Updated: Jul 16, 2026

Comparison of Predictive Performance of Three Lymph Node Staging Systems in Colorectal Signet Ring Cell Carcinoma Based on Machine Learning Model
Published on: April 18, 2025
Johannes Zenk1, Alessandro Bozzato, Joachim Hornung
1Department of Otorhinolaryngology, Head and Neck Surgery, University of Erlangen-Nuremberg, Erlangen, Germany. johannes.zenk@hno.imed.uni-erlangen.de
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Computer-assisted analysis of contrast-enhanced ultrasound shows malignant lymph nodes are round with peripheral perfusion. However, contrast kinetics did not improve malignancy prediction, highlighting challenges in differentiating cancerous from inflammatory lymph nodes.
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