Raman Spectroscopy and Cystic Fibrosis Disease: An Alternative Potential Tool for Cystic Fibrosis Transmembrane Conductance Regulator (CFTR) Modulator Response Differentiation-A Pilot Study Based on Serum Samples.
Giuseppe AcriBarbara TestagrossaMaria Cristina LucantoSimona CristadoroSalvatore PellegrinoElisa RuelloStefano CostaPublished in: Molecules (Basel, Switzerland) (2024)
Cystic fibrosis (CF) is a genetic disorder that alters chloride transport in mucous membranes. Recent studies have demonstrated that treatment with modulators of the chloride channel reduces inflammatory markers, restoring, among others, the imbalance of lipids. In this study, we analyzed the serum samples of treated and non-treated patients with modulators with Raman spectroscopy. Nineteen (eight treated an eleven non-treated) patients were considered. The main difference between the two groups appeared in the 3020-2800 cm -1 range. A Voigt deconvolution fit was performed, and nine sub-bands were identified. To distinguish between treated and non-treated patients, the area ratio between the CH 3 and CH 2 vibration modes was calculated for each patient. The results were validated using statistical analyses. In particular, receiver operating characteristic (ROC) curves and Youden index (Y) were calculated (Area Under Curve (AUC): 0.977; Y: 3.30). An ROC curve represents the performance of the classification, illustrating the diagnostic ability of Raman spectroscopy. It was demonstrated that Raman spectroscopy is able to highlight peculiar differences between elexacaftor/tezacaftor/ivacaftor (ETI)-treated and non-treated patients, in relation with lipids biomarkers.
Keyphrases
- raman spectroscopy
- cystic fibrosis
- newly diagnosed
- end stage renal disease
- chronic kidney disease
- pseudomonas aeruginosa
- ejection fraction
- peritoneal dialysis
- prognostic factors
- small molecule
- lung function
- machine learning
- patient reported outcomes
- case report
- genome wide
- chronic obstructive pulmonary disease
- air pollution