Use of Latent Class Analysis to define groups based on validity, cognition, and emotional functioning

Exploring symptom clusters in mild cognitive impairment and dementia with the NIH Toolbox

OBJECTIVE

Symptom clustering research provides a unique opportunity for understanding complex medical conditions. The objective of this study was to apply a variable-centered analytic approach to understand how symptoms may cluster together, within and across domains of functioning in mild cognitive impairment (MCI) and dementia, to better understand these conditions and potential etiological, prevention, and intervention considerations.

METHOD

Cognitive, motor, sensory, emotional, and social measures from the NIH Toolbox were analyzed using exploratory factor analysis (EFA) from a dataset of 165 individuals with a research diagnosis of either amnestic MCI or dementia of the Alzheimer's type.

RESULTS

The six-factor EFA solution described here primarily replicated the intended structure of the NIH Toolbox with a few deviations, notably sensory and motor scores loading onto factors with measures of cognition, emotional, and social health. These findings suggest the presence of cross-domain symptom clusters in these populations. In particular, negative affect, stress, loneliness, and pain formed one unique symptom cluster that bridged the NIH Toolbox domains of physical, social, and emotional health. Olfaction and dexterity formed a second unique cluster with measures of executive functioning, working memory, episodic memory, and processing speed. A third novel cluster was detected for mobility, strength, and vision, which was considered to reflect a physical functioning factor. Somewhat unexpectedly, the hearing test included did not load strongly onto any factor.

CONCLUSION

This research presents a preliminary effort to detect symptom clusters in amnestic MCI and dementia using an existing dataset of outcome measures from the NIH Toolbox.

Performance and Symptom Validity in Outpatient Pediatric Neuropsychological Evaluations

This study aimed to clarify the value of using different types of validity measures in pediatric neuropsychological evaluations. We examined the relationship between performance (PVT) and symptom (SVT) validity tests as well as demographic variables and results from a screening test of learning and memory (i.e. Child and Adolescent Memory Profile [ChAMP]) in a mixed pediatric sample (n = 103). There was minimal overlap between PVT and SVT failures. Regression analyses demonstrated that PVT results, parental education, and history of special education were statistically significant predictors of ChAMP results, whereas SVT results were not.

Patterns of Performance and Symptom Validity Test Findings After Mild Traumatic Brain Injury

OBJECTIVE

The purpose of this study was to evaluate the presence of demographic, injury and neuropsychological correlates of distinct patterns of performance validity test and symptom validity test results in persons with mild traumatic brain injury (mTBI).

METHOD

One hundred and seventy-eight persons with mTBI completed the Test of Memory Malingering (TOMM; performance validity) and the Minnesota Multiphasic Personality Inventory-2-Restructured Form (MMPI-2-RF; symptom validity) within 1-12 months postinjury. Four groups were compared: (a) pass both TOMM and MMPI-2-RF validity criteria, (b) pass TOMM and fail MMPI-2-RF, (c) fail TOMM and pass MMPI-2-RF, and (d) fail both TOMM and MMPI-2-RF.

RESULTS

Compared to Group a, participants in combined Groups b-d were more than twice as likely to be engaged in financial compensation-seeking and about four times less likely to have neuroimaging evidence of an intracranial lesion. The average performance of Group d on an independent test of verbal learning was more than 1.5 standard deviations below that of Group a. Participants in Group b were more likely to have intracranial lesions on neuroimaging than participants in Group c.

CONCLUSION

Performance and symptom validity tests provide complementary and non-redundant information in persons with mTBI. Whereas financial compensation-seeking is associated with increased risk of failure of either PVT or SVT, or both, the presence of intracranial findings on neuroimaging is associated with decreased risk of such.

Pre-appointment online assessment of patient complexity: Towards a personalized model of neuropsychological assessment

Recent events such as the global pandemic of COVID-19 have challenged neuropsychologists to scale up their capacity to conduct portions of their assessment remotely. While more complex patients will likely continue to require on-site, office-based interaction and assessment, the current emergency-based expansion of online and telehealth evaluation practices may ultimately lay the groundwork for more routine, online assessment of patients with less complex presentations in the future. To this end, the current study evaluated a pre-appointment, online methodology for differentiating referred pediatric patients based upon the scope and severity of their caregiver-reported adaptive, academic, attentional, behavioral, and emotional impairment. Prior to on-site assessment, parents/caregivers of 2197 children (Mean age = 10.0y, range = 4-19y, 62% male) completed an online developmental history form screening for symptoms of adaptive, attentional, learning, affective, and behavioral impairment; 71% of those children eventually underwent assessment. Using latent class analysis, the data supported a reproducible 4-class model consisting of groups of children at increased risk for: 1) severe multi-domain dysfunction; the "High Complexity" group, 30%, 2) behavioral-affective (but not academic) dysregulation; the "Behavioral Focus" group, 13%, 3) academic (but not behavioral-affective) problems; the "Academic and Inattention" group, 37%, and 4) patients with minimal clinical complexity; the "Low Complexity" group, 20%. Comparison of pre-visit classification with day-of-assessment standardized test scores supported the validity of patient subtypes. Moving forward, pre-appointment clarification of patient complexity may support efficient patient triage with regard to assessment modality (e.g., on-site or online) and length of appointment (e.g., comprehensive or targeted).

Patterns of Cognitive Test Scores and Symptom Complaints in Persons with TBI Who Failed Performance Validity Testing

OBJECTIVE

To determine clinically meaningful subgroups of persons with traumatic brain injury (TBI) who have failed performance validity testing.

METHOD

Study participants were selected from a cohort of 674 participants with definitive medical evidence of TBI. Participants were those who failed performance validity testing (the Word Memory Test, using the standard cutoffs). Participants were administered cognitive tests and self-report questionnaires. Test and questionnaire results were summarized as 12 dimension scores. Cluster analysis using the k-means method was performed.

RESULTS

Cluster analysis for the 143 retained participants indicated three subgroups. These subgroups differed on patterns of scores. Subgroup 1 was impaired for memory and had no excessive complaints. Subgroup 2 had impaired memory and processing speed as well as concern regarding cognition function. Subgroup 3 showed impairment on all cognitive tests and excess complaints in multiple areas.

CONCLUSIONS

These results provide a preliminary basis for improved understanding of poor performance validity.