Treatment Benefit and Treatment Harm Rate to Characterize Heterogeneity in Treatment Effect

dc.contributor.authorShen, Changyu
dc.contributor.authorJeong, Jaesik
dc.contributor.authorLi, Xiaochun
dc.contributor.authorChen, Peng-Shen
dc.contributor.authorBuxton, Alfred
dc.contributor.departmentBiostatistics and Health Data Science, Richard M. Fairbanks School of Public Health
dc.date.accessioned2025-05-05T12:00:39Z
dc.date.available2025-05-05T12:00:39Z
dc.date.issued2013
dc.description.abstractIt 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.versionAuthor's manuscript
dc.identifier.citationShen 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.urihttps://hdl.handle.net/1805/47711
dc.language.isoen_US
dc.publisherOxford University Press
dc.relation.isversionof10.1111/biom.12038
dc.relation.journalBiometrics
dc.rightsPublisher Policy
dc.sourcePMC
dc.subjectCausal inference
dc.subjectHeterogeneity in treatment effect
dc.subjectPotential outcomes
dc.subjectSub-group analysis
dc.titleTreatment Benefit and Treatment Harm Rate to Characterize Heterogeneity in Treatment Effect
dc.typeArticle
Files
Original bundle
Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Shen2013Treatment-AAM.pdf
Size:
409.32 KB
Format:
Adobe Portable Document Format
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
2.04 KB
Format:
Item-specific license agreed upon to submission
Description: