Acronyms	Description
AAN	Artificial neural networks
ADC	Apparent diffusing coefficient
AI	Artificial intelligence
anti-PSMA	Prostate specific membrane antigen
AUC	Area under the curve
B-mode	Brightness mode
CAD	Computer aided diagnosis
CDSSs	Clinical decision support systems
CEUS	Contrast enhanced ultrasonography
CEUS	Contrast enhanced ultrasonography
CHB-DWI	Computed high-b value diffusion weighted imaging
CNN	Convolutional neural network
CpG	Cytosine and guanine on a genome
CT	Computed Tomography
Dataset-FS	First and strongest enhancement phase
DCE	Dynamic contrast-enhanced
DCE-US	Dynamic contrast-enhanced ultrasound
DCNN	Deep convolutional neural network
DL	Deep learning
DNA	Deoxyribonucleic acid
DT	Decision Tree
DWI	Diffusion weighted imaging
EBRT	External beam radiation therapy
GA-AAN	Genetic algorithm artificial neural network
Hybrid 3D/2D U-Net CNN	The Hybrid 3D/2D U-Net trained on 3D images and then completed object detection and segmentation on 2D images)
KNN	K-nearest neighbor
LASSO	Least absolute shrinkage and selection operator
LWI	Luminal water imaging
ML	Machine learning
MRF	MR fingerprinting
MRI	Magnetic resonance imaging
PCa	Prostate cancer
PI-RADS	Prostate Imaging-Reporting and Data system
PSA	Prostate Specific Antigen
RF	Random forest
RFC	Random forest classifiers
RNA	Ribonucleic acid
RSI	Restriction spectrum imaging
SVM	Support vector machines
SVM-RBF	SVM-Radial basis function kernel
SWE	Shear-wave elastography
TMA	Tissue microarrays
TRUS	Transrectal ultrasound
TZ	Tranzitional zone
XGB	Extreme gradient boosting