is a syndrome which comprises multiple symptoms that are interrelated but untrained people may thing each symptom un-related to each other. Not all symptoms are obliged to be present for the diagnosis.
Loss of sexual desire is one of the main symptom. Other people has normal sexual desire but has other symptoms of depression. Search "symptoms of depression".