Fully Automated Identification of Lymph Node Metastases and Lymphovascular Invasion in Endometrial Cancer From Multi-Parametric MRI by Deep Learning.
Journal:
Journal of magnetic resonance imaging : JMRI
PMID:
38471960
Abstract
BACKGROUND: Early and accurate identification of lymphatic node metastasis (LNM) and lymphatic vascular space invasion (LVSI) for endometrial cancer (EC) patients is important for treatment design, but difficult on multi-parametric MRI (mpMRI) images.
Authors
Keywords
Adult
Aged
Deep Learning
Diffusion Magnetic Resonance Imaging
Endometrial Neoplasms
Female
Humans
Image Interpretation, Computer-Assisted
Image Processing, Computer-Assisted
Lymph Nodes
Lymphatic Metastasis
Magnetic Resonance Imaging
Middle Aged
Multiparametric Magnetic Resonance Imaging
Neoplasm Invasiveness
Retrospective Studies
ROC Curve