A validated predictive algorithm of post-traumatic stress course following emergency department admission after a traumatic stressor
Top Cited Papers
- 6 July 2020
- journal article
- letter
- Published by Springer Nature in Nature Medicine
- Vol. 26 (7) , 1084-1088
Abstract
Annually, approximately 30 million patients are discharged from the emergency department (ED) after a traumatic event1. These patients are at substantial psychiatric risk, with approximately 10–20% developing one or more disorders, including anxiety, depression or post-traumatic stress disorder (PTSD)2,3,4. At present, no accurate method exists to predict the development of PTSD symptoms upon ED admission after trauma5. Accurate risk identification at the point of treatment by ED services is necessary to inform the targeted deployment of existing treatment6,7,8,9 to mitigate subsequent psychopathology in high-risk populations10,11. This work reports the development and validation of an algorithm for prediction of post-traumatic stress course over 12 months using two independently collected prospective cohorts of trauma survivors from two level 1 emergency trauma centers, which uses routinely collectible data from electronic medical records, along with brief clinical assessments of the patient’s immediate stress reaction. Results demonstrate externally validated accuracy to discriminate PTSD risk with high precision. While the predictive algorithm yields useful reproducible results on two independent prospective cohorts of ED patients, future research should extend the generalizability to the broad, clinically heterogeneous ED population under conditions of routine medical care.Keywords
Funding Information
- Deutsche Forschungsgemeinschaft (SCHU 3259/1-1)
- U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (R01MH094759, R01MH094757, K01MH102415)
This publication has 45 references indexed in Scilit:
- World Medical Association Declaration of HelsinkiJAMA, 2013
- Explaining prediction models and individual predictions with feature contributionsKnowledge and Information Systems, 2013
- Early PTSD Symptom Trajectories: Persistence, Recovery, and Response to Treatment: Results from the Jerusalem Trauma Outreach and Prevention Study (J-TOPS)PLOS ONE, 2013
- Prevention of Posttraumatic Stress Disorder by Early TreatmentArchives of General Psychiatry, 2012
- Glucocorticoid Receptor Pathway Components Predict Posttraumatic Stress Disorder Symptom Development: A Prospective StudyBiological Psychiatry, 2012
- An experimental comparison of performance measures for classificationPattern Recognition Letters, 2009
- Emergency medical service and in‐hospital vital signs as predictors of subsequent PTSD symptom severity in pediatric injury patientsJournal of Child Psychology and Psychiatry, 2006
- Emergency department evaluation of acute stress disorder symptoms in violently injured youthsAnnals of Emergency Medicine, 2001
- Predicting the development of posttraumatic stress disorder from the acute response to a traumatic eventBiological Psychiatry, 1998
- Reliability and validity of a brief instrument for assessing post‐traumatic stress disorderJournal of Traumatic Stress, 1993