Multivariate meta-analysis model for the difference in restricted mean survival times.

Biostatistics

Department of Biostatistics, Boston University School of Public Health, 801 Massachusetts Avenue, Boston, MA, USA.

Published: January 2021


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

In randomized controlled trials (RCTs) with time-to-event outcomes, the difference in restricted mean survival times (RMSTD) offers an absolute measure of the treatment effect on the time scale. Computation of the RMSTD relies on the choice of a time horizon, $\tau$. In a meta-analysis, varying follow-up durations may lead to the exclusion of RCTs with follow-up shorter than $\tau$. We introduce an individual patient data multivariate meta-analysis model for RMSTD estimated at multiple time horizons. We derived the within-trial covariance for the RMSTD enabling the synthesis of all data by borrowing strength from multiple time points. In a simulation study covering 60 scenarios, we compared the statistical performance of the proposed method to that of two univariate meta-analysis models, based on available data at each time point and based on predictions from flexible parametric models. Our multivariate model yields smaller mean squared error over univariate methods at all time points. We illustrate the method with a meta-analysis of five RCTs comparing transcatheter aortic valve replacement (TAVR) with surgical replacement in patients with aortic stenosis. Over 12, 24, and 36 months of follow-up, those treated by TAVR live 0.28 [95% confidence interval (CI) 0.01 to 0.56], 0.46 (95% CI $-$0.08 to 1.01), and 0.79 (95% CI $-$0.43 to 2.02) months longer on average compared to those treated by surgery, respectively.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846118PMC
http://dx.doi.org/10.1093/biostatistics/kxz018DOI Listing

Publication Analysis

Top Keywords

multivariate meta-analysis
8
meta-analysis model
8
difference restricted
8
restricted survival
8
survival times
8
multiple time
8
time points
8
time
6
model difference
4
times randomized
4

Similar Publications

Autism spectrum disorder (ASD) is a neurodevelopmental condition that is increasingly linked to immune dysfunction and neuroinflammation. Regulatory T cells (Tregs), which are crucial in maintaining immune homeostasis, have been implicated in the pathogenesis of ASD. However, their role in neuroimmune interactions and behavioral outcomes remains poorly understood.

View Article and Find Full Text PDF

The Association Between Meteorological Factors and Rotavirus Gastroenteritis Incidence in Japan: A Time-Series Analysis.

Cureus

August 2025

Division of International Health, Graduate School of Medical and Dental Sciences, Niigata University, Niigata, JPN.

Introduction Rotavirus is the principal pathogen responsible for acute gastroenteritis and severe diarrhea in children worldwide and remains a significant public health threat. However, studies on the association between rotavirus gastroenteritis epidemics and meteorological factors in Japan are still scarce. In this study, we aimed to quantify the short-term effects of meteorological factors on the incidence of rotavirus gastroenteritis in Japan using advanced time-series modeling approaches.

View Article and Find Full Text PDF

Background: Allopurinol, the most prescribed urate-lowering drug, is a known cause of severe cutaneous adverse reactions. We aimed to develop and validate a model to assess the risk of allopurinol-induced severe cutaneous adverse reactions in adults newly prescribed allopurinol.

Methods: In this retrospective new-user cohort study, we developed and validated a prognostic model using primary care, hospitalisation, and mortality data extracted from the UK Clinical Practice Research Datalink (CPRD) primary care database, for the period Jan 1, 2001, to March 29, 2021.

View Article and Find Full Text PDF

Reactive astrogliosis and microgliosis in animal models of focally induced seizures: A systematic review and multivariate multilevel meta-analysis.

Epilepsy Behav

September 2025

Institute of Pharmacology and Toxicology, School of Veterinary Medicine, Freie Universität Berlin, Berlin, Germany; Einstein Center for Neurosciences (ECN), Charité - Universitätsmedizin Berlin, Germany. Electronic address:

Reactive astrogliosis and microgliosis are hallmarks of various central nervous system (CNS) diseases, including epilepsy. Both are observed following seizures in various models of epilepsy. We conducted a systematic meta-analysis to synthesize current knowledge on reactive astrogliosis and microgliosis in animal models involving experimentally induced seizures using a multilevel approach to analyze 260 comparisons from 52 studies.

View Article and Find Full Text PDF

A robust pleiotropy method with applications to lipid traits and to inflammatory bowel disease subtypes with sample overlap.

HGG Adv

September 2025

Department of Epidemiology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA; Department of Biostatistics, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA. Electronic address:

Pleiotropy, the phenomenon where a genetic region confers risk to multiple traits, is widely observed, even among seemingly unrelated traits. Knowledge of pleiotropy can improve understanding of biological mechanisms of diseases/traits, and can potentially guide identification of molecular targets or help predict side-effects in drug development. However, statistical approaches for identifying pleiotropy genome-wide are limited, particularly for two correlated traits or case-control traits with unknown sample overlap or for disease traits from family studies.

View Article and Find Full Text PDF