Survey design
The first wave of the IMPACTS survey was conducted among civilians and first responders who were exposed to the January terrorist attacks between June and October 2015 (six months after the terror attacks). The second wave of the study was conducted one year after the first wave (18 months after the terror attacks) between June and October 2016. The survey design has been described elsewhere [27, 28]. To meet the purposes of this study, we assessed the data from the first wave.
The IMPACTS survey received approval from the Committee of Ethics and Deontology (CED) of Santé Publique France in 2015, and from CNIL (the French National Commission on Informatics and Liberties, notice No. 915262), CPP (the French ethical research committee, notice No. 3283) and CCTIRS (the French Advisory Committee on Information Processing in Material Research in the Field of Health, notice No. 150522B-31). Written informed consent was obtained from all participants.
Civilian population
The survey was conducted among four different categories of civilians: 1) injured, hostages or witnesses, 2) members of the editorial staff of the Charlie Hebdo magazine, 3) residents or workers sited 100 meters from the events, 4) those identified by other victims. The inclusion criteria were the following: being classified in one of the four previous categories, aging 16 or more, meeting the exposure criteria A for PTSD of the DSM-5 [29]. There were 190 participants in the first wave of the study.
First responder population
The survey was conducted among i) fire fighters, ii) police officers, iii) medical and medico-psychological emergency teams, and iv) rescue workers (trained volunteers and professionals) from two different organizations: the French Red Cross, and the Civil Protection of Paris. To be included, first responders had to a) have worked in one of the attacks within the first 12 hours, b) meet at least one of the following conditions: 1) being in contact with someone directly threatened or injured; 2) being held responsible for the support/treatment of a victim; 3) being held responsible for medical or psychological support to a victim; 4) being a relative of a victim; 5) being in need to go back to scene of the attacks; 6) being in direct contact with the terrorists; 7) being in need to watch video or images of the event (e.g., action-cam such as GoPro); 8) having fatally lost a partner in the attacks. There were 232 participants in the first wave of the study.
Study Variables
For description of the study population, we used the following variables: sex, age at time of the Wave 1, educational level (higher or lower than high-school diploma), occupational status (employed/unemployed) and living with someone (yes/no) at the time of the Wave 1, and exposure category:
- directly threatened: suffering from physical injuries, taken hostage, or present at the scene of the event and exposed to at least one of the following situations: eye contact with/heard the voice of/talked with the terrorists; seen a weapon pointed directly to her/himself.
- indirectly threatened: present at the scene during the attacks - but not in the category "directly threatened" - and having at least one of the following exposures: seen/heard someone else being threatened/being injured/dying; seen blood or inert/dead bodies; touched injured/inert/dead bodies, smelled gunpowder.
- witnesses: living or working within a 100 meters radius of the events and not in the categories “directly/indirectly threatened”
- close relatives from those who were murdered, injured and/or taken hostage.
Description of the instruments (MINI, PCL-S, and HADS)
All characteristics of instruments used in this study were described in Table 1.
Mini-International Psychiatric Interview (MINI)
The version 6 of MINI was used in the study [30]: MINI is a short semi-structured diagnostic interview compatible with DSM-5 and International Classification of Disease, 11th version (ICD-11). It explores the presence of diagnostic criteria for the 17 most common disorders in mental health. There are several versions of MINI and the standard version meets most of clinical and research needs. Questions are phrased to allow only “yes” or “no” answers With an administration time of approximately 15 minutes, it stands for a concise but precise structured psychiatric interview for multicentre clinical trials and epidemiology studies [30]. For this study, MINI was used as the gold standard to assess PTSD, depression and anxiety.
Post-Traumatic Stress Disorder Checklist
The PTSD Checklist (PCL) is one of the most applied self-report questionnaires to assess PTSD [31]. PCL for DSM-IV has three versions, PCL-M (military), PCL-C (civilian), and PCL-S (specific), which vary slightly in the instructions and wording of the phrase referring to the index event. PCL-S was the one used in this study. PCL-S it a short and simple self-administered questionnaire that measures the three main symptoms of PTSD [32] and it can be scored to present a provisional PTSD diagnosis [19, 33]. PCL-S focuses on symptoms related to a single event. It consists of 17 items assessing the intensity of the 17 symptoms of PTSD presented in the DSM-IV. These items are rated by the subject on a scale from 1 to 5. These 17 items can be grouped into three sub-scales corresponding to the 3 sub-syndromes of PTSD: repetition (items 1 to 5) corresponding to DSM-IV Criterion B; avoidance (items 6 to 12) corresponding to Criterion C; and neuro-vegetative hyperactivity (items 13 to 17) corresponding to Criterion D [34].
Hospital Anxiety Depression Scale (HADS)
HADS measures the perception’s intensity of seven indicative symptoms of depression (HADS-D) (7 questions scoring from 0 to 3) and seven indicative symptoms of anxiety (HADS-A) (7 questions scoring from 0 to 3). The questionnaire takes into consideration how the respondent felt in the previous week. HADS detects the states of anxiety (focusing mainly on symptoms of generalized anxiety) or depression (aiming attention to anhedonia) [35]. If the score is above 8, an assessment from a specialist should be required [36].
Table 1
Description of the instruments used in this study (IMPACTS survey, 2015)
Measured disorders
|
Scales used in the survey
|
Measurement period
(past)
|
Number of items
|
Results
|
Depression
|
HADS-D
|
7 days
|
7 items (0-3)
|
Symptoms Score (0-21)
|
MINI
|
15 days
|
15 questions
|
Provisional diagnosis (yes/no)
|
Anxiety symptoms
|
HADS-A
|
7 days
|
7 items (0-3)
|
Symptoms Score (0-21)
|
MINI Panic disorder without agoraphobia
|
1 month
|
18 questions
|
Provisional diagnosis (yes/no)
|
MINI Agoraphobia without a history of current panic disorder
|
1 month
|
3 questions
|
Provisional diagnosis (yes/no)
|
MINI Current social phobia
|
1 month
|
4 questions
|
Provisional diagnosis (yes/no)
|
MINI Generalized anxiety
|
6 months
|
11 questions
|
Provisional diagnosis (yes/no)
|
PTSD
|
PCL-S
|
1 month
|
17 items (1-5)
|
Symptoms Score (17-85)
|
MINI
|
1 month
|
14 questions
|
Provisional diagnosis (yes/no)
|
Statistical analysis
The reliability of the instruments under investigation was measured using Cronbach’s alpha internal consistency coefficient; results > 0.7 were considered adequate.
Using the MINI as criterion, the implemented analyses considered were as follows: MINI vs PCL-S for evaluating of PTSD, HADS-D vs MINI for evaluating symptoms of depression, and HADS-A vs. MINI for evaluating symptoms of anxiety. MINI investigates four different types of anxiety disorders (generalized anxiety, panic disorder, agoraphobia and social phobia). We compared MINI and HADS-A for these four types of anxiety disorders but only the generalized anxiety is presented in this paper. Indeed, the outcomes from the generalized anxiety were the closest to those measured by the HADS-A (data from the other three types are presented in the supplementary material).
The receiver operator characteristic (ROC) curve [37] was used to indicate the sensitivity (the true positive: the proportion of those who were diagnosed by the MINI and also met the score for depression or anxiety by HADS or PTSD by PCL-S) and specificity (the false positive: the proportion of those who were not diagnosed by the MINI and met the score for depression or anxiety by the HADS or PTSD by the PCL-S). The optimal threshold for each of the scales was defined using the Youden index [38]. The area under the curve (AUC) was determined to assess the ability of the instruments to diagnose or to score the proposed disorders. AUC values ≥ 0.70 are considered acceptable, while values ≥ 0.80 are considered good. The analyses were only performed on the case of at least 5 positive cases of PTSD, current major depressive episode or generalized anxiety according to the MINI.
Statistical analysis was performed using R version 4.0.0 for windows and plots were made using the ggplot2 package version 3.3.1 and the plot ROC package version 2.2.1. Confidence intervals for the AUC were obtained with bootstrap using the pROC package version 1.16.2.