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Methods We obtained the data from PubMed, Scopus, Embase, and Web of Science for all eligible studies, including clinical trials (RCT) and cohorts comparing GLP-1 RAs to placebo or other hypoglycemic agents in patients with HFpEF published until December 31st, 2024