Epilepsy diagnosis using a clinical decision tool and artificially intelligent electroencephalography.

OBJECTIVE: To construct a tool for non-experts to calculate the probability of epilepsy based on easily obtained clinical information combined with an artificial intelligence readout of the electroencephalogram (AI-EEG). MATERIALS AND METHODS: We performed a chart review of 205 consecutive patients aged 18 years or older who underwent routine EEG. We created a point system to calculate the pre-EEG probability of epilepsy in a pilot study cohort. We also computed a post-test probability based on AI-EEG results. RESULTS: One hundred and four (50.7%) patients were female, the mean age was 46 years, and 110 (53.7%) were diagnosed with epilepsy. Findings favoring epilepsy included developmental delay (12.6% vs 1.1%), prior neurological injury (51.4% vs 30.9%), childhood febrile seizures (4.6% vs 0.0%), postictal confusion (43.6% vs 20.0%), and witnessed convulsions (63.6% vs 21.1%); findings favoring alternative diagnoses were lightheadedness (3.6% vs 15.8%) or onset after prolonged sitting or standing (0.9% vs 7.4%). The final point system included 6 predictors: Presyncope (-3 points), cardiac history (-1), convulsion or forced head turn (+3), neurological disease history (+2), multiple prior spells (+1), postictal confusion (+2). Total scores of ≤1 point predicted <5% probability of epilepsy, while cumulative scores ≥7 predicted >95%. The model showed excellent discrimination (AUROC: 0.86). A positive AI-EEG substantially increases the probability of epilepsy. The impact is greatest when the pre-EEG probability is near 30%. SIGNIFICANCE: A decision tool using a small number of historical clinical features accurately predicts the probability of epilepsy. In indeterminate cases, AI-assisted EEG helps resolve uncertainty. This tool holds promise for use by healthcare workers without specialty epilepsy training if validated in an independent cohort.

Subacute Brachial Plexopathy due to Intraneural Epithelioid Hemangioma: A Case Report.

Brachial plexopathy is a common consideration in the differential diagnosis of upper extremity sensory and motor deficits, and neoplasms signify one possible etiology of brachial plexopathy. Of the neoplastic brachial plexopathies, hemangiomas involving the brachial plexus are rare. Most reported cases describe extraneural brachial plexus hemangiomas that present as a palpable, tender neck mass associated with pain and sensory disturbance, with minimal motor deficits. Here we share the case of a 48 year-old man with intraneural epithelioid hemangioma of the brachial plexus who presented with prominent motor weakness and no palpable mass. The patient presented with subacute onset of left arm pain, numbness and progressive weakness. Neurologic exam revealed lower motor neuron signs and weakness spanning multiple nerve root and peripheral nerve distributions. Dedicated brachial plexus MRI showed two mass lesions involving the cords of the brachial plexus, with corresponding FDG-avidity on PET/CT. Biopsy revealed intraneural atypical epithelioid hemangioma. After nerve transfer surgery, he had moderate improvement in left arm strength. This case serves to: emphasize the importance of both clinical localization and dedicated brachial plexus imaging in the evaluation of brachial plexopathy; introduce to the literature a new clinical presentation of brachial plexus hemangiomas; encourage consideration of neoplastic brachial plexopathy even when faced with an illness script resembling Parsonage-Turner Syndrome, to avoid delays in diagnosis and treatment.

Neurologic Manifestations of the World Health Organization's List of Pandemic and Epidemic Diseases.

The World Health Organization (WHO) monitors the spread of diseases globally and maintains a list of diseases with epidemic or pandemic potential. Currently listed diseases include Chikungunya, cholera, Crimean-Congo hemorrhagic fever, Ebola virus disease, Hendra virus infection, influenza, Lassa fever, Marburg virus disease, Neisseria meningitis, MERS-CoV, monkeypox, Nipah virus infection, novel coronavirus (COVID-19), plague, Rift Valley fever, SARS, smallpox, tularemia, yellow fever, and Zika virus disease. The associated pathogens are increasingly important on the global stage. The majority of these diseases have neurological manifestations. Those with less frequent neurological manifestations may also have important consequences. This is highlighted now in particular through the ongoing COVID-19 pandemic and reinforces that pathogens with the potential to spread rapidly and widely, in spite of concerted global efforts, may affect the nervous system. We searched the scientific literature, dating from 1934 to August 2020, to compile data on the cause, epidemiology, clinical presentation, neuroimaging features, and treatment of each of the diseases of epidemic or pandemic potential as viewed through a neurologist's lens. We included articles with an abstract or full text in English in this topical and scoping review. Diseases with epidemic and pandemic potential can be spread directly from human to human, animal to human, via mosquitoes or other insects, or via environmental contamination. Manifestations include central neurologic conditions (meningitis, encephalitis, intraparenchymal hemorrhage, seizures), peripheral and cranial nerve syndromes (sensory neuropathy, sensorineural hearing loss, ophthalmoplegia), post-infectious syndromes (acute inflammatory polyneuropathy), and congenital syndromes (fetal microcephaly), among others. Some diseases have not been well-characterized from a neurological standpoint, but all have at least scattered case reports of neurological features. Some of the diseases have curative treatments available while in other cases, supportive care remains the only management option. Regardless of the pathogen, prompt, and aggressive measures to control the spread of these agents are the most important factors in lowering the overall morbidity and mortality they can cause.

A quality improvement curriculum for the neurology clerkship: A practice-based approach to discharge education.

In the Neurology Clerkship at our institution, we introduced a medical education curriculum to increase student competency in providing discharge education to patients with neurologic disease, and to increase knowledge of QI principles. The curriculum was peer-based, in that it was developed by medical students, experienced by medical student clerks, and modified over time with their feedback, which was tracked using exit surveys. Patients counseled were predominantly male (67%) and white (55%), with stroke or TIA together representing the most common diagnoses (58%). A high proportion of students (>85%) agreed that the clerkship project was effective in teaching discharge education, the risk factors for readmission, and increased confidence in providing discharge education. We conclude that medical students are poised to learn QI principals through practice-based curricula, and through practice may improve the quality and safety of care for patients with neurologic disease. This curriculum can be implemented within other services, and with different learners.

CPAP Treats Enuresis in Adults With Obstructive Sleep Apnea.

ABSTRACT: Enuresis, or "bedwetting," in children is associated with obstructive sleep apnea (OSA), and often resolves with treatment of OSA. However, it is poorly understood whether a similar relationship exists in adults. We describe a case series of 5 adult patients in whom OSA was diagnosed by laboratory polysomnography, who presented with enuresis that resolved after treatment with continuous positive airway pressure (CPAP). All cases occurred in the setting of obesity, in addition to other known risk factors for urinary incontinence and enuresis. OSA was diagnosed as severe in all but one case, which was mild. One patient noted recurrence of enuresis that coincided with malfunction of his CPAP machine. There is growing evidence that CPAP therapy may alleviate OSA and enuresis in adults with both conditions. Clinicians should routinely ask about enuresis in patients suspected of having OSA. A systematic study of the association between enuresis and OSA in adults is warranted.