A prognostic nomogram based on log odds of positive lymph nodes to predict the overall survival in biliary neuroendocrine neoplasms (NENs) patients after surgery
- PMID: 35908009
- DOI: 10.1007/s40618-022-01874-8
A prognostic nomogram based on log odds of positive lymph nodes to predict the overall survival in biliary neuroendocrine neoplasms (NENs) patients after surgery
Abstract
Background: The prognosis of biliary neuroendocrine neoplasms (NENs) patients is affected by the status of metastatic lymph nodes. The purpose of this study was to explore the prognostic value of the log odds of positive lymph nodes (LODDS) and develop a novel nomogram to predict the overall survival (OS) in biliary NENs patients.
Methods: A total of 125 patients with histologically confirmed biliary NENs were selected from the Surveillance, Epidemiology and End Results (SEER) database and further divided into training and validation cohorts. The discrimination and calibration of the nomogram were evaluated using the concordance index (C-index), the area under the time-dependent receiver operating characteristic curve (time-dependent AUC), and calibration plots. The net benefits and clinical utility of the nomogram were quantified and compared with those of the SEER staging system using decision curve analysis (DCA), net reclassification index (NRI), and integrated discrimination improvement (IDI). The risk stratifications of the nomogram and the SEER staging system were compared.
Results: LODDS showed the highest accuracy in predicting OS for biliary NENs. The C-index (0.789 for the training cohort and 0.890 for the validation cohort) and the time-dependent AUC (> 0.7) indicated the satisfactory discriminative ability of the nomogram. The calibration plots showed a high degree of consistency. The DCA, NRI, and IDI indicated that the nomogram performed significantly better than the SEER staging system.
Conclusion: A novel LODDS-incorporated nomogram was developed and validated to assist clinicians in evaluating the prognosis of biliary NENs patients.
Keywords: Biliary neuroendocrine neoplasms; LODDS; Nomogram; Overall survival; Risk stratification.
© 2022. The Author(s), under exclusive licence to Italian Society of Endocrinology (SIE).
Similar articles
-
Construction and validation of novel nomograms based on the log odds of positive lymph nodes to predict the prognosis of papillary thyroid cancer: a retrospective cohort study.Front Endocrinol (Lausanne). 2025 Mar 7;16:1411426. doi: 10.3389/fendo.2025.1411426. eCollection 2025. Front Endocrinol (Lausanne). 2025. PMID: 40123892 Free PMC article.
-
A novel nomogram based on log odds of positive lymph nodes to predict survival for non-metastatic gallbladder adenocarcinoma after surgery.Sci Rep. 2022 Oct 1;12(1):16466. doi: 10.1038/s41598-022-20933-x. Sci Rep. 2022. PMID: 36183006 Free PMC article.
-
Construction and Validation of a Nomogram Based on the Log Odds of Positive Lymph Nodes to Predict the Prognosis of Medullary Thyroid Carcinoma After Surgery.Ann Surg Oncol. 2021 Aug;28(8):4360-4370. doi: 10.1245/s10434-020-09567-3. Epub 2021 Jan 19. Ann Surg Oncol. 2021. PMID: 33469797
-
A nomogram for predicting the risk of liver metastasis in non-functional neuroendocrine neoplasms: A population-based study.Eur J Surg Oncol. 2025 May;51(5):109708. doi: 10.1016/j.ejso.2025.109708. Epub 2025 Feb 21. Eur J Surg Oncol. 2025. PMID: 40024114 Review.
-
A novel nomogram for predicting the decision to delayed extubation after thoracoscopic lung cancer surgery.Ann Med. 2023 Dec;55(1):800-807. doi: 10.1080/07853890.2022.2160490. Ann Med. 2023. PMID: 36869647 Free PMC article. Review.
Cited by
-
A Nomogram Based on the Log Odds of Positive Lymph Nodes Predicts the Prognosis of Patients with Colon Neuroendocrine Tumors After Surgery: A Surveillance, Epidemiology, and End Results Population-Based Study.Technol Cancer Res Treat. 2023 Jan-Dec;22:15330338231180776. doi: 10.1177/15330338231180776. Technol Cancer Res Treat. 2023. PMID: 37345370 Free PMC article.
-
Construction and validation of novel nomograms based on the log odds of positive lymph nodes to predict the prognosis of papillary thyroid cancer: a retrospective cohort study.Front Endocrinol (Lausanne). 2025 Mar 7;16:1411426. doi: 10.3389/fendo.2025.1411426. eCollection 2025. Front Endocrinol (Lausanne). 2025. PMID: 40123892 Free PMC article.
References
-
- Allaw MB, Switchenko JM, Khalil L, Wu C, Alese OB, Akce M et al (2022) Comparing somatostatin analogs in the treatment of advanced gastroenteropancreatic neuroendocrine tumors. Oncology. https://doi.org/10.1159/000519605 - DOI - PubMed
-
- Zhang B, Li S, Sun Z, Chen X, Qi B, Zhang Q et al (2022) Challenges in treatment of a patient suffering from neuroendocrine tumor G1 of the hilar bile duct: a case report. BMC Gastroenterol 22(1):13. https://doi.org/10.1186/s12876-021-02019-6 - DOI - PubMed - PMC
-
- Costin AI, Păun I, Păun M, Constantin VD, Vârcuş F (2017) Primary neuroendocrine tumors—an extremely rare cause of obstruction of extrahepatic bile ducts: a case report. Rom J Morphol Embryol 58(2):641–644 - PubMed
-
- Michalopoulos N, Papavramidis TS, Karayannopoulou G, Pliakos I, Papavramidis ST, Kanellos I (2014) Neuroendocrine tumors of extrahepatic biliary tract. Pathol Oncol Res 20(4):765–775. https://doi.org/10.1007/s12253-014-9808-4 - DOI - PubMed
-
- Chen Y, Jiang C, Kang W, Gong J, Luo D, You S et al (2022) Development and validation of a CT-based nomogram to predict spread through air space (STAS) in peripheral stage IA lung adenocarcinoma. Jpn J Radiol. https://doi.org/10.1007/s11604-021-01240-3 - DOI - PubMed
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources