Objective: Personalized Intervention for Depressed Patients with COPD (PID-C), a treatment mobilizing patients to participate in their care, was found more effective than usual care. To further improve its efficacy, we developed a Problem Solving-Adherence (PSA) intervention integrating problem solving into adherence enhancement procedures. We tested the hypothesis that PSA is more effective than PID-C in reducing depressive symptoms. Exploratory analyses sought to identify patients with distinct depressive symptom trajectories and compare their clinical profiles. Design: Randomized controlled trial. Setting: Acute inpatient rehabilitation and community. Participants: A total of 101 diagnosed with chronic obstructive pulmonary disease (COPD) and major depression after screening 633 consecutive admissions for acute inpatient rehabilitation. Intervention: Fourteen sessions of PID-C versus PSA over 26 weeks. Measurements: 24-item Hamilton Depression Rating Scale. Results: PSA was not more efficacious than PID-C in reducing depressive symptoms. Exploratory latent class growth modeling identified two distinct depressive symptoms trajectories. Unlike patients with unfavorable course (28%) who remained symptomatic, patients with favorable course (72%) had a decline of symptoms during the hospitalization followed by a milder decline after discharge. Patients with unfavorable course were younger and had greater scores in disability, anxiety, neuroticism, and dyspnea related limitation in activities and lower self-efficacy scores. Conclusions: Both interventions led to sustained improvement depressive symptoms. PID-C matches the skills of clinicians employed by community rehabilitation programs and can be integrated in the care of depressed COPD patients. Patients with severe disability, anxiety, neuroticism, and low selfefficacy are at risk for poor outcomes and in need of close follow-up and targeted interventions.