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Updated: Jun 20, 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
Lymph node density is a significant predictor of outcome in patients with oral cancer
Ziv Gil1, Diane L Carlson, Jay O Boyle
1Department of Surgery, Memorial Sloan-Kettering Cancer Center, New York, New York, USA. ziv@baseofskull.org
Background:
The impact of lymph node metastases on prognosis in patients with oral cavity squamous cell carcinoma (OSCC) has been well recognized. However, accurate stratification of risk for recurrence among patients with lymph node metastases is difficult based on the existing staging systems. In the current study, the utility of lymph node density (LND) was evaluated as an alternative method for predicting survival.
Methods:
Three hundred eighty-six patients who underwent neck dissection were included. The median follow-up was 67 months. Five-year overall survival (OS), disease-specific survival (DSS), and locoregional failure (LRF) rates were calculated using the Kaplan-Meier method. LND (number of positive lymph nodes/total number of excised lymph nodes) and tumor-node-metastasis (TNM) staging variables were subjected to multivariate analysis.
Results:
Using the median (LND=0.06) as the cutoff point, LND was found to be significantly associated with outcome. For patients with LND
Conclusions:
After surgery for OSCC, pathologic evaluation of the neck using LND was found to reliably stratify the risk of disease recurrence and survival.
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