A 42-year-old patient has been diagnosed with major depressive disorder and has undergone trials of two different SSRIs and one SNRI at therapeutic doses for appropriate durations, with minimal improvement in symptoms. The psychiatrist now suspects treatment-resistant depression. Which is the most appropriate next step in management?