Treatment Benefit and Treatment Harm Rate to Characterize Heterogeneity in Treatment Effect
dc.contributor.author | Shen, Changyu | |
dc.contributor.author | Jeong, Jaesik | |
dc.contributor.author | Li, Xiaochun | |
dc.contributor.author | Chen, Peng-Shen | |
dc.contributor.author | Buxton, Alfred | |
dc.contributor.department | Biostatistics and Health Data Science, Richard M. Fairbanks School of Public Health | |
dc.date.accessioned | 2025-05-05T12:00:39Z | |
dc.date.available | 2025-05-05T12:00:39Z | |
dc.date.issued | 2013 | |
dc.description.abstract | It is well recognized that the conventional summary of treatment effect by averaging across individual patients has its limitation in ignoring the heterogeneous responses to the treatment in the target population. However, there are few alternative metrics in the literature that are designed to capture such heterogeneity. We propose the concept of treatment benefit rate (TBR) and treatment harm rate (THR) that characterize both the overall treatment effect and the magnitude of heterogeneity. We discuss a method to estimate TBR and THR that easily incorporates a sensitivity analysis scheme, and illustrate the idea through analysis of a randomized trial that evaluates the implantable cardioverter-defibrillator (ICD) in reducing mortality. A simulation study is presented to assess the performance of the proposed method. | |
dc.eprint.version | Author's manuscript | |
dc.identifier.citation | Shen C, Jeong J, Li X, Chen PS, Buxton A. Treatment benefit and treatment harm rate to characterize heterogeneity in treatment effect. Biometrics. 2013;69(3):724-731. doi:10.1111/biom.12038 | |
dc.identifier.uri | https://hdl.handle.net/1805/47711 | |
dc.language.iso | en_US | |
dc.publisher | Oxford University Press | |
dc.relation.isversionof | 10.1111/biom.12038 | |
dc.relation.journal | Biometrics | |
dc.rights | Publisher Policy | |
dc.source | PMC | |
dc.subject | Causal inference | |
dc.subject | Heterogeneity in treatment effect | |
dc.subject | Potential outcomes | |
dc.subject | Sub-group analysis | |
dc.title | Treatment Benefit and Treatment Harm Rate to Characterize Heterogeneity in Treatment Effect | |
dc.type | Article |