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Mental health conditions have become an increasing concern among university students, particularly those pursuing health science disciplines such as pharmacy. Rigorous academic demands, high workloads, and sustained psychological pressure place pharmacy students at a high risk of mental health disorders, including depression, anxiety, stress, and suicidal ideation. This study aimed to systematically review and quantitatively synthesize existing evidence on the prevalence of mental health conditions among pharmacy students in Thailand and globally using a meta-analytic approach. A comprehensive literature search was conducted across the major academic databases, including PubMed, ScienceDirect, Scopus, and ThaiJo, using predefined search terms and stringent inclusion criteria to ensure methodological rigor and relevance. Data from eligible studies were extracted and analyzed using STATA software to ensure statistical precision and reliability of the pooled estimates. A total of 51 studies, comprising 17,717 pharmacy students across 16 countries, including the United States, Thailand, Brazil, Malaysia, Syria, Pakistan, Poland, France, Portugal, Nigeria, Saudi Arabia, Sudan, Lebanon, Egypt, the United Arab Emirates, and Vietnam, were included. The meta-analysis revealed pooled prevalence rates of 44.26% for depression (95% CI: 36.08-52.61), 52.01% for anxiety (95% CI: 42.86-61.09), 48.10% for stress (95% CI: 32.96-63.43), and 24.52% for suicidal ideation (95% CI: 14.10-36.70). These findings reflect a substantial mental health burden among pharmacy students, necessitating immediate and context-specific interventions. Considering these findings, academic institutions must develop and implement comprehensive mental health support strategies. Such initiatives should include early identification and screening programs, access to psychological counseling services, resilience-building interventions, and stress management workshops to effectively address the psychological needs of pharmacy students and enhance their academic and personal well-being.