Get real in individual participant data (IPD) meta-analysis: a review of the methodology

Imputation of systematically missing predictors in an individual participant data meta-analysis: a generalized approach using MICE

(2015) Shahab Jolani et al.   STATISTICS IN MEDICINE

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

(2014) Doneal Thomas et al.   BMC Medical Research Methodology

A linearization approach for the model-based analysis of combined aggregate and individual patient data

(2014) Patanjali Ravva et al.   STATISTICS IN MEDICINE

A Questionnaire to Assess the Relevance and Credibility of Observational Studies to Inform Health Care Decision Making: An ISPOR-AMCP-NPC Good Practice Task Force Report

(2014) Marc L. Berger et al.   VALUE IN HEALTH

Use of Bayesian Multivariate Meta-Analysis to Estimate the HAQ for Mapping Onto the EQ-5D Questionnaire in Rheumatoid Arthritis

(2014) Sylwia Bujkiewicz et al.   VALUE IN HEALTH

Indirect Treatment Comparison/Network Meta-Analysis Study Questionnaire to Assess Relevance and Credibility to Inform Health Care Decision Making: An ISPOR-AMCP-NPC Good Practice Task Force Report

(2014) Jeroen P. Jansen et al.   VALUE IN HEALTH

Individual participant data meta-analyses should not ignore clustering

(2013) Ghada Abo-Zaid et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Differences in interaction and subgroup-specific effects were observed between randomized and nonrandomized studies in three empirical examples

(2013) Amand F. Schmidt et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Use of historical control data for assessing treatment effects in clinical trials

(2013) Kert Viele et al.   PHARMACEUTICAL STATISTICS

Individual Participant Data Meta-Analysis for a Binary Outcome: One-Stage or Two-Stage?

(2013) Thomas P. A. Debray et al.   PLoS One

Combining multiple imputation and meta-analysis with individual participant data

(2013) Stephen Burgess et al.   STATISTICS IN MEDICINE

Bayesian inference for multivariate meta-analysis Box-Cox transformation models for individual patient data with applications to evaluation of cholesterol-lowering drugs

(2013) Sungduk Kim et al.   STATISTICS IN MEDICINE

Multiple imputation for handling systematically missing confounders in meta-analysis of individual participant data

(2013) Matthieu Resche-Rigon et al.   STATISTICS IN MEDICINE

Meta-analysis of randomised trials with a continuous outcome according to baseline imbalance and availability of individual participant data

(2013) Richard D. Riley et al.   STATISTICS IN MEDICINE

The use of individual patient-level data (IPD) to quantify the impact of pretreatment predictors of response to treatment in chronic hepatitis B patients

(2013) Shehzad Ali et al.   BMJ Open

Checklists of methodological issues for review authors to consider when including non-randomized studies in systematic reviews

(2013) George A Wells et al.   Research Synthesis Methods

An introduction to methodological issues when including non-randomised studies in systematic reviews on the effects of interventions

(2013) Barnaby C. Reeves et al.   Research Synthesis Methods

The Use of Two-Way Linear Mixed Models in Multitreatment Meta-Analysis

(2012) H. P. Piepho et al.   BIOMETRICS

Individual patient data meta-analysis of survival data using Poisson regression models

(2012) Michael J Crowther et al.   BMC Medical Research Methodology

Enhanced secondary analysis of survival data: reconstructing the data from published Kaplan-Meier survival curves

(2012) Patricia Guyot et al.   BMC Medical Research Methodology

Statistical Analysis of Individual Participant Data Meta-Analyses: A Comparison of Methods and Recommendations for Practice

(2012) Gavin B. Stewart et al.   PLoS One

Two-stage meta-analysis of survival data from individual participants using percentile ratios

(2012) Jessica K. Barrett et al.   STATISTICS IN MEDICINE

Assessing the consistency assumption by exploring treatment by covariate interactions in mixed treatment comparison meta-analysis: individual patient-level covariates versus aggregate trial-level covariates

(2012) Sarah Donegan et al.   STATISTICS IN MEDICINE

Combining individual patient data and aggregate data in mixed treatment comparison meta-analysis: Individual patient data may be beneficial if only for a subset of trials

(2012) Sarah Donegan et al.   STATISTICS IN MEDICINE

Mixed treatment comparisons using aggregate and individual participant level data

(2012) Pedro Saramago et al.   STATISTICS IN MEDICINE

Matching-Adjusted Indirect Comparisons: A New Tool for Timely Comparative Effectiveness Research

(2012) James E. Signorovitch et al.   VALUE IN HEALTH

Individual patient data meta-analysis of time-to-event outcomes: one-stage versus two-stage approaches for estimating the hazard ratio under a random effects model

(2012) Jack Bowden et al.   Research Synthesis Methods

Issues relating to confounding and meta-analysis when including non-randomized studies in systematic reviews on the effects of interventions

(2012) Jeffrey C. Valentine et al.   Research Synthesis Methods

Network meta-analysis of individual and aggregate level data

(2012) Jeroen P. Jansen   Research Synthesis Methods

Issues relating to study design and risk of bias when including non-randomized studies in systematic reviews on the effects of interventions

(2012) Julian PT Higgins et al.   Research Synthesis Methods

Logistic random effects regression models: a comparison of statistical packages for binary and ordinal outcomes

(2011) Baoyue Li et al.   BMC Medical Research Methodology

Generalized linear models with clustered data: Fixed and random effects models

(2011) Göran Broström et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A critical review of methods for the assessment of patient-level interactions in individual participant data meta-analysis of randomized trials, and guidance for practitioners

(2011) D.J. Fisher et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Random covariances and mixed-effects models for imputing multivariate multilevel continuous data

(2011) Recai M Yucel   STATISTICAL MODELLING

Estimating treatment effect via simple cross design synthesis

(2011) Eloise E. Kaizar   STATISTICS IN MEDICINE

Meta-analyses of Adverse Effects Data Derived from Randomised Controlled Trials as Compared to Observational Studies: Methodological Overview

(2011) Su Golder et al.   PLOS MEDICINE

Statistical methods for the time-to-event analysis of individual participant data from multiple epidemiological studies

(2010) Simon Thompson et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Inconsistent results in meta-analyses for the prevention of falls are found between study-level data and patient-level data

(2010) Terry P. Haines et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

The use of propensity scores to assess the generalizability of results from randomized trials

(2010) Elizabeth A. Stuart et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY

Comparative Effectiveness Without Head-to-Head Trials

(2010) James E. Signorovitch et al.   PHARMACOECONOMICS

One-stage parametric meta-analysis of time-to-event outcomes

(2010) F. Siannis et al.   STATISTICS IN MEDICINE

Random effects meta-analysis of event outcome in the framework of the generalized linear mixed model with applications in sparse data

(2010) Theo Stijnen et al.   STATISTICS IN MEDICINE

Meta-analysis of a binary outcome using individual participant data and aggregate data

(2010) Richard D. Riley et al.   Research Synthesis Methods

Evidence synthesis as the key to more coherent and efficient research

(2009) Alexander J Sutton et al.   BMC Medical Research Methodology

Meta-analysis of individual patient data versus aggregate data from longitudinal clinical trials

(2009) Ashley P Jones et al.   Clinical Trials

Thinking big: large-scale collaborative research in observational epidemiology

(2009) Alexander Thompson   EUROPEAN JOURNAL OF EPIDEMIOLOGY

Understanding differences in results from literature-based and individual patient meta-analyses: An example from meta-analyses of observational data

(2009) Katrina K. Poppe et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Individual patient meta-analysis—rewards and challenges

(2009) Carl van Walraven   JOURNAL OF CLINICAL EPIDEMIOLOGY

Empirical comparison of subgroup effects in conventional and individual patient data meta-analyses

(2008) Laura Koopman et al.   INTERNATIONAL JOURNAL OF TECHNOLOGY ASSESSMENT IN HEALTH CARE

Multiple imputation inference for multivariate multilevel continuous data with ignorable non-response

(2008) R. M Yucel   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Practical methodology of meta-analysis of individual patient data using a survival outcome

(2007) Sandrine Katsahian et al.   Contemporary Clinical Trials

Meta-analysis of individual- and aggregate-level data

(2007) A. J. Sutton et al.   STATISTICS IN MEDICINE

Investigating trial and treatment heterogeneity in an individual patient data meta-analysis of survival data by means of the penalized maximum likelihood approach

(2007) V. Rondeau et al.   STATISTICS IN MEDICINE

Meta-analysis of continuous outcomes combining individual patient data and aggregate data

(2007) Richard D. Riley et al.   STATISTICS IN MEDICINE

Allowing for uncertainty due to missing data in meta-analysis—Part 2: Hierarchical models

(2007) Ian R. White et al.   STATISTICS IN MEDICINE

Recent developments in meta-analysis

(2007) Alexander J. Sutton et al.   STATISTICS IN MEDICINE