The goal of this open-administration treatment study of citalopram (or duloxetine) is to evaluate the effect of antidepressant medication on treating the syndrome of "frailty" in older adults with depressive symptoms. Patients with significant depressive symptoms (defined as CES-D (Center for Epidemiological Studies - Depression scale) > 10) and 1 or more symptoms of the frailty syndrome (exhaustion, decreased energy, weight loss, decreased grip strength, and slow/unsteady gait) will be evaluated and treated with citalopram (or duloxetine) for 8 weeks to test whether antidepressant medication improves both the syndrome of frailty and depressive symptoms. Patients evaluated at the Adult and Late Life Depression clinic and eligible to participate in the study will be treated with an antidepressant medication and assessed on the primary outcome variables (characteristics of frailty, depressive symptoms) as well as on secondary variables which include cognition (global cognition, episodic memory, executive function), and function (physical mobility, instrumental activities of daily living, and social functioning) prior to treatment initiation and following 8-weeks of treatment. The hypotheses for this protocol predict that we will discover a significant improvement on both frailty characteristics and depressive symptoms in this clinical population when treated with antidepressant medication (citalopram or duloxetine).