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. 2026 Jan 19;18(2):303. doi: 10.3390/cancers18020303
1.5 T 1.5 tesla (MRI field strength)
ADASYN Adaptive synthetic sampling
ADC Apparent diffusion coefficient
ADCb0-1000 Apparent diffusion coefficient calculated using b = 0 and b = 1000 s/mm2 (ADC b0–1000)
ADCmean Mean apparent diffusion coefficient
AI Artificial intelligence
AJCC American Joint Committee on Cancer
AJCC-8 AJCC 8th edition staging system
ANCOVA Analysis of covariance
AUC Area under the (ROC) curve
AUC-CSH Area under the curve of the cumulative SUV–volume histogram (AUC-CSH)
AUROC Area under the receiver operating characteristic curve
C-index Concordance index
C3D C3D (3D convolutional neural network architecture)
CAM Class activation mapping
CCRT Concurrent chemoradiotherapy
CE Contrast-enhanced
CE-T1 Contrast-enhanced T1-weighted imaging
CE-T1/T2 Contrast-enhanced T1-weighted imaging/T2-weighted (MRI sequence)
CI Confidence interval
CNN Convolutional neural network
CoLlAGe Co-occurrence of Local Anisotropic Gradient Orientations (radiomic feature family)
ComBat ComBat harmonisation method
CRT Chemoradiotherapy
CT Computed tomography
CT/MRI Computed tomography/magnetic resonance imaging
DFS Disease-free survival
DFS/OS Disease-free survival/overall survival
DL Deep learning
DM Distant metastasis
DW-MRI Diffusion-weighted magnetic resonance imaging
DWI Diffusion-weighted imaging
DWI/ADC Diffusion-weighted imaging/apparent diffusion coefficient
E3311 ECOG-ACRIN E3311 trial (OPSCC de-escalation trial)
ECOG-ACRIN ECOG-ACRIN Cancer Research Group (Eastern Cooperative Oncology Group + ACRIN)
EFS Event-free survival
EIBALL/EORTC EIBALL/EORTC (joint guidance)
ENE Extranodal extension
EPI Echo-planar imaging
FDG (18F-)fluorodeoxyglucose
FDG-PET (18F-)fluorodeoxyglucose positron emission tomography
FDG-PET/CT (18F-)fluorodeoxyglucose PET/CT
FDR False discovery rate
GLCM Grey-level co-occurrence matrix
GLRLM Grey-level run-length matrix
GLRLM/GLSZM/NGTDM Grey-level run-length matrix/grey-level size zone matrix/neighbourhood grey-tone difference matrix
GLSZM Grey-level size zone matrix
Grad-CAM Gradient-weighted class activation mapping
GTV Gross tumour volume
GTV-N Gross tumour volume—nodal
GTV-P Gross tumour volume—primary
GTVn Gross tumour volume—nodal
GTVp Gross tumour volume—primary
H&N Head and neck
HECKTOR Head and neck tumour segmentation and outcome prediction (challenge)
HNSCC Head and neck squamous cell carcinoma
HPV Human papillomavirus
HPV-POSITIVE Human papillomavirus—positive
HR Hazard ratio
IBEX Imaging Biomarker Explorer
IBSI Image Biomarker Standardisation Initiative
IDEAL IDEAL Framework (Idea, Development, Exploration, Assessment, Long-Term Study)
ImageNet ImageNet dataset
IMRT Intensity-modulated radiotherapy
IMRT/CRT Intensity-modulated radiotherapy/Chemoradiotherapy
Inception-V3 Inception v3 (CNN architecture)
KM Kaplan–Meier
LR Local recurrence
LR/RF Logistic regression/random forest
LRC Locoregional control
MATLAB MATLAB (MathWorks numerical computing environment)
MICCAI Medical Image Computing and Computer Assisted Intervention
MITK Medical Imaging Interaction Toolkit
MR Magnetic resonance
MRgRT Magnetic resonance-guided radiotherapy
MRI Magnetic resonance imaging
MRMR Minimum redundancy maximum relevance
MTV Metabolic tumour volume
MTV/TLG Metabolic tumour volume/total lesion glycolysis
NAC Neoadjuvant chemotherapy
NGTDM Neighbourhood grey-tone difference matrix
NPC Nasopharyngeal carcinoma
NPV Negative predictive value
OAR Organ at risk
OPC Oropharyngeal cancer
OPSCC Oropharyngeal squamous cell carcinoma
OPSCC-HPV HPV-associated OPSCC
OS Overall survival
OS/DFS Overall survival/disease-free survival
OS/PFS Overall survival/progression-free survival
PERCIST PET Response Criteria in Solid Tumours
PET Positron emission tomography
PET-CT Positron emission tomography/computed tomography
PET-NECK PET-NECK trial (PET-guided surveillance vs. neck dissection after CRT)
PET/CT Positron emission tomography/computed tomography
PET/DWI Positron emission tomography/diffusion-weighted imaging
PET/MRI Positron emission tomography/magnetic resonance imaging
PET/MRI/CT Positron emission tomography/MRI/CT
PFS Progression-free survival
PFS/DFS Progression-free survival/disease-free survival
PFS/DSS Progression-free survival/disease-specific survival
PFS/DSS/OS Progression-free survival/disease-specific survival/overall survival
PFS/OS Progression-free survival/overall survival
PPV Positive predictive value
QI Quality improvement
QIBA Quantitative Imaging Biomarkers Alliance
R-IDEAL R-IDEAL framework for radiotherapy innovation evaluation
RCT Randomised controlled trial
RFS Recurrence-free survival
ROC Receiver operating characteristic
ROC/AUC Receiver operating characteristic/area under the (ROC) curve
ROI Region of interest
RRS Radiomics risk score
RT Radiotherapy
SCC Squamous cell carcinoma
SD Standard deviation
SMOTE Synthetic Minority Over-Sampling Technique
SPM12 Statistical Parametric Mapping (version 12)
SPSS Statistical Package for the Social Sciences
SULpeak Peak standardised uptake value (lean body mass-normalised)
SUV Standardised uptake value
SUVmax Maximum standardised uptake value
SUVmean Mean standardised uptake value
SUVpeak Peak standardised uptake value
SVM Support vector machine
T1 T1-weighted (MRI sequence)
T1WI T1-weighted imaging
T2 T2-weighted (MRI sequence)
T2WI T2-weighted imaging
TCIA The Cancer Imaging Archive
TLG Total lesion glycolysis
UK United Kingdom
VOI Volume of interest
XGBoost eXtreme Gradient Boosting
ΔADC Change in apparent diffusion coefficient