 Patients will be randomized to receive either lithium or paroxetine at their first study visit and the dose of drug will be adjusted to find the right one for each patient. Patients will be assessed on a weekly basis thereafter.Data from this pilot study will help in the development of a larger adequately powered study to compare lithium and paroxetine in the treatment of depression in this high risk group. 