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Updated: Jun 10, 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
Modifiable factors that influence colon cancer lymph node sampling and examination
Matias E Valsecchi1, John Leighton, William Tester
1Department of Medicine, Albert Einstein Medical Center, Philadelphia, PA, USA. meval78@yahoo.com
Achieving adequate lymph node sampling in colorectal cancer staging is crucial but often unmet. Surgeon and pathologist experience, along with pathologist assistant involvement, significantly impact the number of nodes reported.
Area of Science:
- Oncology
- Surgical Pathology
Background:
- Colorectal cancer (CRC) is a leading cause of cancer-related death in the US.
- Accurate staging, particularly lymph node assessment, is critical for CRC prognosis and treatment.
- Current guidelines recommend examining at least 12 lymph nodes, a standard frequently not met in practice.
Purpose of the Study:
- To investigate modifiable factors influencing the adequacy of lymph node sampling in colorectal cancer.
- To identify variables associated with achieving the recommended minimum of 12 lymph nodes in pathology reports.
Main Methods:
- Retrospective review of medical charts for 337 patients with stages I-III colorectal cancer.
- Analysis of associations between surgical and pathological variables and the number of lymph nodes reported.
Main Results:
- Only 51% of patients had ≥12 lymph nodes reported, with a mean of 12.7 nodes.
- Multivariate analysis identified colon length, type of surgery, surgeon experience, pathologist experience, and pathologist assistant involvement as significant predictors of adequate lymph node yield.
Conclusions:
- Multiple factors, including surgical and pathological variables, influence lymph node yield in colorectal cancer.
- The experience and roles of surgeons, pathologists, and pathologist assistants are key modifiable factors that can be targeted for educational improvement to enhance lymph node sampling.
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