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Development and Validation of a Prognostic Nomogram for Lung Adenocarcinoma: A Population-Based Study.
- Source :
-
Journal of healthcare engineering [J Healthc Eng] 2022 Dec 10; Vol. 2022, pp. 5698582. Date of Electronic Publication: 2022 Dec 10 (Print Publication: 2022). - Publication Year :
- 2022
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Abstract
- Purpose: To establish an effective and accurate prognostic nomogram for lung adenocarcinoma (LUAD). Patients and Methods . 62,355 LUAD patients from 1975 to 2016 enrolled in the Surveillance, Epidemiology, and End Results (SEER) database were randomly and equally divided into the training cohort ( n = 31,179) and the validation cohort ( n = 31,176). Univariate and multivariate Cox regression analyses screened the predictive effects of each variable on survival. The concordance index (C-index), calibration curves, receiver operating characteristic (ROC) curve, and area under the ROC curve (AUC) were used to examine and validate the predictive accuracy of the nomogram. Kaplan-Meier curves were used to estimate overall survival (OS).<br />Results: 10 prognostic factors associated with OS were identified, including age, sex, race, marital status, American Joint Committee on Cancer (AJCC) TNM stage, tumor size, grade, and primary site. A nomogram was established based on these results. C-indexes of the nomogram model reached 0.777 (95% confidence interval (CI), 0.773 to 0.781) and 0.779 (95% CI, 0.775 to 0.783) in the training and validation cohorts, respectively. The calibration curves were well-fitted for both cohorts. The AUC for the 3- and 5-year OS presented great prognostic accuracy in the training cohort (AUC = 0.832 and 0.827, respectively) and validation cohort (AUC = 0.835 and 0.828, respectively). The Kaplan-Meier curves presented significant differences in OS among the groups.<br />Conclusion: The nomogram allows accurate and comprehensive prognostic prediction for patients with LUAD.<br />Competing Interests: The authors declare that they have no conflicts of interest.<br /> (Copyright © 2022 Bin Xie et al.)
- Subjects :
- Humans
Prognosis
Nomograms
Research
Adenocarcinoma of Lung
Lung Neoplasms
Subjects
Details
- Language :
- English
- ISSN :
- 2040-2309
- Volume :
- 2022
- Database :
- MEDLINE
- Journal :
- Journal of healthcare engineering
- Publication Type :
- Academic Journal
- Accession number :
- 36536690
- Full Text :
- https://doi.org/10.1155/2022/5698582