title: A Systems Science Approach to Understanding Polytrauma and Blast-Related Injury: Bayesian Network Model of Data From a Survey of the Florida National Guard.
abstract: We sought to further define the epidemiology of the complex, multiple injuries collectively known as polytrauma/blast-related injury (PT/BRI). Using a systems science approach, we performed Bayesian network modeling to find the most accurate representation of the complex system of PT/BRI and identify key variables for understanding the subsequent effects of blast exposure in a sample of Florida National Guard members (1,443 deployed to Operation Enduring Freedom/Operation Iraqi Freedom and 1,655 not deployed) who completed an online survey during the period from 2009 to 2010. We found that postdeployment symptoms reported as present at the time of the survey were largely independent of deployment per se. Blast exposure, not mild traumatic brain injury (TBI), acted as the primary military deployment-related driver of PT/BRI symptoms. Blast exposure was indirectly linked to mild TBI via other deployment-related traumas and was a significant risk for a high level of posttraumatic stress disorder (PTSD) arousal symptoms. PTSD arousal symptoms and tinnitus were directly dependent upon blast exposure, with both acting as bridge symptoms to other postdeployment mental health and physical symptoms, respectively. Neurobehavioral or postconcussion-like symptoms had no significant dependence relationship with mild TBI, but they were synergistic with blast exposure in influencing PTSD arousal symptoms. A replication of this analysis using a larger PT/BRI database is warranted.
authors.forename: Peter A
authors.initials: PA
authors.lastname: Toyinbo
authors.forename: Rodney D
authors.initials: RD
authors.lastname: Vanderploeg
authors.forename: Heather G
authors.initials: HG
authors.lastname: Belanger
authors.forename: Andrea M
authors.initials: AM
authors.lastname: Spehar
authors.forename: William A
authors.initials: WA
authors.lastname: Lapcevic
authors.forename: Steven G
authors.initials: SG
authors.lastname: Scott
mesh_terms: D055826:Afghan Campaign 2001-; D001499:Bayes Theorem; D001753:Blast Injuries / Q000150:complications* / Q000523:psychology; D005260:Female; D005431:Florida; D006801:Humans; D054542:Iraq War, 2003-2011; D008297:Male; D008889:Military Personnel / Q000523:psychology; D009104:Multiple Trauma / Q000150:complications* / Q000523:psychology; D013313:Stress Disorders, Post-Traumatic / Q000209:etiology*
keywords: Bayesian network; blast injuries; concussion; mild traumatic brain injury; military; postconcussion syndrome; posttraumatic stress disorder; traumatic brain injury