Neurosurgery Commons^™

Machine Learning For Functional Outcome Prediction After Vestibular Schwannoma Surgery: A Systematic Review And Diagnostic Test Accuracy Meta-Analysis, Shiva Nischal, Shaan Patel, Musa China, Kush Kale, Yi Hein Chai, Santosh Guru, William Muirhead, Patrick Grover

Department of Neurosurgery Faculty Papers

PURPOSE: Machine learning (ML) models have been increasingly applied to predict postoperative facial nerve dysfunction and hearing preservation after vestibular schwannoma (VS) surgery. However, reported performance varies substantially, and the overall diagnostic accuracy and clinical reliability of these models remain uncertain. We conducted a systematic review and diagnostic test accuracy meta-analysis to characterise the current state and methodological readiness of ML-based prediction of these outcomes.

METHODS: PubMed, Embase, and CENTRAL were searched from inception to February 2026. Studies evaluating ML-based prediction of facial nerve function or hearing preservation following VS surgery were included. Diagnostic performance metrics were pooled using random-effects …

Spontaneous Intracranial Hypotension With Negative Brain Mri Findings: A Systematic Review Of Diagnostic Strategies And Clinical Outcomes, Marina Romozzi, Giuseppe Garignano, Valid Rastegar, Francesco Onorati, Catello Vollono, Federico Tosto, Masahito Katsuki, Yasuhiko Matsumori, Francesco Signorelli

Student Papers, Posters & Projects

BACKGROUND: Spontaneous intracranial hypotension (SIH) is a debilitating syndrome typically characterized by orthostatic headache and classic brain MRI findings. However, brain MRI abnormalities are indirect manifestations of cerebrospinal fluid (CSF) volume depletion rather than direct evidence of the leak, and some patients may present with unrevealing or absent typical brain MRI findings, posing a considerable diagnostic challenge.

METHODS: A comprehensive search of PubMed/Medline, Web of Science, and Scopus was conducted to perform a systematic review, according to PRISMA guidelines, analyzing the available evidence on MRI-negative SIH (patients without typical SIH findings on their initial brain MRI), including its clinical features, …

Development And Validation Of Clinical Screening Systems For Cushing Disease In The United States, Jorge E. Salcedo-Sifuentes, Sonal Mehta, Carter M. Suryadevara, Marvin Bergsneider, Kevin C. J. Yuen, Paul A. Gardner, Julie M. Silverstein, Albert H. Kim, James J. Evans, Garni Barkhoudarian, Juan C. Fernandez-Miranda, William T. Couldwell, Robert C. Rennert, Varun R. Kshettry, Kyle C. Wu, Carolina Benjamin, Gabriel Zada, Michael R. Chicoine, Jamie J. Van Gompel, Michael P. Catalino, Michael Karsy, Adam Mamelak, Ildiko Torok, Trevor Low, Won Kim, Donato R. Pacione, Nidhi Agrawal

Department of Neurosurgery Faculty Papers

PURPOSE: Clinical screening systems (CSSs) for Cushing syndrome (CS) validated in Europe have not been evaluated for CS or Cushing disease (CD) in the United States (US). We aimed to evaluate existing CSSs in US patients and develop two new symptom-based CSSs to identify patients with high pre-test probability of disease warranting referral for definitive biochemical workup-one for broad CS screening and one specifically for CD.

METHODS: Data were obtained from the Registry of Adenomas of the Pituitary and Related Disorders (RAPID)-comprising 615 patients who underwent transnasal transsphenoidal resection for CD at one of 11 US pituitary centers, the Centers …

Comparison Between Pipeline Embolization Device (Ped) Versus Flow Redirection Endoluminal Device (Fred) For Intracranial Aneurysms: A Comprehensive Systematic Review And Meta-Analysis, Seyed Maroufi, Mohammad Fallahi, Muhammad Waqas, Othman Bin-Alamer, Manisha Koneru, Joanna Roy, Jane Khalife, Hamza Shaikh, Daniel Tonetti

Department of Neurosurgery Faculty Papers

OBJECTIVES: The performance of the Pipeline Embolization Device (PED) and relatively newer double-layered Flow Re-Direction Endoluminal Device (FRED) have been studied for the treatment of intracranial aneurysms, but direct comparisons between PED and FRED are limited. The current systematic review aims at comparing the efficacy and safety of PED and FRED.

METHODS: A systematic review of the literature was conducted according to the PRISMA guideline. PubMed, Embase, Scopus, Web of Science, and Cochrane Library were searched, and related records were identified. A meta-analysis of double-arm studies comparing PED and FRED was conducted on angiographic and clinical outcomes, retreatment rates, and …

Portable Head Computed Tomography Protocol For Trauma, Christian Quinones, Alexander Bolufer, Cory Hewitt, Sagun Tuli

HCA Healthcare Journal of Medicine

The use of portable computed tomography (CT) scanners has been shown to reduce risks associated with intrahospital transport and to expedite imaging in critically ill patients. While their use is established in intensive care units, their utility on intraoperative trauma patients remains underexplored. This paper reviews existing literature on portable CT use, defines appropriate clinical indications, outlines contraindications, and identifies quality metrics and implementation challenges. It also presents a proposed protocol for integrating portable head CT imaging into trauma workflows, focusing on early identification of intracranial or spinal injuries in the operating room. The development and analysis of standardized protocols …

Image Quality Analysis Of Head Cts Obtained On A New Portable Scanner Compared To Stationary Ct, Mara M. Kunst, Juan E. Small, Sebastian E. Flacke, Joseph D. Burns, Maximilian Smith, Christoph D. Wald

The Lahey Journal

Background/Purpose: The use of mobile head CT scanning in the ICU setting has both clinical and economic advantages, particularly if able to provide image quality close or equal to fixed CT scanners.

The purpose of the study is to evaluate the image quality of a new portable CT scanner, compared to a fixed CT platform.

Materials/Methods: Inpatients (n=11), age> 60 requiring head CT evaluation were enrolled and consented to obtain an additional head CT on the portable CT, following their fixed exam.

Nine patients were able to complete the study; seven patients received duplicate exams with matched imaging technique, and …

Spetzler-Martin Grade I And Ii Cerebral Arteriovenous Malformations: A Propensity-Score Matched Analysis Of Resection And Stereotactic Radiosurgery In Adult Patients, Salem Tos, Mahmoud Osama, Georgios Mantziaris, Bardia Hajikarimloo, Nimer Adeeb, Sandeep Kandregula, Adam Dmytriw, Hamza Adel Salim, Basel Musmar, Kareem El Naamani, Christopher Ogilvy, Douglas Kondziolka, Ahmed Abdelsalam, Deepak Kumbhare, Sanjeev Gummadi, Cagdas Ataoglu, Ufuk Erginoglu, Muhammed Amir Essibayi, Abdullah Keles, Sandeep Muram, Daniel Sconzo, Howard Riina, Arwin Rezai, Johannes Pöppe, Rajeev Sen, Omar Alwakaa, Christoph Griessenauer, Pascal Jabbour, Stavropoula Tjoumakaris, Jan-Karl Burkhardt, Robert Starke, Mustafa Baskaya, Laligam Sekhar, Michael Levitt, David Altschul, Neil Haranhalli, Malia Mcavoy, Assala Aslan, Abdallah Abushehab, Christian Swaid, Adib Abla, Christopher Stapleton, Matthew Koch, Visish M Srinivasan, Peng Chen, Spiros Blackburn, Mark Dannenbaum, Omar Choudhri, Bryan Pukenas, Darren Orbach, Edward Smith, Markus Möhlenbruch, Ali Alaraj, Ali Aziz-Sultan, Aman Patel, Hugo Cuellar, Michael Lawton, Jacques Morcos, Bharat Guthikonda, Jason Sheehan

Department of Neurosurgery Faculty Papers

Cerebral arteriovenous malformations (AVMs) are congenital vascular anomalies that can lead to severe complications, including hemorrhage and neurological deficits. This study compares the outcomes of microsurgical resection and stereotactic radiosurgery (SRS) for SM grade I and II AVMs. Out of a large multicenter registry, we identified 180 matched patients with SM grade I and II AVMs treated with either microsurgical resection or SRS between 2010 and 2023. The primary outcomes were AVM obliteration rates and complications; secondary outcomes included neurological status and functional outcomes measured by the modified Rankin Scale (mRS). Propensity score matching (PSM) was utilized to ensure comparability …

Use Of Multi-Modal Non-Contrast Mri To Predict Functional Outcomes After Stroke: A Study Using Dp-Pcasl, Dti, Noddi, And Map Mri, Julia Diamandi, Christian Raimondo, Keenan Piper, Joanna Roy, Stephanie Serva, Mahdi Alizadeh, Adam Flanders, Stavropoula Tjoumakaris, Michael Gooch, Pascal Jabbour, Robert Rosenwasswer, Nikolaos Mouchtouris

Department of Neurosurgery Faculty Papers

PURPOSE: This study aims to assess whether water exchange rate (k_w), a surrogate for blood-brain barrier (BBB) permeability, is associated with functional outcomes in patients with acute ischemic stroke (AIS).

METHODS: We studied 22 AIS patients enrolled from 1/2022 to 4/2024 who underwent multi-modal non-contrast imaging on a 3.0-Tesla scanner, including DP-pCASL, DTI, NODDI and MAP imaging. For each parametric map, the intensity and standard deviation (SD) were calculated for the infarcted region. The diffusion maps included were b0, Fractional Anisotropy (FA), Mean Diffusivity (MD), Intra-cellular Volume Fraction (ICVF), Free Water Fraction (FWF), and Orientation Dispersion Index (ODI), …

Multiparametric Mri Along With Machine Learning Predicts Prognosis And Treatment Response In Pediatric Low-Grade Glioma, Anahita Fathi Kazerooni, Adam Kraya, Komal Rathi, Meen Chul Kim, Arastoo Vossough, Nastaran Khalili, Ariana Familiar, Deep Gandhi, Neda Khalili, Varun Kesherwani, Debanjan Haldar, Hannah Anderson, Run Jin, Aria Mahtabfar, Sina Bagheri, Yiran Guo, Qi Li, Xiaoyan Huang, Yuankun Zhu, Alex Sickler, Matthew R Lueder, Saksham Phul, Mateusz Koptyra, Phillip Storm, Jeffrey Ware, Yuanquan Song, Christos Davatzikos, Jessica Foster, Sabine Mueller, Michael J Fisher, Adam Resnick, Ali Nabavizadeh

Department of Neurosurgery Faculty Papers

Pediatric low-grade gliomas (pLGGs) exhibit heterogeneous prognoses and variable responses to treatment, leading to tumor progression and adverse outcomes in cases where complete resection is unachievable. Early prediction of treatment responsiveness and suitability for immunotherapy has the potential to improve clinical management and outcomes. Here, we present a radiogenomic analysis of pLGGs, integrating MRI and RNA sequencing data. We identify three immunologically distinct clusters, with one group characterized by increased immune activity and poorer prognosis, indicating potential benefit from immunotherapies. We develop a radiomic signature that predicts these immune profiles with over 80% accuracy. Furthermore, our clinicoradiomic model predicts progression-free …

Validation Of The Distress Thermometer In A Mexican Population With Brain Tumors: A Diagnostic Accuracy Study, Dan Morgenstern-Kaplan, Sergio Moreno-Jiménez, Fernanda Páez-Plascencia, Angel Ruiz-Chow, Fabiola Flores-Vázquez

Archives of Neurosurgery

Objective: Mental health in cancer patients must be addressed. This study's main objective was to evaluate the sensitivity and specificity of the DT in a population of patients with brain tumors and determine the optimal cut-off point for the DT. Methods: We performed a cross-sectional study at the National Institute of Neurology and Neurosurgery in Mexico City, in a cohort of 110 patients. Results: Of the 108 participants with brain tumors that were included in the analysis (2 patients excluded by incomplete DT), 40 had gliomas, 31 had pituitary adenomas, 21 had meningiomas, and 16 had other types of tumors. …

Blunt Cerebrovascular Injury (Bcvi): Universal Cta Neck Screening At Level 2 Trauma Center, Tamine Gogel

Doctor of Nursing Practice Projects

Blunt Cerebrovascular Injury (BCVI) refers to injuries to the vessels supplying blood to the brain, primarily carotid and vertebral arteries, and can result from trauma, resulting in stroke by vessel dissection, thrombus formation, embolization, and hemorrhage. Timely identification is crucial for effective intervention and improved outcomes. This doctoral project proposes the implementation of universal screening using Computed Tomography Angiography (CTA) of the neck during initial workup for blunt force trauma at a Level II ACS-verified trauma center. The primary objective is to mitigate potential delays in diagnosing and treating BCVI, thereby reducing the likelihood of complications. Patients ≥ 15 years …

Pituitary Adenoma Presenting As Cranial Nerve Iii Palsy And Hemifacial Pain, Yoona Choe, Justin George, Matthew Boyle, Peter Maduka

Rowan-Virtua Research Day

Pituitary adenomas are common neoplasms arising from the pituitary adenohypophyseal cell. They can be classified by cell type, size and as nonfunctioning or functioning based on the secretion of pituitary hormones. Of these, approximately 48% are macroadenomas (>10 mm) and approximately 53% are prolactinomas. For how common these adenomas are, only 1 of 1100 persons manifest clinical symptoms¹ rendering detection and clinical management challenging.

Non-functioning adenomas are slow growing like most pituitary adenomas and are usually detected due to their mass effect on neighboring structures.² The majority of the reported symptoms as a results of these mass …

Spontaneous Intracranial Hemorrhage In A 29-Year-Old Male: A Case Report, Md Fateha, Caroline Nguyen, Michael A. Morris

Rowan-Virtua Research Day

Spontaneous intracranial hemorrhage is rare, especially in a young patient population. Signs and symptoms of intracranial hemorrhage include facial droop, vision loss, motor deficits with extraocular movements, deficits with tongue movement, weakness in the arms or legs, sensation loss, and mental status change. This is a case report of a 29-year-old male with no past medical history who presented for a spontaneous intracranial hemorrhage. This patient's only neurologic deficit was the loss of visual field on the left inferior quadrant of his field of vision. The patient obtained a CT head non-contrast which showed 21 mm acute right occipital hemorrhage …

Microsurgical Clipping Of Unruptured Anterior Circulation Aneurysms-A Global Multicenter Investigation Of Perioperative Outcomes, Jennifer Sauvigny, Richard Drexler, Tobias Pantel, Franz Ricklefs, Joshua Catapano, John Wanebo, Michael Lawton, Aminaa Sanchin, Nils Hecht, Peter Vajkoczy, Kunal Raygor, Daniel Tonetti, Adib Abla, Kareem El Naamani, Stavropoula Tjoumakaris, Pascal Jabbour, Brian Jankowitz, Mohamed Salem, Jan-Karl Burkhardt, Arthur Wagner, Maria Wostrack, Jens Gempt, Bernhard Meyer, Michael Gaub, Justin Mascitelli, Philippe Dodier, Gerhard Bavinzski, Karl Roessler, Nico Stroh, Matthias Gmeiner, Andreas Gruber, Eberval Figueiredo, Antonio Carlos Samaia Da Silva Coelho, Anatoliy Bervitskiy, Egor Anisimov, Jamil Rzaev, Harald Krenzlin, Naureen Keric, Florian Ringel, Dougho Park, Mun-Chul Kim, Eleonora Marcati, Marco Cenzato, Linda Krause, Manfred Westphal, Lasse Dührsen, Thomas Sauvigny

Department of Neurosurgery Faculty Papers

BACKGROUND AND OBJECTIVES: Microsurgical aneurysm repair by clipping continues to be highly important despite increasing endovascular treatment options, especially because of inferior occlusion rates. This study aimed to present current global microsurgical treatment practices and to identify risk factors for complications and neurological deterioration after clipping of unruptured anterior circulation aneurysms.

METHODS: Fifteen centers from 4 continents participated in this retrospective cohort study. Consecutive patients who underwent elective microsurgical clipping of untreated unruptured intracranial aneurysm between January 2016 and December 2020 were included. Posterior circulation aneurysms were excluded. Outcome parameters were postsurgical complications and neurological deterioration (defined as decline on …

Obstructive Hydrocephalus Caused By A Colloid Cyst Presenting As A Transient Ischemic Attack (Tia), Muhammad Nadeem

Rowan-Virtua Research Day

Colloid cysts are benign growths commonly found in the third ventricle or at the Foramen of Monroe. They are composed of epithelial lining filled with gelatinous material that contain cholesterol, mucin, old blood and ions. Most colloid cysts are asymptomatic but can present with a variety of symptoms that range from headaches, diplopia, memory problems, and vertigo. They can also present as an obstructive hydrocephalus with the classic “Wet, wacky and wobbly” triad. Rarely colloid cysts have been reported to cause sudden death. They can present to the ED with any spectrum of these symptoms.

Case Study Of Horner Syndrome Due To Internal Carotid Artery Dissection, Kajel Patel

Rowan-Virtua Research Day

Carotid artery dissection can occur either spontaneously or because of trauma. It is usually the most common cause of stroke in middle-aged patients. The symptoms can be transient or persistent and typically occur a few days after the inciting traumatic event.