达皮
高光谱成像
染色
污渍
荧光显微镜
病理
DNA
荧光
显微镜
生物
自体荧光
癌
癌细胞
分子生物学
化学
癌症
医学
生物化学
光学
计算机科学
遗传学
物理
人工智能
作者
Kunxing Liu,Sifan Lin,Siqi Zhu,Yao Chen,Hao Yin,Zhen Li,Zhenqiang Chen
摘要
In this study, the DAPI staining is firstly reported for use in the identification of hepatic carcinoma cells based on hyperspectral microscopy. Nuclei in cancer cells usually contain more aneuploidies than that in normal cells, leading to the change of DNA content. Here, we stain hepatic carcinoma tissues and normal hepatic tissues with 4',6-diamidino-2-phenylindole (DAPI) which is sensitive to the DNA content as a fluorochrome binds to DNA. Consequently, the difference in DNA content between hepatic carcinoma cells and normal hepatic cells can be identified by the fluorescent spectral characteristics. Harnessing the hyperspectral microscopy, we find that the fluorescent properties of these two kinds of cells are different not only in the intensity but also in the spectral shape. These properties are exploited to train a support vector machine (SVM) model for classifying cells. The results show that the sensitivity and specificity for the identification of 1000 hepatic carcinoma samples are 99.3% and 99.1%, respectively.
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