Subgroup identification for precision medicine: A comparative review of 13 methods

Subgroups from regression trees with adjustment for prognostic effects and postselection inference

(2018) Wei-Yin Loh et al.   STATISTICS IN MEDICINE

A comparative study of subgroup identification methods for differential treatment effect: Performance metrics and recommendations

(2017) Demissie Alemayehu et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Individual treatment effect prediction for amyotrophic lateral sclerosis patients

(2017) Heidi Seibold et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Patient subgroup identification for clinical drug development

(2017) Xin Huang et al.   STATISTICS IN MEDICINE

Model-Based Recursive Partitioning for Subgroup Analyses

(2016) Heidi Seibold et al.  

Identification of subgroups with differential treatment effects for longitudinal and multiresponse variables

(2016) Wei-Yin Loh et al.   STATISTICS IN MEDICINE

Tutorial in biostatistics: data-driven subgroup identification and analysis in clinical trials

(2016) Ilya Lipkovich et al.   STATISTICS IN MEDICINE

Model-Based Recursive Partitioning for Subgroup Analyses

(2016) Heidi Seibold et al.   International Journal of Biostatistics

Regularized outcome weighted subgroup identification for differential treatment effects

(2015) Yaoyao Xu et al.   BIOMETRICS

A regression tree approach to identifying subgroups with differential treatment effects

(2015) Wei-Yin Loh et al.   STATISTICS IN MEDICINE

Strategies for Identifying Predictive Biomarkers and Subgroups with Enhanced Treatment Effect in Clinical Trials Using SIDES

(2014) Ilya Lipkovich et al.   Journal of Biopharmaceutical Statistics

A PRIM approach to predictive-signature development for patient stratification

(2014) Gong Chen et al.   STATISTICS IN MEDICINE

Estimating treatment effect heterogeneity in randomized program evaluation

(2013) Kosuke Imai et al.   Annals of Applied Statistics

A comparison of five recursive partitioning methods to find person subgroups involved in meaningful treatment–subgroup interactions

(2013) L. L. Doove et al.   Advances in Data Analysis and Classification

Prognostic or Predictive? It's Time to Get Back to Definitions!

(2011) Antoine Italiano   JOURNAL OF CLINICAL ONCOLOGY

Subgroup identification based on differential effect search-A recursive partitioning method for establishing response to treatment in patient subpopulations

(2011) Ilya Lipkovich et al.   STATISTICS IN MEDICINE

Subgroup identification from randomized clinical trial data

(2011) Jared C. Foster et al.   STATISTICS IN MEDICINE

Improving the precision of classification trees

(2010) Wei-Yin Loh   Annals of Applied Statistics

Interaction Trees with Censored Survival Data

(2008) Xiaogang Su et al.  

Model-Based Recursive Partitioning

(2008) Achim Zeileis et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS