induced by nutrient starvation or rapamycin treatment, Atg (autophagy-related) proteins are assembled at a restricted region close to the vacuole. Subsequently, the phagophore expands to form a closed autophagosome. In Saccharomyces cerevisiae cells overexpressing precursor Ape1 (prApe1), a specific autophagosome cargo protein, the phagophore can be visualized as a cup-shaped structure labeled with green fluorescent protein (GFP)-tagged Atg8. Previously, our group has shown that the maximum length of GFP-Atg8-labeled structures reflects the magnitude of bulk autophagy. In that study, the morphological parameters of the autophagy-related structures were extracted manually, requiring a great deal of time. Moreover, only well-expanded phagophores were subjected to further analysis. Here we report Qautas (Quantitative autophagy-related structure analysis system), a high-throughput and comprehensive system for morphological analysis of autophagy-related structures using a combination of image processing and machine learning. We describe both the manual method and Qautas in detail.
当巨自噬(自噬)被营养饥饿或雷帕霉素处理诱导时,Atg(自噬相关)蛋白在接近液泡的受限区域组装。随后,吞噬体扩展形成封闭的自噬体。在过量表达前体 Ape1(prApe1)的酿酒酵母细胞中,一种特定的自噬体货物蛋白,吞噬体可以被可视化成一个带有绿色荧光蛋白(GFP)标记的 Atg8 的杯状结构。以前,我们的研究小组已经表明,GFP-Atg8 标记结构的最大长度反映了自噬的程度。在该研究中,自噬相关结构的形态参数是手动提取的,需要大量的时间。此外,只有充分扩展的吞噬体才会进一步进行分析。在这里,我们报告了 Qautas(定量自噬相关结构分析系统),这是一种使用图像处理和机器学习相结合的高通量和全面的自噬相关结构形态分析系统。我们详细描述了手动方法和 Qautas。