Prognostic factors and survival prediction for patients with metastatic lung adenocarcinoma: A population-based study. Issue 49 (9th December 2022)
- Record Type:
- Journal Article
- Title:
- Prognostic factors and survival prediction for patients with metastatic lung adenocarcinoma: A population-based study. Issue 49 (9th December 2022)
- Main Title:
- Prognostic factors and survival prediction for patients with metastatic lung adenocarcinoma: A population-based study
- Authors:
- Wu, Bo
Chen, Jianhui
Zhang, Xiang
Feng, Nan
Xiang, Zhongtian
Wei, Yiping
Xie, Junping
Zhang, Wenxiong - Abstract:
- Abstract : The prognosis of metastatic lung adenocarcinoma (MLUAD) varies greatly. At present, no studies have constructed a satisfactory prognostic model for MLUAD. We identified 44, 878 patients with MLUAD. The patients were randomized into the training and validation cohorts. Cox regression models were performed to identify independent prognostic factors. Then, R software was employed to construct a new nomogram for predicting overall survival (OS) of patients with MLUAD. Accuracy was assessed by the concordance index (C-index), receiver operating characteristic curves and calibration plots. Finally, clinical practicability was examined via decision curve analysis. The OS time range for the included populations was 0 to 107 months, and the median OS was 7.00 months. Nineteen variables were significantly associated with the prognosis, and the top 5 prognostic factors were chemotherapy, grade, age, race and surgery. The nomogram has excellent predictive accuracy and clinical applicability compared to the TNM system (C-index: 0.723 vs 0.534). The C-index values were 0.723 (95% confidence interval: 0.719–0.726) and 0.723 (95% confidence interval: 0.718–0.729) in the training and validation cohorts, respectively. The area under the curve for 6-, 12-, and 18-month OS was 0.799, 0.764, and 0.750, respectively, in the training cohort and 0.799, 0.762, and 0.746, respectively, in the validation cohort. The calibration plots show good accuracy, and the decision curve analysisAbstract : The prognosis of metastatic lung adenocarcinoma (MLUAD) varies greatly. At present, no studies have constructed a satisfactory prognostic model for MLUAD. We identified 44, 878 patients with MLUAD. The patients were randomized into the training and validation cohorts. Cox regression models were performed to identify independent prognostic factors. Then, R software was employed to construct a new nomogram for predicting overall survival (OS) of patients with MLUAD. Accuracy was assessed by the concordance index (C-index), receiver operating characteristic curves and calibration plots. Finally, clinical practicability was examined via decision curve analysis. The OS time range for the included populations was 0 to 107 months, and the median OS was 7.00 months. Nineteen variables were significantly associated with the prognosis, and the top 5 prognostic factors were chemotherapy, grade, age, race and surgery. The nomogram has excellent predictive accuracy and clinical applicability compared to the TNM system (C-index: 0.723 vs 0.534). The C-index values were 0.723 (95% confidence interval: 0.719–0.726) and 0.723 (95% confidence interval: 0.718–0.729) in the training and validation cohorts, respectively. The area under the curve for 6-, 12-, and 18-month OS was 0.799, 0.764, and 0.750, respectively, in the training cohort and 0.799, 0.762, and 0.746, respectively, in the validation cohort. The calibration plots show good accuracy, and the decision curve analysis values indicate good clinical applicability and effectiveness. The nomogram model constructed with the above 19 prognostic factors is suitable for predicting the OS of MLUAD and has good predictive accuracy and clinical applicability. … (more)
- Is Part Of:
- Medicine. Volume 101:Issue 49(2022)
- Journal:
- Medicine
- Issue:
- Volume 101:Issue 49(2022)
- Issue Display:
- Volume 101, Issue 49 (2022)
- Year:
- 2022
- Volume:
- 101
- Issue:
- 49
- Issue Sort Value:
- 2022-0101-0049-0000
- Page Start:
- e32217
- Page End:
- Publication Date:
- 2022-12-09
- Subjects:
- lung adenocarcinoma, m -- etastatic -- nomogram -- overall survival -- SEER
Medicine -- Periodicals
Medicine -- Periodicals
Médecine -- Périodiques
Geneeskunde
Medicine
Periodicals
Periodicals
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http://journals.lww.com ↗ - DOI:
- 10.1097/MD.0000000000032217 ↗
- Languages:
- English
- ISSNs:
- 0025-7974
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