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Classification and identification of human colon cancer cell line in terahertz domain using t-SNE

机译:用T-SNE在太赫兹域中的人结肠癌细胞分类和鉴定

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Terahertz time-domain spectroscopy (THz-TDS) has been applied to medical applications as THz waves are sensitive to biomolecules. In this paper, terahertz time-domain attenuated total reflection spectroscopy (THz-ATR) was used to identify human colon cancer cell line. The refractive indices of cancerous and normal cell lines with six different concentrations were analyzed in the frequency domain from 0.1-1.2THz. t-Distributed Stochastic Neighbor Embedding (t-SNE) and Principal Components Analysis (PCA) methods were adopted to extract the key features from the THz spectrum. Experimental results showed that the features extracted by t-SNE had better recognition accuracy owing to enhanced clustering efficacy. This work may be helpful for detecting human colon cancer cells by using terahertz techniques.
机译:Terahertz时域光谱(THz-TDS)已应用于医疗应用,因为波浪对生物分子敏感。在本文中,用于鉴定人结肠癌细胞系的Terahertz时域衰减的总反射光谱(THz-ATR)。从0.1-1.2THz分析频域中癌癌和正常细胞系具有六种不同浓度的折射率。采用T分布式随机邻居嵌入(T-SNE)和主成分分析(PCA)方法来提取来自THz频谱的关键特征。实验结果表明,由于增强的聚类功效,T-SNE提取的特征具有更好的识别准确性。通过使用太赫兹技术,该作品可能有助于检测人结肠癌细胞。

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