This meta-analysis aimed to provide a comprehensive evaluation of IGF-1 levels in different populations, including the general population, HF patients, and individuals with treatment-naïve acromegaly, a condition characterized by excessive GH secretion and elevated IGF-1 levels. The gene discussed is GH1; the disease is acromegaly.