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Updated: May 30, 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
Indication for relumpectomy--a useful scoring system in cases of invasive breast cancer
Ariel Halevy1, Ron Lavy, Itzhak Pappo
1Division of Surgery, Assaf Harofeh Medical Center, Zerifin, Israel. ahalevi@asaf.health.gov.il
Background And Objectives:
In two-thirds of breast cancer patients undergoing reoperation no residual tumor will be found. A scoring system for selection of patients who might benefit from relumpectomy is proposed.
Methods:
This study is based on 293 patients with invasive breast cancer undergoing reoperation due to margins of <2 mm. Eighteen parameters were evaluated by univariate and multivariate stepwise logistic regression.
Results:
Univariate analysis identified nine parameters associated with a residual invasive tumor: surgical margins; lobular histological type; grade 3; multifocality; positive lymph modes; non-fine needle localization (FNL) versus FNL lumpectomy; vascular/lymphatic invasion; age <50 years; and tumor size ≥3 cm. Multivariate stepwise logistic regression study identified six out of nine parameters associated with a higher probability of finding a residual invasive tumor: margins <1 mm, multifocality, tumor size ≥3 cm, positive lymph nodes, age <50 years, and lumpectomy without previous FNL. Odds of these factors were used for scoring.
Conclusions:
For patients with surgical margins <2 mm and a score of <4, the probability of finding a residual invasive tumor is 0%, while the probability of finding a microfocus of <2 mm of invasive carcinoma is 3.2% and of finding residual DCIS is up to 10%.
