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Discrepancies In Stroke Distribution And Dataset Origin In Machine Learning For Stroke., Lohit Velagapudi, Nikolaos Mouchtouris, Michael P Baldassari, David Nauheim, Omaditya Khanna, Fadi Al Saiegh, Nabeel Herial, M Reid Gooch, Stavropoula Tjoumakaris, Robert H Rosenwasser, Pascal Jabbour 2021 Thomas Jefferson University

Discrepancies In Stroke Distribution And Dataset Origin In Machine Learning For Stroke., Lohit Velagapudi, Nikolaos Mouchtouris, Michael P Baldassari, David Nauheim, Omaditya Khanna, Fadi Al Saiegh, Nabeel Herial, M Reid Gooch, Stavropoula Tjoumakaris, Robert H Rosenwasser, Pascal Jabbour

Department of Neurosurgery Faculty Papers

BACKGROUND: Machine learning algorithms depend on accurate and representative datasets for training in order to become valuable clinical tools that are widely generalizable to a varied population. We aim to conduct a review of machine learning uses in stroke literature to assess the geographic distribution of datasets and patient cohorts used to train these models and compare them to stroke distribution to evaluate for disparities.

AIMS: 582 studies were identified on initial searching of the PubMed database. Of these studies, 106 full texts were assessed after title and abstract screening which resulted in 489 papers excluded. Of these 106 studies, …


An Educational Workshop To Improve Neurology Resident Understanding Of Burnout, Substance Abuse, And Mood Disorders., Ryan Donaghy, Shiori Tomatsu, Patrick Kerns, Courtney White, Jeffrey Ratliff 2021 Northwestern University

An Educational Workshop To Improve Neurology Resident Understanding Of Burnout, Substance Abuse, And Mood Disorders., Ryan Donaghy, Shiori Tomatsu, Patrick Kerns, Courtney White, Jeffrey Ratliff

Department of Neurology Faculty Papers

Introduction: Burnout, substance abuse, and mood disorders are prevalent among neurology residents. Increased recognition of concerning behaviors might encourage more access to mental health resources and reduce burnout.

Methods: We created an educational resource reviewing burnout, substance abuse, and mood disorders for neurology residents. This resource included an online module (control) and a role-play scenario offered only to one cohort (intervention). Online surveys assessed knowledge as well as confidence in the ability to recognize concerning behaviors. A practical assessment using a previously published "Stressed Resident" video was also conducted among resident cohorts.

Results: Of neurology residents, 18 participated in the …


What Internal Variables Affect Sensorimotor Rhythm Brain-Computer Interface (Smr-Bci) Performance?, Alex J. Horowitz, Christoph Guger, Milena Korostenskaja 2021 University of Central Florida

What Internal Variables Affect Sensorimotor Rhythm Brain-Computer Interface (Smr-Bci) Performance?, Alex J. Horowitz, Christoph Guger, Milena Korostenskaja

HCA Healthcare Journal of Medicine

In this review article, we aimed to create a summary of the effects of internal variables on the performance of sensorimotor rhythm-based brain computer interfaces (SMR-BCIs). SMR-BCIs can be potentially used for interfacing between the brain and devices, bypassing usual central nervous system output, such as muscle activity. The careful consideration of internal factors, affecting SMR-BCI performance, can maximize BCI application in both healthy and disabled people. Internal variables may be generalized as descriptors of the processes mainly dependent on the BCI user and/or originating within the user. The current review aimed to critically evaluate and summarize the currently accumulated …


What External Variables Affect Sensorimotor Rhythm Brain-Computer Interface (Smr-Bci) Performance?, Alex J. Horowitz, Christoph Guger, Milena Korostenskaja 2021 University of Central Florida

What External Variables Affect Sensorimotor Rhythm Brain-Computer Interface (Smr-Bci) Performance?, Alex J. Horowitz, Christoph Guger, Milena Korostenskaja

HCA Healthcare Journal of Medicine

Sensorimotor rhythm-based brain-computer interfaces (SMR-BCIs) are used for the acquisition and translation of motor imagery-related brain signals into machine control commands, bypassing the usual central nervous system output. The selection of optimal external variable configuration can maximize SMR-BCI performance in both healthy and disabled people. This performance is especially important now when the BCI is targeted for everyday use in the environment beyond strictly regulated laboratory settings. In this review article, we summarize and critically evaluate the current body of knowledge pertaining to the effect of the external variables on SMR-BCI performance. When assessing the relationship between SMR-BCI performance and …


Reduced Mitochondrial Dna And Oxphos Protein Content In Skeletal Muscle Of Children With Cerebral Palsy, Ferdinand von Walden, Ivan J. Vechetti Jr., Davis A. Englund, Vandré C. Figueiredo, Rodrigo Fernandez-Gonzalo, Kevin A. Murach, Jessica Pingel, John J. McCarthy, Per Stål, Eva Pontén 2021 Karolinska Institutet, Sweden

Reduced Mitochondrial Dna And Oxphos Protein Content In Skeletal Muscle Of Children With Cerebral Palsy, Ferdinand Von Walden, Ivan J. Vechetti Jr., Davis A. Englund, Vandré C. Figueiredo, Rodrigo Fernandez-Gonzalo, Kevin A. Murach, Jessica Pingel, John J. Mccarthy, Per Stål, Eva Pontén

Physiology Faculty Publications

AIM: To provide a detailed gene and protein expression analysis related to mitochondrial biogenesis and assess mitochondrial content in skeletal muscle of children with cerebral palsy (CP).

METHOD: Biceps brachii muscle samples were collected from 19 children with CP (mean [SD] age 15y 4mo [2y 6mo], range 9-18y, 16 males, three females) and 10 typically developing comparison children (mean [SD] age 15y [4y], range 7-21y, eight males, two females). Gene expression (quantitative reverse transcription polymerase chain reaction [PCR]), mitochondrial DNA (mtDNA) to genomic DNA ratio (quantitative PCR), and protein abundance (western blotting) were analyzed. Microarray data sets (CP/aging/bed rest) were …


The Development Of Lived Experience-Centered Word Clouds To Support Research Uncertainty Gathering In Degenerative Cervical Myelopathy: Results From An Engagement Process And Protocol For Their Evaluation, Via A Nested Randomized Controlled Trial, Benjamin M Davies, Oliver D Mowforth, Danyal Z Khan, Xiaoyu Yang, Sybil R L Stacpoole, Olesja Hazenbiller, Toto Gronlund, Lindsay Tetreault, Sukhvinder Kalsi-Ryan, Michelle L Starkey, Iwan Sadler, Ellen Sarewitz, Delphine Houlton, Julia Carter, Evangeline Howard, Vafa Rahimi-Movaghar, James D Guest, Bizhan Aarabi, Brian K Kwon, Shekar N Kurpad, James Harrop, Jefferson R Wilson, Robert Grossman, Emma K Smith, Angus G K McNair, Michael G Fehlings, Mark R N Kotter 2021 University of Cambridge

The Development Of Lived Experience-Centered Word Clouds To Support Research Uncertainty Gathering In Degenerative Cervical Myelopathy: Results From An Engagement Process And Protocol For Their Evaluation, Via A Nested Randomized Controlled Trial, Benjamin M Davies, Oliver D Mowforth, Danyal Z Khan, Xiaoyu Yang, Sybil R L Stacpoole, Olesja Hazenbiller, Toto Gronlund, Lindsay Tetreault, Sukhvinder Kalsi-Ryan, Michelle L Starkey, Iwan Sadler, Ellen Sarewitz, Delphine Houlton, Julia Carter, Evangeline Howard, Vafa Rahimi-Movaghar, James D Guest, Bizhan Aarabi, Brian K Kwon, Shekar N Kurpad, James Harrop, Jefferson R Wilson, Robert Grossman, Emma K Smith, Angus G K Mcnair, Michael G Fehlings, Mark R N Kotter

Department of Neurosurgery Faculty Papers

OBJECTIVES: AO Spine REsearch objectives and Common Data Elements for Degenerative Cervical Myelopathy [RECODE-DCM] is a multi-stakeholder consensus process aiming to promote research efficiency in DCM. It aims to establish the top 10 research uncertainties, through a James Lind Alliance Priority Setting Partnership [PSP]. Through a consensus process, research questions are generated and ranked. The inclusion of people with cervical myelopathy [PwCM] is central to the process. We hypothesized that presenting PwCM experience through word cloud generation would stimulate other key stakeholders to generate research questions better aligned with PwCM needs. This protocol outlines our plans to evaluate this as …


Long-Term Efficacy And Tolerability Of Adjunctive Brivaracetam In Adults With Focal To Bilateral Tonic-Clonic (Secondary Generalized) Seizures: Post Hoc Pooled Analysis, Brian D Moseley, Svetlana Dimova, Sami Elmoufti, Cédric Laloyaux, Aliakbar Asadi-Pooya 2021 University of Cincinnati

Long-Term Efficacy And Tolerability Of Adjunctive Brivaracetam In Adults With Focal To Bilateral Tonic-Clonic (Secondary Generalized) Seizures: Post Hoc Pooled Analysis, Brian D Moseley, Svetlana Dimova, Sami Elmoufti, Cédric Laloyaux, Aliakbar Asadi-Pooya

Department of Neurology Faculty Papers

This post hoc analysis was conducted to evaluate the efficacy, tolerability, and health-related quality of life during long-term adjunctive brivaracetam (BRV) treatment in adult patients with focal to bilateral tonic-clonic seizures (FBTCS). Patients (≥ 16 years) were included in this post hoc analysis if they were randomized to BRV or placebo in double-blind, placebo-controlled (N01252 [NCT00490035], N01253 [NCT00464269], N01358 [NCT01261325]; core) trials, and received adjunctive BRV in the corresponding long-term follow-up (N01125 [NCT00175916], N01199 [NCT00150800], N01379 [NCT01339559]) trials, and reported FBTCS during the 8-week prospective baseline (core trial). Efficacy (concomitant levetiracetam excluded) and tolerability (concomitant levetiracetam included) were assessed from …


The Midas Score After Memantine In Patients With Migraine At A Tertiary Care Hospital., Ihsan ul Haq Zarkoon, Wazir Akbar, Noor Ahmed Khosa 2021 Bolan Medical Complex Hospital Quetta

The Midas Score After Memantine In Patients With Migraine At A Tertiary Care Hospital., Ihsan Ul Haq Zarkoon, Wazir Akbar, Noor Ahmed Khosa

Pakistan Journal of Neurological Sciences (PJNS)

ABSTRACT INTRODUCTION: Memantine has been suggested as a migraine prophylaxis therapy in some observational studies. OBJECTIVE: To determine the mean change in MIDAS score after Memantine in patients having migraine. SAMPLING TECHNIQUE: Non-probability, consecutive sampling.


Outcomes Of Rescue Endovascular Treatment Of Emergent Large Vessel Occlusion In Patients With Underlying Intracranial Atherosclerosis: Insights From Star., Sami Al Kasab, Eyad Almallouhi, Ali Alawieh, Stacey Wolfe, Kyle M. Fargen, Adam S. Arthur, Nitin Goyal, Travis Dumont, Peter Kan, Joon-Tae Kim, Reade De Leacy, Ilko Maier, Joshua Osbun, Ansaar Rai, Pascal Jabbour, Jonathan A. Grossberg, Min S. Park, Robert M. Starke, Roberto Crosa, Alejandro M. Spiotta 2021 Medical University of South Carolina

Outcomes Of Rescue Endovascular Treatment Of Emergent Large Vessel Occlusion In Patients With Underlying Intracranial Atherosclerosis: Insights From Star., Sami Al Kasab, Eyad Almallouhi, Ali Alawieh, Stacey Wolfe, Kyle M. Fargen, Adam S. Arthur, Nitin Goyal, Travis Dumont, Peter Kan, Joon-Tae Kim, Reade De Leacy, Ilko Maier, Joshua Osbun, Ansaar Rai, Pascal Jabbour, Jonathan A. Grossberg, Min S. Park, Robert M. Starke, Roberto Crosa, Alejandro M. Spiotta

Department of Neurosurgery Faculty Papers

Background: Some emergent large vessel occlusions (ELVOs) are refractory to reperfusion because of underlying intracranial atherosclerosis (ICAS), often requiring rescue therapy (RT) with balloon angioplasty, stenting, or both. In this study, we investigate the safety, efficacy, and long-term outcomes of RT in the setting of mechanical thrombectomy for ICAS-related ELVO.

Methods and Results: We queried the databases of 10 thrombectomy‐capable centers in North America and Europe included in STAR (Stroke Thrombectomy and Aneurysm Registry). Patients with ELVO who underwent ICAS‐related RT were included. A matched sample was produced for variables of age, admission National Institute of Health Stroke …


Are Guidelines Important? Results Of A Prospective Quality Improvement Lumbar Fusion Project., James Harrop, Alexandra Emes, Ameet Chitale, Chengyuan Wu, Fadi al-Saiegh, Geoffrey Stricsek, Glenn A. Gonzalez, Jack Jallo, Joshua Heller, Kevin Hines, Lucas Philipp, Sara Thalheimer, Srinivas K. Prasad, Thiago Montenegro, Umma Fatema, Ashwini Sharan 2021 Thomas Jefferson University

Are Guidelines Important? Results Of A Prospective Quality Improvement Lumbar Fusion Project., James Harrop, Alexandra Emes, Ameet Chitale, Chengyuan Wu, Fadi Al-Saiegh, Geoffrey Stricsek, Glenn A. Gonzalez, Jack Jallo, Joshua Heller, Kevin Hines, Lucas Philipp, Sara Thalheimer, Srinivas K. Prasad, Thiago Montenegro, Umma Fatema, Ashwini Sharan

Department of Neurosurgery Faculty Papers

BACKGROUND: United States (U.S.) healthcare is a volume-based inefficient delivery system. Value requires the consideration of quality, which is lacking in most healthcare disciplines.

OBJECTIVE: To assess whether patients who met specific evidence-based medicine (EBM)-based criteria preoperatively for lumbar fusion would achieve higher rates of achieving the minimal clinical important difference (MCID) than those who did not meet the EBM indications.

METHODS: All elective lumbar fusion cases, March 2018 to August 2019, were prospectively evaluated and categorized based on EBM guidelines for surgical indications. The MCID was defined as a reduction of ≥5 points in Oswestry Disability Index (ODI). Multiple …


Deciphering An Agrp-Serotoninergic Neural Circuit In Distinct Control Of Energy Metabolism From Feeding, Yong Han, Guobin Xia, Dollada Srisai, Fantao Meng, Yanlin He, Yali Ran, Yang He, Monica Farias, Giang Hoang, István Tóth, Marcelo O Dietrich, Miao-Hsueh Chen, Yong Xu, Qi Wu 2021 The Texas Medical Center Library

Deciphering An Agrp-Serotoninergic Neural Circuit In Distinct Control Of Energy Metabolism From Feeding, Yong Han, Guobin Xia, Dollada Srisai, Fantao Meng, Yanlin He, Yali Ran, Yang He, Monica Farias, Giang Hoang, István Tóth, Marcelo O Dietrich, Miao-Hsueh Chen, Yong Xu, Qi Wu

Children’s Nutrition Research Center Staff Publications

Contrasting to the established role of the hypothalamic agouti-related protein (AgRP) neurons in feeding regulation, the neural circuit and signaling mechanisms by which they control energy expenditure remains unclear. Here, we report that energy expenditure is regulated by a subgroup of AgRP neurons that send non-collateral projections to neurons within the dorsal lateral part of dorsal raphe nucleus (dlDRN) expressing the melanocortin 4 receptor (MC4R), which in turn innervate nearby serotonergic (5-HT) neurons. Genetic manipulations reveal a bi-directional control of energy expenditure by this circuit without affecting food intake. Fiber photometry and electrophysiological results indicate that the thermo-sensing MC4RdlDRN neurons …


Lesion Loci Of Impaired Affective Prosody: A Systematic Review Of Evidence From Stroke, Alexandra Zezinka Durfee, Shannon M. Sheppard, Margaret L. Blake, Argye E. Hillis 2021 Johns Hopkins University

Lesion Loci Of Impaired Affective Prosody: A Systematic Review Of Evidence From Stroke, Alexandra Zezinka Durfee, Shannon M. Sheppard, Margaret L. Blake, Argye E. Hillis

Communication Sciences and Disorders Faculty Articles and Research

Affective prosody, or the changes in rate, rhythm, pitch, and loudness that convey emotion, has long been implicated as a function of the right hemisphere (RH), yet there is a dearth of literature identifying the specific neural regions associated with its processing. The current systematic review aimed to evaluate the evidence on affective prosody localization in the RH. One hundred and ninety articles from 1970 to February 2020 investigating affective prosody comprehension and production in patients with focal brain damage were identified via database searches. Eleven articles met inclusion criteria, passed quality reviews, and were analyzed for affective prosody localization. …


Post-Operative Seizure Control In Patients With Glioblastoma, Ummey Hani, Muhammad Ammar Haider, Saqib Kamran Bakhshi, Muhammad Shahzad Shamim 2021 Aga Khan University

Post-Operative Seizure Control In Patients With Glioblastoma, Ummey Hani, Muhammad Ammar Haider, Saqib Kamran Bakhshi, Muhammad Shahzad Shamim

Section of Neurosurgery

While the median survival in patients with glioblastoma has not improved significantly over the past decade, aggressive attempts have been made on palliation and improving quality of life in these patients. A confluence of two debilitating pathologies which massively distorts the normal day-to-day functioning of the patients who experience it, seizures in glioblastoma patients portends a poor prognosis. There exists a paucity of reported seizure outcomes after glioblastoma treatment in neurosurgical literature. Herein we present a review examining post-operative seizure control in patients with glioblastoma.


Valproate Used In Women Of Childbearing Age With Epilepsy, Salman Mansoor, Kevin Murphy, Siobhan Kelly, Shoab Saadat 2021 Cummings School of Medicine, University of Calgary, Alberta, Canada

Valproate Used In Women Of Childbearing Age With Epilepsy, Salman Mansoor, Kevin Murphy, Siobhan Kelly, Shoab Saadat

Pakistan Journal of Neurological Sciences (PJNS)

Valproate is one of the oldest known anti-epileptic drugs (AED) in practice which was discovered in 1881 and later in 1962 was approved for treating epilepsy. It is indicated in most of the seizure types including generalized onset (motor, non-motor and myoclonic), focal onset, unknown onset and unclassified. Valproate has other indications in migraine prophylaxis, and bipolar disorder.


Neurological Associations Of Covid-19 Vaccines, Rija Zehra Ghazanfar, Mohammad Wasay 2021 Aga Khan University Pakistan

Neurological Associations Of Covid-19 Vaccines, Rija Zehra Ghazanfar, Mohammad Wasay

Pakistan Journal of Neurological Sciences (PJNS)

It does not come as a surprise that the introduction of an unprecedented treatment for a recently notorious disease will cause concerns and raise some questions. As a race we have become cautious over the centuries about what treatment modalities we accept and reject. With the advent of social media and endless sources of information we find ourselves standing at an intersection of many pathways, thinking meticulously where to go from there? At one point the widely available stats and the complex way in which these vaccines work do not really interest the general population as much as how they …


Optimizing Stroke Care In Baluchistan, Anjum Farooq, Wazir Akbar, Ahmed Wali 2021 Bolan University of medical and health sciences

Optimizing Stroke Care In Baluchistan, Anjum Farooq, Wazir Akbar, Ahmed Wali

Pakistan Journal of Neurological Sciences (PJNS)

Stroke is the second leading cause of death after ischemic heart disease.(1) Pakistan, currently the fifth most populous country of the world, has limited data on prevalence of stroke and its risk factors. Only two small-scale population-based studies conducted in Karachi showed stroke prevalence of 4.8% and 19.1%. (1) One study conducted in KP province of Pakistan showed estimated stroke prevalence of 1.2%. (1) The burden of stroke risk factors in Pakistan is enormous. Diabetes and hypertension are the most common risk factors in Pakistan. (2) Other common risk factors in Pakistan are active smoking, obesity, and family history of …


Pregabalin Induced Hypersensitivity Reaction And Joint Pains In Patient With Lumbosacral Radiculopathy, Ramla Nayaib Hashmi, Iqra Khan, Ummul Kiram, Soobia .S Siddiqui, Tamaniat . 2021 Rabia Moon Institute of Neurosciences, Karachi

Pregabalin Induced Hypersensitivity Reaction And Joint Pains In Patient With Lumbosacral Radiculopathy, Ramla Nayaib Hashmi, Iqra Khan, Ummul Kiram, Soobia .S Siddiqui, Tamaniat .

Pakistan Journal of Neurological Sciences (PJNS)

Pregabalin is an antiepileptic medication commonly used for other purposes. It is also approved for neuropathic pain. Reported adverse effects are not severe, short lasting and are usually well tolerated1. The most common side effects comprise of lightheadedness , sedation , double vision ,increase in bodyweight and imbalance whereas decrease in neutrophil count and hypersensitivity are the uncommon adverse effects. In the literature till date, few case reports are available on the drug reactions to pregabalin. We report a case of young female who developed hypersensitivity reaction with pregabalin including body rashes, hives peripheral edema, and joint pains. Using the …


Juvenile Dermatomyositis And Posterior Reversible Encephalopathy Syndrome: A Rare Association., Shazma Shamim 2021 Ziauddin hospital Kemari karachi

Juvenile Dermatomyositis And Posterior Reversible Encephalopathy Syndrome: A Rare Association., Shazma Shamim

Pakistan Journal of Neurological Sciences (PJNS)

Juvenile dermatomyositis or JDM is a rare but debilitating pediatric disease that affects the proximal muscles and skin, as implied by its name. Although rare, it is the most common childhood idiopathic inflammatory myopathy (1). The estimated incidence is 3.2 cases per million children (2). The diagnosis is based on clinical signs and symptoms supported by investigations including, but not limited to, muscle biopsy, muscle enzymes and EMG studies. Bohan and Peter’s criterion is most widely used for diagnosis. It includes the presence of Gottron’s rash, raised muscle enzymes, proximal muscle weakness and suggestive findings on muscle biopsy (3). Treatment …


Criminal Thinking Styles And Criminal Social Identity Among Juvenile Delinquents: Moderating Role Of Parenting Styles, Fatima Sana, Muhammad Rafiq, Muhammad Nasar Iqbal 2021 University of Management and Technology, Lahore, Pakistan

Criminal Thinking Styles And Criminal Social Identity Among Juvenile Delinquents: Moderating Role Of Parenting Styles, Fatima Sana, Muhammad Rafiq, Muhammad Nasar Iqbal

Pakistan Journal of Neurological Sciences (PJNS)

Parenting is considered imperative in the development of juvenile's cognitions, and beliefs. The parent-child relationship might significantly influence juvenile’s thought patterns and social communications. Different parenting styles perhaps indicate criminal involvement of juveniles, resultantly turns them into delinquent. The present study was done to discover whether parental authority styles moderate the path that links criminal thinking styles to criminal social identity amongst juvenile delinquents. Participants of the study were 211 juvenile delinquents who responded on Juvenile Criminal Thinking Styles’ Inventory (Sana & Rafiq, 2019), Measure of Criminal Social Identity (Boduszek, et al., 2012), Parental Authority Questionnaire (Babree, 1997) and approached …


Early Neurological Deterioration After Acute Stroke; Mechanism And Predictors, Bushra Ammad Taimuri, Sajid Hameed, Mohammad wasay 2021 Dar ul Sehat Hospital, Karachi

Early Neurological Deterioration After Acute Stroke; Mechanism And Predictors, Bushra Ammad Taimuri, Sajid Hameed, Mohammad Wasay

Pakistan Journal of Neurological Sciences (PJNS)

Neurological deterioration after acute ischemic stroke (AIS)is a common occurrence, leading to increased mortality, morbidity, and poor quality of life among stroke survivors. Recognition of the individuals at a greater risk for neurological deterioration may contribute to making early decisions and monitoring the therapy. Neurological deterioration arises in up to 40% of subjects after AIS during hospitalization and is followed by neurological and functional debility. Numerous predictors have been devised that predict this progression. This includes preliminary assessment of the severity of stroke, brainstem infarction, hyperglycemia, atrial fibrillation, diabetes mellitus and substantial fluctuations in blood pressure. Sequential observations, in depth …


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