In addition to molecular mechanisms, epidemiological studies have identified diabetes mellitus as a significant risk factor for meningioma, with a meta-analysis revealing an increased risk associated with diabetes, particularly in men (ref: Shi doi.org/10.1016/j.canep.2021.101946/). This finding raises questions about the underlying biological mechanisms linking metabolic disorders to tumorigenesis. Moreover, advanced imaging techniques such as resting-state fMRI have been explored for their ability to predict meningioma grade and invasion, suggesting that radiographic biomarkers could enhance diagnostic accuracy and inform treatment strategies (ref: Wu doi.org/10.3174/ajnr.A7154/). Collectively, these studies illustrate the multifaceted nature of meningioma pathology, integrating molecular, epidemiological, and imaging perspectives to better understand tumor behavior and patient outcomes.