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Updated: May 21, 2026

Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
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Nomogram for predicting positive resection margins after breast-conserving surgery.

Hee-Chul Shin1, Wonshik Han, Hyeong-Gon Moon

  • 1Department of Surgery, Chung-Ang University College of Medicine, 224-1, Heukseok-dong, Dongjak-gu, Seoul 156-755, Korea.

Breast Cancer Research and Treatment
|June 14, 2012
PubMed
Summary

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A new nomogram accurately predicts positive resection margins in breast-conserving surgery (BCS). This tool helps surgeons personalize surgical plans, reducing unnecessary re-excisions and improving patient outcomes.

Area of Science:

  • Oncology
  • Surgical Oncology
  • Radiology

Background:

  • Positive resection margins after breast-conserving surgery (BCS) are a primary risk factor for tumor recurrence.
  • Re-excision often leads to suboptimal outcomes, including wider excisions, mastectomies, poor cosmetic results, increased costs, and patient anxiety.

Purpose of the Study:

  • To develop and validate a predictive nomogram for positive resection margins following BCS.
  • To assist surgeons in creating individualized surgical plans for breast cancer patients undergoing BCS.

Main Methods:

  • A nomogram was developed using data from 1,034 breast cancer patients who underwent BCS.
  • Multivariate logistic regression identified predictors of positive margins.
  • The nomogram was validated on an independent cohort of 563 patients.

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Main Results:

  • Key predictors identified: microcalcifications, grade 4 mammographic density, tumor size discrepancy (>0.5 cm) between MRI and US, ductal carcinoma in situ (DCIS) on biopsy, and lobular component on biopsy.
  • The nomogram demonstrated strong predictive performance with AUCs of 0.823 (development cohort) and 0.846 (validation cohort).

Conclusions:

  • The developed nomogram effectively predicts positive resection margins before surgery.
  • This tool can guide surgeons in planning BCS, potentially minimizing re-operations and improving cosmetic outcomes.