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Background: Even though numerous novel lymph node (LN) classification schemes exist, an extensive comparison of their performance in patients with resected pancreatic ductal adenocarcinoma (PDAC) has not yet been performed.
Method: We investigated the prognostic performance and discriminative ability of 25 different LN ratio (LNR) and 27 log odds of metastatic LN (LODDS) classifications by means of Cox regression and C-statistic in 319 patients with resected PDAC. Regression models were adjusted for age, sex, T category, grading, localization, presence of metastatic disease, positivity of resection margins, and neoadjuvant therapy.
Results: Both LNR or LODDS as continuous variables were associated with advanced tumor stage, distant metastasis, positive resection margins, and PDAC of the head or corpus. Two distinct LN classifications, one LODDS and one LNR, were found to be superior to the N category in the complete patient collective. However, only the LODDS classification exhibited statistically significant, gradually increasing HRs of their subcategories and at the same time significantly higher discriminative potential in the subgroups of patients with PDAC of the head or corpus and in patients with tumor free resection margins or M0 status, respectively. On this basis, we built a clinically helpful nomogram to estimate the prognosis of patients after radically resected PDAC.
Conclusion: One LNR and one LODDS classification scheme were found to out-perform the N category in terms of both prognostic performance and discriminative ability, in distinct patient subgroups, with reference to OS in patients with resected PDAC.
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http://dx.doi.org/10.3390/cancers14071834 | 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