Terahertz spectral unmixing based method for identifying gastric cancer

被引:33
作者
Cao, Yuqi [1 ]
Huang, Pingjie [1 ]
Li, Xian [1 ]
Ge, Weiting [2 ]
Hou, Dibo [1 ]
Zhang, Guangxin [1 ]
机构
[1] Zhejiang Univ, Coll Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou, Zhejiang, Peoples R China
[2] Zhejiang Univ, Key Lab Mol Biol Med Sci, Key Lab Canc Prevent & Intervent,Sch Med, Canc Inst,China Natl Minist Educ,Affiliated Hosp, Hangzhou, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
terahertz time-domain spectroscopy; spectral unmixing; modified HMFA method; gastric cancer; pathological mechanism; NONNEGATIVE MATRIX FACTORIZATION; COMPONENT SPECTRA; SPECTROSCOPY; TECHNOLOGY; TISSUES; BRAIN;
D O I
10.1088/1361-6560/aa9e1a
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
At present, many researchers are exploring biological tissue inspection using terahertz time-domain spectroscopy (THz-TDS) techniques. In this study, based on a modified hard modeling factor analysis method, terahertz spectral unmixing was applied to investigate the relationships between the absorption spectra in THz-TDS and certain biomarkers of gastric cancer in order to systematically identify gastric cancer. A probability distribution and box plot were used to extract the distinctive peaks that indicate carcinogenesis, and the corresponding weight distributions were used to discriminate the tissue types. The results of this work indicate that terahertz techniques have the potential to detect different levels of cancer, including benign tumors and polyps.
引用
收藏
页数:10
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