FTIR Spectroscopic Imaging Supports Urine Cytology for Classification of Low- and High-Grade Bladder Carcinoma.
Monika KujdowiczBrygida MechKarolina ChrabaszczPiotr ChlostaKrzysztof OkonKamilla MalekPublished in: Cancers (2021)
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.
Keyphrases
- high grade
- low grade
- induced apoptosis
- single cell
- end stage renal disease
- fine needle aspiration
- cell cycle arrest
- high resolution
- machine learning
- spinal cord injury
- chronic kidney disease
- newly diagnosed
- ejection fraction
- systematic review
- case report
- peritoneal dialysis
- molecular docking
- randomized controlled trial
- signaling pathway
- magnetic resonance imaging
- oxidative stress
- cell death
- mass spectrometry
- cell therapy
- deep learning
- mesenchymal stem cells
- amino acid
- small molecule
- prognostic factors
- cell proliferation
- density functional theory
- protein protein
- structural basis
- patient reported outcomes
- binding protein
- ultrasound guided
- aqueous solution