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Time-to-Event Modeling for Survival Prediction of Osimertinib as the First- and Second-Line Therapy
Sungjae Lee1,2, Heungjo Kim1,2, Hongjae Lee1,2
1Department of Pharmacy and Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon 21983, Republic of Korea.
This study predicts survival rates for Osimertinib in non-small cell lung cancer (NSCLC) using time-to-event models. Results show improved survival with Osimertinib, with notable ethnic differences in efficacy.
Area of Science:
- Oncology
- Pharmacology
- Biostatistics
Background:
- Osimertinib is a targeted therapy for specific non-small cell lung cancer (NSCLC) mutations.
- Predicting long-term survival outcomes is crucial for treatment planning and patient counseling.
Purpose of the Study:
- To predict overall survival (OS) and progression-free survival (PFS) for Osimertinib as both first- and second-line therapy in NSCLC.
- To analyze survival data using established time-to-event modeling techniques.
Main Methods:
- Systematic literature review of randomized clinical trials (RCTs) in PubMed and Cochrane Library up to May 2023.
- Extraction of Kaplan-Meier curves for OS and PFS from relevant RCTs.
- Application of graphic reconstructive algorithms and time-to-event models (Weibull, log-logistic) for survival prediction.
Main Results:
- Predicted median OS: 36.35 months (1st-line) and 27.46 months (2nd-line).
- Predicted median PFS: 18.11 months (1st-line) and 10.35 months (2nd-line).
- Predicted 5-year survival rates: 23% (1st-line), with higher rates observed in non-Asian patients.
Conclusions:
- Time-to-event models accurately predict Osimertinib survival outcomes in NSCLC.
- Observed ethnic variations in treatment efficacy suggest personalized treatment approaches may be beneficial.
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