Anatomy Commons^™

Patient-Self Inflicted Lung Injury (P-Sili): An Insight Into The Pathophysiology Of Lung Injury And Management, Himanshu Deshwal, Ahmed Elkhapery, Rudra Ramanathan, Deepak Nair, Isha Singh, Ankur Sinha, Rishik Vashisht, Vikramjit Mukherjee

Department of Medicine Faculty Publications

Acute respiratory distress syndrome (ARDS) is a heterogeneous group of disease entities that are associated with acute hypoxic respiratory failure and significant morbidity and mortality. With a better understanding and phenotyping of lung injury, novel pathophysiologic mechanisms demonstrate the impact of a patient’s excessive spontaneous breathing effort on perpetuating lung injury. Patient self-inflicted lung injury (P-SILI) is a recently identified phenomenon that delves into the impact of spontaneous breathing on respiratory mechanics in patients with lung injury. While the studies are hypothesis-generating and have been demonstrated in animal and human studies, further clinical trials are needed to identify its impact …

The Effect Of Inelastic Compression Wraps On The Quality Of Life Of People With Chronic Venous Insufficiency: A Single-Center, Single-Arm Prospective Study, Abby Hargis Smits, Marita Yaghi, Narges Maskan Bermudez, Hadar Lev-Tov

Department of Medicine Faculty Publications

Background/Objectives: First line therapy for all manifestations of chronic venous insufficiency (CVI) is compression. However, patients frequently report dissatisfaction with compression stockings. Therefore, there is a need to find alternative therapeutic options that can promote compliance. Here, we investigate the impact of the novel, inelastic compression wrap device on quality of life (QoL) in patients with CVI who have failed therapy with compression stockings in the past. Methods: We conducted a six-week, open-label, single-center, non-blinded, prospective cohort study. The primary endpoint was the change in QoL over 6 weeks as measured by the Chronic Venous Disease Quality of Life Questionnaire …

Effectiveness And Safety Of Intravenous Iron Therapy In Outpatient Obstetrical Clinic For Treatment Of Iron-Deficiency Anemia During Pregnancy, Ellen M. Murrin, Olivia S. Lebeau, Lillian Singer, Mark A. Kassab, Peyton Kalan, Julie Costanzo, Scott A. Sullivan, George L. Maxwell, George R. Saade, Antonio F. Saad

Department of Obstetrics & Gynecology Faculty Publications

Background

Iron-deficiency anemia (IDA) affects over one-third of pregnant patients globally, contributing to severe maternal morbidity and adverse neonatal outcomes. Oral iron supplementation, while cost-effective, is limited by poor absorption, significant gastrointestinal side effects, and poor adherence. The use of intravenous (IV) iron addresses many of these concerns, including eliminating GI side effects and the need for daily therapy. However, administration of IV iron in pregnant patients is typically restricted to specialized infusion centers or hospitals due to concerns about acute side effects, cost, resource utilization, the need for fetal heart rate monitoring, and extended infusion times.

Methods

This descriptive …

Percutaneous Levoatrial Cardinal Vein Closure For Stroke Prevention, Chee Spencer, Amir Hasani, Alexander Ellis, David Adler

Department of Medicine Faculty Publications

We report 2 cases of cerebral embolism related to congenital levoatrial cardinal vein anomalies. Both patients had positive echocardiographic agitated saline studies but intact interatrial septum on transesophageal echocardiography. Levoatrial cardinal vein was diagnosed using computed tomography angiography. A novel technique for percutaneous levoatrial cardinal vein closure using vascular plug devices was successful in both patients.

A Linear Presentation Of Cutaneous Rosai Dorfman Disease, Emily Sheetz, Ryan C. Saal, Molly K. Smith, Rachel Chikowski Byrd

Department of Medicine Faculty Publications

[Case description] A 53-year-old female with type II diabetes and hypertension presented to the dermatology clinic with a 3-month history of an asymptomatic linear eruption along the right knee that extended distally along the shin. Initial biopsy showed an atypical lymphohistiocytic infiltrate (Fig 1), which was found to be polyclonal. At her 3-month follow up visit, the eruption demonstrated significant clinical progression with numerous indurated papules and papulonodules, some of which were tender, along the right knee and pretibial surface (Fig 2). No improvement was noted with topical triamcinolone prescribed at her initial visit.

Late Diagnosis Of Klinefelter Syndrome: Overcoming Phenotypic Variability And Diagnostic Oversights, Amna Kamran, Chinelo Okigbo

Department of Medicine Faculty Publications

We report a case of Klinefelter syndrome (KS) diagnosed in adulthood, emphasizing the impact of phenotypic variability and the declining reliance on physical examination in delayed recognition. A 27-year-old male with obesity, low libido, and biochemical and clinical primary hypogonadism was found to have 47, XXY karyotype, consistent with KS. His hypogonadism was initially attributed to obesity and overlooked, despite classic signs of a micropenis and small testes. The case highlights the importance of physical examination, comprehensive history, and clinician awareness in diagnosing KS, particularly in atypical presentations. KS is associated with increased risks of osteoporosis, cardiovascular disease, and psychosocial …

Discordance Between Profound Hyperprolactinemia And Hormone Immunostaining In A Pit1-Positive Pituitary Neuroendocrine Tumor. A Rare Case Report, Aneela Arif, Radwa Osman

Department of Medicine Faculty Publications

We present a rare case of a functioning macroprolactinoma with negative hormone immunohistochemistry (IHC) but positive PIT1 transcription factor staining. This case highlights the diagnostic value of transcription factor IHC when clinical and biochemical findings are discordant with hormone staining. An 18-year-old female with unremarkable medical history presented with high prolactin levels, galactorrhea, and amenorrhea for 6 months. She was not on any medications, and was not sexually active, or trying to conceive. Prolactin levels were markedly elevated (462, 1,067, and 1,282 ng/mL). MRI showed a 13×12×14 mm T2-hyperintense, slightly cystic pituitary macroadenoma with suprasellar extension and optic chiasm compression, …

Role Of Device Therapy In Complementing Contemporary Medical Management, Yoel Benarroch, Natalie Tapaskar, Amin Yehya

Department of Medicine Faculty Publications

Heart failure (HF) is a clinical syndrome characterized by signs and symptoms resulting from any structural or functional deficiency of ventricular filling or blood ejection. The mainstay of initial treatment remains lifestyle modifications, guideline-directed medical therapy, and addressing contributing factors. However, the past two decades have come with significant advances in device therapies to improve morbidity and mortality in HF despite evidence-based management as above. Given the rapidly evolving area of HF research and therapeutic development, it is important for clinicians to be familiar with novel therapies and how they can complement medical management. In this review we discuss the …

Percutaneous Closure Of A Left Ventricular Pseudoaneurysm Using A Post-Infarct Vsd Device Guided By Intracardiac Echocardiography, Omar Jafar, Nicholas Valle, Rupinder Bahniwal, Matthew Summers

Department of Medicine Faculty Publications

Left ventricular pseudoaneurysm (LVPA) is a rare, life-threatening complication that may arise after cardiac surgery, myocardial infarctions, or infective endocarditis. We present a case of a 55-year-old woman with complex surgical history and prior infective endocarditis who developed an incidental LVPA. Due to lack of surgical repair options, a percutaneous approach was pursued using a post-infarct ventricular septal defect device (PIVSD) under guidance of fluoroscopy and intracardiac echocardiography (ICE) guidance with successful exclusion of LVPA. This case highlights the utility of multimodal imaging in the percutaneous management of complex left ventricular lesions.

Sarcoidosis With Isolated Osseous Manifestations Mimicking Metastatic Malignancy, Ahmed Ismail, Ahmed Saleh, Yanis Boumber

Department of Medicine Faculty Publications

Sarcoidosis is an inflammatory disease of unknown etiology that commonly involves multiple organ systems, with the lungs and lymph nodes most frequently affected. Osseous involvement, although recognized, is considered uncommon and often overlooked due to its nonspecific clinical and radiographic features. Patients may be asymptomatic or present with pain, swelling, and functional limitations of the affected limb. Imaging can reveal findings such as bone lesions that mimic malignancy, including lytic or sclerotic changes. Diagnosis relies on histopathological confirmation of non-caseating granulomas. Treatment is directed at symptom relief and preservation of limb function. Here, we present a rare case of isolated …

Oral Anticoagulation Versus No Anticoagulation After Spontaneous Intracranial Hemorrhage In Patients With Atrial Fibrillation: A Systematic Review And Meta-Analysis Of Randomized Controlled Trials, Prathik Saravanan, Vaibhav Vats, Abouchita Rimane, Shrishti Agarwal, Srinidhi Kondepudi, Mathew Reji, Batoul Taqi, Naser Ashraf Tadvi, Preeti Elizabeth Jossy, Anjana Kumaram Kunnel Sabu, Asma's Munasar Ali Alsubari, Ranjit Sah, Hira Sarfraz, Muhammad Usman Khan, Abdullah Wahab Arif

Department of Medicine Faculty Publications

The decision to resume oral anticoagulation (OAC) in patients with atrial fibrillation (AF) after an intracranial hemorrhage (ICH) remains a significant clinical challenge due to competing risks of ischemic stroke and recurrent bleeding. We conducted a systematic review and meta-analysis of randomized controlled trials (RCTs) comparing long-term OAC with no OAC in patients with AF following an ICH. We searched MEDLINE, Embase, CENTRAL, and ClinicalTrials.gov through September 2025. The primary outcomes were ischemic stroke and ICH. Secondary outcomes included major adverse cardiovascular events (MACE), major bleeding, cardiovascular mortality, and all-cause mortality. Risk ratios (RRs) with 95% confidence intervals (CIs) were …

Fibrinolysis For Apical Thrombus As A Bridge To Emergent Valve-In-Valve Transcatheter Aortic Valve Replacement, Nicholas J. Valle, Omar A. Saleh, Mani C. Akunuri, Parth K. Parikh, Joshua A. Cohen, Deepak R. Talreja, Matthew R. Summers

Department of Medicine Faculty Publications

Background

Left ventricular (LV) thrombus is traditionally a contraindication to transcatheter aortic valve replacement due to embolic risk. Consequently, management of valvular cardiogenic shock complicated by LV thrombus identifies unique challenges that require innovative strategies.

Case Summary

A 58-year-old woman with critical bioprosthetic aortic stenosis, cardiogenic shock, and large LV thrombus (2.8 × 2.6 cm) underwent successful valve-in-valve transcatheter aortic valve replacement after systemic fibrinolysis bridge therapy.

Why Beyond the Guidelines

Current guidelines contraindicate transcatheter aortic valve replacement in patients with LV thrombus. This case demonstrates the novel use of low-dose, slow infusion tissue plasminogen activator as a bridge therapy …

Micro/Nanoplastics And Cancer: Focus On Gastrointestinal Malignancies - A Narrative Review, Sana Rabeeah, Priyata Dutta, Ahmad Mahdi, Alejandra Vargas, Edward C. Oldfield, David A. Johnson

Department of Medicine Faculty Publications

Micro- and nanoplastics (MNPs) are plastic particles smaller than 5 mm and 1 μm, respectively, and are emerging environmental pollutants with growing implications for human health. These particles stem from either 'primary sources', such as intentionally manufactured microbeads and industrial abrasives, or 'secondary sources', where larger plastic items break down into smaller fragments over time. Human exposure primarily occurs through ingestion and inhalation, with contaminated seafood and plastic-laden food packaging representing key routes of entry. Once ingested, MNPs can cross the intestinal barrier, accumulate in gastrointestinal (GI) tissues, and trigger biological responses. Mechanistic studies reveal that MNPs induce oxidative stress, …

Prevalence Of Electrocardiographic Changes And Risk Factors For Qtc Prolongation Among Steady State Sickle Cell Disease Patients: Cooperative Study Of Sickle Cell Disease, Mohammed B. Nawaiseh, Rund R. Haddadin, Yara B. Nawaiseh, Mohammad Z. Salameh, Abdallah A. Shurman, Osama Abu-Shawer, Asma I. Aljesrawi, Ibrahim A. Abuelbeh, Allaa Roto, Hadil Zureigat, Lana Mango, Munir Q. Zaqqa, Hanna K. Al-Makhamreh, Nakhleh Abu-Yaghi

Department of Medicine Faculty Publications

Objectives: Sickle cell disease (SCD) is associated with several cardiovascular adverse events. Corrected QT (QTc) interval prolongation is one of the potential life-threatening complications that predispose patients to sudden cardiac death. This study aims to assess the prevalence of electrocardiogram (ECG) changes and to investigate risk factors associated with increased propensity of QTc prolongation. Methods: This study utilized data from the Cooperative Study of Sickle Cell Disease Cardiac Ancillary Study. QT intervals were corrected using the Bazett formula, and prolongation was defined using sex-specific thresholds. The study population included African American patients with steady-state SCD across four clinical centers located …

The Pre-Polarization And Concentration Of Cells Near Micro-Electrodes Using Ac Electric Fields Enhances The Electrical Cell Lysis In A Sessile Drop, Kishor Kaphle, Dharmakeerthi Nawarathna

Electrical & Computer Engineering Faculty Publications

Cell lysis is the starting step of many biomedical assays. Electric field-based cell lysis is widely used in many applications, including point-of-care (POC) applications, because it provides an easy one-step solution. Many electric field-based lysis methods utilize micro-electrodes to apply short electric pulses across cells. Unfortunately, these cell lysis devices produce relatively low cell lysis efficiency as electric fields do not reach a significant portion of cells in the sample. Additionally, the utility of syringe pumps for flow cells in and out of the microfluidics channel causes cell loss and low throughput cell lysis. To address these critical issues, we …

Epicardial Cryoablation During Cardiopulmonary Bypass In A Pig Survival Model, Federica Serra, Jonathan M. Philpott, Anna Bulysheva, Christian W. Zemlin

Electrical & Computer Engineering Faculty Publications

Objective

Atrial cryolesions are usually created from the endocardium with the heart arrested. Some cardiac surgeons have used cryoablation epicardially during cardiopulmonary bypass, which is convenient because it does not require an incision into the atrial wall. Here, we analyzed the transmurality of epicardial cryoablations created during cardiopulmonary bypass in an arrested heart 30 days after ablation.

Methods

In Yucatan minipigs (n=5), hearts were exposed via sternotomy. Both caval veins were cannulated to collect blood for the cardiopulmonary bypass. Cryolesions were created applying a cryoprobe for 4 minutes per lesion. Hearts were harvested 30 days after the surgery. The transmurality …

Personalized Prediction Of Tumor Recurrence With Image-Guided Physics-Informed Computational Model In High-Grade Gliomas, Walia Farzana, Khan M. Iftekharuddin

Electrical & Computer Engineering Faculty Publications

High grade gliomas are infiltrating tumors characterized by their diffusive invasion and proliferative growth. Across and within patients heterogeneity of tumors makes it challenging to determine tumor spatial extent after surgical resection. Traditionally, tumor growth predictions after surgical resections rely on generalized models and population-based observations, which do not account for individual patient differences. To address this gap, we propose a personalized approach with image-guided computational model (digital twin) that incorporates physics-based modeling to predict tumor recurrence. Our digital twin involves an inverse modeling step, followed by a recurrence model that accounts for varying surgical effects. The physics-guided inverse model …

Development Of 2d Microfluidics Surface With Low-Frequency Electric Fields For Cell Separation Applications, Madushan Wickramasinghe, Dharmakeerthi Nawarathna

Electrical & Computer Engineering Faculty Publications

Cell separation techniques are widely used in many biomedical and clinical applications for the development of screening, diagnosis and therapeutic tests. Current 3D microfluidics-based cell separation methods have limited applications in part due to low throughput and technical complexity. To address these critical needs, we have developed a 2D microfluidics surface which is the miniaturized version of a 3D microfluids cell separation device. Using low-frequency electric fields (1–10 Vpp and 1 kHz–20 MHz), we have first studied dielectrophoresis, AC electro-osmosis and capillary flow within a sessile drop, and finally utilized the results to develop the 2D cell separation surface. Our …

Autistic Young Adults' Experiences And Recommendations For Strength Training, Ashlyn Barry, Justin A. Haegele, Daniel Schaefer, Kristen A. Pickett, Luis Columna

Human Movement Studies & Special Education Faculty Publications

Strength training can be a beneficial form of physical activity (PA), but little research has examined how autistic individuals experience it or what makes programs accessible and supportive. Therefore, the purpose of this study was twofold: (1) to explore autistic young adults’ experiences with strength training, and (2) examine their recommendations for designing programs that meet their needs. Thirteen autistic young adults (ages 22–25) participated in semi-structured interviews about their strength training experiences and preferences for program design. A qualitative descriptive approach with a constructivist lens guided reflexive analysis. Participants described key factors that influenced their participation in strength training, …

Impact Of Aerobic Exercise On Cardiometabolic Health In Patients With Diabesity: A Systematic Review And Meta-Analysis Of Randomized Controlled Trials, Sameer Badri Al-Mhanna, Barry A. Franklin, John M. Jakicic, Emmanuel Stamatakis, Linda S. Pescatello, Deborah Riebe, Walter R. Thompson, James S. Skinner, Sheri R. Colberg, Jonathan K. Ehrman, George S. Metsios, Norsuhana Omar, Nouf H. Alkhamees, Bodor Bin Sheeha, Abdullah F. Alghannam, Alexios Batrakoulis

Human Movement Studies & Special Education Faculty Publications

Purpose

This systematic review and meta-analysis of randomized controlled trials (RCTs) aimed to evaluate the effects of aerobic exercise on cardiometabolic health-related indices in patients with type 2 diabetes and concurrent overweight/obesity (diabesity).

Methods

PubMed, Web of Science, Scopus, Science Direct, Cochrane Library, and Google Scholar databases were searched from inception to October 2024. The search strategy included the following keywords: diabetes, aerobic exercise, and endurance training. RCTs comparing aerobic exercise training ≥2 weeks in duration to standard treatment were considered eligible. Participants were adults with diabesity.

Results

A total of 1391 middle-aged/older adult patients (55 % females) were included …

The Role Of Tgf-Beta Superfamily Members In Immune Homeostasis And Disease, Natalie Eva Nieuwenhuizen, Ioannis Eleftherianos, Piotr Jan Kraj, Maria Semitekolou

Biological Sciences Faculty Publications

[Introduction] The Transforming Growth Factor beta (TGF-beta) superfamily, encompassing molecules such as TGFs, activins, Bone Morphogenetic Proteins (BMPs), Growth/Differentiation Factor (GDFs) and Nodals, represents the largest family of growth and differentiation factors, playing crucial roles in developmental and physiological processes across animal species (1). These molecules are integral to tissue homeostasis and cell fate determination. Among them, TGF-beta is particularly noted for its regulatory influence on immune responses and tissue fibrosis (2, 3). Recent research has expanded our understanding of the immune functions of other superfamily members, including activin A and BMPs (4). These molecules signal through receptor complexes composed …

Long-Term Safety And Effectiveness Of The Treo Stent Graft For The Endovascular Treatment Of Infrarenal Abdominal Aortic Aneurysms, Matthew J. Eagleton, Michael C. Stoner, John Henretta, Maciej Dryjski, Jean M. Panneton, Apostolos Tassiopoulos, Manish Mehta, Benjamin Pearce, Mel J. Sharafuddin, Treo Investigators

Department Surgery Faculty Publications

Objective

Report on the long-term safety and effectiveness of the TREO stent graft in endovascular repair of AAA from a US investigational device clinical study.

Methods

Data from a multicenter, nonrandomized, prospective, US investigational device exemption pivotal study (NCT02009644) were used. From November 2013 to February 2016, 150 patients were enrolled at 29 US centers. Safety endpoints were defined as major adverse events (i.e., all-cause mortality, myocardial infarction, stroke, renal failure requiring renal replacement therapy, respiratory failure, paraplegia, bowel ischemia, and procedural blood loss of 1,000cc or greater). Effectiveness endpoints were defined as no aneurysm rupture, absence of sac increase …

Dengue Virus Modulates Critical Cell Cycle Regulatory Proteins In Human Megakaryocyte Cells, Swarnendu Basak, Shovan Dutta, Supreet Khanal, Girish Neelakanta, Hameeda Sultana

Biological Sciences Faculty Publications

Suppression of human megakaryocytes by dengue virus (DENV) infection significantly reduces the platelet count that eventually leads to thrombocytopenia, severe dengue and death. To understand DENV interactions with megakaryocytes, we investigated the cell cycle in leukemic human megakaryocytic in vitro cell line (MEG-01 cells). Megakaryocytes are known for complex endomitotic cell cycle leading to their polyploidy state. Our study shows that DENV uses these polyploid cells for its replication. Understanding the modulation of DENV-mediated cell cycle regulation in megakaryocytes is therefore highly important. We show that DENV2 (serotype 2) infection significantly modulates cell cycle signaling. Our protein profile microarray data …

Enhancing Bone Regeneration Using Kaempferol As An Osteoprotective Compound: Signaling Mechanisms, Delivery Strategies, And Potential Applications, Mojdeh Salehi Namini, Sanam Mohandesnezhad, Sadaf Mohandesnezhad, Vahid Mansouri, Lobat Tayebi, Nima Beheshtizadeh

Electrical & Computer Engineering Faculty Publications

Various plants, including fruits, vegetables, and spices, contain kaempferol, a bioflavonoid compound with diverse medicinal effects, such as antioxidant, antibacterial, and anti-inflammatory characteristics. Furthermore, this compound exhibits multiple health-promoting properties, including osteoprotection and osteogenesis, primarily by modulating various cell-signaling pathways. This review aims to illustrate the medical advantages of kaempferol and its role in regulating bone metabolism through cell signaling mechanisms. Numerous studies have demonstrated the bone-protective properties of kaempferol and its encapsulated form. Further research is needed to clarify the optimal dosages, toxicity, safety, and other potential mechanisms of action. This review demonstrates that several signaling pathways, including nuclear …

Longitudinal Assessment Of Fetal Myocardial Performance Index In Normal Pregnancy Using Spectral Tissue Doppler, R. Horgan, E. Sinkovskaya, E. Kalafat, G. Saade, A. Abuhamad

Department of Obstetrics & Gynecology Faculty Publications

Objective

Although spectral tissue Doppler imaging is recognized as the optimal method for assessing the fetal myocardial performance index (MPI), longitudinal reference ranges for fetal MPI measured using spectral tissue Doppler have not been established. Our objective was to use spectral tissue Doppler data to establish gestational-age-specific reference ranges from 12–33 weeks for left and right ventricular fetal MPI.

Methods

This was a prospective longitudinal study of women aged 18–35 years, with a body mass index below 30 kg/m² and a singleton pregnancy conceived spontaneously. Fetal MPI measurements were obtained in the first, second and third trimesters and MPI was …

Major Adverse Cardiovascular Events Are Less Frequent In Psoriasis Patients Starting Glp-1ra Compared To Controls: An Observable Retrospective Cohort Study, Ana Ormaza Vera, Marla F. Osorlo, Madison Olexson, June Choi, Chunghwan Ro, Clinton Enos

Department Dermatology Faculty Publications

Background: Psoriasis is an independent risk factor for major adverse cardiovascular events (MACE). We have previously shown that psoriasis patients with dyslipidemia have an increased incidence of MACE despite treatment with a biologic and a statin. Glucagon-like peptide-1 receptor agonists (GLP-1RA) have shown to reduce MACE in patients with type 2 diabetes and obesity, comorbidities that commonly co-occur with psoriasis. However, the association between GLP-1RA and the incidence of MACE among patients with psoriasis remains unknown.

Methods: We conducted a retrospective cohort study from 2014-2024 using a large, multi-center, electronic health record network (TriNetX). Patients aged 18-90 who started GLP-1RA …

Beyond Strong: A Phenomenology Of Women Executives And The Connection Between Leadership And Fitness, Nozomi Bullock

Antioch University Dissertations & Theses

Senior-level executive leaders’ work in a dynamic, competitive, 24/7 business environment can be physically rigorous, mentally demanding, and emotionally isolating. The same holds true for women pursuing senior-level leadership roles in corporate America. Women who achieve and succeed in such roles remain the minority: Outsiders in elite spaces who are held to higher standards and overly scrutinized. Among senior-level executive women leaders, those committed to a fitness and training regimen including weightlifting constitute an even smaller minority. Senior-level executive roles require stamina, resilience, and courage—qualities that make up the foundation of the mindset of fitness and strength training (Foyster et …

Protein Marker-Dependent Drug Discovery Targeting Breast Cancer Stem Cells, Ashley V. Huang, Yali Kong, Kan Wang, Milton L. Brown, David Mu

Department of Biomedical and Translational Sciences Faculty Publications

Breast cancer is one of the most common cancers globally. Unfortunately, many patients with breast cancer develop resistance to chemotherapy and tumor recurrence, which is primarily driven by breast cancer stem cells (BCSCs). BCSCs behave like stem cells and can self-renew and differentiate into mature tumor cells, enabling the cancer to regrow and metastasize. Key markers like CD44 and aldehyde dehydrogenase-1 (ALDH1), along with pathways like Wingless-related integration site (Wnt), Notch, and Hedgehog, are critical to regulating this stem-like behavior of BCSCs and, thus, are being investigated as targets for various new therapies. This review summarizes marker-dependent strategies for targeting …

Multi-Modal Mri Based Segmentation Of Brain Metastases Using Adaptive Self-Attention, Evan Savaria

Computer Science Faculty Publications

Brain metastases (BMs) are the most common adult central nervous system malignancy, affecting 20–40% of cancer patients. Accurate segmentation of metastatic lesions in multi-modal MRI is essential for treatment planning and prognosis however, manual delineation is time consuming and prone to variability. Traditional deep learning models such as U-Net, have improved segmentation accuracy but capture limited long-range dependencies and struggle with variations in metastasis size, shape, and distribution. This study introduces the Adaptive Integrated Multi-modal Segmentation (AIMS) model, an adaptive self-attention framework within a hybrid U-Net and Transformer architecture to enhance BM segmentation by leveraging multi-modal MRI integration. The proposed …