ArticleCancer research and treatment2017
Can We Skip Intraoperative Evaluation of Sentinel Lymph Nodes? Nomogram Predicting Involvement of Three or More Axillary Lymph Nodes before Breast Cancer Surgery.
Article in Cancer research and treatment, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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16 citing papers in PubMed, 34 citations in OpenAlex.
- Predictive nomogram based on serum tumor markers and clinicopathological features for stratifying lymph node metastasis in breast cancer.BMC cancer · 2022Trial
- Factors Affecting Axillary Lymph Node Involvement Based on Permanent Section Evaluation of the Excised Sentinel Lymph Nodes in Early-Stage Breast Cancer Patients: A Single-Center Retrospective Study.Medicina (Kaunas, Lithuania) · 2026Article
- Prognostic Role of Preoperative Axillary Ultrasound for Lymph Node Metastasis and Recurrence in Early Stage Breast Cancers.Journal of breast cancer · 2025Article
- Intraoperative frozen section analysis can be omitted in early breast cancer without significantly elevating reoperation rates.BMC surgery · 2025Article
- Article
- Predicting three or more metastatic nodes using contrast-enhanced lymphatic US findings in early breast cancer.Insights into imaging · 2024Article
- Nomogram based on multiparametric analysis of early-stage breast cancer: Prediction of high burden metastatic axillary lymph nodes.Thoracic cancer · 2023Article
- A nomogram for predicting three or more axillary lymph node involvement before breast cancer surgery.Scientific reports · 2022Article
- Avoiding unnecessary intraoperative sentinel lymph node frozen section biopsy of patients with early breast cancer.Annals of surgical treatment and research · 2022Article
- Is Routine Intraoperative Frozen Section Analysis of Sentinel Lymph Nodes Necessary in Every Early-Stage Breast Cancer?Breast cancer (Dove Medical Press) · 2022Article
- Prediction of axillary nodal burden in patients with invasive lobular carcinoma using MRI.Breast cancer research and treatment · 2021Article
- Article
- Predicting of Sentinel Lymph Node Status in Breast Cancer Patients with Clinically Negative Nodes: A Validation Study.Cancers · 2021Article
- External validation of a prognostic model based on total tumor load of sentinel lymph node for early breast cancer patients.Breast cancer research and treatment · 2020Article
- Can We Identify or Exclude Extensive Axillary Nodal Involvement in Breast Cancer Patients Preoperatively?Journal of oncology · 2019Review
- Multiparametric MRI-Derived Habitat Radiomics in Subregional Analysis for Predicting Axillary Lymph Node Metastatic Burden in Breast Cancer.Technology in cancer research & treatmentArticle
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Authors and funding
15 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
purposeThe American College of Surgeons Oncology Group Z0011 trial reported that complete dissection of axillary lymph nodes (ALNs) may not be warranted in women with clinical T1-T2 tumors and one or two involved ALNs who were undergoing lumpectomy plus radiation followed by systemic therapy. The present study was conducted to identify preoperative imaging predictors of ≥ 3 ALNs. MATERIALS AND
methodsThe training set consisted of 1,917 patients with clinical T1-T2 and node negative invasive breast cancer. Factors associated with ≥ 3 involved ALNs were evaluated by logistic regression analysis. The validation set consisted of 378 independent patients. The nomogram was applied prospectively to 512 patients who met the Z0011 criteria.
resultsOf the 1,917 patients, 204 (10.6%) had ≥ 3 positive nodes. Multivariate analysis showed that involvement of ≥ 3 nodes was significantly associated with ultrasonographic and chest computed tomography findings of suspicious ALNs (p < 0.001 each). These two imaging criteria, plus patient age, were used to develop a nomogram calculating the probability of involvement of ≥ 3 ALNs. The areas under the receiver operating characteristic curve of the nomogram were 0.852 (95% confidence interval [CI], 0.820 to 0.883) for the training set and 0.896 (95% CI, 0.836 to 0.957) for the validation set. Prospective application of the nomogram showed that 60 of 512 patients (11.7%) had scores above the cut-off. Application of the nomogram reduced operation time and cost, with a very low re-operation rate (1.6%).
conclusionPatients likely to have ≥ 3 positive ALNs could be identified by preoperative imaging. The nomogram was helpful in selective intraoperative examination of sentinel lymph nodes.
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