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Seeking Risk and Resilience
Factors for PTSD:
The Marine Resiliency Study
Dewleen G. Baker M.D.
Professor, Department of Psychiatry
University of California San Diego
Epidemiology of Psychiatric Disorders
Any psychiatric disorder 48.0 29.5
Any affective disorder 19.3 11.3
Major depressive disorder 17.1 10.3
Dysthymia 6.4 2.5
Manic episode 1.6 1.3
Any anxiety disorder 24.9 17.2
Social phobia 12.1 7.1
Simple phobia 11.3 8.8
Generalized anxiety disorder 5.1 3.1
Panic disorder 4.0 2.3
Obsessive-Compulsive Disorder 2.5 2.1
Post-Traumatic Stress Disorder 7.8 3.6
Any substance abuse/dependence 26.6 11.3
Alcohol abuse w/o dependence 9.4 2.5
Alcohol dependence 14.1 7.2
US Prevalence (%)
Disorder Lifetime 12-Month
(Kessler RC et al, 1994; Narrow et al, 2002; Ruscio et al, 2007)
 Reactive Attachment Disorder
(Infants/Children)
 Disinhibited Social Engagement Disorder
 Post-traumatic Stress Disorder
 Acute stress disorder
 Adjustment Disorders
 Other Specified Trauma- and Stressor-
Related Disorder
DSM-V Trauma/Stress Disorders
Trauma/Stress Disorders
• Exposure to actual or threatened death, serious injury, or
sexual violation in one (or more) of the following ways:
– Directly experiencing the traumatic event(s).
– Witnessing, in person, the event(s) as it occurred to
others.
– Learning that the event(s) occurred to a close family
member or close friend. Note: In cases of actual or
threatened death of a family member or friend, the
event(s) must have been violent or accidental.
DSM-V Diagnosis – Trauma/Stressor Criteria
Criteria apply to adults, adolescents, children
older than 6 years
Trauma/Stress Disorders
– Experiencing repeated or extreme exposure to aversive
details of the traumatic event(s) (e.g., first responders
collecting human remains, police officers repeatedly
exposed to details of child abuse).
• Note: This does not apply to exposure through
electronic media, television, movies, or pictures,
unless this exposure is work related.
DSM-V Diagnosis – Trauma/Stressor Criteria
Posttraumatic Stress Disorder
• Presence of one (or more) intrusion symptoms associated with the traumatic
event(s), beginning after the traumatic event(s) occurred: (re-experiencing)
• Persistent avoidance of stimuli associated with the traumatic event(s),
beginning after the traumatic event(s) occurred, as evidenced by one or both of
the following: avoidance of thoughts/feelings, avoidance of external reminders
• Negative alterations in cognitions and mood associated with the traumatic
event(s), beginning or worsening after the traumatic event(s) occurred, as
evidenced by two (or more) of the following: difficulty remembering,
exaggerated negative beliefs/expectations, distorted cognitions, anhedonia,
etc.
• Marked alterations in arousal and reactivity associated with the traumatic
event(s), beginning or worsening after the traumatic event(s) occurred, as
evidenced by two (or more) of the following: irritable behavior and angry
outbursts, reckless or self destructive behavior, hypervigilance, etc.
• Duration of the disturbance (Criteria B, C, D, and E) is more than 1 month.
DSM-V Diagnosis
Posttraumatic Stress Disorder
DSM-V Diagnostic Features
 Prevalence among recently exposed populations varies by
nature of the event and the context within which it is
assessed
 Common rates in the US
– Projected lifetime risk (under DSM-IV criteria) at age 75 is
8.7% for the general population
– Reported risk for the Iraq/Afghanistan combatants varies
by the publication source, ranging from 5% to 20%
(Ramachand et al., (2010) Journal of Traumatic Stress 23 (1), 20-68. 2010)
 PTSD is associated an increased risk for:
 Atherosclerotic cardiovascular disease
 Inflammatory and autoimmune disorders
 Metabolic syndrome
 Dementia
Posttraumatic Stress Disorder
PTSD confers higher risk for a number of
Medical Conditions
 PTSD risk/resilience factors (psychosocial)
 Childhood adversity
 Level of (index) trauma burden
 Neurological intactness/IQ
 Social support
 PTSD -- biological system abnormalities
Historical Background
Post-Vietnam to the Iraq/Afghanistan Wars
Cross-sectional Areas of Research
 In individuals with a diagnosis of PTSD, peripheral
and Cerebrospinal fluid studies give evidence for
abnormalities associated with:
 The central nervous system (hyperarousal)
 HPA axis
 Autonomic nervous system
 Inflammatory markers
Historical Background
Cross-sectional Research
Stress and Immune Physiology
Historical Background
Stress and Immune Physiology
 Serial cerebral spinal fluid study
» Recruitment of healthy individuals
• Non-smokers
• No past alcohol dependence and no current abuse
• No medications or wash-out for at least 5 half-lives prior to
procedure
» Standardized Diet for duration of Study – set meals/calories
» Controlled environment – no radio, television
» Subarachnoid catheter placement at 8AM – 3 hours of rest
prior to CSF sampling
» 24 (every hour) basal samples of CSF and plasma (11AM to
11AM) assayed for NPY concentration or measured using
direct radioimmunoassay or for cortisol concentration
Historical Background
Stress and Immune Physiology
Increased CNS NE and CRF
Geracioti et al., 2001 Baker et al., 1999
Historical Background
Stress and Immune Physiology
Abnormal HPA response to stress
Following Trauma-related (vs neutral) video:
 Significant decline in CSF CRF levels following trauma-related video
 Significant decline in Plasma cortisol levels following trauma video
Geracioti et al., 2001
Historical Background
Stress and Immune Physiology
Abnormal HPA response to stress
Following Trauma-related (vs neutral) video:
 Significant decline in CSF CRF levels following trauma-related video
 Significant decline in Plasma cortisol levels following trauma video
Geracioti et al., 2001
Historical Background
Stress and Immune Physiology
Abnormal Autonomic Response
to stress & increasing evidence
for chronic inflammation
Marine Resiliency Study
Dewleen G. Baker M.D.
Caroline Nievergelt Ph.D.
Victoria Risbrough Ph.D.
Mark Geyer Ph.D.
Marine Resiliency Study
Setting
Six-wide semi-permanent data
collection trailer at MCAGCC
29 Palms
Field Study: 1st Marine Division
• Infantry Battalions, Combat Engineers
• Explosive Ordinance Device (EOD)
Participants: Marines, Navy Personnel
• Marine Corps Air Ground
Combat Center - 29 Palms
• Camp Pendleton
Marine Resiliency Study
Timeline and Enrollment
Pre-Deployment
1 week
Visit 1
3 months
Visit 2
6 months
Visit 3
Time
Post Second Deployment
Post-Deployment
Visit 0 Visit 4
Index Deployment Second Deployment
MRS: 2008 – 2011 (PIs: Baker, Nash, Litz) Cohorts 1-4
7 months 7 months
N = 2593 N = 2231 N = 1898 N = 1645 N = 203
N = 1190
Visit 0 Visit 1
Cohorts 11-12
Index Deployment
Pre-Deployment Post-Deployment
Time
MRSII: 2011 – 2015 (PIs: Baker, Risbrough, Geyer) Cohorts 11-13
7 months
N = 886
Visit 0 Visit 1
Cohort 13 (control group)
No Deployment
No Deployment Time
7 months
N = 195 N = 163
MRS
Secure database
Psychiatric and medical
• Clinical interviews: PTSD/TBI
Historical
• Self-report questionnaires
Neuropsychological
•ANAM + Penn Battery
Psychological and
Behavioral assessments
Military archives
• Medical diagnoses
• Hospitalizations
• Outpatient healthcare visits
• Duty status
• Separation date and reason
Career History Archival Medical
and Personnel System database
Biological samples
• Blood (whole blood, plasma)
• Saliva
• Urine
• DNA / RNA
Biobank
Biological assessments
Biomarkers
• e.g. NPY, CRP, Alpha-
amylase, Catecholamines,
Cortisol
Hemodynamics
• Pulse and blood pressure
Psychophysiology
• EMG, PPG
Metabolomics
Imaging (MEG/DTI)
MRS Longitudinal Data Sources
• GWAS (complete data)
• Methylome (subset, pre-post)
• Transcriptome (subset, pre-post)
Genomics*
*GWAS UCSD,NIH R0-1
Caroline Nievergelt PI
*Gene expression, UCSD,
R21 Ming Tsuang PI
*Methylome, RNA-seq
C Nievergelt MRS-II
Combat Experiences Scale
13.8
22.6
13.3
7.2
6.5
0 10 20 30
Total
Cohort 4
Cohort 3
Cohort 2
Cohort 1
Combat Experience
SCALE RANGE
0 - 64
Vogt et al (2008) For Comparison
•N=640 Army soldiers, Iraq 2003-2004
• Combat/combat support
• Combat Experience Score Mean(SD) = 34.7(10.4)
16.0
7.0
16.3
40.3
19.8
0
10
20
30
40
50
Cohort 1 Cohort 2 Cohort 3 Cohort 4 Total
%
TBI
Combat Experience
Scale
Cohort 1 6.5
Cohort 2 6.9
Cohort 3 13.2
Cohort 4 22.7
Total 12.9
Deployment-related TBI endorsement was variable
across deployments, but was high in some battalions
Clinician Administered PTSD Scale (CAPS)
• The MRS uses the CAPS as the primary measure of PTSD
symptoms and total symptom burden.
• The CAPS is a structured interview designed to provide
both continuous and dichotomous data about symptoms.
4 Symptom Clusters CAPS Scale Range
Re-experiencing 0-40
Avoidance 0-32
Emotional Numbing 0-24
Hyperarousal 0-40
Total score 0-136
ZINB Distribution
Histogram of CAPS score at V2
CAPS total score
• CAPS total score is not a normally distributed trait in MRS. The trait cannot simply
be transformed to normality because there are too many zero value scores
• Zero inflated negative binomial (ZINB) distribution: ZINBR best statistical model
N subjects
Grouping subjects using CAPS DSM-IV diagnosis:
Quantity of subjects within each CAPS group at V2
• Alternatives to modeling based upon raw score (CAPS total), we can use
diagnosis to group subjects and use ordered logistic regression to model the
data
• There are 3 groups in order of severity: No diagnosis, partial PTSD
diagnosis (stringent or lenient criteria), or the DSM-IV based PTSD
diagnosis
N=117
N=1471 N=277
Prospective analysis of deployment-related
combat stress and TBI on Post-deployment
PTSD
Age
AFQT
3-months post-
deployment PTSD
symptoms
7 months deployment
Pre-deployment Post-deployment
Combat Experiences
Combat Experiences
Combat Experiences
Combat-related TBI
Combat Experiences
Pre-deployment
PTSD symptoms
Cohort (Battalion)
Pre-deployment
TBI
J Head Trauma Rehabil. 2015 Feb 19.
PubMed PMID: 25699623.
Cardio-Metabolic function before and
after combat stress
Dynapulse station
MRS Hemodynamics
Daniel T. O’Connor
Samples collected and processed on site:
• Urine: 6x 2ml cryovials with almost 2ml urine
• Saliva: 4x 2ml cryovials with at least 1ml saliva
• Blood:
Plasma samples:
2x 4ml Lithium Heparin tubes (green tops); 4 aliquots
1x 6ml EDTA tubes (purple tops); 2 aliquots
Plasma samples are centrifuged at 4°C, 3000rpm for 15 min; keep supernatant
RNA samples:
1x 10ml EDTA tubes (purple tops) for RNA processing (Ming Tsuang –lab)
DNA whole-blood samples:
1x 10ml EDTA tubes (purple tops) for whole blood DNA (6/4 cryovials with
~1ml blood)
Samples are kept on dry ice during processing and stored in freezer at -80°C
MRS Biobank
Salivary cortisol: Circadian Rhythm
Dynapulse time (first measurement)
12:30
Log
Cortisol
ANOVA: dependent = logCortisol
N= 1695
R= -0.25; p<0.00001
Age-adjusted
No significant correlation with dynapulse time was found for:
• log Salivary Cotinine: p>0.68
• log Plasma CRP: p>0.71
• log Salivary Alpha-amylase: p>0.36
Schmidt-Reinwald 1999
MRS Sample collection
Genomic Predictors of Combat Stress
Vulnerability in U.S. Marines:
Genome-wide Association Studies across
Multiple Ancestries Identify Novel Risk Factors
for PTSD
Caroline Nievergelt Ph.D.
Department of Psychiatry, UCSD
Associate Director of Neuroscience
Center of Excellence for Stress
and Mental Health, VA SD
(CESAMH)
MRS: Genetic Ancestry
• Bayesian based cluster methods (STRUCTURE) to generate ancestry estimates based on HGDP
reference populations and AIMs
• Determination of main ancestral groups (<5% admixture)
• Visual inspection: PCA with reference populations and color coding for main ancestral groups
Africa Oceania
Europe
East Asia
Nat.
Am.
Middle East Central/South
Asia
Oceania
Africa Europe
Nat. Am.
East
Asia
Middle East
Central/South
Asia
African American n=218
Europeans n=2,287
East Asians n=52
Hispanic/Nat.Am. N=671
HGDP subjects
Reference Subjects
MRS subjects (N=3,669)
Others n=493
~62% European American
Hum. Mol. Genet. (2014) 23 (23): 6375-6384
• DNA and RNA isolated from peripheral blood leukocytes
• 60 (future) PTSD cases and 60 trauma-exposed controls
• Timepoints: at pre-deployment, and 3- and 6-months post-deployment
• Epigenome: Genome-wide methylation (Illumina 450K)
• Transcriptome: Genome-wide gene expression (RNAseq)
• Transcriptome 2: RNA array data on additional MRS subjects
MRS Genomic and Data Integration
MRS
Secure database
Psychiatric and medical
• Clinical interviews
Historical
• Self-report questionnaires
Neuropsychological
•ANAM + Penn Battery
Psychological and
Behavioral assessments
Military archives
• Medical diagnoses
• Hospitalizations
• Outpatient healthcare visits
• Duty status
• Separation date and reason
Career History Archival Medical
and Personnel System database
Biological samples
• Blood (whole blood, plasma)
• Saliva
• Urine
• DNA / RNA
Biobank
Biological assessments
Biomarkers
• e.g. NPY, CRP, Alpha-
amylase, Catecholamines,
Cortisol
Hemodynamics
• Pulse and blood pressure
Psychophysiology
• EMG, PPG
Metabolomics
Imaging (MEG/DTI)
MRS Longitudinal Data Sources
• GWAS (complete data)
• Methylome (subset, pre-post)
• Transcriptome (subset, pre-post)
Genomics*
*GWAS UCSD,NIH R0-1
Caroline Nievergelt PI
*Gene expression, UCSD,
R21 Ming Tsuang PI
*Methylome, RNA-seq
C Nievergelt MRS-II
Psychophysiology and Neurocognitive
Projects
Directors: Vickie Risbrough and Mark Geyer
Construct/Task Collaborators
Fear Conditioning and Extinction/FPS Dean Acheson
Startle Threshold/EMG Dan Glenn
Prepulse Inhibition/EMG Dean Acheson
Heart Rate Variability/PPG Arpi Minassian
Reaction time/ANAM+Penn Battery Gur, Moore, Vasterling
Attention/CPT, Go-NoGo Ruben Gur, Tyler Moore
Attention Set Shifting Ruben Gur, Tyler Moore
Verbal, Spatial, Facial Memory Ruben Gur, Tyler Moore
Spatial and Verbal Reasoning Ruben Gur, Tyler Moore
Working Memory Ruben Gur, Tyler Moore
Example Aims
• Identify psychophysiological predictors of PTSD
• Identify deployment-related TBI effects on
changes in neurocognition
• Identify potential mechanism of TBI-induced
increases in risk for PTSD
• Identify overlapping genetic mechanisms of PTSD
risk and endophenotypes (fear conditioning,
extinction and prepulse inhibition, HRV)
Poor safety signal learning and extinction
are biobehavioral markers of PTSD
Conditioned fear and extinction learning performance and its association with psychiatric
symptoms in active duty Marines.
Acheson DT, Geyer MA, Baker DG, Nievergelt C, Yurgil K, Risbrough VB (2015)
Psychoneuroendocrinology 51:495-505
Association of predeployment heart rate variability with risk of postdeployment
Postraumatic Stress Disorder in active-duty Marines
Arpi Minassian, Adam Maihofer, Dewleen Baker, Caroline Nievergelt, Mark Geyer, and Victoria Risbrough.
JAMA Psychiatry 2015;72(10):979-98
Pre-trauma low HRV is associated with PTSD risk
Post-Deployment Diagnosis
No PTSD PTSD
Percentage
of
Study
Population
0
20
40
60
80
100 Pre-Deployment LF/HF<6.7
Pre-Deployment LF/HF>6.7
**
Parameter OR 95% CI P
Trauma exposure 2.84 2.15-3.74 <0.001
LF: HF ratio 1.47 1.10-1.98 0.01
MRS
Secure database
Mental and Physical Health
• Deployment related TBI predictors
PTSD – Follow-up data collection
Psychophysiology and
Neurocognition
• Pre-deployment HRV predicts
PTSD
•Sensorimotor gating and cue
discrimination may be resiliency
factors for PTSD
Psychological , Behavioral and
Physiological assessments
VA and military service
database information in
follow-up data collection and
analysis
Career History Archival Medical
and Personnel System database
Stored samples for future
analyses and collaborations
Biobank
Biological assessments
Biomarkers
• Pre-deployment immune activation
state predicts PTSD – replicate
findings, integrate analysis with HRV
Imaging
•Development of diagnostic MEG
signatures for mTBI
Actionable Results
• PGC PTSD GWAS consortium
• PGC PTSD EWAS consortium
• Active replication of GWAS and EWAS study
findings in collaboration with PRISMO, Army
STARRS, Grady Trauma Cohort
Genomics
Ongoing and Future Directions
Integrated data analyses of MRS data sources, e.g. behavior,
genomics, metabolomics, physiology, imaging
Future data collection: MRS-III 5-year follow up
Funded: CDMRP (DoD), FY 2016-2019, PI: Baker, TBI/Tinnitus Study
Long term outcomes –hearing, tinnitus, health
Better understand HPA axis/autonomic – vagal/immune system
relationships in PTSD – TLR-4, TLR-9, α7 nicotinic receptor
TBI/PTSD Imaging Biomarker Validation and Development
Funded: Investigating the Neurologic Effects of Training Associated
Blast (I-TAB) study
Longitudinal imaging of blast-exposed trainees

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Marine resiliency.pdf

  • 1. Seeking Risk and Resilience Factors for PTSD: The Marine Resiliency Study Dewleen G. Baker M.D. Professor, Department of Psychiatry University of California San Diego
  • 2. Epidemiology of Psychiatric Disorders Any psychiatric disorder 48.0 29.5 Any affective disorder 19.3 11.3 Major depressive disorder 17.1 10.3 Dysthymia 6.4 2.5 Manic episode 1.6 1.3 Any anxiety disorder 24.9 17.2 Social phobia 12.1 7.1 Simple phobia 11.3 8.8 Generalized anxiety disorder 5.1 3.1 Panic disorder 4.0 2.3 Obsessive-Compulsive Disorder 2.5 2.1 Post-Traumatic Stress Disorder 7.8 3.6 Any substance abuse/dependence 26.6 11.3 Alcohol abuse w/o dependence 9.4 2.5 Alcohol dependence 14.1 7.2 US Prevalence (%) Disorder Lifetime 12-Month (Kessler RC et al, 1994; Narrow et al, 2002; Ruscio et al, 2007)
  • 3.  Reactive Attachment Disorder (Infants/Children)  Disinhibited Social Engagement Disorder  Post-traumatic Stress Disorder  Acute stress disorder  Adjustment Disorders  Other Specified Trauma- and Stressor- Related Disorder DSM-V Trauma/Stress Disorders
  • 4. Trauma/Stress Disorders • Exposure to actual or threatened death, serious injury, or sexual violation in one (or more) of the following ways: – Directly experiencing the traumatic event(s). – Witnessing, in person, the event(s) as it occurred to others. – Learning that the event(s) occurred to a close family member or close friend. Note: In cases of actual or threatened death of a family member or friend, the event(s) must have been violent or accidental. DSM-V Diagnosis – Trauma/Stressor Criteria Criteria apply to adults, adolescents, children older than 6 years
  • 5. Trauma/Stress Disorders – Experiencing repeated or extreme exposure to aversive details of the traumatic event(s) (e.g., first responders collecting human remains, police officers repeatedly exposed to details of child abuse). • Note: This does not apply to exposure through electronic media, television, movies, or pictures, unless this exposure is work related. DSM-V Diagnosis – Trauma/Stressor Criteria
  • 6. Posttraumatic Stress Disorder • Presence of one (or more) intrusion symptoms associated with the traumatic event(s), beginning after the traumatic event(s) occurred: (re-experiencing) • Persistent avoidance of stimuli associated with the traumatic event(s), beginning after the traumatic event(s) occurred, as evidenced by one or both of the following: avoidance of thoughts/feelings, avoidance of external reminders • Negative alterations in cognitions and mood associated with the traumatic event(s), beginning or worsening after the traumatic event(s) occurred, as evidenced by two (or more) of the following: difficulty remembering, exaggerated negative beliefs/expectations, distorted cognitions, anhedonia, etc. • Marked alterations in arousal and reactivity associated with the traumatic event(s), beginning or worsening after the traumatic event(s) occurred, as evidenced by two (or more) of the following: irritable behavior and angry outbursts, reckless or self destructive behavior, hypervigilance, etc. • Duration of the disturbance (Criteria B, C, D, and E) is more than 1 month. DSM-V Diagnosis
  • 7. Posttraumatic Stress Disorder DSM-V Diagnostic Features  Prevalence among recently exposed populations varies by nature of the event and the context within which it is assessed  Common rates in the US – Projected lifetime risk (under DSM-IV criteria) at age 75 is 8.7% for the general population – Reported risk for the Iraq/Afghanistan combatants varies by the publication source, ranging from 5% to 20% (Ramachand et al., (2010) Journal of Traumatic Stress 23 (1), 20-68. 2010)
  • 8.  PTSD is associated an increased risk for:  Atherosclerotic cardiovascular disease  Inflammatory and autoimmune disorders  Metabolic syndrome  Dementia Posttraumatic Stress Disorder PTSD confers higher risk for a number of Medical Conditions
  • 9.  PTSD risk/resilience factors (psychosocial)  Childhood adversity  Level of (index) trauma burden  Neurological intactness/IQ  Social support  PTSD -- biological system abnormalities Historical Background Post-Vietnam to the Iraq/Afghanistan Wars Cross-sectional Areas of Research
  • 10.  In individuals with a diagnosis of PTSD, peripheral and Cerebrospinal fluid studies give evidence for abnormalities associated with:  The central nervous system (hyperarousal)  HPA axis  Autonomic nervous system  Inflammatory markers Historical Background Cross-sectional Research Stress and Immune Physiology
  • 11. Historical Background Stress and Immune Physiology  Serial cerebral spinal fluid study » Recruitment of healthy individuals • Non-smokers • No past alcohol dependence and no current abuse • No medications or wash-out for at least 5 half-lives prior to procedure » Standardized Diet for duration of Study – set meals/calories » Controlled environment – no radio, television » Subarachnoid catheter placement at 8AM – 3 hours of rest prior to CSF sampling » 24 (every hour) basal samples of CSF and plasma (11AM to 11AM) assayed for NPY concentration or measured using direct radioimmunoassay or for cortisol concentration
  • 12. Historical Background Stress and Immune Physiology Increased CNS NE and CRF Geracioti et al., 2001 Baker et al., 1999
  • 13. Historical Background Stress and Immune Physiology Abnormal HPA response to stress Following Trauma-related (vs neutral) video:  Significant decline in CSF CRF levels following trauma-related video  Significant decline in Plasma cortisol levels following trauma video Geracioti et al., 2001
  • 14. Historical Background Stress and Immune Physiology Abnormal HPA response to stress Following Trauma-related (vs neutral) video:  Significant decline in CSF CRF levels following trauma-related video  Significant decline in Plasma cortisol levels following trauma video Geracioti et al., 2001
  • 15. Historical Background Stress and Immune Physiology Abnormal Autonomic Response to stress & increasing evidence for chronic inflammation
  • 16. Marine Resiliency Study Dewleen G. Baker M.D. Caroline Nievergelt Ph.D. Victoria Risbrough Ph.D. Mark Geyer Ph.D.
  • 17. Marine Resiliency Study Setting Six-wide semi-permanent data collection trailer at MCAGCC 29 Palms Field Study: 1st Marine Division • Infantry Battalions, Combat Engineers • Explosive Ordinance Device (EOD) Participants: Marines, Navy Personnel • Marine Corps Air Ground Combat Center - 29 Palms • Camp Pendleton
  • 18. Marine Resiliency Study Timeline and Enrollment Pre-Deployment 1 week Visit 1 3 months Visit 2 6 months Visit 3 Time Post Second Deployment Post-Deployment Visit 0 Visit 4 Index Deployment Second Deployment MRS: 2008 – 2011 (PIs: Baker, Nash, Litz) Cohorts 1-4 7 months 7 months N = 2593 N = 2231 N = 1898 N = 1645 N = 203 N = 1190 Visit 0 Visit 1 Cohorts 11-12 Index Deployment Pre-Deployment Post-Deployment Time MRSII: 2011 – 2015 (PIs: Baker, Risbrough, Geyer) Cohorts 11-13 7 months N = 886 Visit 0 Visit 1 Cohort 13 (control group) No Deployment No Deployment Time 7 months N = 195 N = 163
  • 19. MRS Secure database Psychiatric and medical • Clinical interviews: PTSD/TBI Historical • Self-report questionnaires Neuropsychological •ANAM + Penn Battery Psychological and Behavioral assessments Military archives • Medical diagnoses • Hospitalizations • Outpatient healthcare visits • Duty status • Separation date and reason Career History Archival Medical and Personnel System database Biological samples • Blood (whole blood, plasma) • Saliva • Urine • DNA / RNA Biobank Biological assessments Biomarkers • e.g. NPY, CRP, Alpha- amylase, Catecholamines, Cortisol Hemodynamics • Pulse and blood pressure Psychophysiology • EMG, PPG Metabolomics Imaging (MEG/DTI) MRS Longitudinal Data Sources • GWAS (complete data) • Methylome (subset, pre-post) • Transcriptome (subset, pre-post) Genomics* *GWAS UCSD,NIH R0-1 Caroline Nievergelt PI *Gene expression, UCSD, R21 Ming Tsuang PI *Methylome, RNA-seq C Nievergelt MRS-II
  • 20. Combat Experiences Scale 13.8 22.6 13.3 7.2 6.5 0 10 20 30 Total Cohort 4 Cohort 3 Cohort 2 Cohort 1 Combat Experience SCALE RANGE 0 - 64 Vogt et al (2008) For Comparison •N=640 Army soldiers, Iraq 2003-2004 • Combat/combat support • Combat Experience Score Mean(SD) = 34.7(10.4)
  • 21. 16.0 7.0 16.3 40.3 19.8 0 10 20 30 40 50 Cohort 1 Cohort 2 Cohort 3 Cohort 4 Total % TBI Combat Experience Scale Cohort 1 6.5 Cohort 2 6.9 Cohort 3 13.2 Cohort 4 22.7 Total 12.9 Deployment-related TBI endorsement was variable across deployments, but was high in some battalions
  • 22. Clinician Administered PTSD Scale (CAPS) • The MRS uses the CAPS as the primary measure of PTSD symptoms and total symptom burden. • The CAPS is a structured interview designed to provide both continuous and dichotomous data about symptoms. 4 Symptom Clusters CAPS Scale Range Re-experiencing 0-40 Avoidance 0-32 Emotional Numbing 0-24 Hyperarousal 0-40 Total score 0-136
  • 23. ZINB Distribution Histogram of CAPS score at V2 CAPS total score • CAPS total score is not a normally distributed trait in MRS. The trait cannot simply be transformed to normality because there are too many zero value scores • Zero inflated negative binomial (ZINB) distribution: ZINBR best statistical model N subjects
  • 24. Grouping subjects using CAPS DSM-IV diagnosis: Quantity of subjects within each CAPS group at V2 • Alternatives to modeling based upon raw score (CAPS total), we can use diagnosis to group subjects and use ordered logistic regression to model the data • There are 3 groups in order of severity: No diagnosis, partial PTSD diagnosis (stringent or lenient criteria), or the DSM-IV based PTSD diagnosis N=117 N=1471 N=277
  • 25. Prospective analysis of deployment-related combat stress and TBI on Post-deployment PTSD Age AFQT 3-months post- deployment PTSD symptoms 7 months deployment Pre-deployment Post-deployment Combat Experiences Combat Experiences Combat Experiences Combat-related TBI Combat Experiences Pre-deployment PTSD symptoms Cohort (Battalion) Pre-deployment TBI
  • 26.
  • 27. J Head Trauma Rehabil. 2015 Feb 19. PubMed PMID: 25699623.
  • 28. Cardio-Metabolic function before and after combat stress Dynapulse station MRS Hemodynamics Daniel T. O’Connor
  • 29. Samples collected and processed on site: • Urine: 6x 2ml cryovials with almost 2ml urine • Saliva: 4x 2ml cryovials with at least 1ml saliva • Blood: Plasma samples: 2x 4ml Lithium Heparin tubes (green tops); 4 aliquots 1x 6ml EDTA tubes (purple tops); 2 aliquots Plasma samples are centrifuged at 4°C, 3000rpm for 15 min; keep supernatant RNA samples: 1x 10ml EDTA tubes (purple tops) for RNA processing (Ming Tsuang –lab) DNA whole-blood samples: 1x 10ml EDTA tubes (purple tops) for whole blood DNA (6/4 cryovials with ~1ml blood) Samples are kept on dry ice during processing and stored in freezer at -80°C MRS Biobank
  • 30. Salivary cortisol: Circadian Rhythm Dynapulse time (first measurement) 12:30 Log Cortisol ANOVA: dependent = logCortisol N= 1695 R= -0.25; p<0.00001 Age-adjusted No significant correlation with dynapulse time was found for: • log Salivary Cotinine: p>0.68 • log Plasma CRP: p>0.71 • log Salivary Alpha-amylase: p>0.36 Schmidt-Reinwald 1999 MRS Sample collection
  • 31.
  • 32. Genomic Predictors of Combat Stress Vulnerability in U.S. Marines: Genome-wide Association Studies across Multiple Ancestries Identify Novel Risk Factors for PTSD Caroline Nievergelt Ph.D. Department of Psychiatry, UCSD Associate Director of Neuroscience Center of Excellence for Stress and Mental Health, VA SD (CESAMH)
  • 33. MRS: Genetic Ancestry • Bayesian based cluster methods (STRUCTURE) to generate ancestry estimates based on HGDP reference populations and AIMs • Determination of main ancestral groups (<5% admixture) • Visual inspection: PCA with reference populations and color coding for main ancestral groups Africa Oceania Europe East Asia Nat. Am. Middle East Central/South Asia Oceania Africa Europe Nat. Am. East Asia Middle East Central/South Asia African American n=218 Europeans n=2,287 East Asians n=52 Hispanic/Nat.Am. N=671 HGDP subjects Reference Subjects MRS subjects (N=3,669) Others n=493 ~62% European American
  • 34.
  • 35. Hum. Mol. Genet. (2014) 23 (23): 6375-6384
  • 36. • DNA and RNA isolated from peripheral blood leukocytes • 60 (future) PTSD cases and 60 trauma-exposed controls • Timepoints: at pre-deployment, and 3- and 6-months post-deployment • Epigenome: Genome-wide methylation (Illumina 450K) • Transcriptome: Genome-wide gene expression (RNAseq) • Transcriptome 2: RNA array data on additional MRS subjects MRS Genomic and Data Integration
  • 37. MRS Secure database Psychiatric and medical • Clinical interviews Historical • Self-report questionnaires Neuropsychological •ANAM + Penn Battery Psychological and Behavioral assessments Military archives • Medical diagnoses • Hospitalizations • Outpatient healthcare visits • Duty status • Separation date and reason Career History Archival Medical and Personnel System database Biological samples • Blood (whole blood, plasma) • Saliva • Urine • DNA / RNA Biobank Biological assessments Biomarkers • e.g. NPY, CRP, Alpha- amylase, Catecholamines, Cortisol Hemodynamics • Pulse and blood pressure Psychophysiology • EMG, PPG Metabolomics Imaging (MEG/DTI) MRS Longitudinal Data Sources • GWAS (complete data) • Methylome (subset, pre-post) • Transcriptome (subset, pre-post) Genomics* *GWAS UCSD,NIH R0-1 Caroline Nievergelt PI *Gene expression, UCSD, R21 Ming Tsuang PI *Methylome, RNA-seq C Nievergelt MRS-II
  • 38. Psychophysiology and Neurocognitive Projects Directors: Vickie Risbrough and Mark Geyer Construct/Task Collaborators Fear Conditioning and Extinction/FPS Dean Acheson Startle Threshold/EMG Dan Glenn Prepulse Inhibition/EMG Dean Acheson Heart Rate Variability/PPG Arpi Minassian Reaction time/ANAM+Penn Battery Gur, Moore, Vasterling Attention/CPT, Go-NoGo Ruben Gur, Tyler Moore Attention Set Shifting Ruben Gur, Tyler Moore Verbal, Spatial, Facial Memory Ruben Gur, Tyler Moore Spatial and Verbal Reasoning Ruben Gur, Tyler Moore Working Memory Ruben Gur, Tyler Moore
  • 39. Example Aims • Identify psychophysiological predictors of PTSD • Identify deployment-related TBI effects on changes in neurocognition • Identify potential mechanism of TBI-induced increases in risk for PTSD • Identify overlapping genetic mechanisms of PTSD risk and endophenotypes (fear conditioning, extinction and prepulse inhibition, HRV)
  • 40. Poor safety signal learning and extinction are biobehavioral markers of PTSD Conditioned fear and extinction learning performance and its association with psychiatric symptoms in active duty Marines. Acheson DT, Geyer MA, Baker DG, Nievergelt C, Yurgil K, Risbrough VB (2015) Psychoneuroendocrinology 51:495-505
  • 41. Association of predeployment heart rate variability with risk of postdeployment Postraumatic Stress Disorder in active-duty Marines Arpi Minassian, Adam Maihofer, Dewleen Baker, Caroline Nievergelt, Mark Geyer, and Victoria Risbrough. JAMA Psychiatry 2015;72(10):979-98 Pre-trauma low HRV is associated with PTSD risk Post-Deployment Diagnosis No PTSD PTSD Percentage of Study Population 0 20 40 60 80 100 Pre-Deployment LF/HF<6.7 Pre-Deployment LF/HF>6.7 ** Parameter OR 95% CI P Trauma exposure 2.84 2.15-3.74 <0.001 LF: HF ratio 1.47 1.10-1.98 0.01
  • 42. MRS Secure database Mental and Physical Health • Deployment related TBI predictors PTSD – Follow-up data collection Psychophysiology and Neurocognition • Pre-deployment HRV predicts PTSD •Sensorimotor gating and cue discrimination may be resiliency factors for PTSD Psychological , Behavioral and Physiological assessments VA and military service database information in follow-up data collection and analysis Career History Archival Medical and Personnel System database Stored samples for future analyses and collaborations Biobank Biological assessments Biomarkers • Pre-deployment immune activation state predicts PTSD – replicate findings, integrate analysis with HRV Imaging •Development of diagnostic MEG signatures for mTBI Actionable Results • PGC PTSD GWAS consortium • PGC PTSD EWAS consortium • Active replication of GWAS and EWAS study findings in collaboration with PRISMO, Army STARRS, Grady Trauma Cohort Genomics
  • 43. Ongoing and Future Directions Integrated data analyses of MRS data sources, e.g. behavior, genomics, metabolomics, physiology, imaging Future data collection: MRS-III 5-year follow up Funded: CDMRP (DoD), FY 2016-2019, PI: Baker, TBI/Tinnitus Study Long term outcomes –hearing, tinnitus, health Better understand HPA axis/autonomic – vagal/immune system relationships in PTSD – TLR-4, TLR-9, α7 nicotinic receptor TBI/PTSD Imaging Biomarker Validation and Development Funded: Investigating the Neurologic Effects of Training Associated Blast (I-TAB) study Longitudinal imaging of blast-exposed trainees