Deep learning to predict lymph node status on pre-operative staging CT in patients with colon cancer.
Sergei BedrikovetskiJianpeng ZhangWarren SeowLuke TraegerJames W MooreJohan VerjansGustavo CarneiroTarik SammourPublished in: Journal of medical imaging and radiation oncology (2023)
A deep learning model based on a ResNet-50 framework does not predict LN status on preoperative staging CT in patients with colon cancer.
Keyphrases
- lymph node
- deep learning
- image quality
- dual energy
- contrast enhanced
- computed tomography
- neoadjuvant chemotherapy
- sentinel lymph node
- artificial intelligence
- convolutional neural network
- pet ct
- machine learning
- positron emission tomography
- magnetic resonance imaging
- patients undergoing
- squamous cell carcinoma
- magnetic resonance
- early stage
- rectal cancer
- locally advanced