mark meterko, phd 1 errol baker, phd 1 kelly l. stolzmann, ms 1 ann hendricks, phd 1 keith d....
TRANSCRIPT
Mark Meterko, PhD1
Errol Baker, PhD1
Kelly L. Stolzmann, MS1
Ann Hendricks, PhD1
Keith D. Cicerone, PhD, ABPP-Cn2
Henry L. Lew, MD, PhD3
Psychometric Assessment of the Neurobehavioral
Symptom Inventory (NSI-22)
This work supported by VA HSR&D Grant: SDR 08-405
1VA Boston Healthcare System2JFK-Johnson Rehabilitation Institute3Defense and Veterans Brain Injury
Center
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Background 1: Postconcussive Syndrome?
Studies of postconcussive symptoms have raised several issues: Is there a postconcussive syndrome (PCS)? If yes, is there a single cluster of symptoms, or
several? What symptom patterns distinguish among them?
Previous studies suggest different answers, depending on: Etiology of injury Evaluation instrument Target population Statistical procedures
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Background 2: The VA Context
VA Policy & Process Regarding TBI Screening Comprehensive TBI Evaluation (CTE)
Includes Neurobehavioral Symptom Inventory (NSI-22)
Clinical evaluator’s overall judgment regarding history and course “consistent with a diagnosis of TBI”
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Background 3: Prior Work
Cicerone KD & Kalmar K, 1995 (JHTR)22-item self-report inventory of symptoms50 mostly vehicular accident patientsUsing cluster analysis, 17 items grouped into
4 factors: Cognitive Affective Somatic Sensory
5 orphan items
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Background 4: NSI22 Recent Work
Benge JF, Pastorek NJ & Thornton GM, 2009. Postconcussive symptoms in OEF-OIF Veterans: Factor
structure and impact of posttraumatic stress. Rehab Psych, 54(3), 270-278.
Exploratory factor analysis yielded 6-factor model:1. Cognitive 4. Sensory2. Vestibular 5. Headaches, Sensitivity to light3. Affective 6. Hearing, Sensitivity to noise
Caplan LJ, Ivins B, Poole JH, Vanderploeg RD, Jaffee MS, Schwab K, 2010. The structure of postconcussive symptoms in 3 US military
samples. JHTR, 25(6), 447-458. Exploratory & confirmatory factor analysis
Three models supported: 2,3 and 9 factors Endorsed 3-factor solution
1. Somatic/sensory2. Affective3. Cognitive
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Purpose: Study Aims
1. Examine the factor structure of NSI-22 In large sample of deployed veterans judged to have
mTBI
2. Examine whether & how pain related to other symptoms in the NSI-22
3. Assess utility of the factor-based NSI-22 scales
Compare subgroups defined by: Etiology of concussion Presence/absence of PTSD
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Methods 1: Sample7
VA National CTE database for FY08 & most of FY09 N=36,919
Random split into 2 samples Derivation (n=18,459) Confirmation (n=18,460)
Applied inclusion/exclusion criteria to both samples Keep only those with “symptoms consistent with TBI”
(n=18,649) Drop those with either pre- or post-deployment concussion
history (n=5945) Drop cases missing on pain (n=663) Drop duplicate and invalid (test case) entries (n=53)
Final samples Derivation (n=6001) Confirmation (n=5987)
Methods 2: Analyses8
Check success of randomization Compare derivation & confirmation samples on
Demographics & etiology (chi-square) NSI-22 items and pain item (MANOVA)
Examine factor structure of NSI-22 Derivation sample Exploratory factor analysis (EFA) – four runs
Empirical criteria for n of factors retained, NSI-22 only Empirical criteria, NSI-22 plus pain Specify 4 factors, NSI-22 only Specify 4 factors, NIS-22 plus pain
Methods 3: Analyses9
Confirm factor structure Confirmation sample Confirmatory factor analysis (CFA)
Utility of proposed factor-based scales Confirmation sample Stratified respondents by:
Etiology Blast, Non-Blast, Both (“Blast Plus”)
PTSD co-morbidity Dichotomous based on clinical evaluator judgment during
CTE Two-way MANOVA
Grouping factors (IV): Etiology, PTSD, Etiology x PTSD Dependent variables: NSI-22 factor scores, with and without
pain
Results 1: Randomization Success10
No significant differences, derivation vs. confirmation samples on: NSI-22 symptoms Pain Blast injury exposure TBI diagnosis Marital status Education
Borderline exception (p=.07): Employment status Derivation sample: 7.2% working part time Confirmation sample: 7.9% working part time Very small effect size (Cramer’s V = .02)
Results 2: EFA in Derivation Sample11
Using empirical criteria for N of factors to retain Three criteria
Percent variance accounted for Horn’s parallel analysis Velicer’s Minimum Average Partial (MAP) test
2- and 3-factor models emerged Same results with and without pain
Preponderance of evidence favored 3-factor model Somatosensory (11 or 12 items)
Pain loaded cleanly here when included Affective (6 items) Cognitive (4 items)
Orphan items (2 items) Hearing difficulties (no loading >=.40) Change in appetite (equal loadings < .40 on two factors)
Results 3: EFA in Derivation Sample12
Specify 4 factors a-prioriThree items from Somato-sensory form a
separate, Vestibular factor Loss of balance Dizziness Poor coordination/clumsiness
Pain remained affiliated with Somato-sensoryOrphans – same as before
Results 5: CFA in Confirmation Sample13
Table 1 Goodness of Fit Statistics for Four Confirmatory Factor Analysis Models: Confirmation Sample
Model χ2 df SRMR RMSEA CFI TLI (NNFI)
3 Factors, Without Pain 7112.91 167 0.048 0.083 0.974 0.970
3 Factors, Including Pain 7640.93 186 0.048 0.082 0.973 0.970
4 Factors, Without Pain 5578.12 164 0.044 0.074 0.979 0.976
4 Factors, Including Pain 6005.99 183 0.044 0.073 0.979 0.976
Results 6: Utility Analyses in Confirmation Sample
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Significant main effects for both Etiology and PTSD co-morbidity Regardless of whether 3 or 4 factors were compared Regardless of whether pain was/was not included
No significant Etiology x PTSD interactions Results for PTSD and no-PTSD respondents the same
across Etiology groups
Results 7: Utility Analyses in Confirmation Sample
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1
1.2
1.4
1.6
1.8
2
Blast Only Blast Plus Non - Blast
Etiology of Injury
Figure 1a: Somato-sensory Scale
Mean +/ - 95% CI
PTSD non - PTSD
Results 8: Utility Analyses in Confirmation Sample
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0.7
0.9
1.1
1.3
1.5
1.7
Blast Only Blast Plus Non - Blast
Etiology of Injury
Figure 1b: Vestibular Scale
Mean +/ - 95% CI
PTSD non - PTSD
Conclusions
Scale k α Scale Content
Affective 6 .88
• Low frustration tolerance
• Irritability• Anxiety/tension
• Fatigue • Difficulties sleeping• Depressed or sad
Somatosensory
8 .81
• Light sensitivity• Noise sensitivity• Vision problems• Headaches
• Nausea• Numbness/tingling • Change in taste,
smell• Pain
Cognitive 4 .89
• Difficulties getting organized/can’t finish things • Poor concentration • Forgetfulness • Difficulties making decisions
Vestibular 3 .82• Loss of balance• Feeling dizzy• Poor coordination/clumsy
Unassigned 2 NA• Loss or increase in appetite • Hearing difficulty
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Conclusions
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PCS for Veterans injured during deployment as measured by NSI-22 are multi-dimensional
Pain associated with Somto-sensory factor in all solutions
By technical criteria, no substantial difference between 3- and 4-factor models
Prefer 4-factor model In EFA: No dual-loading items in EFA In CFA: Fit statistics marginally but consistently better Interpretability and utility of 4-factor model
Increased potential for differentiation among clinical groups