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Updated: Jul 18, 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
Túlio Pereira1, Rejane Aparecida Bueno Torres, Ana Margarida M F Nogueira
1Departamento de Anatomia Patológica e Medicina Legal, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, MG.
Colorectal carcinoma frequently involves peritumoral lymph nodes, but non-peritumoral lymph node metastasis occurs in 15.7% of cases, impacting tumor staging and prognosis. The number of metastatic lymph nodes correlates with tumor behavior markers.
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