Most cited article - PubMed ID 30270368
Diagnosis of pancreatic cancer via1H NMR metabolomics of human plasma
Nuclear magnetic resonance (NMR) metabolomics was used for identification of metabolic changes in pancreatic cancer (PC) blood plasma samples when compared to healthy controls or diabetes mellitus patients. An increased number of PC samples enabled a subdivision of the group according to individual PC stages and the construction of predictive models for finer classification of at-risk individuals recruited from patients with recently diagnosed diabetes mellitus. High-performance values of orthogonal partial least squares (OPLS) discriminant analysis were found for discrimination between individual PC stages and both control groups. The discrimination between early and metastatic stages was achieved with only 71.5% accuracy. A predictive model based on discriminant analyses between individual PC stages and the diabetes mellitus group identified 12 individuals out of 59 as at-risk of development of pathological changes in the pancreas, and four of them were classified as at moderate risk.
- Keywords
- NMR metabolomics, diabetes mellitus, pancreatic cancer, prediction of pathologic changes,
- MeSH
- Diabetes Mellitus * MeSH
- Discriminant Analysis MeSH
- Humans MeSH
- Magnetic Resonance Spectroscopy MeSH
- Metabolomics * MeSH
- Pancreatic Neoplasms MeSH
- Pancreas MeSH
- Check Tag
- Humans MeSH
- Publication type
- Journal Article MeSH
- Research Support, Non-U.S. Gov't MeSH