Rapid and non-invasive screening of high-risk human papillomavirus using Fourier transform infrared spectroscopy and multivariate analysis

被引:12
|
作者
Mo, Huixia [1 ]
Yang, Liu [1 ]
Wu, Guohua [2 ]
Zheng, Xiangxiang [2 ]
Wang, Jing [3 ]
Yin, Longfei [2 ]
Lv, Xiaoyi [4 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Sci, Beijing 100876, Peoples R China
[2] Beijing Univ Posts & Telecommun, Sch Elect Engn, Beijing 100876, Peoples R China
[3] Xinjiang Med Univ, State Key Lab PPTHIDCA, Dept Gynecol, Affiliated Hosp 1, Urumqi 830000, Peoples R China
[4] Xinjiang Univ, Coll Informat Sci & Engn, Urumqi 830046, Peoples R China
来源
OPTIK | 2020年 / 206卷
基金
中国国家自然科学基金;
关键词
HR-HPV; FT-IR spectroscopy; PCA-LDA; Cervical exfoliated cells; Screening; CERVICAL-CANCER; FTIR SPECTROSCOPY; TISSUES; CELLS;
D O I
10.1016/j.ijleo.2020.164292
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Persistent high-risk human papillomavirus (HR-HPV) infection is leading cause for the occurrence of cervical cancer, and timely detection and early treatment of HR-HPV infection can effectively reduce incidence of cervical cancer. In this study, a rapid and non-invasive method for detecting HR-HPV was proposed by using Fourier transform infrared (FT-IR) spectra of cervical exfoliated cells combined with multivariate analysis. A total of 100 spectra were recorded from 50 HR-HPV positive patients and 50 normal subjects. The obvious difference in infrared spectrum between the two groups was mainly shown at 1042 cm(-1) (mucin), 1246 cm(-1) (amide III), 1396 cm(-1) (proteins), 1543 cm(-1) (amide II), 1651 cm(-1) (amide I), 2361 cm(-1) (CO2), 2928 cm(-1) (lipids), and 3294 cm(-1) (amide A). Then, a principal component analysis-linear discriminant analysis (PCA-LDA) diagnostic model was developed and applied on the FT-IR spectra of normal samples as well as HR-HPV positive patients, and satisfactory classification results were obtained. The diagnostic accuracy, specificity, and sensitivity were 98 %, 98 %, and 98 %, respectively. Furthermore, the area under the receiver operating characteristic (ROC) curve (AUC) was 0.997, which could further demonstrate the feasibility of the PCA-LDA model. Therefore, our exploratory work shows that the combination of FT-IR spectroscopy and PCA-LDA model has great potential for HR-HPV screening.
引用
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页数:7
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