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Discovery of metabolomic biomarkers for discriminating platinum-sensitive and platinum-resistant ovarian cancer by using GC-MS
- Source :
- European Journal of Mass Spectrometry. 27:235-248
- Publication Year :
- 2021
- Publisher :
- SAGE Publications, 2021.
-
Abstract
- This study aims to determine ovarian cancer (OC) patients with platinum resistance for alternative treatment protocols by using metabolomic methodologies. Urine and serum samples of platinum-resistant and platinum-sensitive OC were analyzed using GC-MS. After data processing of GC-MS raw data, multivariate analyses were performed to interpret complex data for biologically meaningful information and to identify the biomarkers that cause differences between two groups. The biomarkers were verified after univariate, multivariate, and ROC analysis. Finally, metabolomic pathways related to group separations were specified. The results of biomarker analysis showed that 3,4-dihydroxyphenylacetic acid, 4-hydroxybutyric acid, L-threonine, D- mannose, and sorbitol metabolites were potential biomarkers in urine samples. In serum samples, L-arginine, linoleic acid, L-glutamine, and hypoxanthine were identified as important biomarkers. R2Y, Q2, AUC, sensitivity and specificity values of platinum-resistant and sensitive OC patients’ urine and serum samples were 0.85, 0.545, 0.844, 91.30%, 81.08 and 0.570, 0.206, 0.743, 77.78%, 74.28%, respectively. In metabolic pathway analysis of urine samples, tyrosine metabolism and fructose and mannose metabolism were found to be statistically significant (p
- Subjects :
- Ovarian Neoplasms
Fumaric acid
Linoleic acid
Mannose
Fructose
General Medicine
Urine
Metabolism
Gas Chromatography-Mass Spectrometry
Atomic and Molecular Physics, and Optics
chemistry.chemical_compound
Metabolic pathway
Metabolomics
chemistry
Biochemistry
Metabolome
Humans
Biomarkers
Spectroscopy
Platinum
Subjects
Details
- ISSN :
- 17516838 and 14690667
- Volume :
- 27
- Database :
- OpenAIRE
- Journal :
- European Journal of Mass Spectrometry
- Accession number :
- edsair.doi.dedup.....3618500eed4e082cbb4b0b6771d9a3fd
- Full Text :
- https://doi.org/10.1177/14690667211057996