“…Disregarding radiomics, MRI analysis struggles to provide valuable prognostic help [28]. Nonetheless, it is worth noting that the use of MRI-determined tumor regression grading (TRG) to predict local relapse at three and six months post-CRT has been associated with an almost 100% negative predictive value for TRG 1/2 scores at three and six months, and almost 100% positive predictive value for TRG 4/5 at six months [29]. Abbreviations: CRT, chemo-radiotherapy; MRI, magnetic resonance imaging; RCS, radiomics; GLCM, grey-level co-occurrence matrix; DFS, disease-free progression; RF, random forest; DWI, diffusion weighted imaging; DCE, dynamic contrast enhanced; ADC, apparent diffusion coefficient; ROC AUC, area under the curve of the receiver-operating characteristic curve; PET-CT, positron emission tomography and computed tomography; SUV, standardized uptake value; MTV, metabolic tumor volume; TLG, total lesion glycolysis; ZMP, Z-normalized MTV and SUV peaks; HPV, human papilloma virus; PFS, progression-free survival; NGLDM, neighborhood grey-level different matrix.…”