Predicting treatment response to antidepressant medication using early changes in emotional processing
•The 4–6 week lag in subjective response to antidepressants results in long delays when identifying effective treatments.•Antidepressants change measures of emotional cognition after only 1 week of treatment.•We show that emotional cognition and subjective symptoms at 1 week can predict later clinic...
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Veröffentlicht in: | European neuropsychopharmacology 2019-01, Vol.29 (1), p.66-75 |
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Zusammenfassung: | •The 4–6 week lag in subjective response to antidepressants results in long delays when identifying effective treatments.•Antidepressants change measures of emotional cognition after only 1 week of treatment.•We show that emotional cognition and subjective symptoms at 1 week can predict later clinical response in primary care patients with depression.•We show that the these measures are feasible and acceptable in a primary care setting.•It may be possible to use these measures to guide the prescription of antidepressants in a primary care setting.
Antidepressants must be taken for weeks before response can be assessed with many patients not responding to the first medication prescribed. This often results in long delays before effective treatment is started. Antidepressants induce changes in the processing of emotional stimuli early in the course of treatment. In the current study we assessed whether changes in emotional processing and subjective symptoms over the first week of antidepressant treatment predicted clinical response after 4–8 weeks of treatment. Such a predictive test may shorten the time taken to initiate effective treatment in depressed patients. Seventy-four depressed primary care patients completed measures of emotional bias and subjective symptoms before starting antidepressant treatment and then again 1 week later. Response to treatment was assessed after 4–6 weeks. The performance of classifiers based on these measures was assessed using a leave-one-out validation procedure with the best classifier then tested in an independent sample from a second study of 239 patients. The combination of a facial emotion recognition task and subjective symptoms predicted response with 77% accuracy in the training sample and 60% accuracy in the independent study, significantly better than possible using baseline response rates. The face based measure of emotional bias provided good quality data with high acceptability ratings. Changes in emotional processing can provide a sensitive early measure of antidepressant efficacy for individual patients. Early treatment induced changes in emotional processing may be used to guide antidepressant therapy and reduce the time taken for depressed patients to return to good mental health. |
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ISSN: | 0924-977X 1873-7862 |
DOI: | 10.1016/j.euroneuro.2018.11.1102 |