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Department/Unit:Neurology

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PrimSeq: A deep learning-based pipeline to quantitate rehabilitation training

Parnandi, Avinash; Kaku, Aakash; Venkatesan, Anita; Pandit, Natasha; Wirtanen, Audre; Rajamohan, Haresh; Venkataramanan, Kannan; Nilsen, Dawn; Fernandez-Granda, Carlos; Schambra, Heidi
Stroke rehabilitation seeks to accelerate motor recovery by training functional activities, but may have minimal impact because of insufficient training doses. In animals, training hundreds of functional motions in the first weeks after stroke can substantially boost upper extremity recovery. The optimal quantity of functional motions to boost recovery in humans is currently unknown, however, because no practical tools exist to measure them during rehabilitation training. Here, we present PrimSeq, a pipeline to classify and count functional motions trained in stroke rehabilitation. Our approach integrates wearable sensors to capture upper-body motion, a deep learning model to predict motion sequences, and an algorithm to tally motions. The trained model accurately decomposes rehabilitation activities into elemental functional motions, outperforming competitive machine learning methods. PrimSeq furthermore quantifies these motions at a fraction of the time and labor costs of human experts. We demonstrate the capabilities of PrimSeq in previously unseen stroke patients with a range of upper extremity motor impairment. We expect that our methodological advances will support the rigorous measurement required for quantitative dosing trials in stroke rehabilitation.
PMCID:9681023
PMID: 36420347
ISSN: 2767-3170
CID: 5384332

Real-world effectiveness of switching treatment after initial platform injectable disease-modifying therapies in pediatric multiple sclerosis in the US [Meeting Abstract]

Abrams, A; Waltz, M; Casper, T C; Aaen, G; Benson, L; Charvet, L; Chitnis, T; Francisco, C; Gorman, M; Goyal, M; Graves, J; Krupp, L; Lotze, T; Mar, S; Rensel, M; Rodriguez, M; Rose, J; Rutatangwa, A; Schreiner, T; Shukla, N; Weinstock-Guttman, B; Wheeler, Y; Waubant, E; Krysko, K
Introduction: Treatment of pediatric MS is challenging as most disease-modifying therapies (DMT) lack efficacy data in children, including switching from first-line platform DMT. Objectives/Aims: To assess real-world effectiveness of switching DMT in patients initially treated with platform injectable DMT on disease activity in pediatric MS and CIS.
Method(s): This is a cohort study of children with MS/CIS at 12 clinics in the US Network of Pediatric MS Centers, who received initial therapy with platform injectable (interferon-beta, glatiramer acetate) and switched to the other class of injectable, oral (dimethyl fumarate, fingolimod, teriflunomide) or infusion (natalizumab, rituximab, ocrelizumab, alemtuzumab) DMT. Relapse rate after switch to platform injectable, oral or infusion DMT was modeled with negative binomial regression, adjusted for pre-identified confounders (age at onset, disease duration, sex, race/ethnicity, body mass index, first event severity and localization, baseline annualized relapse rate (ARR), MRI new T2 lesions, MRI gadolinium-enhancing lesions, EDSS).
Result(s): 212 children switched DMT before 18 years (67% female, 95% MS). Of these, 93 switched from injectable to injectable, 76 injectable to oral and 43 injectable to infusion. Compared to switching to another injectable, switchers to oral or infusion were older at onset (injectable 12.3 years vs oral 13.5, infusion 14.2) and switch date (injectable 14.6 years vs oral 16, infusion 15.7), and switchers to infusion were more likely to have new enhancing lesions prior to switch (injectable 45% vs oral 28%, infusion 67%). Other baseline characteristics were not significantly different between groups. In adjusted analysis, compared to switchers from injectable to injectable (ARR 0.59, 95%CI 0.28-1.26), relapse rates were lower for switchers from injectable to oral (ARR 0.22, 95%CI 0.10-0.48; rate ratio 0.38, 95%CI 0.21-0.69) and injectable to infusion (ARR 0.15, 95%CI 0.06-0.35; rate ratio 0.25, 95%CI 0.11-0.53) (p < 0.001). The adjusted number needed to treat to prevent 1 relapse with oral over injectable was 2.70 and infusion over injectable was 2.22.
Conclusion(s): Switching from platform injectable to oral or infusion as opposed to another injectable DMT led to better disease activity control of pediatric MS. Long-term safety data for oral and infusion DMTs are required
EMBASE:639568224
ISSN: 1477-0970
CID: 5377902

The Cost Effectiveness of Implementation of a Postoperative Endocrinopathy Management Protocol after Resection of Pituitary Adenomas

Benjamin, Carolina G; Dastagirzada, Yosef; Bevilacqua, Julia; Kurland, David B; Fujita, Kevin; Sen, Chandra; Golfinos, John G; Placantonakis, Dimitris G; Jafar, Jafar J; Lieberman, Seth; Lebowitz, Richard; Lewis, Ariane; Agrawal, Nidhi; Pacione, Donato
PMCID:9653289
PMID: 36393880
ISSN: 2193-6331
CID: 5377672

Functional changes in prefrontal cortex following frequency-specific training

Bach-Morrow, Lana; Boccalatte, Francesco; DeRosa, Antonio; Devos, David; Garcia-Sanchez, Carmen; Inglese, Matilde; Droby, Amgad
Numerous studies indicate a significant role of pre-frontal circuits (PFC) connectivity involving attentional and reward neural networks within attention deficit hyperactivity disorder (ADHD) pathophysiology. To date, the neural mechanisms underlying the utility of non-invasive frequency-specific training systems in ADHD remediation remain underexplored. To address this issue, we created a portable electroencephalography (EEG)-based wireless system consisting of a novel headset, electrodes, and neuro program, named frequency specific cognitive training (FSCT). In a double-blind, randomized, controlled study we investigated the training effects in N = 46 school-age children ages 6-18 years with ADHD. 23 children in experimental group who underwent FCST training showed an increase in scholastic performance and meliorated their performance on neuropsychological tests associated with executive functions and memory. Their results were compared to 23 age-matched participants who underwent training with placebo (pFSCT). Electroencephalogram (EEG) data collected from participants trained with FSCT showed a significant increase in 14-18 Hz EEG frequencies in PFC brain regions, activities that indicated brain activation in frontal brain regions, the caudate nucleus, and putamen. These results demonstrate that FSCT targets specific prefrontal and striatal areas in children with ADHD, suggesting a beneficial modality for non-invasive modulation of brain areas implicated in attention and executive functions.
PMCID:9700664
PMID: 36434008
ISSN: 2045-2322
CID: 5373832

Borderzone infarction and recurrent stroke in intracranial atherosclerosis

Kvernland, Alexandra; Torres, Jose; Raz, Eytan; Nossek, Erez; de Havenon, Adam; Gebregziabher, Mulugeta; Khatri, Pooja; Prabhakaran, Shyam; Liebeskind, David S; Yaghi, Shadi
BACKGROUND:Intracranial stenosis (ICAS) is a common cause of stroke worldwide and patients with symptomatic ICAS exhibit a high rate of recurrence, particularly in the early period after the initial event. In this study, we aimed to study the association between borderzone infarct and recurrent ischemic stroke in patients hospitalized with symptomatic ICAS. METHODS:This is a retrospective single center study that included patients hospitalized with acute ischemic stroke in the setting of intracranial stenosis (50% or more and an acute ischemic stroke in the territory supplied by the stenosed artery) over a 32-month period. We excluded patients who did not receive a brain MRI or did not have an infarct on brain imaging. The primary predictor is infarct pattern (any borderzone vs. no borderzone infarct) and the primary outcome was recurrent cerebrovascular events (RCVE) within 90 days. We used unadjusted, and age and sex adjusted logistic regression models to determine associations between infarct pattern and RCVE at 90-days. RESULTS:Among 99 patients who met the inclusion criteria (4 tandem), the mean age was 70.1 ± 11.2 years and 41.4% were women; 43 had borderzone infarcts and 19 had RCVE. In adjusted binary logistic regression analysis, borderzone infarct was associated with increased risk of RCVE (adjusted OR 4.00 95% CI 1.33-11.99, p=0.013). The association between borderzone infarction and RCVE was not different among anterior circulation ICAD (adjusted HR 2.85 95% CI 0.64-12.76, p=0.172) vs. posterior circulation ICAD (adjusted HR 6.69 95% CI 1.06-42.11, p=0.043), p-value for interaction = 0.592. CONCLUSION/CONCLUSIONS:In real world post-SAMMPRIS medically treated patients with ICAD, the borderzone infarct pattern was associated with 90-day RCVE. Borderzone infarcts are likely a surrogate marker of impaired distal blood flow, highlighting the importance of targeting stroke mechanisms and developing alternative treatment strategies for high-risk cohorts.
PMID: 36402094
ISSN: 1532-8511
CID: 5371792

Factors Associated with Anticoagulation Initiation for New Atrial Fibrillation in an Urban Emergency Department

Seiden, Johanna; Lessen, Samantha; Cheng, Natalie T; Friedman, Benjamin W; Labovitz, Daniel L; Esenwa, Charles C; Liberman, Ava L
OBJECTIVE/UNASSIGNED:To explore factors associated with anticoagulation (AC) initiation after atrial fibrillation (AF) diagnosis. DESIGN/UNASSIGNED:Retrospective cohort study. SETTING/UNASSIGNED:Urban medical center. PATIENTS/UNASSIGNED:Adults with emergency department (ED) diagnosis of new onset AF from 1/1/2017-1/1/2020 discharged home. METHODS/UNASSIGNED:We compared patients initiated on AC, our primary outcome, to those not initiated on AC. Stroke, major bleeding, and AC initiation within 1 year of visit were secondary outcomes. We hypothesized that minority race and non-English language preference are associated with failure to initiate AC. RESULTS/UNASSIGNED:-VASc score (3[2-4]) vs. 2[1-4]; P=.047) were associated with AC. Of 73 patients with follow-up data at 1 year, 2 (8%) not initiated on AC had strokes, 2 (4%) initiated on AC had major bleeds, and 15 (62.5%) not initiated on AC in the ED subsequently were initiated on AC. CONCLUSION/UNASSIGNED:More than half of ED patients with new AF eligible for AC were initiated on it. Work to improve AC utilization among patients with new AF who left AMA from ED and those who prefer to communicate in a non-English language may be warranted.
PMCID:9590604
PMID: 36388863
ISSN: 1945-0826
CID: 5371632

Protocol for the development of an international Core Outcome Set for treatment trials in adults with epilepsy: the EPilepsy outcome Set for Effectiveness Trials Project (EPSET)

Mitchell, James W; Noble, Adam; Baker, Gus; Batchelor, Rachel; Brigo, Francesco; Christensen, Jakob; French, Jacqueline; Gil-Nagel, Antonio; Guekht, Alla; Jette, Nathalie; Kälviäinen, Reetta; Leach, John Paul; Maguire, Melissa; O'Brien, Terence; Rosenow, Felix; Ryvlin, Philippe; Tittensor, Phil; Tripathi, Manjari; Trinka, Eugen; Wiebe, Samuel; Williamson, Paula R; Marson, Tony
BACKGROUND:A Core Outcome Set (COS) is a standardised list of outcomes that should be reported as a minimum in all clinical trials. In epilepsy, the choice of outcomes varies widely among existing studies, particularly in clinical trials. This diminishes opportunities for informed decision-making, contributes to research waste and is a barrier to integrating findings in systematic reviews and meta-analyses. Furthermore, the outcomes currently being measured may not reflect what is important to people with epilepsy. Therefore, we aim to develop a COS specific to clinical effectiveness research for adults with epilepsy using Delphi consensus methodology. METHODS:The EPSET Study will comprise of three phases and follow the core methodological principles as outlined by the Core Outcome Measures in Effectiveness Trials (COMET) Initiative. Phase 1 will include two focused literature reviews to identify candidate outcomes from the qualitative literature and current outcome measurement practice in phase III and phase IV clinical trials. Phase 2 aims to achieve international consensus to define which outcomes should be measured as a minimum in future trials, using a Delphi process including an online consensus meeting involving key stakeholders. Phase 3 will involve dissemination of the ratified COS to facilitate uptake in future trials and the planning of further research to identify the most appropriate measurement instruments to use to capture the COS in research practice. DISCUSSION/CONCLUSIONS:Harmonising outcome measurement across future clinical trials should ensure that the outcomes measured are relevant to patients and health services, and allow for more meaningful results to be obtained. CORE OUTCOME SET REGISTRATION/UNASSIGNED:COMET Initiative as study 118 .
PMCID:9670528
PMID: 36397081
ISSN: 1745-6215
CID: 5371692

Rapid onset of efficacy of XEN1101, a novel potassium channel opener, in adults with focal epilepsy: Results from a phase 2b study (X-TOLE) [Meeting Abstract]

Kenney, C.; French, J.; Porter, R.; Perucca, E.; Brodie, M.; Rogawski, M.; Harden, C.; Rosenblut, C. Luzon; Qian, J.; Leung, J.; Beatch, G.
ISI:000854255900262
ISSN: 0013-9580
CID: 5367432

The impact of disease severity on efficacy from a Phase 2b study of XEN1101, a novel potassium channel opener, in adults with focal epilepsy (X-TOLE) [Meeting Abstract]

Kenney, C.; French, J.; Porter, R.; Perucca, E.; Brodie, M.; Rogawski, M.; Harden, C.; Rosenblut, C. Luzon; Qian, J.; Leung, J.; Beatch, G.
ISI:000854255900261
ISSN: 0013-9580
CID: 5367422

Safety, pharmacokinetics (PK), and cerebrospinal (CSF) exposure data from the ongoing Phase 1/2a MONARCH study of STK-001, an antisense oligonucleotide (ASO), in children and adolescents with Dravet syndrome (DS) [Meeting Abstract]

Laux, L; Roberts, C; Knupp, K; Schreiber, J M; Lallas, M; Wirrell, E; Devinsky, O; Stutely, J; Avendano, J; Parkerson, K A; Meena, M; Wyant, N; Ticho, B; Sullivan, J
Purpose: DS is a severe and progressive genetic epilepsy that is generally caused by spontaneous, heterozygous loss of function mutations in the SCN1A gene, which encodes the voltage-gated sodium channel subunit type 1 alpha (Nav1.1). STK-001 is an investigational ASO designed to upregulate Nav1.1 protein expression in brain by leveraging the wild-type (non-mutant) copy of SCN1A to restore physiological Nav1.1 levels, thereby potentially reducing seizure frequency (SF) and non-seizure comorbidities.
Method(s): Patients (N = 22) with DS were grouped by age (2-12 and 13-18 years) and SF was evaluated for 28 days before CSF collection (baseline). During the pre-treatment period, patients had a high rate of convulsive SF (median = 16). STK-001 was administered intrathecally on Day 1 as a single dose (SAD: 10, 20, or 30mg) or on Day 1, Week 4 and Week 8 as multiple ascending doses (MAD: 20mg).
Result(s): 20/22 patients were taking >=3 concomitant anti-seizure medicines as maintenance therapy, and 16/22 were taking >=4. Adverse events (AEs), SF, and plasma PK were monitored throughout. At datacut, 4 patients had study drug-related treatment-emergent (TE) AEs; none in 30mg SAD and 1 in the 20mg MAD cohorts. Five patients had serious TEAEs, none related to study drug. In addition, 12/17 SAD patients experienced a reduction in convulsive SF from Day 1 to Days 29-84, including 7/7 in the 2-12 years age group. Dose-dependent increases in plasma exposure were observed and STK-001 could be measured in the CSF up to 6 months post single intrathecal dose.
Conclusion(s): Single doses of STK-001 up to 30mg, and three 20mg doses of STK-001 given every four weeks, were well-tolerated with no study drug-related safety concerns observed. This MONARCH data analysis provides positive safety and PK data and evidence of seizure reduction, supporting continued development of STK-001 as the first disease-modifying precision medicine for DS
EMBASE:639385703
ISSN: 0013-9580
CID: 5366902