ArticleJournal of the National Cancer Institute2022
Quantitative Nodal Burden and Mortality Across Solid Cancers.
Article in Journal of the National Cancer Institute, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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8 citing papers in PubMed.
- Skeletal metastatic burden as a strong prognostic factor of survival in advanced NSCLC treated with chemo-immunotherapy: An exploratory imaging-based analysis.Journal of bone oncology · 2026Article
- Single-cell transcriptomic analysis reveals tumor-immune determinants of lymph node colonization and progression in thyroid cancer.Science advances · 2026Article
- AlEuropean journal of nuclear medicine and molecular imaging · 2026Article
- Node deposit size index as morphometric marker of intranodal tumour burden in node-positive oral cancer: a hypothesis-generating cohort study.Frontiers in oncology · 2026Article
- Number and ratio of positive lymph nodes predict survival in pediatric salivary gland cancer.Scientific reports · 2025Article
- Article
- Validation of the cutoff values for the number of metastatic lymph nodes for esophageal cancer staging: a multi-institutional analysis of 655 patients in Japan.Esophagus : official journal of the Japan Esophageal Society · 2024Article
- Number and ratio of metastatic lymph nodes impacts the prognosis of submandibular gland cancer.PloS one · 2023Article
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Authors and funding
18 authors.
Funding
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Abstract
backgroundNodal staging systems vary substantially across solid tumors, implying heterogeneity in the behavior of nodal variables in various contexts. We hypothesized, in contradiction to this, that metastatic lymph node (LN) number is a universal and dominant predictor of outcome across solid tumors.
methodsWe performed a retrospective cohort analysis of 1 304 498 patients in the National Cancer Database undergoing surgery between 2004 and 2015 across 16 solid cancer sites. Multivariable Cox regression analyses were constructed using restricted cubic splines to model the association between nodal number and mortality. Recursive partitioning analysis (RPA) was used to derive nodal classification systems for each solid cancer based on metastatic LN count. The reproducibility of these findings was assessed in 1 969 727 patients from the Surveillance, Epidemiology, and End Results registry. Two-sided tests were used for all statistical analyses.
resultsConsistently across disease sites, mortality risk increased continuously with increasing number of metastatic LNs (P < .001 for all spline segments). Each RPA-derived nodal classification system produced multiple prognostic groups spanning a wide spectrum of mortality risk (P < .001). Multivariable models using these RPA-derived nodal classifications demonstrated improved concordance with mortality compared with models using American Joint Committee on Cancer staging in sites where nodal classification is not based on metastatic LN count. Each RPA-derived nodal classification system was reproducible in a large validation cohort for all-cause and cause-specific mortality (P < .001). High quantitative nodal burden was the single strongest tumor-intrinsic variable associated with mortality in 12 of 16 disease sites.
conclusionsQuantitative metastatic LN burden is a fundamental driver of mortality across solid cancers and should serve as a foundation for pathologic nodal staging across solid tumors.
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