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. 2024 Jan 29;14:1324222. doi: 10.3389/fonc.2024.1324222
ERCP endoscopic retrograde cholangiopancreatography
CE-CT contrast-enhanced computed tomography
MRI magnetic resonance imaging
T1WI T1-weighted imaging
T2WI T2-weighted imaging
DWI diffusion-weighted imaging
CEUS contrast-enhanced ultrasonography
ADC apparent diffusion coefficient
VEGF vascular endothelial growth factor
MVD microvessel density
AP arterial phase
PVP portal venous phase
18F-FDG PET/CT 18F-fluorodeoxyglucose positron emission tomography/computed tomography
CA 19-9 carbohydrate antigen 19-9
NLR neutrophil-to-lymphocyte ratio
SBRT stereotactic body radiotherapy
qRT-PCR quantitative real-time PCR
DL deep learning
LASSO least absolute shrinkage and selection operator
RF random forest
SVM support vector machine
ANN artificial neural network
MFF multilayer feature fusion module
SRB stationary residual block
CRAM convolutional block attention module
LR logistic regression
SGD stochastic gradient descent
NN neural network
t-SNE t-distributed stochastic neighbor embedding
ADB AdaBoost
SGB stochastic gradient boosting
KNN K-nearest neighbors
CNN convolutional neural network
MLP multilayer perception
DT decision tree
LSTM long short-term model
GRUs gated recurrent units
SNN shared nearest neighbor
UMAP uniform manifold approximation and projection
XGBoost extreme gradient boosting
mRMR maximum relevance minimum redundancy
GBM gradient boosting machine
CART classification and regression tree
LDA linear discriminant analysis
QDA quadratic discriminant analysis
PCA principal component analysis
SVD singular value decomposition
RNN recurrent neural network
JMI joint mutual information
SKB select K best-using analysis of variance
PCR principal components regression
BGLM Bayesian estimation in generalized linear model
ICC intrahepatic cholangiocarcinoma
ECC extrahepatic cholangiocarcinoma
HCC hepatocellular carcinoma
PHC perihilar cholangiocarcinoma
cHCC-CCA combined hepatocellular cholangiocarcinoma
AURPC area under the receiver operating characteristics curve
AUC area under the curve
NPV negative predictive value
PPV positive predictive value.