The BAARD Study : Evaluating a Computerized Approach to Treatment Selection in Older Adults With Treatment Resistant Depression.

Inclusion Criteria: 1. Age 60 years and older 2. Diagnosis of treatment resistant depression, as verified by: 1. Diagnosis of DSM-5 Major Depressive Disorder according to Structured Clinical Interview for DSM-5 Disorders (SCID) AND 2. Baseline score of at least 10 on the 9-item Patient Health Questionnaire (PHQ-9) AND 3. Either i. At least 2 prior antidepressant trials in the current episode of adequate dose and duration as determined with the Antidepressant Treatment History Form (ATHF), OR ii. one failed trial of a serotonin norepinephrine reuptake inhibitor (SNRI) of adequate dose and duration, including the current antidepressant, OR iii. failed at least 1 antidepressant trial of adequate dose and duration as determined with the ATHF in a prior episode and present in relapse while on another antidepressant of adequate dose and duration as determined with ATHF 3. Ability to provide informed consent and complete the study assessments Taking antidepressant at adequate dose for at least 4 weeks Exclusion Criteria: 1. Dementia, as defined by Short Blessed Test score at least10 and/or documented diagnosis of dementia. 2. Lifetime diagnosis of DSM 5 Bipolar I or II Disorder, Schizophrenia, Schizoaffective Disorder, Schizophreniform Disorder, Delusional Disorder, or current psychotic symptoms, or current (within 3 months) moderate to severe alcohol or substance use disorder as diagnosed by the SCID. 3. High risk for suicide, defined as a 4 or 5 on C-SSRS46 (indicating active suicidal ideation with current or recent intent or plan), and unable to be managed safely in the clinical trial. Urgent psychiatric referral will be made in these cases. 4. Contraindication to study medications (aripiprazole or bupropion XL), as determined by study physician, including history of intolerance or non-response to bupropion (or equivalent bupropion containing drug) as an augmentation agent at greater than or equal to 300 mg or aripiprazole as an augmentation agent at greater than or equal to 5 mg. 5. Physical conditions that, in the estimation of the study physician, prevent safe participation or suggest a high probability of death, or unstable medical illnesses that are not under medical management.