A simulated trial with reinforcement learning for the efficacy of Irinotecan and Ifosfamide versus Topotecan in relapsed, extensive stage small cell lung cancer

Artificial trial results for CAV versus Topotecan matched the original trial, confirming indifference of OAS. Additionally, II yielded superior overall survival compared to Topotecan in recurrent SCLC patients. These demonstrate the potential of RL and simulation in conjunction with Cox modelling for similar studies. However, definitive conclusions necessitate a randomized clinical trial between II and Topotecan in this patient cohort.

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Publication Details

Journal
BMC Cancer
Published
2024-09-30
DOI
https://doi.org/10.1186/s12885-024-12985-1
Citations
4
Primary Topic
Lung Cancer Research Studies
Type
article
Field-Weighted Citation Impact
1.13
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article

A simulated trial with reinforcement learning for the efficacy of Irinotecan and Ifosfamide versus Topotecan in relapsed, extensive stage small cell lung cancer

Mehmet Artaç, Hakan Sat Bozcuk
4 citations
BMC Cancer
Lung Cancer Research Studies
1.13
article

A simulated trial with reinforcement learning for the efficacy of Irinotecan and Ifosfamide versus Topotecan in relapsed, extensive stage small cell lung cancer

Mehmet Artaç, Hakan Sat Bozcuk
article en
4 citations

Abstract

Artificial trial results for CAV versus Topotecan matched the original trial, confirming indifference of OAS. Additionally, II yielded superior overall survival compared to Topotecan in recurrent SCLC patients. These demonstrate the potential of RL and simulation in conjunction with Cox modelling for similar studies. However, definitive conclusions necessitate a randomized clinical trial between II and Topotecan in this patient cohort.

BMC CancerVol. 24(1)
Necmettin Erbakan University (TR), Antalya IVF (TR)
Good health and well-being
Openalex Percentile: Top 18%
Lung Cancer Research Studies
1.13
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