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.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China
Zhengzhou Univ, Genet & Prenatal Diag Ctr, Affiliated Hosp 1, Zhengzhou 450052, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Zhu, X.
Chen, M.
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Guangzhou Med Univ, Affiliated Hosp 3, Dept Fetal Med & Prenatal Diag, Guangzhou, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chen, M.
Wang, H.
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Jinan Univ, Shenzhen Baoan Womens & Childrens Hosp, Dept Cent Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Wang, H.
Guo, Y.
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Zhengzhou Univ, Genet & Prenatal Diag Ctr, Affiliated Hosp 1, Zhengzhou 450052, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Guo, Y.
Chau, M. H. K.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chau, M. H. K.
Yan, H.
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Guangzhou Med Univ, Affiliated Hosp 3, Dept Fetal Med & Prenatal Diag, Guangzhou, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Yan, H.
Cao, Y.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Baylor Coll Med Joint Ctr Med Genet, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Cao, Y.
Kwok, Y. K. Y.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Kwok, Y. K. Y.
Chen, J.
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Guangzhou Med Univ, Affiliated Hosp 3, Dept Fetal Med & Prenatal Diag, Guangzhou, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chen, J.
Hui, A. S. Y.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Hui, A. S. Y.
Zhang, R.
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Jinan Univ, Shenzhen Baoan Womens & Childrens Hosp, Dept Cent Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Zhang, R.
Meng, Z.
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Jinan Univ, Shenzhen Baoan Womens & Childrens Hosp, Dept Cent Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Meng, Z.
Zhu, Y.
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Jinan Univ, Shenzhen Baoan Womens & Childrens Hosp, Dept Cent Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Zhu, Y.
Leung, T. Y.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China
Chinese Univ Hong Kong, Baylor Coll Med Joint Ctr Med Genet, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Leung, T. Y.
Xiong, L.
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Jinan Univ, Shenzhen Baoan Womens & Childrens Hosp, Dept Cent Lab, Guangzhou, Guangdong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Xiong, L.
Kong, X.
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Zhengzhou Univ, Genet & Prenatal Diag Ctr, Affiliated Hosp 1, Zhengzhou 450052, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Kong, X.
Choy, K. W.
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Chinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R China
Chinese Univ Hong Kong, Baylor Coll Med Joint Ctr Med Genet, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Dept Obstet & Gynaecol, Hong Kong, Peoples R China
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
China Univ Geosci, Chinese Minist Educ, Key Lab Biogeol & Environm Geol, Wuhan 430074, Peoples R China
China Univ Geosci, Sch Environm Studies, Wuhan 430074, Peoples R China
China Univ Geosci, Sino Hungarian Joint Lab Environm Sci & Hlth, Wuhan 430074, Peoples R ChinaItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Chen, Huilun
Ferrari, Carlo
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Ferrari, Carlo
Angiuli, Marco
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Angiuli, Marco
Yao, Jun
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China Univ Geosci, Chinese Minist Educ, Key Lab Biogeol & Environm Geol, Wuhan 430074, Peoples R China
China Univ Geosci, Sch Environm Studies, Wuhan 430074, Peoples R China
China Univ Geosci, Sino Hungarian Joint Lab Environm Sci & Hlth, Wuhan 430074, Peoples R ChinaItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Yao, Jun
Raspi, Costantino
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CGS saas, Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
Raspi, Costantino
Bramanti, Emilia
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Italian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, ItalyItalian Natl Res Council Ist & Proc Chim Fis, Lab Instrumental Analyt Chem, I-56124 Pisa, Italy
机构:
Univ Hawaii Manoa, Dept Mol Biosci & Bioengn, Honolulu, HI 96822 USAUniv Hawaii Manoa, Dept Human Nutr Food & Anim Sci, Honolulu, HI 96822 USA
Wang, Jun
Kliks, Michael M.
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CTS Fdn, Honolulu, HI 96822 USAUniv Hawaii Manoa, Dept Human Nutr Food & Anim Sci, Honolulu, HI 96822 USA
Kliks, Michael M.
Jun, Soojin
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Univ Hawaii Manoa, Dept Human Nutr Food & Anim Sci, Honolulu, HI 96822 USAUniv Hawaii Manoa, Dept Human Nutr Food & Anim Sci, Honolulu, HI 96822 USA
Jun, Soojin
Jackson, Mel
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Hawaii Agr Res Ctr, Prod Dev & Serv, Kunia, HI 96759 USAUniv Hawaii Manoa, Dept Human Nutr Food & Anim Sci, Honolulu, HI 96822 USA
Jackson, Mel
Li, Qing X.
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Univ Hawaii Manoa, Dept Mol Biosci & Bioengn, Honolulu, HI 96822 USAUniv Hawaii Manoa, Dept Human Nutr Food & Anim Sci, Honolulu, HI 96822 USA