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Background: Accurate staging is essential in cancer care. The American Joint Committee on Cancer (AJCC) TNM staging system is commonly used but is subject to the risk of stage migration. Recent literature suggests that the log odds of positive lymph nodes (LODDS) and positive lymph node ratio (LNR) may have superior predictive values and are considered alternatives to the N-category. However, their predictive performance in gastric signet ring cell carcinoma (GSRC) remains vague. This study aims to explore the association between three lymph node (LN) staging systems (AJCC N-category, LODDS, and LNR) and outcomes in GSRC, and assess the predictive power.
Methods: Eligible patients with GSRC from 2004 to 2015 were collected from the Surveillance, Epidemiology, and End Results database. The time-dependent receiver-operating characteristic (ROC) analysis, area under the curve (AUC), and integrated discrimination improvement (IDI) were used to assess the predictive performance of the three LN stages (AJCC N-category, LODDS, and LNR).
Results: In the multivariate analysis of all GSRC patients and the subgroup of patients with ≤ 15 LNs examined, both the LODDS and LNR were significant survival prognostic factors. The time-dependent ROC curves of the LODDS and LNR exhibited higher sensitivity and specificity when compared to the N-category curve. The AUCs at 1, 3, and 5 years demonstrated that the predictive performance of LODDS and LNR was significantly better than the N-category (all P < 0.05). IDI of LODDS and LNR also showed sufficient fit and attractive net benefit in prediction and clinical application.
Conclusions: LODDS and LNR were remarkable prognosticators for survival in GSRC patients. Their predictive performance was better than that of the N-category, indicating that LODDS and LNR could ameliorate the predictive precision of survival risk and could replace the N-category in predicting the outcomes of GSRC patients.
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http://dx.doi.org/10.1186/s12957-025-03978-w | DOI Listing |
World J Surg Oncol
August 2025
Department of Gastroenterology, Zhujiang Hospital of Southern Medical University, Guangzhou, Guangdong, China.
Background: Accurate staging is essential in cancer care. The American Joint Committee on Cancer (AJCC) TNM staging system is commonly used but is subject to the risk of stage migration. Recent literature suggests that the log odds of positive lymph nodes (LODDS) and positive lymph node ratio (LNR) may have superior predictive values and are considered alternatives to the N-category.
View Article and Find Full Text PDFMed J Armed Forces India
July 2025
Associate Professor (Pathology), Govt. Medical College & Hospital, Sundargarh, SCB Medical College & Hospital, Cuttack, Orissa, India.
Background: Staging of malignant tumours based on positive lymph node number and not taking into account the actual number of examined lymph nodes during surgery may lead to bias and fallacious results. The ratio of positive and resected lymph nodes (LNR) and log odds of positive nodes (LODDS) emerged as novel prognostic markers in deciding the future course of management better than the parameter pN in predicting cancer-specific survival. We aim to evaluate and compare the prognostic value of pN, LNR and LODDS in common primary organ malignancies like breast, head and neck, gastric and cervical cancers.
View Article and Find Full Text PDFZhonghua Yi Xue Za Zhi
August 2025
Department of Colorectal Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
To analyze the relationship between primary tumor lymph node indicators and prognosis and clinical efficacy in colorectal cancer patients with lung metastases. A retrospective analysis was performed on the clinical data of 204 patients diagnosed with colorectal cancer accompanied by solitary pulmonary metastases at the Cancer Hospital, Chinese Academy of Medical Sciences between January 2010 and December 2020. The cohort comprised 121 male and 83 female, with a mean age of (58.
View Article and Find Full Text PDFInt J Colorectal Dis
July 2025
Department of General Surgery, Xinqiao Hospital, Army Medical University, No. 183 Xinqiao Road, Chongqing, 400037, China.
Purpose: The purpose of this study was to comprehensively assess the efficacy of lymph node ratio (LNR) and log odds of positive lymph nodes (LODDS) in predicting survival outcomes in non-elderly locally advanced rectal cancer (LARC) patients treated with neoadjuvant chemoradiotherapy (NCRT).
Methods: The 1643 non-elderly LARC patients undergoing NCRT between 2010 and 2015 were extracted from the Surveillance, Epidemiology, and End Results (SEER) database and were randomly assigned at a ratio of 7:3. We used Cox regression models to identify independent prognostic factors, then constructed nomogram models to predict cancer-specific survival (CSS) and overall survival (OS).
J Vis Exp
April 2025
Department of General Surgery, Tianjin Medical University General Hospital; China Tianjin General Surgery Institute; Tianjin Key Laboratory of Precise Vascular Reconstruction and Organ Function Repair;
Lymph node status is a critical prognostic predictor for patients; however, the prognosis of colorectal signet-ring cell carcinoma (SRCC) has garnered limited attention. This study investigates the prognostic predictive capacity of the log odds of positive lymph nodes (LODDS), lymph node ratio (LNR), and pN staging in SRCC patients using machine learning models (Random Forest, XGBoost, and Neural Network) alongside competing risk models. Relevant data were extracted from the Surveillance, Epidemiology, and End Results (SEER) database.
View Article and Find Full Text PDF