Radiology Commons^™

Improved Pediatric Icu Mortality Prediction For Respiratory Diseases: Machine Learning And Data Subdivision Insights, Johayra Prithula, Muhammad E H Chowdhury, Muhammad Salman Khan, Khalid Al-Ansari, Susu M Zughaier, Khandaker Reajul Islam, Abdulrahman Alqahtani

Faculty, Staff and Student Publications

The growing concern of pediatric mortality demands heightened preparedness in clinical settings, especially within intensive care units (ICUs). As respiratory-related admissions account for a substantial portion of pediatric illnesses, there is a pressing need to predict ICU mortality in these cases. This study based on data from 1188 patients, addresses this imperative using machine learning techniques and investigating different class balancing methods for pediatric ICU mortality prediction. This study employs the publicly accessible "Paediatric Intensive Care database" to train, validate, and test a machine learning model for predicting pediatric patient mortality. Features were ranked using three machine learning feature selection …

Systemic Inflammatory Markers Of Persistent Cerebral Edema After Aneurysmal Subarachnoid Hemorrhage, Nadia Khan, Magdalena Kurnik-Łucka, Gniewomir Latacz, Krzysztof Gil

Faculty, Staff and Student Publications

In the first part of this article, the role of intestinal epithelial tight junctions (TJs), together with gastrointestinal dopaminergic and renin-angiotensin systems, are narratively reviewed to provide sufficient background. In the second part, the current experimental data on the interplay between gastrointestinal (GI) dopaminergic and renin-angiotensin systems in the regulation of intestinal epithelial permeability are reviewed in a systematic manner using the PRISMA methodology. Experimental data confirmed the copresence of DOPA decarboxylase (DDC) and angiotensin converting enzyme 2 (ACE2) in human and rodent enterocytes. The intestinal barrier structure and integrity can be altered by angiotensin (1-7) and dopamine (DA). Both …

A Novel Positive-Contrast Magnetic Resonance Imaging Line Marker For High-Dose-Rate (Hdr) Mri-Assisted Radiosurgery (Mars), Li Wang, Yao Ding, Teresa L Bruno, R Jason Stafford, Eric Lin, Tharakeswara K Bathala, Jeremiah W Sanders, Matthew S Ning, Jingfei Ma, Ann H Klopp, Aradhana Venkatesan, Jihong Wang, Karen S Martirosyan, Steven J Frank

Faculty, Staff and Student Publications

Magnetic resonance imaging (MRI) can facilitate accurate organ delineation and optimal dose distributions in high-dose-rate (HDR) MRI-Assisted Radiosurgery (MARS). Its use for this purpose has been limited by the lack of positive-contrast MRI markers that can clearly delineate the lumen of the HDR applicator and precisely show the path of the HDR source on T1- and T2-weighted MRI sequences. We investigated a novel MRI positive-contrast HDR brachytherapy or interventional radiotherapy line marker, C4:S, consisting of C4 (visible on T1-weighted images) complexed with saline. Longitudinal relaxation time (T1) and transverse relaxation time (T2) for C4:S were measured on a 1.5 T …

A Multi-Institutional Meningioma Mri Dataset For Automated Multi-Sequence Image Segmentation, Dominic Labella, Omaditya Khanna, Shan Mcburney-Lin, Ryan Mclean, Pierre Nedelec, Arif Rashid, Nourel Hoda Tahon, Talissa Altes, Ujjwal Baid, Radhika Bhalerao, Yaseen Dhemesh, Scott Floyd, Devon Godfrey, Fathi Hilal, Anastasia Janas, Anahita Kazerooni, Collin Kent, John Kirkpatrick, Florian Kofler, Kevin Leu, Nazanin Maleki, Bjoern Menze, Maxence Pajot, Zachary Reitman, Jeffrey Rudie, Rachit Saluja, Yury Velichko, Chunhao Wang, Pranav Warman, Nico Sollmann, David Diffley, Khanak Nandolia, Daniel Warren, Ali Hussain, John Pascal Fehringer, Yulia Bronstein, Lisa Deptula, Evan Stein, Mahsa Taherzadeh, Eduardo Portela De Oliveira, Aoife Haughey, Marinos Kontzialis, Luca Saba, Benjamin Turner, Melanie Brüßeler, Shehbaz Ansari, Athanasios Gkampenis, David Maximilian Weiss, Aya Mansour, Islam Shawali, Nikolay Yordanov, Joel Stein, Roula Hourani, Mohammed Yahya Moshebah, Ahmed Magdy Abouelatta, Tanvir Rizvi, Klara Willms, Dann Martin, Abdullah Okar, Gennaro D'Anna, Ahmed Taha, Yasaman Sharifi, Shahriar Faghani, Dominic Kite, Marco Pinho, Muhammad Ammar Haider, Michelle Alonso-Basanta, Javier Villanueva-Meyer, Andreas Rauschecker, Ayman Nada, Mariam Aboian, Adam Flanders, Spyridon Bakas, Evan Calabrese

Department of Radiology Faculty Papers

Meningiomas are the most common primary intracranial tumors and can be associated with significant morbidity and mortality. Radiologists, neurosurgeons, neuro-oncologists, and radiation oncologists rely on brain MRI for diagnosis, treatment planning, and longitudinal treatment monitoring. However, automated, objective, and quantitative tools for non-invasive assessment of meningiomas on multi-sequence MR images are not available. Here we present the BraTS Pre-operative Meningioma Dataset, as the largest multi-institutional expert annotated multilabel meningioma multi-sequence MR image dataset to date. This dataset includes 1,141 multi-sequence MR images from six sites, each with four structural MRI sequences (T2-, T2/FLAIR-, pre-contrast T1-, and post-contrast T1-weighted) accompanied by …

Undifferentiated Pleomorphic Sarcoma Of The Face, Erin Brown, Cheyenne Rahimi, Neel D. Gupta, Jagan D. Gupta, Triet M. Do, Mae Igi, Enrique Palacios

School of Medicine Faculty Publications

No abstract provided.

Port Catheter Fracture: A Silent Intrusion Into The Right Ventricle, Sanya Chandna, Saumya Nanda, Ankit Agrawal, Kavin Raj, Umesh Bhagat, Keerthana Jyotheeswara Pillai, Suryansh Bajaj

Journal of Community Hospital Internal Medicine Perspectives

Central venous port-a-catheters play a pivotal role in various medical procedures, yet they are associated with a spectrum of complications. Catheter fracture with cardiac migration is a rare complication, occurring in less than 1% of patients. Although not very common, it can cause severe issues, necessitating fragment removal. We present a case of spontaneous mediport fracture and migration in a patient with a history of Hodgkin's lymphoma and prior chemotherapy. He presented with nausea, vomiting, and tachycardia. Further evaluation revealed elevated total leukocyte count and labs consistent with diabetic ketoacidosis. He was diagnosed with new-onset diabetes mellitus. Imaging studies confirmed …

Studying The History Of Histopathology In Preclinical Medical Education As A Guide For The Uniform Integration Of Radiology In Medical Education, Jeffrey Girardot, Navid Faraji

Student Scholarship

Radiology and pathology, though distinct fields within medical education, share a common foundation in their essential roles for accurate diagnosis and understanding of diseases. While pathology, particularly histopathology, has long been integrated into preclinical medical education in the United States, radiology education has traditionally been less emphasized. This paper examines the historical development of histopathology training in medical education and its central role, contrasting it with the comparatively peripheral position of radiology education. We explore the historical context of medical education in the United States, tracing the integration of histopathology following the Flexner Report of 1910. In contrast, radiology, emerging …

Improving Time To Mri In The Emergency Room For Spinal Epidural Abscesses, Karim Hafazalla, Md, Angeleah Carreras, Ms, Sean Mcgann, Md, Scott Faro, Md, Adam Flanders, Md, Richard Schmidt, Md, James Harrop, Md

Health Equity and Quality Improvement (HEQI) Summit

Background

Magnetic resonance images (MRI) is integral in assessing pathology. This is especially true in the emergency room (ER), where delays in diagnosing emergent neurologic pathologies, including spinal epidural abscesses (EDAs), where the morbidity can be severe if not addressed in time. This study aims to implement an expedited imaging pathway for this urgent / emergent pathology.

Hydralazine Associated Neutrophilic Dermatosis: A Unique Case Observing Dile, Anca Vasculitis, And Sweet Syndrome, Nicholas Olen, Jacob Horsley, Berk Celik, Joseph Skender, Shailesh Niroula

Conference Presentation Abstracts

Introduction: This case report highlights a 73-year-old male with biopsy-proven neutrophilic dermatosis with concern for Sweet Syndrome in the context of suspected hydralazine-induced systemic lupus erythematosus and autoimmune markers that initially pointed towards hydralazine-induced ANCA vasculitis. Case Presentation: The patient is a 73-year-old male with a past medical history significant for chronic kidney disease, urothelial cancer in 2021, renal cancer in 2013, and stage 1A left lung cancer. The patient additionally underwent workup for low white count and splenomegaly in months leading up to hospitalization, with bone marrow biopsy and workup negative for myelodysplastic syndrome or malignancy. Patient initially presented …

Applications Of Deep Learning With Detecting Intracranial Aneurysms On Ct Angiograms: A Literature Review, Christian Fang, Emily Wang

Rowan-Virtua Research Day

INTRODUCTION

Deep learning is a method of artificial intelligence involving progressively layered neural networks to extrapolate patterns from data to provide predictions. Moreover, given the arduous nature required for examining CT scans for intracranial aneurysms, discovering ways to expedite this process is beneficial. The use of deep learning to evaluate CT angiograms for intracranial aneurysms has been sparsely studied. This literature review aims to determine the accuracy and reliability of deep learning to analyze CT angiograms in patients suspected to have intracranial aneurysms.

METHODS

A qualitative review of literature using PubMed, SCOPUS, and EMBASE was conducted. Inclusion criteria comprised articles …

Unveiling The Potential: The Role Of Ai-Enhanced Ecg In Cardiovascular Disease Detection, Alisha Vincent

Rowan-Virtua Research Day

Background: The Electrocardiogram (ECG) is a widely utilized, non-invasive, cost-effective cardiac test. Its integration with Artificial Intelligence (AI) has empowered it to become a potent screening tool and a predictor for various cardiovascular diseases, especially in asymptomatic individuals. Objective: This review investigates the utility of AI-powered ECG in early detection of cardiac conditions, focusing on conditions such as low ejection fraction (LEF), atrial fibrillation (AF), aortic valve stenosis (AVS), and cardiac amyloidosis (CA). Methods: A literature review spanning 2018 to 2024 was conducted, analyzing 10 articles - 3 on AF, 3 on AVS, 3 on LEF, and …

Using Fmri To Assess Effectiveness Of Olanzapine Treatment For Schizophrenia, William Kyle Copenhaver, David F. Lo, Hanna Rothenberg, Eeshan Khurana, Valerie Rome, Uzayr Wasif, Don D. Shamilov

Rowan-Virtua Research Day

Schizophrenia is a complex mental illness with neurobiological underpinnings and misconceptions about violence. Schizophrenia is associated with high levels of creativity and structural traits like fewer D2 receptors. Patients face reduced life expectancy due to cardiovascular diseases and cope through smoking and sedentariness. Treatment involves pharmacological antipsychotics like olanzapine and nonpharmacological approaches. Olanzapine works by antagonizing D2 receptors but has side effects like weight gain and diabetes risk. fMRI is used to study treatment mechanisms and predict response, but research on olanzapine's brain network effects is limited.

Ultrasound Versus Radiography For Evaluating Surgical Necrotizing Enterocolitis, Sayed H. Aftab, Santiago Martinez-Correa, Minh-Huy Huynh, Wondwossen T. Lerebo, Jorge Delgado, Rebecca Denis, Misun Hwang

Rowan-Virtua Research Day

Purpose:

Necrotizing enterocolitis (NEC) is an abdominal inflammatory condition that is common in premature neonates. Although abdominal radiograph (AR) remains the imaging standard for NEC, it may miss up to 50% of early signs of NEC and has been described to have a sensitivity as low as 15.4% for detecting pneumoperitoneum. Abdominal ultrasound (US) is portable, non-invasive, and allows real-time bowel integrity, movement, and perfusion assessment. We aim to evaluate the concordance between US and AR in detecting NEC features and the diagnostic performance of both modalities in detecting pneumoperitoneum.

Methods and materials:

We conducted an IRB-approved retrospective, cross-sectional, single-center …

Fractionated Radiosurgery Associated With High Rates Of Local Control For Large Volume Intact Brain Metastases, Ryan Ko, Hong Ye, Peter Chen, Zachary Seymour, Kuei Lee, Inga Grills

Posters

Radiosurgery is a well-established treatment modality for patients with intact brain metastases, and there is a known impact of tumor size and volume on tumor control. Utilizing our single-institution database, we investigated outcomes for patients with intact brain metastases treated with FSR using LINAC or GK modalities.

Near-Surface Dose Correlates With Moist Desquamation And Unplanned Reconstructive Surgery In Patients With Implant-Based Reconstruction Receiving Postmastectomy Radiation Therapy, Patrick Thrasher, Ronald Levitin, Bryan S. Squires, Allison J. Hazy, Michael J. Maywood, Anthony P. Delise, Muayad F. Almahariq, Nayana Dekhne, Lauren Oliver, Peter Y. Chen, Kailee J. Walters, Diane Dudley, Joshua T. Dilworth

Posters

Postmastectomy radiation therapy (PMRT) utilized as part of a breast cancer treatment regimen reduces the risk of disease recurrence in appropriately selected patients.1,2,3,4,5 However, PMRT increases risk of radiationrelated toxicities that can interfere with breast reconstruction post-mastectomy.6 Following mastectomy, implant-based reconstruction can increase patient satisfaction and quality of life7,8; complications induced by PMRT such as infection and tissue contracture, though, increase risk for implant loss and may ultimately require further surgeries for the patient.

PMRT is delivered based on treatment plans that are optimized to provide appropriate radiation dosages to tissues along the chest wall while simultaneously limiting exposure of …

Hypofractionated Regional Nodal Irradiation In Breast Cancer, Joseph Salib, Allison Hazy, Joshua T. Dilworth

Posters

• In women with breast cancer requiring whole breast irradiation therapy (WBI), current guidelines endorse moderately hypofractionated whole breast irradiation (HWBI), which includes a shorter, 3-4-week regimen of radiation with a higher dose per daily fraction in comparison to conventional whole breast irradiation (CWBI), which includes a 5-6.5-week regimen.
• Patients with certain risk factors may benefit from treatment to the regional lymph nodes (RNI), which include the ipsilateral axillary, internal mammary and supraclavicular chains.
• Some centers have been slower to adopt short-course treatment when regional lymph nodes also require treatment (H-RNI), despite a reduction in the number of treatments for the …

Clinical Outcomes Of Hypofractionated Whole Breast Irradiation In Early Stage, Biologically High-Risk Breast Cancer, Eva Leung, Benjamin D. Willen, Thomas J. Quinn, Muayad F. Almahari, Peter Y. Chen, Maha Saada Jawad, Gregory S. Gustafson, Michelle Ka Yan Wu, Joshua T. Dilworth

Posters

• Whole breast irradiation (WBI) has been used in the treatment of breast cancer patients after partial mastectomy.
• There has been increasing utilization of hypofractionated whole breast irradiation (HWBI), defined as a larger daily dose and fewer fractions compared to conventionally fractionated whole breast irradiation (CWBI). However, HWBI for patients with early-stage, biologically high-risk breast cancer remains relatively low.
• We define biologically high-risk breast cancer as either triple negative (estrogen receptor/progesterone receptor/human epidermal growth factor receptor 2 (Her-2) negative), Her-2 amplified, and/or patients with a high-risk multigene assay.
• The 2018 ASTRO guidelines form the basis for treating breast cancer patients with …

Patient Population Representation In Medical Education Textbooks: Gender Imbalance Of Diagnostic Images, Yasin Sahin, Abdul-Majid Khan, Nicolas Baker, Joshua Daniel, Jacob Keeley

Posters

Gender inequality: a longstanding issue that has been gaining overdue attention. Even within esteemed institutions such as medical schools, gender biases persist. Society trusts that those who attend medical school are given the knowledge needed to provide care and support during their most vulnerable moments as patients. While the education may be there, the “patients” may not be represented accurately. Future healthcare professionals must provide care for all patients, a diverse group encompassing all genders, ages, ethnicities, and backgrounds.

In 2019, the United States Census Bureau reported that the population was about 49% male and 51% female.¹ Therefore, medical students …

You’Re Testing My Patients: Clinicians’ Preferences For Structured Reporting And Measurement Data, Davit Melik, Adela Pouzar, Allan Brazier, Sayf Al-Katib

Posters

Radiological reports are a crucial part of patient care and management. Radiologists play a major role in patient care by interpreting imaging studies and making recommendations to referring physicians. 1,2,3 Although some physicians may prefer to initially interpret the imaging studies by themselves, radiologists’ reports have been shown to be significantly more accurate and detailed, which ultimately results in better patient care. 1,4,5,3 Thus it is important for radiology reports to be timely and as accurate as possible to improve overall patient care. The clarity of communication between radiologists and referring physicians in these reports remains an important factor in …

Breast Irradiation Is Well Tolerated In Carriers Of A Pathogenic Atm Variant, Leah R. Rotenbakh, Andrew H. Zureick, Dana Zakalik, Thomas J. Quinn, Vincent P. Grzywacz, Peter Y. Chen, Joshua T. Dilworth

Posters

• The ataxia telangiectasia mutant (ATM) gene is implicated in DNA damage repair.
• A pathogenic germline variant of the ATM gene is present in approximately 1% of the population.
• ATM gene variant increases radiation sensitivity and elevates the life-time risk of developing breast cancer by two- to four-fold.
• Potential for increased radiosensitivity poses concern for the utilization of radiation therapy (RT) for oncologic treatment in patients with the ATM gene variant.
• Current data regarding RT tolerance are limited and conflicting in this patient population.
• Current guidelines for hereditary breast cancer management issued jointly by the American Society for Radiation Oncology, American …