title: The classification of benign and malignant human prostate tissue by multivariate analysis of 1H magnetic resonance spectra.
abstract: 1H magnetic resonance spectroscopy studies (360 MHz) were performed on specimens of benign (n = 66) and malignant (n = 21) human prostate tissue from 50 patients, and the spectral data were subjected to multivariate analysis, specifically linear-discriminant analysis. On the basis of histopathological assessments, an overall classification accuracy of 96.6% was achieved, with a sensitivity of 100% and a specificity of 95.5% in classifying benign prostatic hyperplasia from prostatic cancer. Resonances due to citrate, glutamate, and taurine were among the six spectral subregions identified by our algorithm as having diagnostic potential. Significantly higher levels of citrate were observed in glandular than in stromal benign prostatic hyperplasia (P < 0.05). This method shows excellent promise for the possibility of in vivo assessment of prostate tissue by magnetic resonance.
authors.affiliation: Institute for Biodiagnostics, National Research Council, Winnipeg, Manitoba, Canada.
authors.forename: P
authors.initials: P
authors.lastname: Hahn
authors.forename: I C
authors.initials: IC
authors.lastname: Smith
authors.forename: L
authors.initials: L
authors.lastname: Leboldus
authors.forename: C
authors.initials: C
authors.lastname: Littman
authors.forename: R L
authors.initials: RL
authors.lastname: Somorjai
authors.forename: T
authors.initials: T
authors.lastname: Bezabeh
mesh_terms: D016002:Discriminant Analysis; D006801:Humans; D009682:Magnetic Resonance Spectroscopy; D008297:Male; D011470:Prostatic Hyperplasia / Q000145:classification / Q000473:pathology; D011471:Prostatic Neoplasms / Q000737:chemistry* / Q000145:classification / Q000473:pathology; D012680:Sensitivity and Specificity