Imanishi Ayako, Murata Tomokazu, Sato Masaya, Hotta Kazuhiro, Imayoshi Itaru, Matsuda Michiyuki, Terai Kenta
Research Center for Dynamic Living Systems, Graduate School of Biostudies, Kyoto University.
Graduate School of Science and Technology, Meijo University.
Cell Struct Funct. 2018 Aug 10;43(2):129-140. doi: 10.1247/csf.18013. Epub 2018 Jun 29.
For more than a century, hematoxylin and eosin (H&E) staining has been the de facto standard for histological studies. Consequently, the legacy of histological knowledge is largely based on H&E staining. Due to the recent advent of multi-photon excitation microscopy, the observation of live tissue is increasingly being used in many research fields. Adoption of this technique has been further accelerated by the development of genetically encoded biosensors for ions and signaling molecules. However, H&E-based histology has not yet begun to fully utilize in vivo imaging due to the lack of proper morphological markers. Here, we report a genetically encoded fluorescent marker, NuCyM (Nucleus, Cytosol, and Membrane), which is designed to recapitulate H&E staining patterns in vivo. We generated a transgenic mouse line ubiquitously expressing NuCyM by using a ROSA26 bacterial artificial chromosome (BAC) clone. NuCyM evenly marked the plasma membrane, cytoplasm and nucleus in most tissues, yielding H&E staining-like images. In the NuCyM-expressing cells, cell division of a single cell was clearly observed as five basic phases during M phase by three-dimensional imaging. We next crossed NuCyM mice with transgenic mice expressing an ERK biosensor based on the principle of Förster resonance energy transfer (FRET). Using NuCyM, ERK activity in each cell could be extracted from the FRET images. To further accelerate the image analysis, we employed machine learning-based segmentation methods, and thereby automatically quantitated ERK activity in each cell. In conclusion, NuCyM is a versatile cell morphological marker that enables us to grasp histological information as with H&E staining.Key words: in vivo imaging, histology, machine learning, molecular activity.
一个多世纪以来,苏木精和伊红(H&E)染色一直是组织学研究的实际标准。因此,组织学知识的传承在很大程度上基于H&E染色。由于多光子激发显微镜的近期出现,活组织观察在许多研究领域中越来越多地被使用。用于离子和信号分子的基因编码生物传感器的发展进一步加速了该技术的采用。然而,由于缺乏合适的形态学标记,基于H&E的组织学尚未开始充分利用体内成像。在此,我们报告一种基因编码的荧光标记物NuCyM(细胞核、细胞质和细胞膜),其设计用于在体内重现H&E染色模式。我们通过使用ROSA26细菌人工染色体(BAC)克隆产生了普遍表达NuCyM的转基因小鼠品系。NuCyM在大多数组织中均匀地标记了质膜、细胞质和细胞核,产生了类似H&E染色的图像。在表达NuCyM的细胞中,通过三维成像清楚地观察到单个细胞在M期的细胞分裂为五个基本阶段。接下来,我们将NuCyM小鼠与基于Förster共振能量转移(FRET)原理表达ERK生物传感器的转基因小鼠进行杂交。使用NuCyM,可以从FRET图像中提取每个细胞中的ERK活性。为了进一步加速图像分析,我们采用了基于机器学习的分割方法,从而自动定量每个细胞中的ERK活性。总之,NuCyM是一种通用的细胞形态学标记物,使我们能够像使用H&E染色一样掌握组织学信息。关键词:体内成像、组织学、机器学习、分子活性。