If I think about my husband, I would say definitely that they go hand in hand. However, I can be very anxious yet not depressed. I think it has something to do with how your anxiety manifests itself. Some people become paralyzed with anxiety (leading to depression) and others end up running around like chickens without a head (I'm the latter, but it makes me feel like I'm doing something)