Raman spectroscopy and Raman optical activity of blood plasma for differential diagnosis of gastrointestinal cancers

被引:7
作者
Kralova, Katerina [1 ]
Vrtelka, Ondrej [1 ]
Fouskova, Marketa [1 ]
Hribek, Petr [2 ,3 ,4 ]
Bunganic, Bohus [2 ,3 ]
Miskovicova, Michaela [5 ,6 ]
Urbanek, Petr [2 ,3 ]
Zavoral, Miroslav [2 ,3 ]
Petruzelka, Lubos [5 ,6 ]
Habartova, Lucie [1 ]
Setnicka, Vladimir [1 ]
机构
[1] Univ Chem & Technol Prague, Fac Chem Engn, Dept Analyt Chem, Tech 5, Prague 6, Czech Republic
[2] Charles Univ Prague, Mil Univ Hosp Prague, Fac Med 1, Dept Med, U Vojenske Nemocnice 1200, Prague 6, Czech Republic
[3] Mil Univ Hosp Prague, U Vojenske Nemocnice 1200, Prague 6, Czech Republic
[4] Univ Def, Fac Mil Hlth Sci Hradec Kralove, Dept Internal Med, Trebesska 1575, Hradec Kralove 50001, Czech Republic
[5] Charles Univ Prague, Fac Med 1, Dept Oncol, U Nemocnice 2, Prague 2, Czech Republic
[6] Gen Univ Hosp Prague, U Nemocnice 2, Prague 2, Czech Republic
关键词
Blood plasma; Colorectal cancer; Pancreatic cancer; Hepatocellular carcinoma; Raman optical activity; Raman spectroscopy; COLORECTAL-CANCER; PANCREATIC-CANCER; OXIDATIVE STRESS; HEPATOCELLULAR-CARCINOMA; CHIROPTICAL SPECTROSCOPY; DIABETES-MELLITUS; AMINO-ACIDS; CAROTENOIDS; SPECTRA; SURVEILLANCE;
D O I
10.1016/j.saa.2023.123430
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
Improving the early diagnosis of gastrointestinal cancers is a crucial step in reducing their mortality. Given the non-specificity of the initial symptoms, the ability of any diagnostic method to differentiate between various types of gastrointestinal cancers also needs to be addressed. To detect disease-specific alterations in biomolecular structure and composition of the blood plasma, we have implemented an approach combining Raman spectroscopy and its conformation-sensitive polarized version, Raman optical activity, to analyze blood plasma samples of patients suffering from three different types of gastrointestinal cancer - hepatocellular, colorectal and pancreatic. First, we aimed to discriminate any type of gastrointestinal cancer from healthy control individuals; in the next step, the focus was on differentiating among the three cancer types studied. The more straightforward of the two statistical approaches tested, the combination of linear discriminant analysis and principal component Spectrochimica Spectroscopy (2024) analysis applied to the entire spectral dataset, allowed the discrimination of cancer and control samples with 87% accuracy. The three gastrointestinal cancers were classified with an overall accuracy of 76%. The second method, the linear discriminant analysis applied to a selection of spectral bands, yielded even higher values. Cancer and control samples were distinguished with 89% accuracy and hepatocellular, colorectal and pancreatic cancer with an overall accuracy of 87%. The results obtained in our study suggest that the proposed approach may become a disease-specific diagnostic tool in daily clinical practice.
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页数:9
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