Effect of glucagon-like peptide-1 receptor agonists on glycemic control, and weight reduction in adults: A multivariate meta-analysis
PLOS ONE
RESEARCH ARTICLE
Effect of glucagon-like peptide-1 receptor
agonists on glycemic control, and weight
reduction in adults: A multivariate metaanalysis
Tzu-Lin Yeh ID1,2, Ming-Chieh Tsai2,3,4, Wen-Hsuan Tsai4, Yu-Kang Tu2, KuoLiong Chien ID2,5*
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1 Department of Family Medicine, Hsinchu MacKay Memorial Hospital, Hsinchu, Taiwan, 2 Institute of
Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan,
3 Department of Medicine, MacKay Memorial College, New Taipei City, Taiwan, 4 Division of Endocrinology,
Department of Internal Medicine, MacKay Memorial Hospital, New Taipei City, Taiwan, 5 Department of
Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
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Abstract
OPEN ACCESS
Citation: Yeh T-L, Tsai M-C, Tsai W-H, Tu Y-K,
Chien K-L (2023) Effect of glucagon-like peptide-1
receptor agonists on glycemic control, and weight
reduction in adults: A multivariate meta-analysis.
PLoS ONE 18(1): e0278685. https://doi.org/
10.1371/journal.pone.0278685
Editor: Ming-Chang Chiang, Fu Jen Catholic
University, TAIWAN
Received: September 12, 2022
Accepted: November 22, 2022
Published: January 25, 2023
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https://doi.org/10.1371/journal.pone.0278685
Copyright: © 2023 Yeh et al. This is an open access
article distributed under the terms of the Creative
Commons Attribution License, which permits
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source are credited.
Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files.
Aims
To explore the effect of glucagon-like peptide-1 receptor agonist (GLP-1 RAs) on glycemic
control and weight reduction in adults.
Methods
Databases were searched from August 2021 to March 2022. Data were analyzed using
mean difference (MD) values with 95% confidence intervals (CIs). Both random-and fixedeffect models were employed. Heterogeneity was explored using pre-specified subgroup
analyses and meta-regression. Structural equation modeling fitting was used for the multivariate meta-analysis.
Results
A total of 31 double-blind randomized controlled trials with 22,948 participants were included
in the meta-analysis. The MD and 95% CI of the pooled GLP1-RA-induced change in the
glycated hemoglobin level was -0.78% (-0.97%, -0.60%) in the random-effects model and
-0.45% (-0.47%, -0.44%) in the fixed-effect model, with a high heterogeneity (I2 = 97%). The
pooled body weight reduction was -4.05 kg (-5.02 kg, -3.09 kg) in the random-effects model
and -2.04 kg (-2.16 kg, -1.92 kg) in the fixed-effect model (I2 = 98%). The standardized
pooled correlation coefficient between HbA1c levels and body weight was -0.42. A negative
correlation between glycemic control and weight reduction was obtained.
Conclusion
Long-acting GLP-1 RAs significantly reduced the glycated hemoglobin level and body
weight in adults.
PLOS ONE | https://doi.org/10.1371/journal.pone.0278685 January 25, 2023
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PLOS ONE
Funding: The authors received no specific funding
for this work.
Competing interests: The authors have declared
that no competing interests exist.
Effects of glucagon-like peptide-1 agonists
Introduction
Glucagon-like peptide 1, an incretin secreted from the gut, exerts metabolic effects through
glucose-dependent stimulation of insulin secretion, delayed gastric emptying, inhibition of
appetite, and increased natriuresis [1]. Glucagon-like peptide receptor agonists (GLP-1 RAs)
have been used to treat patients with diabetes since 2007 [2]. and have been approved as antiobesity drugs since 2014 [3]. However, long-acting GLP-1 RAs have attracted increasing interest due to their better efficacy in diabetes and obesity treatment [4]. Long-acting GLP-1 RA
treatment was shown to be associated with a pooled glycated hemoglobin (HbA1c) reduction
of 0.99% and a pooled body weight reduction of 2.69 kg (heterogeneity, approximately 90%)
[5]. The high heterogeneity can be partially explained by differences in the underlying conditions of participants [6] and the GLP-1 RA interventions [7]. Moreover, participant age and
the baseline glycemic level may interact with the results in children [6], indicating the existence
of potential effect modifiers. However, further analysis to explore the high heterogeneity and
potential effect modifiers in adults is lacking [8, 9].
Glycemic control is intertwined with the weight reduction caused by long-acting GLP-1
RAs through insulin resistance and metabolic changes [10]. Thus, these two outcomes of interest should not be independently estimated. However, previous randomized controlled trials
(RCTs) rarely reported the correlation coefficients at the within-study level [11], and to the
best of our knowledge, no correlation coefficient was reported in between-study-level metaanalysis [12, 13].
Thus, to explore the high heterogeneity and possible effect modifiers associated with these
findings, we performed further univariate meta-analyses of the glycemic control and weight
reduction caused by long-acting GLP-1 RAs in adults. Considering the correlation between
these outcomes, our study used the structural equation modeling approach for multivariate
meta-analysis to jointly estimate the effect sizes for glycemic control and weight reduction in
one model and to investigate the associations between these two outcomes of long-acting
GLP-1 RA treatment.
Materials & methods
Search strategy and selection criteria
We searched the Medline, Ovid EMBASE, Cochrane Library and ClinicalTrials.gov databases
for relevant studies from August 2021 to March 2022 by using the following keywords: “Glucagon-Like Peptide 1” OR “GLP-1” OR “Placebo” OR “Body Weights” OR “Glucose” OR “Glycosylated Hemoglobin A” OR “Trials, Randomized Clinical.” The PRISMA checklist and
detailed search strategies are shown in Supplement and S1 Table. To enable a comprehensive
search, we did not include limiting parameters for language, article type, year of publication,
animal or human subjects, and age of participants.
We included all eligible publications that met the following inclusion criteria: (1) adult participants older than 18 years, either from the general population or including patients with a
specific disease; (2) intervention with U.S. Food and Drug Administration approved long-acting GLP-1 RAs, including liraglutide, once-weekly exenatide, dulaglutide, albiglutide, and
semaglutide, which were administered orally or subcutaneously, either in same or different
doses; (3) comparison with a placebo; (4) glycemic or anthropometric changes as either primary or secondary outcome (...truncated)