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Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
Comparison of five scores to predict mortality in malignant pleural effusion
Merve Ayik Türk1, Gülru Polat2, Özer Özdemir2
1Department of Pulmonology, İzmir Bozyaka Training and Research Hospital, Bahar, Saim Çıkrıkçı Street No:59, 35170, Izmir, Turkey.
Abstract:
Malignant pleural effusion (MPE) is a complication of malignancy. Treatment of MPE is based on predicted outcome. The aim of this study was to compare the performance characteristics of LENT, PROMISE, RECLS, AL and pNLR scores for prediction of mortality in lung cancer patients who have MPE. Patients who were diagnosed with MPE that was associated with underlying lung cancer between January 2010 and December 2019 were included and analyzed retrospectively in a single center. Outcomes considered were 30-day, 6 months, and 1-year mortality. A total of 180 patients were examined. For 30-day mortality, the areas under the ROC curves (AUC) (95% CI) were: LENT 0.83 (0.76-0.87), RECLS 0.71 (0.63-0.77), and PROMISE 0.70 (0.17-0.38). For 6-month and 1-year mortality the order of these AUCs was similar. Cox regression showed that none of the scores were significantly associated with 30-day mortality, but LENT and RECLS were significantly associated with 6-month and 1-year mortality. Comparison of - 2log likelihood ratios showed that LENT score was more, strongly associated with 6-month mortality than PROMISE (p = 0.001) or RECLS (p = 0.02). LENT score was also more strongly associated with 1-year mortality than PROMISE (p = 0.001) but there was no difference between LENT and RECLS score (p = 0.64). We observed that the LENT score was more predictive than the other scores in mortality in patients who have lung cancer and MPE. The LENT and RECLS scores have similar performance characteristics for prediction of 1-year mortality in these patients.
Insights
The LENT score is the most effective for predicting mortality in lung cancer patients with malignant pleural effusion (MPE). It outperforms other scores for 6-month and 1-year survival predictions.
Area of Science:
- Oncology
- Pulmonology
- Biostatistics
Background:
- Malignant pleural effusion (MPE) is a common complication in cancer patients.
- Accurate prognostic assessment is crucial for guiding MPE treatment strategies.
- Several scoring systems exist to predict outcomes in MPE patients, but their comparative efficacy needs further evaluation.
Purpose of the Study:
- To compare the predictive performance of the LENT, PROMISE, RECLS, AL, and pNLR scores for mortality in lung cancer patients with MPE.
- To identify the most accurate scoring system for predicting short-term (30-day) and long-term (6-month, 1-year) mortality.
Main Methods:
- Retrospective analysis of 180 lung cancer patients diagnosed with MPE between January 2010 and December 2019.
- Evaluation of mortality at 30 days, 6 months, and 1 year.
- Comparison of scoring system performance using Area Under the ROC Curve (AUC) and Cox regression analysis.
Main Results:
- The LENT score demonstrated the highest AUC for 30-day mortality (0.83), followed by RECLS (0.71) and PROMISE (0.70).
- LENT and RECLS scores were significantly associated with 6-month and 1-year mortality, unlike other scores.
- LENT showed stronger association with 6-month mortality than PROMISE and RECLS, and with 1-year mortality than PROMISE.
Conclusions:
- The LENT score is a more accurate predictor of mortality in lung cancer patients with MPE compared to PROMISE, RECLS, AL, and pNLR.
- LENT and RECLS scores exhibit similar performance in predicting 1-year mortality.
- The LENT score is recommended for prognostic assessment in this patient population.
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