ArticleSurgery today2021
Superiority of log odds of positive lymph nodes (LODDS) for prognostic prediction after gastric cancer surgery: a multi-institutional analysis of 7620 patients in China.
Article in Surgery today, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 2 of them syntheses that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
25 citing papers in PubMed, 2 syntheses or guidelines pooled it, 53 citations in OpenAlex.
- Log odds of positive lymph nodes as a novel prognostic predictor for gastric cancer: a systematic review and meta-analysis.BMC cancer · 2023Pooled it
- Role of radiomics in predicting lymph node metastasis in gastric cancer: a systematic review.Frontiers in medicine · 2023Pooled it
- Number of positive lymph nodes combined with the logarithmic ratio of positive lymph nodes predicts long-term survival for patients with node-positive parotid gland carcinoma after surgery: a SEER population-based study.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2023Trial
- Trial
- A prognostic nomogram based on log odds of positive lymph nodes to predict survival in gastric cancer patients with neoadjuvant chemotherapy: a large population-based cohort study and external validation.Journal of gastrointestinal oncology · 2026Article
- The prognostic value of log odds of positive lymph nodes in patients with resectable locally advanced gastric cancer following neoadjuvant therapy: results from the SEER database.Translational cancer research · 2026Article
- Development and external validation of a prognostic nomogram for cancer-specific survival in elderly patients with early-stage gastric cancer.Journal of gastrointestinal oncology · 2026Article
- Prognostic impact of different lymph node staging systems in patients with esophageal squamous cell carcinoma.Surgical endoscopy · 2026Article
- A LODDS and PNI-based personalized prognostic model for patients with gastric cancer receiving neoadjuvant chemotherapy.Frontiers in nutrition · 2026Article
- Improving Prognostic Stratification in Gastric Cancer: The Role of Lymph Node Staging Systems.Medicina (Kaunas, Lithuania) · 2025Article
- Article
- Evaluation of three lymph node staging systems for prognostic prediction in gastric cancer: A systematic review and meta-analysis.World journal of gastrointestinal oncology · 2025Article
- Machine learning models based on log odds of positive lymph nodes for predicting survival in TFrontiers in oncology · 2025Article
- Advances in molecular imaging and targeted therapeutics for lymph node metastasis in cancer: a comprehensive review.Journal of nanobiotechnology · 2024Review
- Comparison of the predictive performance of three lymph node staging systems for late-onset gastric cancer patients after surgery.Frontiers in surgery · 2024Article
- Prognostic Impact of Mesenteric Lymph Node Status on Digestive Resection Specimens During Cytoreductive Surgery for Ovarian Peritoneal Metastases.Annals of surgical oncology · 2024Article
- Log odds of positive nodes as a prognostic factor for rectal cancer: a retrospective study.Revista da Associacao Medica Brasileira (1992) · 2024Article
- Construction of a novel nomogram for predicting overall survival in patients with Siewert type II AEG based on LODDS: a study based on the seer database and external validation.Frontiers in oncology · 2024Article
- Article
- Indocyanine Green (ICG) in Robotic Gastrectomy: A Retrospective Review of Lymphadenectomy Outcomes for Gastric Cancer.Cancers · 2023Article
Corrections and comments
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Authors and funding
8 authors at 5 institutions in 1 country.
Funding
Abstract
purposeTo compare the 8th pN system with ratio-based and Log odds of positive lymph nodes (LODDS) staging systems for predicting the overall survival (OS) of gastric cancer (GC) patients after curative gastric resection.
methodsWe analyzed, retrospectively, clinicopathologic and prognostic data from three Chinese medical centers, on 7620 patients who underwent curative surgery for GC. We established a hypothetical tumor-LODDS-metastasis (TLM) and tumor-ratio-metastasis (TRM) staging system. The relative discriminative abilities of the different staging systems were assessed using Akaike's Information Criterion (AIC), a linear trend chi-square test, and a likelihood ratio chi-square test.
resultsThe cut-off points of the LODDS were set as: ≤ - 1.5, - 1.5 to - 1.0, - 1.0 to - 0.5, - 0.5 to 0, and > 0. There were significant differences in the survival of patients in different LODDS classifications for each pN or LNR group. When stratified by the LODDS classification, the prognosis was more homologous according to the pN or lymph-node ratio (LNR) classifications. The modified TLM staging system had better discriminatory ability and better optimistic prognostic stratification than the 8th TNM or the TRM staging systems for predicting the prognosis of patients with GC.
conclusionsThe LODDS staging system was superior to other lymph-node classifications for predicting the prognosis of patients undergoing gastrectomy GC. LODDS may be incorporated into a GC staging system if these results are confirmed by other studies.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.