A practical nomogram from the SEER database to predict the prognosis of hepatocellular carcinoma in patients with lymph node metastasis
- PMID: 33752423
- DOI: 10.21037/apm-20-1876
A practical nomogram from the SEER database to predict the prognosis of hepatocellular carcinoma in patients with lymph node metastasis
Abstract
Background: The presence of lymph node (LN) metastases is associated with poor survival outcomes in hepatocellular carcinoma (HCC) patients. Because of the low probability of LN metastasis, research into the prognoses of these patients is difficult. The present study developed a nomogram model to predict the prognosis of HCC patients with LN metastasis.
Methods: This retrospective, noninterventional study enrolled patients from the Surveillance, Epidemiology, and End Results (SEER) database from 2010 to 2015. The following inclusion criteria were used: (I) site recode ICD-O-3 (International Classification of Diseases for Oncology, Third Edition) of 8170-8175 and malignant histological behavior; (II) seventh edition American Joint Committee on Cancer (AJCC) stage N1; (III) older than 18 years; and (IV) available information. Potential prognostic factors were collected from the SEER database; the primary outcomes of interest were overall survival (OS) and disease status. Cox and Lasso regression were used to investigate independent prognostic factors for survival. A prognostic nomogram using these independent risk factors was constructed. The concordance index (C-index) and calibration curves were used to evaluate the model's predictive performance. The clinical benefit was assessed via decision curve analysis (DCA).
Results: Patients were randomized into a training group (944 patients) and a validation group (402 patients) in a 70:30 ratio. Grade, T stage, liver surgery, chemotherapy, radiation recode, alpha-fetoprotein level, fibrosis score, tumor size group, and M stage were selected as independent prognostic factors, and a nomogram was developed using these variables. The C-indices of the training and validation groups were 0.70 and 0.73, respectively. Calibration curves for the probability of survival showed good agreement. DCA indicated that the nomogram had positive net benefits.
Conclusions: The constructed nomogram may assist clinicians in predicting the prognosis of HCC patients with LN metastasis and may provide a rationale for treatment options.
Keywords: Hepatocellular carcinoma (HCC); lymph nodes metastasis; nomogram; prediction model; prognosis.
Similar articles
-
Construction of web-based prediction nomogram models for cancer-specific survival in patients at stage IV of hepatocellular carcinoma depending on SEER database.Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2023 Oct 28;48(10):1546-1560. doi: 10.11817/j.issn.1672-7347.2023.230040. Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2023. PMID: 38432884 Free PMC article. Clinical Trial.
-
Nomogram predicting survival in patients with lymph node-negative hepatocellular carcinoma based on the SEER database and external validation.Eur J Gastroenterol Hepatol. 2024 Jul 1;36(7):904-915. doi: 10.1097/MEG.0000000000002756. Epub 2024 Apr 24. Eur J Gastroenterol Hepatol. 2024. PMID: 38652516 Free PMC article.
-
Construction and validation of a nomogram for predicting cancer-specific survival in middle-aged patients with advanced hepatocellular carcinoma: A SEER-based study.Medicine (Baltimore). 2024 Sep 20;103(38):e39480. doi: 10.1097/MD.0000000000039480. Medicine (Baltimore). 2024. PMID: 39312373 Free PMC article.
-
Predictors of Distant Metastasis and Prognosis in Newly Diagnosed T1 Intrahepatic Cholangiocarcinoma.Biomed Res Int. 2023 Jan 17;2023:6638755. doi: 10.1155/2023/6638755. eCollection 2023. Biomed Res Int. 2023. PMID: 36704724 Free PMC article. Review.
-
Establishment and Clinical Application of the Nomogram Related to Risk or Prognosis of Hepatocellular Carcinoma: A Review.J Hepatocell Carcinoma. 2023 Aug 22;10:1389-1398. doi: 10.2147/JHC.S417123. eCollection 2023. J Hepatocell Carcinoma. 2023. PMID: 37637500 Free PMC article. Review.
Cited by
-
Development and Validation of a Novel Model to Predict Regional Lymph Node Metastasis in Patients With Hepatocellular Carcinoma.Front Oncol. 2022 Feb 11;12:835957. doi: 10.3389/fonc.2022.835957. eCollection 2022. Front Oncol. 2022. PMID: 35223515 Free PMC article.
-
Risk factors and predictive nomograms for early death of patients with advanced hepatocellular carcinoma: a large retrospective study based on the SEER database.BMC Gastroenterol. 2022 Jul 19;22(1):348. doi: 10.1186/s12876-022-02424-5. BMC Gastroenterol. 2022. PMID: 35854221 Free PMC article.
-
Prognostic Index for Liver Radiation (PILiR).Curr Oncol. 2024 Sep 29;31(10):5862-5872. doi: 10.3390/curroncol31100436. Curr Oncol. 2024. PMID: 39451740 Free PMC article.
-
Construction of web-based prediction nomogram models for cancer-specific survival in patients at stage IV of hepatocellular carcinoma depending on SEER database.Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2023 Oct 28;48(10):1546-1560. doi: 10.11817/j.issn.1672-7347.2023.230040. Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2023. PMID: 38432884 Free PMC article. Clinical Trial.
-
Recurrent Hepatocellular Carcinoma: Patterns, Detection, Staging and Treatment.J Hepatocell Carcinoma. 2022 Sep 3;9:947-957. doi: 10.2147/JHC.S342266. eCollection 2022. J Hepatocell Carcinoma. 2022. PMID: 36090786 Free PMC article. Review.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical