Scott Kreider

Mortality after surviving traumatic brain injury: Risks based on age groups

Objective:To assess mortality, life expectancy, risk factors, and causes of death by age groups among persons who received inpatient traumatic brain injury (TBI) rehabilitation. Design:Prospective cohort study. Setting:The TBI Model Systems. Participants:8573 individuals injured between 1988 and 2009, with survival status per December 31, 2009, determined. Interventions:Not applicable. Main Outcome Measures:Standardized mortality ratio, life expectancy, and cause of death. Results:Moderate-severe TBI increases risk of mortality compared with the general population in all age groups, with the exception of those 85 years or older at the time of injury. Teenagers to middle-aged adults are at particular risk. Risk factors for death varied by age group and included gender, marital and employment status, year and cause of injury, and level of disability. External causes of death predominate in younger groups. For the youngest male participants in the sample, longevity was reduced up to 16 years. Conclusion:Risk factors and causes of death varied considerably by age group for individuals with moderate-severe TBI who were receiving acute care rehabilitation. Moderate-severe TBI is a chronic health condition.

Relationship of physical therapy inpatient rehabilitation interventions and patient characteristics to outcomes following spinal cord injury: The SCIRehab project

Abstract Background/objective Examine associations of type and quantity of physical therapy (PT) interventions delivered during inpatient spinal cord injury (SCI) rehabilitation and patient characteristics with outcomes at the time of discharge and at 1 year post-injury. Methods Physical therapists delivering routine care documented details of PT interventions provided. Regression modeling was used to predict outcomes at discharge and 1 year post-injury for a 75% subset; models were validated with the remaining 25%. Injury subgroups also were examined: motor complete low tetraplegia, motor complete paraplegia, and American Spinal Injury Association (ASIA) Impairment Scale (AIS) D motor incomplete tetra-/paraplegia. Results PT treatment variables explain more variation in three functionally homogeneous subgroups than in the total sample. Among patients with motor complete low tetraplegia, higher scores for the transfer component of the discharge motor Functional Independence Measure () are strongly associated with more time spent working on manual wheelchair skills. Being male is the most predictive variable for the motor FIM score at discharge for patients with motor complete paraplegia. Admission ASIA lower extremity motor score (LEMS) and change in LEMS were the factors most predictive for having the primary locomotion mode of “walk” or “both (walk and wheelchair)” on the discharge motor FIM for patients with AIS D injuries. Conclusion Injury classification influences type and quantity of PT interventions during inpatient SCI rehabilitation and is a strong predictor of outcomes at discharge and 1 year post-injury. The impact of PT treatment increases when patient groupings become more homogeneous and outcomes become specific to the groupings. Note This is the second of nine articles in the SCIRehab series.

An introduction to applying individual growth curve models to evaluate change in rehabilitation: a National Institute on Disability and Rehabilitation Research Traumatic Brain Injury Model Systems report.

The abundance of time-dependent information contained in the Spinal Cord Injury and the Traumatic Brain Injury Model Systems National Databases, and the increased prevalence of repeated-measures designs in clinical trials highlight the need for more powerful longitudinal analytic methodologies in rehabilitation research. This article describes the particularly versatile analytic technique of individual growth curve (IGC) analysis. A defining characteristic of IGC analysis is that change in outcome such as functional recovery can be described at both the patient and group levels, such that it is possible to contrast 1 patient with other patients, subgroups of patients, or a group as a whole. Other appealing characteristics of IGC analysis include its flexibility in describing how outcomes progress over time (whether in linear, curvilinear, cyclical, or other fashion), its ability to accommodate covariates at multiple levels of analyses to better describe change, and its ability to accommodate cases with partially missing outcome data. These features make IGC analysis an ideal tool for investigating longitudinal outcome data and to better equip researchers and clinicians to explore a multitude of hypotheses. The goal of this special communication is to familiarize the rehabilitation community with IGC analysis and encourage the use of this sophisticated research tool to better understand temporal change in outcomes.

Relationship of patient characteristics and rehabilitation services to outcomes following spinal cord injury: The SCIRehab Project

Abstract Background/objective To examine associations of patient characteristics along with treatment quantity delivered by seven clinical disciplines during inpatient spinal cord injury (SCI) rehabilitation with outcomes at rehabilitation discharge and 1-year post-injury. Methods Six inpatient SCI rehabilitation centers enrolled 1376 patients during the 5-year SCIRehab study. Clinicians delivering standard care documented details of treatment. Outcome data were derived from SCI Model Systems Form I and II and a project-specific interview conducted at approximately 1-year post-injury. Regression modeling was used to predict outcomes; models were cross-validated by examining relative shrinkage of the original model R2 using 75% of the dataset to the R2 for the same outcome using a validation subsample. Results Patient characteristics are strong predictors of outcome; treatment duration adds slightly more predictive power. More time in physical therapy was associated positively with motor Functional Independence Measure at discharge and the 1-year anniversary, CHART Physical Independence, Social Integration, and Mobility dimensions, and smaller likelihood of rehospitalization after discharge and reporting of pressure ulcer at the interview. More time in therapeutic recreation also had multiple similar positive associations. Time spent in other disciplines had fewer and mixed relationships. Seven models validated well, two validated moderately well, and four validated poorly. Conclusion Patient characteristics explain a large proportion of variation in multiple outcomes after inpatient rehabilitation. The total amount of treatment received during rehabilitation from each of seven disciplines explains little additional variance. Reasons for this and the phenomenon that sometimes more hours of service predict poorer outcome, need additional study. Note This is the first of nine articles in the SCIRehab series.

Epidemiology of adults receiving acute inpatient rehabilitation for a primary diagnosis of traumatic brain injury in the United States

Objective:To estimate the overall and by age-group characteristics at admission and discharge from rehabilitation between 2001 and 2010 of all late-teens and adults undergoing inpatient rehabilitation for a primary diagnosis of traumatic brain injury (TBI) in the United States. Design:Secondary data analysis. Setting:Acute inpatient rehabilitation facilities. Participants:Patients aged 16 years and older receiving inpatient rehabilitation for a primary diagnosis of TBI between 2001 and 2010. Main Outcome Measures:Functional independence, level of disability, and living situation. Results:The incidence of TBI by age group found the largest proportion of cases to be aged 80 years and older, with a gradual decline in incidence in the age group of 30 years, at which point there was a slight increase. Injuries resulted predominantly from falls (49.8%) and motor vehicle crashes (40.8%); however, injuries to the youngest individuals were largely from motor vehicle crashes with decreasing rates as age increased, while injuries due to falls rose as age increased, with the oldest age groups most likely to incur a TBI. Preinjury alcohol misuse and substance use were found to occur in 22.9% and 12.2% of the total population, respectively; however, age distributions demonstrated high preinjury use among individuals younger than 50 years (eg, 46.4% and 30.6% for those aged 20 and 29 years, respectively) with decreasing misuse as age increased. Of the total population, 49.2% were retired, 31.1% employed, 14.1% not working, and 5.6% students. Trends by age showed that younger individuals were more likely to be students or employed (eg, 14.5% and 62.0% for those aged 20 and 29 years, respectively), with employment status peaking for those aged 30 to 39 years, and declining to 3.2% for the oldest age group (80 years and older). The trend of person(s) living alone between pre- and postrehabilitation showed the least amount of change for those aged 16 to 19 years with steadily increasing changes as age increased. Similar trends were seen for residence changes pre- and postrehabilitation, with the youngest most likely to return to living at a private residence, and a gradual decrease in return to living at a private residence as age increased. FIM instrument (“FIM”) Motor and Cognitive subscale scores demonstrated that younger individuals had lower scores at admission to rehabilitation and higher scores at rehabilitation discharge. Conclusion:This study provides population estimates for all patients 16 years of age and older receiving inpatient rehabilitation for a primary diagnosis of TBI in the United States between 2001 and 2010. A recent trend shows the aging of the inpatient TBI rehabilitation population. Many characteristics important to rehabilitation outcomes are influenced by age, with older individuals trending toward being female, having less severe TBIs, incurring TBIs as a result of falls, but showing less improvement during rehabilitation, greater resulting disability, and more changes in their living situation postrehabilitation. These findings are of particular interest, as the oldest age groups considered in these analyses did not include the baby boom population.

Life expectancy following rehabilitation: a NIDRR Traumatic Brain Injury Model Systems study.

Objective:To characterize overall and cause-specific mortality and life expectancy among persons who have completed inpatient traumatic brain injury rehabilitation and to assess risk factors for mortality. Design:Prospective cohort study. Setting:The Traumatic Brain Injury Model Systems. Participants:A total of 8573 individuals injured between 1988 and 2009, with survival status per December 31, 2009, determined. Interventions:Not applicable. Main Outcome Measures:Standardized mortality ratio (SMR), life expectancy, cause of death. Results:SMR was 2.25 overall and was significantly elevated for all age groups, both sexes, all race/ethnic groups (except Native Americans), and all injury severity groups. SMR decreased as survival time increased but remained elevated even after 10 years postinjury. SMR was elevated for all cause-of-death categories but especially so for seizures, aspiration pneumonia, sepsis, accidental poisonings, and falls. Life expectancy was shortened an average of 6.7 years. Multivariate Cox regression showed age at injury, sex, race/ethnic group, marital status and employment status at the time of injury year of injury, preinjury drug use, days unconscious, functional independence and disability on rehabilitation discharge, and comorbid spinal cord injury to be independent risk factors for death. Conclusion:There is an increased risk of death after moderate or severe traumatic brain injury. Risk factors and causes of death have been identified that may be amenable to intervention.

Descriptive Modeling of Longitudinal Outcome Measures in Traumatic Brain Injury: A National Institute on Disability and Rehabilitation Research Traumatic Brain Injury Model Systems Study

Establishing accurate mathematical models of outcome measures is essential in understanding change throughout the rehabilitation process. The goal of this study is to identify the best-fitting descriptive models for a set of commonly adopted outcome measures found within the Traumatic Brain Injury Model Systems National Database where the modeling is based on data submission through 2011 and the complete range of recorded time points since injury for each individual, where time points range from admission to rehabilitation to 20 years postinjury. The statistical methodology and the application of the methodology contained herein may be used to assist researchers and clinicians in (1) modeling the outcome measures considered, (2) modeling various portions of these outcomes by stratification and/or truncating time periods, (3) modeling longitudinal outcome measures not considered, and (4) establishing models as a necessary precursor in conducting individual growth curve analysis.

Relationship of nursing education and care management inpatient rehabilitation interventions and patient characteristics to outcomes following spinal cord injury: The SCIRehab project

Abstract Objective To investigate associations of nursing bedside education and care management activities during inpatient rehabilitation with functional, participation, and quality-of-life outcomes for patients with traumatic spinal cord injury (SCI). Methods In a prospective observational study, data were obtained by means of systematic recording of nursing activities by registered nurses (RNs), chart review and patient interview. Results Greater patient participation in nursing activities is associated with better outcomes. More time spent by RNs in coordination with other members of the care team, consultants and specialists, along with participation in physician rounds (team process) is associated with patient report of higher life satisfaction and higher CHART mobility at the one-year injury anniversary; more time providing psychosocial support is associated with higher CHART mobility and occupation scores and with greater likelihood of working or being in school at the anniversary. More time spent providing education about specific care needs is associated with several outcomes but not as consistently as might be expected. Conclusion(s) Higher levels of patient participation in nursing care activities is associated with multiple better outcomes, and hence, nurses should promote active patient participation during all aspects of care and interactions between themselves and patients with SCI. Time spent providing psychosocial support of patients and their families should be evaluated to ensure that other necessary education or care management interventions are not minimized. Note This is the seventh of nine articles in the SCIRehab series.

Relationship of occupational therapy inpatient rehabilitation interventions and patient characteristics to outcomes following spinal cord injury: The SCIRehab Project

Abstract Background/objective Describe associations of occupational therapy (OT) interventions delivered during inpatient spinal cord injury (SCI) rehabilitation and patient characteristics with outcomes at the time of discharge and 1-year post-injury. Methods Occupational therapists at six inpatient rehabilitation centers documented detailed information about treatment provided. Least squares regression modeling was used to predict outcomes at discharge and 1-year injury anniversary for a 75% subset; models were validated with the remaining 25%. Functional outcomes for injury subgroups (motor complete low tetraplegia and motor complete paraplegia) also were examined. Results OT treatment variables explain a small amount of variation in Functional Independence Measure (FIM) outcomes for the full sample and significantly more in two functionally homogeneous subgroups. For patients with motor complete paraplegia, more time spent in clothing management and hygiene related to toileting was a strong predictor of higher scores on the lower body items of the self-care component of the discharge motor FIM. Among patients with motor complete low tetraplegia, higher scores for the FIM lower body self-care items were associated with more time spent on lower body dressing, manual wheelchair mobility training, and bathing training. Active patient participation during OT treatment sessions also was predictive of FIM and other outcomes. Conclusion OT treatments add to explained variance (in addition to patient characteristics) for multiple outcomes. The impact of OT treatment on functional outcomes is more evident when examining more homogeneous patient groupings and outcomes specific to the groupings. Note This is the third of nine articles in the SCIRehab series.

Components of Traumatic Brain Injury Severity Indices

The purpose of this study was to determine whether there are underlying dimensions common among traditional traumatic brain injury (TBI) severity indices and, if so, the extent to which they are interchangeable when predicting short-term outcomes. This study had an observational design, and took place in United States trauma centers reporting to the National Trauma Data Bank (NTDB). The sample consisted of 77,470 unweighted adult cases reported to the NTDB from 2007 to 2010, with International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) TBI codes. There were no interventions. Severity indices used were the Emergency Department Glasgow Coma Scale (GCS) Total score and each of the subscales for eye opening (four levels), verbal response (five levels), and motor response (six levels); the worst Abbreviated Injury Scale (AIS) severity score for the head (six levels); and the worst Barell index type (three categories). Prediction models were computed for acute care length of stay (days), intensive care unit length of stay (days), hospital discharge status (alive or dead), and, if alive, discharge disposition (home versus institutional). Multiple correspondence analysis (MCA) indicated a two dimensional relationship among items of severity indexes. The primary dimension reflected overall injury severity. The second dimension seemed to capture volitional behavior without the capability for cogent responding. Together, they defined two vectors around which most of the items clustered. A scale that took advantage of the order of items along these vectors proved to be the most consistent index for predicting short-term health outcomes. MCA provided useful insight into the relationships among components of traditional TBI severity indices. The two vector pattern may reflect the impact of injury on different cortical and subcortical networks. Results are discussed in terms of score substitution and the ability to impute missing values.