Although acromegaly is frequently not hereditary, it can occasionally run in families. However, the primary cause of acromegaly is noncancerous pituitary tumors or adenomas, which usually develop sporadically. A genetic mutation in a pituitary gland cell causes adenomas to often arise on their own.