Pre-trauma predictors of severe psychiatric comorbidity 5 years following traumatic experiences. (18th February 2022)
- Record Type:
- Journal Article
- Title:
- Pre-trauma predictors of severe psychiatric comorbidity 5 years following traumatic experiences. (18th February 2022)
- Main Title:
- Pre-trauma predictors of severe psychiatric comorbidity 5 years following traumatic experiences
- Authors:
- Gradus, Jaimie L
Rosellini, Anthony J
Szentkúti, Péter
Horváth-Puhó, Erzsébet
Smith, Meghan L
Galatzer-Levy, Isaac
Lash, Timothy L
Galea, Sandro
Schnurr, Paula P
Sørensen, Henrik T - Abstract:
- Abstract: Background: A minority of persons who have traumatic experiences go on to develop post-traumatic stress disorder (PTSD), leading to interest in who is at risk for psychopathology after these experiences. Complicating this effort is the observation that post-traumatic psychopathology is heterogeneous. The goal of this nested case-control study was to identify pre-trauma predictors of severe post-traumatic psychiatric comorbidity, using data from Danish registries. Methods: The source population for this study was the population of Denmark from 1994 through 2016. Cases had received three or more psychiatric diagnoses (across all ICD-10 categories) within 5 years of a traumatic experience ( n = 20 361); controls were sampled from the parent cohort using risk-set sampling ( n = 81 444). Analyses were repeated in samples stratified by pre-trauma psychiatric diagnoses. We used machine learning methods (classification and regression trees and random forest) to determine the important predictors of severe post-trauma psychiatric comorbidity from among hundreds of pre-trauma predictor variables spanning demographic and social variables, psychiatric and somatic diagnoses and filled medication prescriptions. Results: In the full sample, pre-trauma psychiatric diagnoses (e.g. stress disorders, alcohol-related disorders, personality disorders) were the most important predictors of severe post-trauma psychiatric comorbidity. Among persons with no pre-trauma psychiatricAbstract: Background: A minority of persons who have traumatic experiences go on to develop post-traumatic stress disorder (PTSD), leading to interest in who is at risk for psychopathology after these experiences. Complicating this effort is the observation that post-traumatic psychopathology is heterogeneous. The goal of this nested case-control study was to identify pre-trauma predictors of severe post-traumatic psychiatric comorbidity, using data from Danish registries. Methods: The source population for this study was the population of Denmark from 1994 through 2016. Cases had received three or more psychiatric diagnoses (across all ICD-10 categories) within 5 years of a traumatic experience ( n = 20 361); controls were sampled from the parent cohort using risk-set sampling ( n = 81 444). Analyses were repeated in samples stratified by pre-trauma psychiatric diagnoses. We used machine learning methods (classification and regression trees and random forest) to determine the important predictors of severe post-trauma psychiatric comorbidity from among hundreds of pre-trauma predictor variables spanning demographic and social variables, psychiatric and somatic diagnoses and filled medication prescriptions. Results: In the full sample, pre-trauma psychiatric diagnoses (e.g. stress disorders, alcohol-related disorders, personality disorders) were the most important predictors of severe post-trauma psychiatric comorbidity. Among persons with no pre-trauma psychiatric diagnoses, demographic and social variables (e.g. marital status), type of trauma, medications used primarily to treat psychiatric symptomatology, anti-inflammatory medications and gastrointestinal distress were important to prediction. Results among persons with pre-trauma psychiatric diagnoses were consistent with the overall sample. Conclusions: This study builds on the understanding of pre-trauma factors that predict psychopathology following traumatic experiences, by examining a broad range of predictors of post-trauma psychopathology and comorbidity beyond PTSD. … (more)
- Is Part Of:
- International journal of epidemiology. Volume 51:Number 5(2022)
- Journal:
- International journal of epidemiology
- Issue:
- Volume 51:Number 5(2022)
- Issue Display:
- Volume 51, Issue 5 (2022)
- Year:
- 2022
- Volume:
- 51
- Issue:
- 5
- Issue Sort Value:
- 2022-0051-0005-0000
- Page Start:
- 1593
- Page End:
- 1603
- Publication Date:
- 2022-02-18
- Subjects:
- Trauma -- post-traumatic psychopathology -- comorbidity
Epidemiology -- Periodicals
614.4 - Journal URLs:
- http://ije.oxfordjournals.org/ ↗
http://ukcatalogue.oup.com/ ↗ - DOI:
- 10.1093/ije/dyac030 ↗
- Languages:
- English
- ISSNs:
- 0300-5771
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.244000
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