My best friend and I have been living apart since we graduated and started working in different cities.

apart 是副词，由前缀 a-（表示"离开"）和 part（部分）组成，字面意思是"分开成部分"，引申为"分开地、相隔地"。在这里表示"在不同地方生活"的状态。