Related Experiment Video
Updated: May 22, 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
Importance of and adherence to lymph node staging standards in gastrointestinal cancer
Ryan P Merkow1, David J Bentrem
1Department of Surgery and Surgical Outcomes and Quality Improvement Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
Abstract:
In gastrointestinal oncology, one of the most important factors influencing cancer-specific survival is the presence of positive lymph nodes. Although it remains controversial, adequate lymph node examination is required for accurate staging such that patients can receive appropriate adjuvant treatments and for stratification in clinical trials. Nevertheless, wide variation exists in the quality of lymph node examination in the United States, and many centers are not meeting guideline treatment recommendations.

