Cancers · 2021 · 12 citations · 14 references
MedicineOncologyPathologyCytopathologyHistopathologySpectroscopyBladder CancerInfrared SpectroscopyTumor CharacterizationUrinary CytologyUrologic Cancer DiagnosisUrothelial CarcinomaBladder Cancer CytologyBladder Cancer DiagnosisBladder Tumor ClassificationCluster AnalysisFourier TransformHierarchical Cluster AnalysisPartial Least Squares Discriminant AnalysisUrothelial Carcinoma Cytology
Bladder urothelial carcinoma (BC) is a common, recurrent, life-threatening, and unpredictable disease which is difficult to diagnose. These features make it one of the costliest malignancies. Although many possible diagnostic methods are available, molecular heterogeneity and difficulties in cytological or histological examination induce an urgent need to improve diagnostic techniques. Herein, we applied Fourier transform infrared spectroscopy in imaging mode (FTIR) to investigate patients' cytology samples assigned to normal (N), low-grade (LG) and high-grade (HG) BC. With unsupervised hierarchical cluster analysis (UHCA) and hematoxylin-eosin (HE) staining, we observed a correlation between N cell types and morphology. High-glycogen superficial (umbrella) and low-glycogen piriform urothelial cells, both with normal morphology, were observed. Based on the spectra derived from UHCA, principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were performed, indicating a variation of protein content between the patient groups. Moreover, BC spectral cytology identified a low number of high-glycogen cells for which a shift of the carbohydrate/phosphate bands was also observed. Despite high cellular heterogeneity, PLS-DA was able to classify the spectra obtained. The voided urine FTIR cytology is one of the options that might be helpful in BC diagnosis, as high sensitivity and specificity up to 97% were determined.
14
Using Fourier transform IR spectroscopy to analyze biological materials
Matthew J. Baker, Júlio Trevisan, Paul Bassan et al. · Nature Protocols · 2014 · 1.9K citations · Full text