ArticleJournal of cancer research and clinical oncology2023
Exploring the most appropriate lymph node staging system for node-positive breast cancer patients and constructing corresponding survival nomograms.
Article in Journal of cancer research and clinical oncology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- The clinical relevance of LODDS for post-mastectomy radiotherapy in T1-2N1M0 breast cancer: a real-world propensity score-weighted analysis using the SEER database.Gland surgery · 2026Article
- Association between log odds of positive lymph nodes and survival in surgically treated cervical cancer patients: a SEER database-based cohort study.World journal of surgical oncology · 2026Article
- Article
- Clinicopathological characteristics and survival analysis of different molecular subtypes of breast invasive ductal carcinoma achieving pathological complete response through neoadjuvant chemotherapy.World journal of surgical oncology · 2024Article
- Application and subgroup analysis of competing risks model based on different lymph node staging systems in differentiated thyroid cancer.Updates in surgery · 2024Article
- Comparison of the predictive performance of three lymph node staging systems for late-onset gastric cancer patients after surgery.Frontiers in surgery · 2024Article
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7 authors.
Funding
Abstract
backgroundThe lymph node (LN) status is a crucial prognostic factor for breast cancer (BC) patients. Our study aimed to compare the predictive capabilities of three different LN staging systems in node-positive BC patients and develop nomograms to predict overall survival (OS).
methodsWe enrolled 71,213 eligible patients from the SEER database, and 667 cases from our hospital were used for external validation. All patients were divided into two groups based on the number of removed lymph nodes (RLNs). The prognostic abilities of pN stage, positive LN ratio (LNR), and log odds of positive LN (LODDS) were compared using the C-indexes and AUC values. LASSO regression was performed to identify significant factors associated with prognosis and develop corresponding nomogram models.
resultsOur study found that LNR had superior predictive performance compared to pN and LODDS among patients with RLNs < 10, while pN performed better in patients with RLNs ≥ 10. In the training set, the nomogram models exhibited excellent clinical applicability, as evidenced by the C-indexes, ROC curves, calibration plots, and decision curve analysis curves. Moreover, the nomogram classification accurately differentiated risk subgroups and improved discrimination. These results were externally validated in the validation cohort.
conclusionPhysicians should select different LN staging systems based on the number of RLNs. Our novel nomograms demonstrated excellent performance in both internal and external validations, which may assist in patient counseling and guide treatment decision-making.
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