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Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Psychotic disorders as a framework for precision psychiatry.
Fiona Coutts1, Nikolaos Koutsouleris1,2,3, Philip McGuire4,5
1Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
Precision psychiatry aims to personalize treatment for psychotic disorders by integrating clinical and biological data. This approach seeks to predict individual patient outcomes, moving beyond generalized clinical care for better results.
Area of Science:
- Psychiatry and Mental Health
- Genomics and Precision Medicine
- Neuroscience and Behavioral Science
Background:
- Individuals with psychotic disorders exhibit significant variations in illness onset, treatment response, and relapse rates.
- Current clinical care for psychotic disorders is largely standardized, failing to account for interindividual differences in outcomes.
- Predicting these outcome variations solely through clinical assessment remains challenging.
Purpose of the Study:
- To review the progress of precision psychiatry in stratifying patients with psychotic disorders.
- To explore the integration of clinical and biological measures for predicting individual patient outcomes.
- To identify challenges in implementing precision psychiatry in clinical practice for psychosis.
Main Methods:
- Review of recent research applying precision psychiatry principles to psychotic disorders.
- Integration of clinical information with diverse biological measures to develop predictive models.
- Analysis of strategies for stratifying patients based on predicted clinical outcomes.
Main Results:
- Emerging models show promise in predicting outcomes for psychotic disorders by combining clinical and biological data.
- Precision psychiatry facilitates a move towards personalized treatment strategies tailored to individual patient needs.
- Significant challenges exist in translating these predictive models into routine clinical practice.
Conclusions:
- Precision psychiatry offers a pathway to improve treatment efficacy for psychotic disorders by personalizing care.
- Further research is needed to refine predictive models and overcome implementation barriers.
- Integrating biological measures with clinical data is crucial for advancing precision in psychosis treatment.
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