A comparison of one‐stage vs two‐stage individual patient data meta‐analysis methods: A simulation study

E Kontopantelis - Research synthesis methods, 2018 - Wiley Online Library
Background Individual patient data (IPD) meta‐analysis allows for the exploration of
heterogeneity and can identify subgroups that most benefit from an intervention (or …

Meta‐analysis using individual participant data: one‐stage and two‐stage approaches, and why they may differ

DL Burke, J Ensor, RD Riley - Statistics in medicine, 2017 - Wiley Online Library
Meta‐analysis using individual participant data (IPD) obtains and synthesises the raw,
participant‐level data from a set of relevant studies. The IPD approach is becoming an …

One‐stage individual participant data meta‐analysis models: estimation of treatment‐covariate interactions must avoid ecological bias by separating out within‐trial …

H Hua, DL Burke, MJ Crowther, J Ensor… - Statistics in …, 2017 - Wiley Online Library
Stratified medicine utilizes individual‐level covariates that are associated with a differential
treatment effect, also known as treatment‐covariate interactions. When multiple trials are …

Simulation-based power calculations for planning a two-stage individual participant data meta-analysis

J Ensor, DL Burke, KIE Snell, K Hemming… - BMC medical research …, 2018 - Springer
Background Researchers and funders should consider the statistical power of planned
Individual Participant Data (IPD) meta-analysis projects, as they are often time-consuming …

Systematic review of methods for individual patient data meta-analysis with binary outcomes

D Thomas, S Radji, A Benedetti - BMC medical research methodology, 2014 - Springer
Background Meta-analyses (MA) based on individual patient data (IPD) are regarded as the
gold standard for meta-analyses and are becoming increasingly common, having several …

Meta-analysis of individual patient data from randomized trials: a review of methods used in practice

MC Simmonds, JPT Higginsa, LA Stewartb… - Clinical …, 2005 - journals.sagepub.com
Background Meta-analyses based on individual patient data (IPD) are regarded as the gold
standard for systematic reviews. However, the methods used for analysing and presenting …

Individual participant data meta‐analysis to examine interactions between treatment effect and participant‐level covariates: statistical recommendations for conduct …

RD Riley, TPA Debray, D Fisher, M Hattle… - Statistics in …, 2020 - Wiley Online Library
Precision medicine research often searches for treatment‐covariate interactions, which
refers to when a treatment effect (eg, measured as a mean difference, odds ratio, hazard …

A comparison of summary patient-level covariates in meta-regression with individual patient data meta-analysis

PC Lambert, AJ Sutton, KR Abrams… - Journal of clinical …, 2002 - Elsevier
Objectives: To compare meta-analysis of summary study level data with the equivalent
individual patient data (IPD) analysis when interest lies in identification of binary patient …

Individual participant data meta-analysis for a binary outcome: one-stage or two-stage?

TPA Debray, KGM Moons, GMA Abo-Zaid, H Koffijberg… - PloS one, 2013 - journals.plos.org
Background A fundamental aspect of epidemiological studies concerns the estimation of
factor-outcome associations to identify risk factors, prognostic factors and potential causal …

[HTML][HTML] Individual participant data meta-analyses should not ignore clustering

G Abo-Zaid, B Guo, JJ Deeks, TPA Debray… - Journal of clinical …, 2013 - Elsevier
OBJECTIVES: Individual participant data (IPD) meta-analyses often analyze their IPD as if
coming from a single study. We compare this approach with analyses that rather account for …