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Acta Diabetologica Dec 2023To investigate the lowering BP effects of sodium glucose cotransporter 2 inhibitors (SGLT2i) and glucagon-like peptide 1 receptor agonists (GLP-1 RAs) on the risk of... (Meta-Analysis)
Meta-Analysis
Blood pressure-lowering effects of SGLT2 inhibitors and GLP-1 receptor agonists for preventing of cardiovascular events and death in type 2 diabetes: a systematic review and meta-analysis.
AIMS
To investigate the lowering BP effects of sodium glucose cotransporter 2 inhibitors (SGLT2i) and glucagon-like peptide 1 receptor agonists (GLP-1 RAs) on the risk of major cardiovascular event stratified by glucose-lowering drugs, baseline BP, glycated hemoglobin (HbA), and history of cardiovascular disease in patients with type 2 diabetes.
METHODS
We performed a systematic review of the MEDLINE and EMBASE databases search up to December 31, 2022, (PROSPERO, CRD42023400899) to identify all large-scale cardiovascular outcomes (CVO) trials of SGLT2i and GLP-1 RAs in which more than 1,000 patient-years of follow-up in each randomized group. Outcomes included all-cause mortality, major adverse cardiovascular event (MACE) and its component (cardiovascular death, myocardial infarction [MI], and stroke), heart failure, and renal failure. A random-effects meta-analyses were used to pool the estimates.
RESULTS
Eighteen CVOTs (ten for SGLT2i and eight for GLP-1 RAs) with 127,606 patients with type 2 diabetes were included. Over 2.5 years median follow-up, the average reduction of systolic BP was 2.2 mmHg (mean difference [MD] - 2.2; 95% CI - 2.7 to - 1.7) with more important reduction (P = 0.001) with SGLT2 inhibitors (- 2.9; - 3.4 to - 2.5) than with GLP-1 RAs (- 1.4; - 1.8 to - 1). With SGLT2i, every 5-mmHg reduction in systolic BP was associated with a significantly lower risk of mortality (hazard ratio[HR], 0.77; 95% CI 0.65-0.90), MACE (HR 0.81 [0.74-0.89]), cardiovascular death (HR 0.72 [0.59-0.88]), MI (HR 0.82 [0.71-0.95]), heart failure (HR 0.49 [0.42-0.57]), and renal failure (HR 0.46 [0.38-0.55]), while the association was not significant for stroke (HR 0.91 [0.69-1.19]). The corresponding effects for every 5-mmHg reduction in SBP with GLP-1 RAs were 0.65 (0.51-0.84) for all-cause mortality, 0.65 (0.56-0.76) for MACE, 0.62 (0.45-0.85) for CV death, 0.71 (0.52-0.76) for MI, 0.49 (0.35-0.69) for stroke, and 0.49 (0.35-0.66) for renal failure, while the association was not significant for heart failure (HR 0.82 [0.63-1.08]).
CONCLUSION
In patients with type 2 diabetes, the hypotensive effects of SGLT2i and GLP-1 RAs were significantly associated with a reduction in mortality and cardiorenal events. These findings suggest that the lowering BP effect could be seen as an additive indicator of cardiovascular protection by SGLT2i and GLP-1 RAs drugs.
Topics: Humans; Diabetes Mellitus, Type 2; Sodium-Glucose Transporter 2 Inhibitors; Glucagon-Like Peptide-1 Receptor; Blood Pressure; Cardiovascular Diseases; Heart Failure; Myocardial Infarction; Glucagon-Like Peptide 1; Stroke; Renal Insufficiency; Hypoglycemic Agents
PubMed: 37439858
DOI: 10.1007/s00592-023-02154-4 -
Diabetes, Obesity & Metabolism Jun 2023To compare the relative efficacy of sodium-glucose co-transporter 2 inhibitors (SGLT-2is), glucagon-like peptide-1 receptor agonists (GLP-1RAs) and non-steroidal... (Comparative Study)
Comparative Study Meta-Analysis
Comparative efficacy of sodium-glucose co-transporter-2 inhibitors, glucagon-like peptide-1 receptor agonists and non-steroidal mineralocorticoid receptor antagonists in chronic kidney disease and type 2 diabetes: A systematic review and network meta-analysis.
AIM
To compare the relative efficacy of sodium-glucose co-transporter 2 inhibitors (SGLT-2is), glucagon-like peptide-1 receptor agonists (GLP-1RAs) and non-steroidal mineralocorticoid receptor antagonists (nsMRAs) in improving the cardiovascular and renal outcomes in patients with type 2 diabetes (T2D) and chronic kidney disease (CKD).
MATERIALS AND METHODS
We searched PubMed, Embase and Cochrane Library from inception through 25 November 2022. We selected randomized controlled trials that studied patients with CKD and T2D with a follow-up of at least 24 weeks and compared SGLT-2is, GLP-1RAs and nsMRAs with each other and with placebo. Primary outcomes were major adverse cardiovascular events (MACE) and composite renal outcomes (CRO). Secondary outcomes were cardiovascular death, all-cause death, stroke, myocardial infarction and heart failure hospitalization (HFH). A frequentist approach was used to pool risk ratios (RRs) with 95% confidence intervals (CIs).
RESULTS
Twenty-nine studies with 50 938 participants for MACE and 49 965 participants for CRO were included. SGLT-2is did not significantly reduce MACE but were associated with significantly lower risks of CRO compared with GLP-1RAs (RR, 0.77; 95% CI, 0.64-0.91; P = .003) and nsMRAs (RR, 0.78; 95% CI, 0.68-0.90; P = .001). Compared with GLP-1RAs and nsMRAs, SGLT-2is significantly reduced risks of HFH by 31% (RR, 0.69; 95% CI, 0.55-0.88; P = .002) and 22% (RR, 0.78; 95% CI, 0.63-0.95; P = .016), respectively, but did not significantly reduce other secondary outcomes. There were no significant differences between GLP-1RAs and nsMRAs in lowering all outcomes.
CONCLUSIONS
SGLT-2is were associated with better cardiorenal protection than GLP-1RAs and nsMRAs in patients with CKD and T2D.
Topics: Humans; Cardiovascular Diseases; Diabetes Mellitus, Type 2; Glucagon-Like Peptide-1 Receptor; Glucose; Hypoglycemic Agents; Mineralocorticoid Receptor Antagonists; Network Meta-Analysis; Renal Insufficiency, Chronic; Sodium; Sodium-Glucose Transporter 2 Inhibitors; Symporters
PubMed: 36751968
DOI: 10.1111/dom.15009 -
Neuroscience and Biobehavioral Reviews Sep 2016Rodent defense behavior assays have been widely used as preclinical models of anxiety to study possibly therapeutic anxiety-reducing interventions. However, some... (Meta-Analysis)
Meta-Analysis Review
Rodent defense behavior assays have been widely used as preclinical models of anxiety to study possibly therapeutic anxiety-reducing interventions. However, some proposed anxiety-modulating factors - genes, drugs and stressors - have had discordant effects across different studies. To reconcile the effect sizes of purported anxiety factors, we conducted systematic review and meta-analyses of the literature on ten anxiety-linked interventions, as examined in the elevated plus maze, open field and light-dark box assays. Diazepam, 5-HT1A receptor gene knockout and overexpression, SERT gene knockout and overexpression, pain, restraint, social isolation, corticotropin-releasing hormone and Crhr1 were selected for review. Eight interventions had statistically significant effects on rodent anxiety, while Htr1a overexpression and Crh knockout did not. Evidence for publication bias was found in the diazepam, Htt knockout, and social isolation literatures. The Htr1a and Crhr1 results indicate a disconnect between preclinical science and clinical research. Furthermore, the meta-analytic data confirmed that genetic SERT anxiety effects were paradoxical in the context of the clinical use of SERT inhibitors to reduce anxiety.
Topics: Anxiety; Anxiety Disorders; Corticotropin-Releasing Hormone; Humans; Receptors, Corticotropin-Releasing Hormone; Social Isolation
PubMed: 27328783
DOI: 10.1016/j.neubiorev.2016.04.011 -
Neuroscience and Biobehavioral Reviews Sep 2023Recent lifestyle changes have resulted in tremendous peer pressure and mental stress, and increased the incidences of chronic psychological disorders; like addiction,... (Review)
Review
Recent lifestyle changes have resulted in tremendous peer pressure and mental stress, and increased the incidences of chronic psychological disorders; like addiction, depression and anxiety (ADA). In this context, the stress-tolerance levels vary amongst individuals and genetic factors play prominent roles. Vulnerable individuals may often be drawn towards drug-addiction to combat stress. This systematic review critically appraises the relationship of various genetic factors linked with the incidences of ADA development. For coherence, we focused solely on cocaine as a substance of abuse in this study. Online scholarly databases were used to screen pertinent literature using apt keywords; and the final retrieval included 42 primary-research articles. The major conclusion drawn from this systematic analysis states that there are 51 genes linked with the development of ADA; and 3 (BDNF, PERIOD2 and SLC6A4) of them are common to all the three aspects of ADA. Further, inter-connectivity analyses of the 51 genes further endorsed the central presence of BDNF and SLC6A4 genes in the development of ADA disorders. The conclusions derived from this systematic study pave the way for future studies for the identification of diagnostic biomarkers and drug targets; and for the development of novel and effective therapeutic regimens against ADA.
Topics: Humans; Cocaine-Related Disorders; Depression; Brain-Derived Neurotrophic Factor; Anxiety; Anxiety Disorders; Cocaine; Serotonin Plasma Membrane Transport Proteins
PubMed: 37271299
DOI: 10.1016/j.neubiorev.2023.105270 -
Frontiers in Endocrinology 2023To assess the relationship between use of sodium-glucose cotransporter-2 inhibitors (SGLT2i) and the risk of gout among patients with type 2 diabetes mellitus (T2DM). (Meta-Analysis)
Meta-Analysis
OBJECTIVE
To assess the relationship between use of sodium-glucose cotransporter-2 inhibitors (SGLT2i) and the risk of gout among patients with type 2 diabetes mellitus (T2DM).
METHODS
A systemic review and meta-analysis were designed by reviewing articles published between 2000 January 1 and 2022 December 31 using PubMed system and Web of Science system based on the PRISMA 2020 guidelines. The end point of interest was gout (including gout flares, gout events, starting uric-acid lowering therapy and starting anti-gout drugs use) among patients with T2DM using SGLT2i versus not using SGLT2i. A random-effects model was utilized to measure the pooled hazard ratio (HR) with 95% confidence interval (CI) for the risk of gout associated with SGLT2i use.
RESULTS
Two prospective post-hoc analyses of randomized controlled trials and 5 retrospective electronic medical record-linkage cohort studies met the inclusion criteria. The meta-analysis demonstrated that there was a decreased risk of developing gout for SGLT2i use as comparing with non-use of SGLT2i among patients with T2DM (pooled HR=0.66 and 95%CI=0.57-0.76).
CONCLUSIONS
This meta-analysis demonstrates that SGLT2i use is associated with a 34% decreased risk of developing gout among patients with T2DM. SGLT2i may be the treatment options for patients with T2DM who are at high risk of gout. More randomized controlled trials and real-world data are needed to confirm whether there is a class effect of SGLT2i for the risk reduction of gout among patients with T2DM.
Topics: Sodium-Glucose Transporter 2 Inhibitors; Gout; Diabetes Mellitus, Type 2; Humans; Male; Female; Middle Aged; Placebos; Dipeptidyl-Peptidase IV Inhibitors; Glucagon-Like Peptide-1 Receptor
PubMed: 37288295
DOI: 10.3389/fendo.2023.1158153 -
BMC Endocrine Disorders Oct 2022Safety of sulfonylurea drugs in the treatment of Type 2 Diabetes is still under debate. The aim of this study was to compare the all-cause mortality and cardiovascular... (Meta-Analysis)
Meta-Analysis
BACKGROUND
Safety of sulfonylurea drugs in the treatment of Type 2 Diabetes is still under debate. The aim of this study was to compare the all-cause mortality and cardiovascular adverse events of sulfonylureas and drugs with a low risk for hypoglycaemia in adults with type 2 diabetes.
METHODS
Systematic review and meta-analysis of randomised controlled trials.
DATA SOURCES
MEDLINE (PubMed, OVID), Embase, Cochrane Central Register of Controlled Trials, CINAHL, WOS and Lilacs.
STUDY SELECTION
Randomised controlled head-to-head trials that compared sulfonylureas with active control with low hypoglycaemic potential in adults (≥ 18 years old) with type 2 diabetes published up to August 2015. The drug classes involved in the analysis were metformin, dipeptidyl peptidase-4 (DPP-4) inhibitors, sodium-glucose co-transporter-2 (SGLT-2) inhibitors and glucagon-like peptide-1 (GLP-1) receptor agonists.
OUTCOMES
The primary endpoint was all-cause mortality. The secondary endpoints were MACE, cardiovascular events and severe hypoglycaemia.
SYNTHESIS OF RESULTS
Two reviewers checked study eligibility, independently extracted data and assessed quality with disagreements resolved through discussion. We assessed the risk of bias of the included studies using the Cochrane risk of bias tool for randomized trials v2. Pooled odds ratios (ORs) were estimated by using fixed effects model. The study is registered on PROSPERO (26/05/2016 CRD42016038780).
RESULTS
Our final analysis comprised 31 studies (26,204 patients, 11,711 patients given sulfonylureas and 14,493 given comparator drugs). In comparison to drugs with low hypoglycaemic potential, sulfonylureas had higher odds for all-cause mortality (OR 1.32, 95% CI 1.00-1.75), MACE (OR 1.32, 95% CI 1.07-1.61), myocardial infarction (fatal and non-fatal) (OR 1.67, 95% CI 1.17-2.38) and hypoglycaemia (OR 5.24, 95% CI 4.20-6.55). Subsequent sensitivity analysis revealed differences in the effect of sulfonylureas, with an increased risk of all-cause mortality with glipizide but not the other molecules.
CONCLUSION
Our meta-analysis raises concern about the safety of SUs compared to alternative drugs involved in current analysis. Important differences may exist within the drug class, and glimepiride seems to have best safety profile.
Topics: Adult; Humans; Adolescent; Hypoglycemic Agents; Diabetes Mellitus, Type 2; Glipizide; Dipeptidyl-Peptidase IV Inhibitors; Metformin; Sodium-Glucose Transporter 2 Inhibitors; Hypoglycemia; Glucagon-Like Peptide 1; Dipeptidyl-Peptidases and Tripeptidyl-Peptidases; Symporters; Glucose; Sodium
PubMed: 36261824
DOI: 10.1186/s12902-022-01158-5 -
Journal of Stroke and Cerebrovascular... Jun 2016Brain edema formation is a major cause of brain damages and the high mortality of ischemic stroke. The aim of this review is to explore the relationship between ischemic... (Review)
Review
BACKGROUND
Brain edema formation is a major cause of brain damages and the high mortality of ischemic stroke. The aim of this review is to explore the relationship between ischemic brain edema formation and vasopressin (VP) hypersecretion in addition to the oxygen and glucose deprivation and the ensuing reperfusion injury.
METHODS
Pertinent studies involving ischemic stroke, brain edema formation, astrocytes, and VP were identified by a search of the PubMed and the Web of Science databases in January 2016. Based on clinical findings and reports of animal experiments using ischemic stroke models, this systematic review reanalyzes the implication of individual reports in the edema formation and then establishes the inherent links among them.
RESULTS
This systematic review reveals that cytotoxic edema and vasogenic brain edema in classical view are mainly under the influence of a continuous malfunction of astrocytic plasticity. Adaptive VP secretion can modulate membrane ion transport, water permeability, and blood-brain barrier integrity, which are largely via changing astrocytic plasticity. Maladaptive VP hypersecretion leads to disruptions of ion and water balance across cell membranes as well as the integrity of the blood-brain barrier. This review highlights our current understandings of the cellular mechanisms underlying ischemic brain edema formation and its association with VP hypersecretion.
CONCLUSIONS
VP hypersecretion promotes brain edema formation in ischemic stroke by disrupting hydromineral balance in the neurovascular unit; suppressing VP hypersecretion has the potential to alleviate ischemic brain edema.
Topics: Animals; Astrocytes; Brain; Brain Edema; Brain Ischemia; Humans; Phenotype; Prognosis; Risk Factors; Signal Transduction; Stroke; Up-Regulation; Vasopressins
PubMed: 27068863
DOI: 10.1016/j.jstrokecerebrovasdis.2016.02.002 -
Journal of Controlled Release :... Dec 2020For the past two decades, biomimetic high-density lipoproteins (b-HDL) have been used for various drug delivery applications. The b-HDL mimic the endogenous HDL, and... (Meta-Analysis)
Meta-Analysis Review
For the past two decades, biomimetic high-density lipoproteins (b-HDL) have been used for various drug delivery applications. The b-HDL mimic the endogenous HDL, and therefore possess many attractive features for drug delivery, including high biocompatibility, biodegradability, and ability to transport and deliver their cargo (e.g. drugs and/or imaging agents) to specific cells and tissues that are recognized by HDL. The b-HDL designs reported in the literature often differ in size, shape, composition, and type of incorporated cargo. However, there exists only limited insight into how the b-HDL design dictates their biodistribution. To fill this gap, we conducted a comprehensive systematic literature search of biodistribution studies using various designs of apolipoprotein A-I (apoA-I)-based b-HDL (i.e. b-HDL with apoA-I, apoA-I mutants, or apoA-I mimicking peptides). We carefully screened 679 papers (search hits) for b-HDL biodistribution studies in mice, and ended up with 24 relevant biodistribution profiles that we compared according to b-HDL design. We show similarities between b-HDL biodistribution studies irrespectively of the b-HDL design, whereas the biodistribution of the b-HDL components (lipids and scaffold) differ significantly. The b-HDL lipids primarily accumulate in liver, while the b-HDL scaffold primarily accumulates in the kidney. Furthermore, both b-HDL lipids and scaffold accumulate well in the tumor tissue in tumor-bearing mice. Finally, we present essential considerations and strategies for b-HDL labeling, and discuss how the b-HDL biodistribution can be tuned through particle design and administration route. Our meta-analysis and discussions provide a detailed overview of the fate of b-HDL in mice that is highly relevant when applying b-HDL for drug delivery or in vivo imaging applications.
Topics: Animals; Apolipoprotein A-I; Biomimetics; Drug Delivery Systems; Lipids; Lipoproteins, HDL; Mice; Tissue Distribution
PubMed: 32971201
DOI: 10.1016/j.jconrel.2020.09.038 -
Journal of the Royal Society of Medicine Sep 2023The cardiorenal protective effects of sodium-glucose co-transporter 2 inhibitors (SGLT2-Is) and glucagon-like peptide 1 receptor agonists (GLP1-RAs) across racial and...
Racial, ethnic and regional differences in the effect of sodium-glucose co-transporter 2 inhibitors and glucagon-like peptide 1 receptor agonists on cardiovascular and renal outcomes: a systematic review and meta-analysis of cardiovascular outcome trials.
OBJECTIVES
The cardiorenal protective effects of sodium-glucose co-transporter 2 inhibitors (SGLT2-Is) and glucagon-like peptide 1 receptor agonists (GLP1-RAs) across racial and ethnic groups are not well defined. By conducting a systematic review and meta-analysis of all randomised, placebo-controlled, cardiovascular disease (CVD) outcomes trials (CVOTs), we aimed to compare racial/ethnic as well as regional patterns in the effects of SGLT2-Is and GLP1-RAs on cardiovascular and renal outcomes in patients with type 2 diabetes (T2D).
DESIGN
Trials were identified from MEDLINE, Embase, the Cochrane Library, and search of bibliographies to 7 July 2023. Setting North America, South/Central America, Europe (Eastern and Western), Asia, Australia-New Zealand (Pacific), Asia/Pacific, and Africa.
SETTING
North America, South/Central America, Europe (Eastern and Western), Asia, Australia-New Zealand (Pacific), Asia/Pacific, and Africa.
PARTICIPANTS
people with type 2 diabetes enrolled in cardiovascular outcome trials of SGLT2-Is and GLP1-RAs.
MAIN OUTCOME MEASURES
Outcomes were (i) major adverse cardiovascular events (MACE), (ii) composite CVD death/heart failure (HF) hospitalization; (iii) composite renal outcome; and (iv) their components. Study-specific hazard ratios (HRs) with 95% confidence intervals (CIs) were pooled.
RESULTS
In total, 14 unique CVOTs (7 comparing SGLT2-Is vs placebo and 7 comparing GLP1-RAs vs placebo) were eligible. The proportion of participants enrolled in the trials ranged from 66.6-93.2% for White populations, 1.2-21.6% for Asian populations, 2.4-8.3% for Black populations and 0.9-23.1% for Other populations. The HR (95% CI) for MACE comparing SGLT2-Is vs placebo was 0.92 (0.86-0.98), 0.69 (0.53-0.92) and 0.70 (0.54-0.91) for White, Asian and Hispanic/Latino populations, respectively. Comparing GLP1-RAs vs placebo, the corresponding HR (95% CI) was 0.88 (0.80-0.97), 0.76 (0.63-0.93) and 0.82 (0.70-0.95), respectively. SGLT2-Is reduced the risk of all other cardiorenal outcomes in White and Asian populations, except for HF hospitalizations in Asians. No effects were observed in Black populations except for a reduced risk of HF hospitalizations by SGLT2-I. SGLT1-Is reduced the risk of composite CVD death/HF hospitalization in North America and Europe, whereas GLP1-RAs reduced the risk of MACE in Europe. GRADE certainty of evidence ranged from moderate to high.
CONCLUSIONS
There appears to be substantial racial/ethnic differences in the cardiorenal effects of SGLT2-Is and GLP1-RAs in patients with T2D, with consistent benefits observed among White and Asian populations and consistent lack of benefits in Black populations. Whether the differences are due to issues with under-representation of Black populations and low statistical power or racial/ethnic variations in the pharmacokinetics, pharmacodynamics and safety of SGLT2-Is and GLP1-RAs need further investigation.PROSPERO Registration: CRD42023401734.
PubMed: 37734450
DOI: 10.1177/01410768231198442 -
Cardiovascular Diabetology Mar 2024Randomized controlled trials and real-world studies suggest that combination therapy with sodium-glucose transport protein 2 inhibitors (SGLT2is) and glucagon-like... (Meta-Analysis)
Meta-Analysis
Effectiveness and safety of the combination of sodium-glucose transport protein 2 inhibitors and glucagon-like peptide-1 receptor agonists in patients with type 2 diabetes mellitus: a systematic review and meta-analysis of observational studies.
BACKGROUND
Randomized controlled trials and real-world studies suggest that combination therapy with sodium-glucose transport protein 2 inhibitors (SGLT2is) and glucagon-like peptide-1 receptor agonists (GLP-1RAs) is associated with improvement in fasting plasma glucose (FPG), glycated hemoglobin (HbA1c), systolic blood pressure (SBP), body mass index (BMI), and total cholesterol levels. However, a systematic review of available real-world evidence may facilitate clinical decision-making in the real-world scenario. This meta-analysis assessed the safety and effectiveness of combinations of SGLT2is + GLP-1RAs with a focus on their cardioprotective effects along with glucose-lowering ability in patients with type 2 diabetes mellitus (T2DM) in a real-world setting.
METHODS
Electronic searches were performed in the PubMed/MEDLINE, PROQuest, Scopus, CINAHL, and Google Scholar databases. Qualitative analyses and meta-analyses were performed using the Joanna Briggs Institute SUMARI software package and Review Manager v5.4, respectively.
RESULTS
The initial database search yielded 1445 articles; of these, 13 were included in this study. The analyses indicated that SGLT2is + GLP-1RAs combinations were associated with significantly lower all-cause mortality when compared with individual therapies (odds ratio [95% confidence interval [CI] 0.49 [0.41, 0.60]; p < 0.00001). Significant reductions in BMI (- 1.71 [- 2.74, - 0.67]; p = 0.001), SBP (- 6.35 [- 10.17, - 2.53]; p = 0.001), HbA1c levels (- 1.48 [- 1.75, - 1.21]; p < 0.00001), and FPG (- 2.27 [- 2.78, - 1.76]; p < 0.00001) were associated with the simultaneous administration of the combination. Changes in total cholesterol levels and differences between simultaneous and sequential combination therapies for this outcome were not significant.
CONCLUSION
This systematic review and meta-analysis based on real-world data suggests that the combination of SGLT2is + GLP-1RAs is associated with lower all-cause mortality and favorable improvements in cardiovascular, renal, and glycemic measurements. The findings drive a call-to-action to incorporate this combination early and simultaneously in managing T2DM patients and achieve potential cardiovascular benefits and renal protection.
Topics: Humans; Diabetes Mellitus, Type 2; Hypoglycemic Agents; Glucagon-Like Peptide-1 Receptor Agonists; Glycated Hemoglobin; Blood Glucose; Cholesterol; Glucagon-Like Peptide-1 Receptor
PubMed: 38500154
DOI: 10.1186/s12933-024-02192-4