ABSTRACT
Background: Stroke is a leading cause of severe disability in the United States, but there is no effective method for patients to accurately detect the signs of stroke at home. We developed a mobile app, Destroke, that allows remote performance of a modified NIH stroke scale (NIHSS) by patients. Aims: To assess the feasibility of a mobile app for stroke monitoring and education by patients with a history of stroke. Materials and methods: We enrolled 25 patients with a history of stroke in a prospective open-label study to evaluate the feasibility of the Destroke app in patients with stroke. Nineteen patients completed all study assessments, with a median time from stroke onset to enrollment of 5.6 years (range 0.1-12 years). We designed a modified NIHSS that assessed 12 out of 16 tasks on the NIHSS. Patients completed this test eight times over a 28-day period. We conducted pre-study surveys that assessed demographic information, stroke and cardiovascular history, baseline NIHSS, and experience using mobile technologies, and mid- and post-study surveys that assessed patient satisfaction on app usage and confidence in stroke detection. Results: Ten men and nine women participated in this study (median age of 64 (33-76)), representing ten US states and Washington D.C. Median baseline NIHSS was 0 (0-4). 15 patients reported using health apps. On a 5-point Likert scale, patients rated the app as 4.2 on being able to understand and use the app and 4.3 on using the app when instructed by their doctor. For eight patients with poor confidence in detecting the signs of a stroke before the study, six showed higher confidence after the study. Conclusions: The use of an at-home stroke monitoring app is feasible by patients with a history of stroke and improves confidence in detecting the signs of stroke.
ABSTRACT
The proportional recovery rule (PRR) posits that most stroke survivors can expect to reduce a fixed proportion of their motor impairment. As a statistical model, the PRR explicitly relates change scores to baseline values - an approach that arises in many scientific domains but has the potential to introduce artifacts and flawed conclusions. We describe approaches that can assess associations between baseline and changes from baseline while avoiding artifacts due either to mathematical coupling or to regression to the mean. We also describe methods that can compare different biological models of recovery. Across several real datasets in stroke recovery, we find evidence for non-artifactual associations between baseline and change, and support for the PRR compared to alternative models. We also introduce a statistical perspective that can be used to assess future models. We conclude that the PRR remains a biologically relevant model of stroke recovery.
Subject(s)
Stroke Rehabilitation , Stroke , Humans , Recovery of Function , Models, Statistical , Models, BiologicalABSTRACT
It has been proposed that a form of cortical reorganization (changes in functional connectivity between brain areas) can be assessed with resting-state (rs) functional MRI (fMRI). Here, we report a longitudinal data set collected from 19 patients with subcortical stroke and 11 controls. Patients were imaged up to five times over 1 year. We found no evidence, using rs-fMRI, for longitudinal poststroke cortical connectivity changes despite substantial behavioral recovery. These results could be construed as questioning the value of resting-state imaging. Here, we argue instead that they are consistent with other emerging reasons to challenge the idea of motor-recovery-related cortical reorganization poststroke when conceived of as changes in connectivity between cortical areas.NEW & NOTEWORTHY We investigated longitudinal changes in functional connectivity after stroke. Despite substantial motor recovery, we found no differences in functional connectivity patterns between patients and controls, nor any changes over time. Assuming that rs-fMRI is an adequate method to capture connectivity changes between cortical regions after brain injury, these results provide reason to doubt that changes in cortico-cortical connectivity are the relevant mechanism for promoting motor recovery.
Subject(s)
Motor Cortex , Stroke , Brain Mapping/methods , Humans , Magnetic Resonance Imaging , Motor Cortex/diagnostic imaging , Stroke/diagnostic imagingABSTRACT
BACKGROUND: Evidence from animal studies suggests that greater reductions in poststroke motor impairment can be attained with significantly higher doses and intensities of therapy focused on movement quality. These studies also indicate a dose-timing interaction, with more pronounced effects if high-intensity therapy is delivered in the acute/subacute, rather than chronic, poststroke period. OBJECTIVE: To compare 2 approaches of delivering high-intensity, high-dose upper-limb therapy in patients with subacute stroke: a novel exploratory neuroanimation therapy (NAT) and modified conventional occupational therapy (COT). METHODS: A total of 24 patients were randomized to NAT or COT and underwent 30 sessions of 60 minutes time-on-task in addition to standard care. The primary outcome was the Fugl-Meyer Upper Extremity motor score (FM-UE). Secondary outcomes included Action Research Arm Test (ARAT), grip strength, Stroke Impact Scale hand domain, and upper-limb kinematics. Outcomes were assessed at baseline, and days 3, 90, and 180 posttraining. Both groups were compared to a matched historical cohort (HC), which received only 30 minutes of upper-limb therapy per day. RESULTS: There were no significant between-group differences in FM-UE change or any of the secondary outcomes at any timepoint. Both high-dose groups showed greater recovery on the ARAT (7.3 ± 2.9 points; P = .011) but not the FM-UE (1.4 ± 2.6 points; P = .564) when compared with the HC. CONCLUSIONS: Neuroanimation may offer a new, enjoyable, efficient, and scalable way to deliver high-dose and intensive upper-limb therapy.
Subject(s)
Occupational Therapy/methods , Recovery of Function/physiology , Stroke Rehabilitation/methods , Stroke/therapy , Upper Extremity/physiopathology , Aged , Female , Humans , Male , Middle Aged , Outcome Assessment, Health Care , Patient Acuity , Single-Blind MethodABSTRACT
BACKGROUND: Neurological injuries cause persistent upper extremity motor deficits. Device-assisted therapy is an emerging trend in neuro-rehabilitation as it offers high intensity, repetitive practice in a standardized setting. OBJECTIVE: To investigate the effects of therapy duration and staff-participant configuration on device-assisted upper limb therapy outcomes in individuals with chronic paresis. METHODS: Forty-seven participants with chronic upper extremity weakness due to neurological injury were assigned to a therapy duration (30 or 60 min) and a staff-participant configuration (1-to-1 or 1-to-2). Therapy consisted of 3 sessions a week for 6 weeks using the Armeo®Spring device. Clinical assessments were performed at three timepoints (Pre, Post, and 3 month Follow up). RESULTS: Improvements in upper limb impairment, measured by change in Fugl-Meyer score (FM), were observed following therapy in all groups. FM improvement was comparable between 30 and 60âmin sessions, but participants in the 1-to-2 group had significantly greater improvement in FM from Pre-to-Post and from Pre-to-Follow up than the 1-to-1 group. CONCLUSIONS: Device-assisted therapy can reduce upper limb impairment to a similar degree whether participants received 30 or 60 min per session. Our results suggest that delivering therapy in a 1-to-2 configuration is a feasible and more effective approach than traditional 1-to-1 staffing.
Subject(s)
Paresis/rehabilitation , Rehabilitation , Upper Extremity/physiopathology , Humans , Rehabilitation/instrumentation , Rehabilitation/methods , Rehabilitation/organization & administration , Treatment OutcomeABSTRACT
OBJECTIVE: The aim of the study was to determine the association of Nine Hole Peg Test, Box and Block Test, Jebsen-Taylor Hand Function Test, and kinematic measures of a simple reaching task with ataxia severity in adults with degenerative cerebellar disease. DESIGN: Fourteen adults with cerebellar degeneration were recruited, and ataxia severity was determined using the Scale for the Assessment and Rating of Ataxia. The median Scale for the Assessment and Rating of Ataxia score was used to divide participants into less and more severe ataxia groups. The two groups' average scores on the hand function tests were compared, and correlation of each test with ataxia severity was determined. RESULTS: The Nine Hole Peg Test, Box and Block Test, and Jebsen-Taylor Hand Function Test all differentiated between less and more severe ataxia groups, and the Nine Hole Peg Test performed with the participant's dominant hand had the highest correlation with ataxia severity (rs = 0.92, P < 0.01). Although accuracy, precision, and number of submovements were statistically different between healthy individuals and the more ataxic participant group, most kinematic measures were not significantly different between the less and more severe ataxic groups. CONCLUSION: Overall, our results indicate that all three clinical tests correlate with ataxia severity. Larger future studies should examine the reliability and validity of these hand function measures in adults with degenerative cerebellar disease.
Subject(s)
Ataxia/physiopathology , Cerebellar Diseases/physiopathology , Neurodegenerative Diseases/physiopathology , Severity of Illness Index , Adult , Aged , Ataxia/etiology , Biomechanical Phenomena , Case-Control Studies , Cerebellar Diseases/complications , Female , Hand/physiopathology , Humans , Male , Middle Aged , Neurodegenerative Diseases/complications , Pilot Projects , Reproducibility of Results , Task Performance and Analysis , Young AdultABSTRACT
BACKGROUND AND PURPOSE: The potential for adaptive plasticity in the post-stroke brain is difficult to estimate, as is the demonstration of central nervous system (CNS) target engagement of drugs that show promise in facilitating stroke recovery. We set out to determine if paired associative stimulation (PAS) can be used (a) as an assay of CNS plasticity in patients with chronic stroke, and (b) to demonstrate CNS engagement by memantine, a drug which has potential plasticity-modulating effects for use in motor recovery following stroke. METHODS: We examined the effect of PAS in fourteen participants with chronic hemiparetic stroke at five time-points in a within-subjects repeated measures design study: baseline off-drug, and following a week of orally administered memantine at doses of 5, 10, 15, and 20 mg, comprising a total of seventy sessions. Each week, MEP amplitude pre and post-PAS was assessed in the contralesional hemisphere as a marker of enhanced or diminished plasticity. Strength and dexterity were recorded each week to monitor motor-specific clinical status across the study period. RESULTS: We found that MEP amplitude was significantly larger after PAS in baseline sessions off-drug, and responsiveness to PAS in these sessions was associated with increased clinical severity. There was no observed increase in MEP amplitude after PAS with memantine at any dose. Motor threshold (MT), strength, and dexterity remained unchanged during the study. CONCLUSION: Paired associative stimulation successfully induced corticospinal excitability enhancement in chronic stroke subjects at the group level. However, this response did not occur in all participants, and was associated with increased clinical severity. This could be an important way to stratify patients for future PAS-drug studies. PAS was suppressed by memantine at all doses, regardless of responsiveness to PAS off-drug, indicating CNS engagement.
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Background. After stroke, recovery of movement in proximal and distal upper extremity (UE) muscles appears to follow different time courses, suggesting differences in their neural substrates. Objective. We sought to determine if presence or absence of motor evoked potentials (MEPs) differentially influences recovery of volitional contraction and strength in an arm muscle versus an intrinsic hand muscle. We also related MEP status to recovery of proximal and distal interjoint coordination and movement fractionation, as measured by the Fugl-Meyer Assessment (FMA). Methods. In 45 subjects in the year following ischemic stroke, we tracked the relationship between corticospinal tract (CST) integrity and behavioral recovery in the biceps (BIC) and first dorsal interosseous (FDI) muscle. We used transcranial magnetic stimulation to probe CST integrity, indicated by MEPs, in BIC and FDI. We used electromyography, dynamometry, and UE FMA subscores to assess muscle-specific contraction, strength, and inter-joint coordination, respectively. Results. Presence of MEPs resulted in higher likelihood of muscle contraction, greater strength, and higher FMA scores. Without MEPs, BICs could more often volitionally contract, were less weak, and had steeper strength recovery curves than FDIs; in contrast, FMA recovery curves plateaued below normal levels for both the arm and hand. Conclusions. There are shared and separate substrates for paretic UE recovery. CST integrity is necessary for interjoint coordination in both segments and for overall recovery. In its absence, alternative pathways may assist recovery of volitional contraction and strength, particularly in BIC. These findings suggest that more targeted approaches might be needed to optimize UE recovery.
Subject(s)
Arm/physiopathology , Brain Ischemia/physiopathology , Evoked Potentials, Motor/physiology , Hand/physiopathology , Motor Activity/physiology , Motor Cortex/physiopathology , Muscle, Skeletal/physiopathology , Recovery of Function/physiology , Stroke Rehabilitation , Stroke/physiopathology , Transcranial Magnetic Stimulation , Adult , Aged , Female , Humans , Male , Middle Aged , Severity of Illness Index , Treatment Outcome , Young AdultABSTRACT
PURPOSE OF REVIEW: This review aims to discuss the recent literature relating to drugs for stroke recovery and to identify some of the challenges in conducting translational research for stroke recovery. RECENT FINDINGS: Advances in our understanding of neural repair mechanisms in pre-clinical stroke models have provided insights into potential targets for drugs that enhance the repair/recovery process. Few drugs that act on serotonergic and dopaminergic systems have been tested in humans with mixed results. The FOCUS trial, a phase III study of early administration of fluoxetine for stroke recovery, failed to replicate the promising results of the FLAME trial, but outcome measures differed between the two trials. Another drug that has recently been shown to have potential to promote motor recovery after stroke is maraviroc, an inhibitor of C-C chemokine receptor 5 that is involved in learning and memory. Various drugs, including modulators of neurotransmitters, axonal growth inhibitor blockers, and growth factors, have been examined in preclinical and clinical studies for their ability to promote neural repair, particularly in the motor system. Neuroplasticity, broadly defined as the capacity of the brain to undergo biochemical, structural, or functional changes, is heightened early after stroke when behavioral improvements are observed. Further studies are needed to determine which of these neuroplastic processes are causal to recovery and therefore appropriate targets for drugs to promote recovery. There has also been little focus on trying to distinguish processes that promote true behavioral recovery versus those that improve task success through use of compensatory strategies. Incorporation of sensitive and detailed outcome measures that assess movement quality as well as task success in both preclinical and clinical studies are needed to further elucidate appropriate drug targets and improve the translation of preclinical findings into successful clinical trials.
Subject(s)
Recovery of Function/drug effects , Stroke Rehabilitation/methods , Stroke/drug therapy , Brain/physiopathology , Humans , Neuronal Plasticity , Recovery of Function/physiology , Stroke/physiopathology , Translational Research, BiomedicalABSTRACT
OBJECTIVE: Patients with chronic stroke have been shown to have failure to release interhemispheric inhibition (IHI) from the intact to the damaged hemisphere before movement execution (premovement IHI). This inhibitory imbalance was found to correlate with poor motor performance in the chronic stage after stroke and has since become a target for therapeutic interventions. The logic of this approach, however, implies that abnormal premovement IHI is causal to poor behavioral outcome and should therefore be present early after stroke when motor impairment is at its worst. To test this idea, in a longitudinal study, we investigated interhemispheric interactions by tracking patients' premovement IHI for one year following stroke. METHODS: We assessed premovement IHI and motor behavior five times over a 1-year period after ischemic stroke in 22 patients and 11 healthy participants. RESULTS: We found that premovement IHI was normal during the acute/subacute period and only became abnormal at the chronic stage; specifically, release of IHI in movement preparation worsened as motor behavior improved. In addition, premovement IHI did not correlate with behavioral measures cross-sectionally, whereas the longitudinal emergence of abnormal premovement IHI from the acute to the chronic stage was inversely correlated with recovery of finger individuation. INTERPRETATION: These results suggest that interhemispheric imbalance is not a cause of poor motor recovery, but instead might be the consequence of underlying recovery processes. These findings call into question the rehabilitation strategy of attempting to rebalance interhemispheric interactions in order to improve motor recovery after stroke. Ann Neurol 2019;85:502-513.
Subject(s)
Functional Laterality/physiology , Recovery of Function/physiology , Stroke Rehabilitation/methods , Stroke/physiopathology , Transcranial Magnetic Stimulation/methods , Adult , Aged , Female , Follow-Up Studies , Humans , Longitudinal Studies , Male , Middle Aged , Neurological Rehabilitation/methods , Neurological Rehabilitation/trends , Reaction Time/physiology , Stroke/diagnosis , Stroke Rehabilitation/trends , Transcranial Magnetic Stimulation/trends , Young AdultSubject(s)
Precision Medicine/methods , Robotics/methods , Stroke Rehabilitation/methods , Stroke/therapy , HumansABSTRACT
We propose a novel method for estimating population-level and subject-specific effects of covariates on the variability of functional data. We extend the functional principal components analysis framework by modeling the variance of principal component scores as a function of covariates and subject-specific random effects. In a setting where principal components are largely invariant across subjects and covariate values, modeling the variance of these scores provides a flexible and interpretable way to explore factors that affect the variability of functional data. Our work is motivated by a novel dataset from an experiment assessing upper extremity motor control, and quantifies the reduction in motion variance associated with skill learning.
ABSTRACT
Following a stroke, mirror movements are unintended movements that appear in the non-paretic hand when the paretic hand voluntarily moves. Mirror movements have previously been linked to overactivation of sensorimotor areas in the non-lesioned hemisphere. In this study, we hypothesized that mirror movements might instead have a subcortical origin, and are the by-product of subcortical motor pathways upregulating their contributions to the paretic hand. To test this idea, we first characterized the time course of mirroring in 53 first-time stroke patients, and compared it to the time course of activities in sensorimotor areas of the lesioned and non-lesioned hemispheres (measured using functional MRI). Mirroring in the non-paretic hand was exaggerated early after stroke (Week 2), but progressively diminished over the year with a time course that parallelled individuation deficits in the paretic hand. We found no evidence of cortical overactivation that could explain the time course changes in behaviour, contrary to the cortical model of mirroring. Consistent with a subcortical origin of mirroring, we predicted that subcortical contributions should broadly recruit fingers in the non-paretic hand, reflecting the limited capacity of subcortical pathways in providing individuated finger control. We therefore characterized finger recruitment patterns in the non-paretic hand during mirroring. During mirroring, non-paretic fingers were broadly recruited, with mirrored forces in homologous fingers being only slightly larger (1.76 times) than those in non-homologous fingers. Throughout recovery, the pattern of finger recruitment during mirroring for patients looked like a scaled version of the corresponding control mirroring pattern, suggesting that the system that is responsible for mirroring in controls is upregulated after stroke. Together, our results suggest that post-stroke mirror movements in the non-paretic hand, like enslaved movements in the paretic hand, are caused by the upregulation of a bilaterally organized subcortical system.
Subject(s)
Functional Laterality/physiology , Motor Cortex/physiopathology , Movement Disorders/etiology , Stroke/complications , Adult , Aged , Female , Fingers/physiopathology , Humans , Image Processing, Computer-Assisted , Longitudinal Studies , Magnetic Resonance Imaging , Male , Middle Aged , Motor Cortex/diagnostic imaging , Movement Disorders/diagnostic imaging , Oxygen/blood , Psychomotor Performance/physiologyABSTRACT
Intracerebral hemorrhage (ICH), a form of brain bleeding and minor subtype of stroke, leads to significant mortality and long-term disability. There are currently no validated approaches to promote functional recovery after ICH. Research in stroke recovery and rehabilitation has largely focused on ischemic stroke, but given the stark differences in the pathophysiology between ischemic and hemorrhagic stroke, it is possible that strategies to rehabilitate the brain in distinct stroke subtypes will be different. Here, we review our current understanding of recovery after primary intracerebral hemorrhage with the intent to provide a framework to promote novel, stroke-subtype specific approaches.
ABSTRACT
Impaired hand function after stroke is a major cause of long-term disability. We developed a novel paradigm that quantifies two critical aspects of hand function, strength, and independent control of fingers (individuation), and also removes any obligatory dependence between them. Hand recovery was tracked in 54 patients with hemiparesis over the first year after stroke. Most recovery of strength and individuation occurred within the first 3 mo. A novel time-invariant recovery function was identified: recovery of strength and individuation were tightly correlated up to a strength level of ~60% of estimated premorbid strength; beyond this threshold, strength improvement was not accompanied by further improvement in individuation. Any additional improvement in individuation was attributable instead to a second process that superimposed on the recovery function. We conclude that two separate systems are responsible for poststroke hand recovery: one contributes almost all of strength and some individuation; the other contributes additional individuation.NEW & NOTEWORTHY We tracked recovery of the hand over a 1-yr period after stroke in a large cohort of patients, using a novel paradigm that enabled independent measurement of finger strength and control. Most recovery of strength and control occurs in the first 3 mo after stroke. We found that two separable systems are responsible for motor recovery of hand: one contributes strength and some dexterity, whereas a second contributes additional dexterity.
Subject(s)
Fingers/physiopathology , Recovery of Function , Stroke Rehabilitation , Stroke/pathology , Adult , Aged , Aged, 80 and over , Female , Hand Strength , Humans , Male , Middle Aged , Stroke/diagnostic imaging , Young AdultABSTRACT
BACKGROUND: Studies demonstrate that most arm motor recovery occurs within three months after stroke, when measured with standard clinical scales. Improvements on these measures, however, reflect a combination of recovery in motor control, increases in strength, and acquisition of compensatory strategies. OBJECTIVE: To isolate and characterize the time course of recovery of arm motor control over the first year poststroke. METHODS: Longitudinal study of 18 participants with acute ischemic stroke. Motor control was evaluated using a global kinematic measure derived from a 2-dimensional reaching task designed to minimize the need for antigravity strength and prevent compensation. Arm impairment was evaluated with the Fugl-Meyer Assessment of the upper extremity (FMA-UE), activity limitation with the Action Research Arm Test (ARAT), and strength with biceps dynamometry. Assessments were conducted at: 1.5, 5, 14, 27, and 54 weeks poststroke. RESULTS: Motor control in the paretic arm improved up to week 5, with no further improvement beyond this time point. In contrast, improvements in the FMA-UE, ARAT, and biceps dynamometry continued beyond 5 weeks, with a similar magnitude of improvement between weeks 5 and 54 as the one observed between weeks 1.5 and 5. CONCLUSIONS: Recovery after stroke plateaued much earlier for arm motor control, isolated with a global kinematic measure, compared to motor function assessed with clinical scales. This dissociation between the time courses of kinematic and clinical measures of recovery may be due to the contribution of strength improvement to the latter. Novel interventions, focused on the first month poststroke, will be required to exploit the narrower window of spontaneous recovery for motor control.
Subject(s)
Brain Ischemia/rehabilitation , Motor Activity , Paresis/rehabilitation , Recovery of Function , Stroke Rehabilitation , Stroke/complications , Arm/physiopathology , Biomechanical Phenomena , Brain Ischemia/complications , Female , Humans , Longitudinal Studies , Male , Middle Aged , Paresis/physiopathologyABSTRACT
This work is concerned with understanding common population-level effects of stroke on motor control while accounting for possible subject-level idiosyncratic effects. Upper extremity motor control for each subject is assessed through repeated planar reaching motions from a central point to eight pre-specified targets arranged on a circle. We observe the kinematic data for hand position as a bivariate function of time for each reach. Our goal is to estimate the bivariate function-on-scalar regression with subject-level random functional effects while accounting for potential correlation in residual curves; covariates of interest are severity of motor impairment and target number. We express fixed effects and random effects using penalized splines, and allow for residual correlation using a Wishart prior distribution. Parameters are jointly estimated in a Bayesian framework, and we implement a computationally efficient approximation algorithm using variational Bayes. Simulations indicate that the proposed method yields accurate estimation and inference, and application results suggest that the effect of stroke on motor control has a systematic component observed across subjects.