Evidence map›Paper›PMID 41230143›Full record

ArticleTranslational andrology and urology2025

A log odds of positive lymph nodes (LODDS)-based nomogram for survival prediction in elderly bladder cancer patients after radical cystectomy: development and validation using SEER and Chinese cohorts.

Tongpeng Liu, Yu Yao, Junlei Huang, Junjie Ji, Lijiang Sun, Guiming Zhang

Abstract read
In one paragraph

Article in Translational andrology and urology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Tongpeng LiuDepartment of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China.
Yu YaoDepartment of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China.
Junlei HuangDepartment of Urology, Peking University People's Hospital, Qingdao, China.
Junjie JiDepartment of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China.
Lijiang SunDepartment of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China.
Guiming ZhangDepartment of Urology, The Affiliated Hospital of Qingdao University, Qingdao, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Elderly patients (≥70 years) with bladder cancer undergoing radical cystectomy (RC) represent a vulnerable population with heterogeneous outcomes. Traditional pathological lymph node (pN) staging has limitations. This study evaluated the prognostic value of lymph node ratio (LNR) and log odds of positive lymph nodes (LODDS) compared to pN and developed a novel nomogram for this demographic. Methods: Using data from the National Cancer Institute's Surveillance, Epidemiology, and End Results (SEER) database [2004-2015], 1,018 elderly bladder cancer patients post-RC were identified and randomly split into training (n=712) and internal validation (n=306) cohorts. An independent external cohort (n=260) was included. Predictive performance of pN, LNR, and LODDS was assessed using time-dependent area under the curve (AUC) and concordance index (C-index). Prognostic factors were identified via least absolute shrinkage and selection operator (LASSO) and multivariable Cox regression. A nomogram predicting 1-, 3-, and 5-year overall survival (OS) was constructed and validated. Results: LODDS demonstrated superior prognostic discrimination compared to pN and LNR across all cohorts (training C-index: LODDS 0.602 Conclusions: LODDS provides enhanced prognostic stratification over pN and LNR in elderly bladder cancer patients post-RC. The developed and validated LODDS-based nomogram offers a practical tool for individualized survival prediction, aiding clinical decision-making in this growing population.

Indexed as

elderly bladder cancerLog odds of positive lymph nodes (LODDS)nomogramoverall survival (OS)radical cystectomy (RC)

Identifiers

PMID41230143
PMCPMC12603864

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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.