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Functional Coupling and Longitudinal Outcome Prediction in First-Episode Psychosis
Isaac Z Pope1,2, Sidhant Chopra3,4, Alexander Holmes1,2,5
1Turner Institute for Brain and Mental Health, School of Psychological Science, Monash University, Clayton, Victoria, Australia.
Brain connectivity patterns did not predict outcomes in first episode psychosis (FEP). This study found functional connectivity (FC) measures were unsuitable for predicting 6- to 12-month clinical changes in FEP patients.
Area of Science:
- Neuroscience
- Psychiatry
- Medical Imaging
Background:
- Clinical outcomes for first episode psychosis (FEP) vary significantly.
- Identifying prognostic biomarkers is crucial for personalized treatment in psychosis.
- Disruptions in brain functional connectivity (FC) are common in psychosis and may relate to symptom severity.
Purpose of the Study:
- To investigate the prognostic potential of brainwide functional connectivity (FC) in predicting clinical outcomes for patients with first episode psychosis (FEP).
- To evaluate whether baseline FC or changes in FC can predict symptom and functioning changes over 6- and 12-month periods.
Main Methods:
- Fifty-five antipsychotic-naïve FEP patients (ages 15-25) were randomized to antipsychotic or placebo treatment for 6 months.
- Functional magnetic resonance imaging (fMRI) was used at baseline and 3 months to assess FC.
- Three prediction algorithms (connectome-based predictive modeling, kernel ridge regression, multilayer meta-matching) were employed to predict changes in symptoms and functioning.
Main Results:
- All predictive models demonstrated poor performance in forecasting 6- and 12-month changes in symptoms and functioning (mean r < 0.3).
- None of the prediction models reached statistical significance through permutation testing (p > .05).
Conclusions:
- Brainwide functional connectivity (FC) measures appear unsuitable for predicting long-term clinical outcomes in patients experiencing their first episode of psychosis (FEP).
- Further research is needed to identify reliable biomarkers for personalized treatment strategies in FEP.
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