The exact cause of adrenal adenomas in children is not well understood. However, some genetic conditions such as Multiple Endocrine Neoplasia type 1 (MEN1) and Li-Fraumeni syndrome have been linked to a higher risk of developing these tumors. Additionally, mutations in specific genes might also predispose children to develop adrenal tumors.