ArticleAnnals of surgical oncology2021
Optimal Lymph Node Staging System in Evaluating Prognosis of Gallbladder Carcinoma: A Multi-institutional Study.
Article in Annals of surgical oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Optimizing gastric cancer treatment: the role of LODDs in lymph node staging.Frontiers in oncology · 2026Article
- Comparable impact of lymph node metastases in T2 gallbladder cancer on postoperative prognosis irrespective of the extent of the metastases: A retrospective analysis.Journal of hepato-biliary-pancreatic sciences · 2025Article
- Assessment of nodal staging and risk factors for nodal involvement in gallbladder cancer.BJS open · 2025Article
- Advantage of Log Odds of Metastatic Lymph Nodes After Curative-Intent Resection of Gallbladder Cancer.Annals of surgical oncology · 2025Article
- Risk factors and survival prediction model establishment for prognosis in patients with radical resection of gallbladder cancer.World journal of gastrointestinal surgery · 2024Article
- Lymph node involvement is associated with overall survival for elderly patients with non-metastatic gallbladder adenocarcinoma.Frontiers in surgery · 2024Article
- Fatty Acid Binding Protein 1 is an Independent Prognostic Biomarker for Gallbladder Cancer with Direct Hepatic Invasion.International journal of medical sciences · 2024Article
- Metastatic lymph node ratio as an important prognostic factor in advanced gallbladder carcinoma with at least 6 lymph nodes retrieved.Langenbeck's archives of surgery · 2023Article
- Article
- Standardized lymph node dissection for gallbladder cancer under laparoscopy: en-bloc resection technique.Langenbeck's archives of surgery · 2023Article
- Prognostic value of LODDS in medullary thyroid carcinoma based on competing risk model and propensity score matching analysis.Updates in surgery · 2022Article
- Progress in gallbladder cancer with lymph node metastasis.Frontiers in oncology · 2022Review
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15 authors.
Funding
Abstract
backgroundLymph node (LN) involvement is a critical prognostic factor in patients with gallbladder carcinoma (GBC). Controversy exists regarding optimal categorization of nodal metastasis status, including anatomical location of positive nodes (AJCC 7th N staging), number of metastatic lymph nodes (NMLN), log odds of metastatic LNs (LODDS), and lymph node ratio (LNR).
methodsPatients who underwent curative-intent resection for GBC from six Chinese tertiary hospitals between 2008 and 2013 were analyzed retrospectively. The relative discriminative abilities of the different LN staging systems were assessed by different models including the tree-augmented naïve Bayesian (TAN) model, Cox proportional hazards regression model, and binary logistic regression model.
resultsA total of 226 patients were involved in this cohort. Based on the TAN model and composite importance measures, the most important factor affecting the prognosis in the different LN staging systems was NMLN. Among the four TAN models which were built with 4 metastatic LN markers and baseline variables, the accuracy of the NMLN-based prognostic model was 88.15%, higher than 7th N staging (86.44%), LNR (87.34%), and LODDS (85.19%). The Cox model based on NMLN (C-index: 0.763, AIC: 1371.62) had a higher fitness than the others (7th N staging C-index: 0.756, AIC: 1375.51; LNR C-index: 0.759, AIC: 1378.82; LODDS C-index 0.748, AIC: 1390.99). The AUCs of different staging binary logistic regression models were NMLN (0.872), LNR (0.872), 7th N staging (0.869) and LODDS (0.856), respectively.
conclusionsNMLN was the optimal LN staging system in evaluating prognosis of GBC.
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