Investigation of sweat VOC profiles in assessment of cancer biomarkers using HS-GC-MS

被引:40
|
作者
Monedeiro, Fernanda [1 ]
dos Reis, Rodolfo Borges [2 ]
Peria, Fernanda Maris [3 ]
Gomes Sares, Claudia Tarcila [2 ]
De Martinis, Bruno Spinosa [1 ]
机构
[1] Univ Sao Paulo, Fac Philosophy Sci & Letters Ribeirao Preto, Dept Chem, BR-14040901 Ribeirao Preto, Brazil
[2] Univ Sao Paulo, Ribeirao Preto Med Sch, Dept Surg, Div Urol, BR-14049900 Ribeirao Preto, Brazil
[3] Univ Sao Paulo, Ribeirao Preto Med Sch, Div Clin Oncol, BR-14049900 Ribeirao Preto, Brazil
基金
巴西圣保罗研究基金会;
关键词
VOCs; HS-GC-MS; sweat; cancer; biomarkers; VOLATILE ORGANIC-COMPOUNDS; LUNG-CANCER; EXHALED BREATH; METABOLITES; BIOSYNTHESIS; DISEASE; AIR;
D O I
10.1088/1752-7163/ab5b3c
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Volatile organic compounds (VOCs) have been studied in biological samples in order to be related to the presence of diseases. Sweat can represent substances existing in blood, has less complex composition (compared with other biological matrices) and can be obtained in a non-invasive way. In this work, sweat patches were collected from healthy controls and volunteers with cancer. Static Headspace was used for VOCs extraction, analysis was performed by gas chromatography coupled with mass spectrometry. Principal Components Analysis was used to investigate data distribution. Random Forest was employed to develop classificatory models. Controls and positive cases could be distinguished with maximum sensitivity and specificity (100% of accuracy) in a model based on the incidence of 2-ethyl-1-hexanol, hexanal and octanal. Discrimination between controls, primary tumors and metastasis was achieved using a panel with 11 VOCs. Balanced accuracy of more than 70% was obtained for the classification of a neoplasm site. Total n-aldehydes presented to be strongly correlated with staging of adenocarcinomas, while phenol and 2,6-dimethyl-7-octen-2-ol were correlated with Gleason score. These findings corroborate with the development of accessible screening tools based on VOC analysis and highlight sweat as a promising matrix to be studied in a clinical context for cancer diagnosis.
引用
收藏
页数:12
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