Digital Commons Network^™

What Is Screen Apnea And How Does It Affect You?, Kristi M. Soileau

New Orleans Dental Association News

Screen apnea is a modern epidemic of significant proportions. Research suggests that nearly 80% of people unconsciously alter their breathing, often holding their breath or breathing shallowly, while working on digital devices. This subtle shift in respiration, sometimes called “email apnea,” can place the body into a low-grade stress response without being noticed by the individual at the screen. When breathing becomes restricted from poor posting or content anxiety, the nervous system enters into a sympathetic response, much as it interprets signs of threats to that person. The resultant physiological response may be exhibited by muscle tension, mental fog, increased …

Enhancing Pediatric Resident Trauma Education In The Pediatric Emergency Department, Dina Nassar, Elizabeth Kurian

St. Chris Research Day

No abstract provided.

Quantifying Patient Positioning Errors And Radiation Dose Variation In Cardiac Computed Tomography Angiography, Yasser H. Hadi, Hassan B. Hawsawi, Niamh Moore, Helle Precht, Andrew England, Mark Mcentee

Journal of the Saudi Heart Association

Objectives: Accurate patient centring at the computed tomography (CT) scanner isocentre is essential for optimising radiation dose. This study aimed to quantify positioning errors, assess their relationship with radiation dose, and estimate the potential dose reduction achievable with optimal centring. Methods: This retrospective observational study included adult patients (≥18 years) who underwent electrocardiography (ECG)-gated cardiac CT angiography between January 2023 and July 2025 at a tertiary hospital. Scans were performed using Siemens SOMATOM Force dual-source CT systems. Vertical and lateral deviations from the scanner isocentre were calculated from scout images using integrated analytics within the institutional dose monitoring platform (Qaelum …

Modalities Of Vision Restoration In Optic Neuropathies And Retinal Disease, Batsheva Rubin, Fabio Lavinsky, Rachel Cain, Ajay E. Kuriyan, Gadi Wollstein, Ronald Zambrano, Joel Schuman

Wills Eye Hospital Papers

Visual impairment affects over 250 million people globally and carries a significant psychosocial and economic burden. In recent years, rapid advancements in biomedical engineering and regenerative medicine have driven the development of innovative therapies aimed at restoring visual function. Here, we first provide an overview of the visual pathway, imaging modalities, and the psychosocial and economic burden of vision loss. Then we review four vision restoration approaches: gene and stem cell therapies, optogenetics, retinal prosthetic devices, and visual pathway electrical stimulation. For each therapeutic approach, the mechanism of action, clinical outcomes, adverse events, and current limitations are discussed. Stem cell …

Development Of Novel Plasma Proteomic Biomarkers For Cancer-Associated Thrombosis In An Advanced Cancer Cohort, Juan L Bueno, Micheline M Resende, Michael E Scheurer, Christopher I Amos, Chao Cheng, Ang Li

Faculty, Staff and Students Publications

Background: Existing risk models for cancer-associated thrombosis (CAT) show suboptimal performance in selective high-risk populations with cancer. Affinity-based plasma proteomics offers a novel approach for detecting CAT risk.

Objectives: To identify plasma biomarkers for CAT using proximity extension assays in an advanced cancer cohort.

Methods: We performed a nested case-control study using the Olink Explore HT panel. The final cohort included 57 patients with CAT and 113 matched control patients from 5 selected cancer types who had samples collected between cancer diagnosis and chemotherapy initiation. Random survival forest model was used to assess nonlinear associations with CAT in 5416 normalized …

Celiac Plexus Radiosurgery For Retroperitoneal Pain In Advanced Cancer: A Pre-Specified Secondary Analysis Of Health-Related Quality Of Life In A Phase Ii Single-Arm Trial, Aisling Barry, Ronen Fluss, Laura Dawson, David Hausner, Michael Buckstein, Talia Golin, Laurence Freedman, Marcin Miszczyk, Dayssy Diazpardo, Artur Aguiar, Dror Limon, Raphael Pfeffer, Moaz Ben-Ayun, Liat Hammer, Ziv Symon, Ofir Morag, Gali Jacobson, Adam Dicker, Jerzy Wydmanski, Camilla Zimmermann, Yaacov Lawrence

Department of Radiation Oncology Faculty Papers

BACKGROUND: Retroperitoneal pain syndrome seen in pancreatic cancer is a major clinical challenge. Celiac plexus radiosurgery, a new palliative technique for retroperitoneal pain syndrome, decreased pain levels in a phase II study. Here Health-Related Quality of Life (HRQOL) outcomes are reported.

METHODS: Evaluable patients, who were enrolled between January 2018 and December 2021, in an international single-arm Phase II ethics-approved study (NCT03323489), were included. The pre-specified secondary endpoint-change in HRQOL from baseline to 3- and 6-weeks post-treatment, was measured by the Functional Assessment of Cancer Therapy - Hepatobiliary (FACT-Hep) version 4 questionnaire. Mean change was deemed clinically significant (CS) if …

Nudging Implementation Of Low Tidal Volume Ventilation: A Stepped Wedge, Cluster Randomized Trial, Meeta Prasad Kerlin, Michael O. Harhay, Fan Li, Dylan S. Small, Yingying Lu, Wei Wang, Barry D. Fuchs, Mark E. Mikkelsen, Teresa Tran, Aerielle Belk, Jasmine A. Silvestri, Tamar Klaiman, Stefania Scott, Elizabeth Levy, Michael W. Sjoding, Rachel Kohn, Karsten J. Roberts, Rinad S. Beidas, Scott D. Halpern

College of Health Professions Faculty Papers

BACKGROUND: "Nudges" embedded in the electronic health record (EHR) facilitate desired decisions while preserving autonomy and may provide a scalable strategy to overcome the common implementation barrier of lack of knowledge about a best practice. We sought to test whether EHR-based nudges targeting two intensive care unit (ICU) clinician groups would safely increase evidence-based use of low tidal volume ventilation.

METHODS: We performed a stepped-wedge, cluster randomized, hybrid type 3 effectiveness-implementation trial in 12 ICUs from February 2021 to May 2023 to test three nudges targeting clinicians responsible for order entry and respiratory therapists responsible for operationalizing orders and documentation. …

Systemic Α₂-Agonist Use And Lower Hazard Of Glaucoma Compared With Β-Blockers: A Cohort Study, Ibrahim Abboud, Amin Z. Khudari, Abdelaziz Abdelaal, Amr Almobayed, Subhi J. Al'aref, Jonathan S. Myers, Richard K. Lee, Abdelrahman M. Elhusseiny

Wills Eye Hospital Papers

OBJECTIVE: Systemic antihypertensive medications may influence glaucoma-related outcomes through intraocular pressure-dependent and vascular mechanisms. While topical α₂-agonists are established glaucoma therapies, the association between systemic α₂-agonists and glaucoma hazard remains unexamined; we compared their hazard with systemic β-blockers in adults with hypertension.

METHODS AND ANALYSIS: We conducted a multicentre retrospective cohort study using deidentified electronic health records. Adults aged ≥40 years with hypertension and chronic exposure to systemic α₂-agonists or β-blockers were included. Patients with pre-existing ocular hypertension (OHT), primary open-angle glaucoma (POAG), concomitant comparator use, or inadequate ophthalmic follow-up were excluded. We balanced cohorts using propensity score matching (PSM) …

Multi-Site Dms Probing Reveals Higher-Order Structure Of Rna-Protein Complexes In Living Cells, Anthony Hoang, Joshua Meehan, Ritwika Bose, David Mitchell, David H Price, Calla M Olson, Chase A Weidmann, Anthony M Mustoe

Faculty, Staff and Students Publications

Identifying tertiary structures and protein binding sites in RNA molecules remains a key challenge in RNA biology. We describe multi-site dimethyl sulfate (DMS)-mutational profiling (MaP) (msDMS-MaP), a strategy that enables simultaneous measurement of RNA secondary, tertiary, and quaternary structures via a single DMS chemical probing experiment. Optimized reverse transcription decodes typically invisible DMS N7-methylguanine (N7-G) modifications via a tautomer-induced mutational signature concurrent with N1 and N3 modifications. We show that N7-G reactivity reports on higher-order RNA structures, revealing key functional motifs such as pseudoknots and protein binding sites. Using msDMS-MaP, we find that E. coli ribosomal RNAs encode numerous independently …

Ultra-Rare Functional Variants Reveal Early-Onset Breast Cancer Risk Genes And Pathways In The Uk Biobank And All Of Us Research Program, Chen Wang, Panagiotis Katsonis, Yi Li, Lawrence A Donehower, Olivier Lichtarge

Faculty, Staff and Students Publications

Breast cancer (BRCA) affects one in eight women, and while past studies have identified susceptibility genes and variants, those driving early-onset disease remain opaque. We introduce EA-Pathways, a control-free association method that aggregates ultra-rare germline coding variants weighted by Evolutionary Action to detect functional impact distribution biases in genes and pathways. In UK Biobank women with BRCA, EA-Pathways prioritized candidate risk genes across pathways enriched in known familial genes. Ultra-rare, high-impact variants in these genes were BRCA specific, and variants from eight pathways were associated with 2-year-earlier disease, including homology-directed DNA repair, TP53, and pexophagy pathways. The early-onset effect replicated …

Agenda (Pdf), Department Of Surgery

Surgery Research Symposium

Agenda for the 4th Annual Surgery Research Symposium held May 7, 2026.

Short-Term Bayesian Influenza Forecasting In A Hospital Environment Using A Linear Kalman Filter., Shankar Kaleeswaran Mani, Grzegorz A Rempala, Eben Kenah, Fernanda L Schumacher

Ambulatory and Primary Care Articles

Accurately forecasting the weekly number of influenza (flu) lab tests and positive cases is important for hospitals as they work to plan staffing, manage supplies, and provide timely patient care. In this paper, we describe a practical use of a Bayesian Kalman filter to forecast weekly flu tests and positives in a hospital setting. Using data from a large hospital system in Ohio, we show that this approach, which blends real-time hospital information with historical patterns, offers a dependable way to anticipate flu-related patient volume as far as four weeks ahead.

A Case Of Successful Survival In A High-Risk Elderly Patient With Copd After Endotracheal Intubation, Julia Cueto Oms-Ii

Rowan-Virtua Research Day

Exacerbations of chronic obstructive pulmonary disease (COPD) leading to acute respiratory failure (ARF) is one of the major causes of mortality worldwide, thus typically having poor outcomes. Risk factors such as the need for invasive mechanical ventilation (IMV), severity of disease, comorbidities, and increased age are predictors of increased mortality rates in COPD patients. Noninvasive ventilation (NIV), like bilevel positive airway pressure (BiPAP) or high flow nasal cannula (HFNC), is the initial standard of care for acute exacerbations of COPD. However, longer periods of NIV and failure of NIV therapy can lead to delayed endotracheal intubation and higher mortality rates. …

A Neck Too Tight: Emergent Cricothyrotomy For Airway Collapse From Expanding Post Anterior Cervical Discectomy And Fusion (Acdf) Hematoma, Nicole R. Eregha, Kishan Patel, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Anterior cervical discectomy and fusion (ACDF) is a commonly performed surgical procedure used to treat cervical spine pathology including radiculopathy and spinal cord compression. Although generally safe, postoperative complications can occur. One of the most feared complications is expanding neck hematoma, which may lead to rapid airway obstruction due to tracheal compression and soft tissue swelling. The reported incidence of postoperative hematoma after ACDF ranges from 0.2–1.9%, with a subset of patients requiring emergent airway intervention or surgical evacuation [1]. Patients with postoperative hematoma typically present with neck swelling, dysphagia, hoarseness, dyspnea, and inability to tolerate secretions, symptoms that may …

Learning From Our Dental Colleagues: A Brief Review Of Counter-Stimulation To Reduce Procedural Pain In Emergency Medicine Mechanisms, Existing Evidence, And A Pragmatic Research Agenda, James Espinosa, Neal Appelstein, Alan Lucerna

Rowan-Virtua Research Day

Counter-stimulation techniques such as tapping, pressure, vibration, and tissue shaking are commonly observed in dental practice during administration of local anesthetic nerve blocks. Although not systematically described in the Emergency Medicine literature, individual clinicians may employ tactile counter-stimulation techniques during needle-based procedures. The practice remains under-theorized and under-studied within the Emergency Medicine literature. This brief review synthesizes mechanistic neurobiology—including segmental gate control theory (Melzack & Wall, 1965), descending inhibitory modulation, and attentional salience models—with evidence from dental and needle-procedure research. We propose a practical taxonomy of counter-stimulation techniques applicable to Emergency Medicine and identify gaps in the current literature. Finally, …

From Confirmation To Guidance: Making The Case For Intraprocedural Pocus As The Next Developmental Step In Ultrasound-Supported Shoulder Reduction A Conceptual Practice Proposal And Research Agenda, James Espinosa

Rowan-Virtua Research Day

Point-of-care ultrasound (POCUS) is well established for the diagnosis of shoulder dislocation and for the confirmation of successful reduction. However, its role during the reduction maneuver itself remains under-described. This conceptual practice proposal argues that intraprocedural POCUS represents the logical next developmental step in ultrasound-supported shoulder reduction. By introducing real-time visualization of humeral head translation during reduction attempts, clinicians may identify ineffective vectors earlier, adjust technique midstream, and potentially reduce repeated attempts or escalation of procedural sedation. This work does not present outcome data but instead proposes a practical framework, workflow model, and research agenda for intraprocedural implementation. Future study …

Improving Emergency Department Throughput: Implementation Of A Nurse-Driven Protocol In Pediatric Fast-Track Patients Presenting With Fever, Kerrigan A. Teeple

Evidence-Based Practice Project Reports

Overcrowding in the emergency department presents significant operational challenges and is associated with adverse patient outcomes (Gottlieb et al., 2020). Despite throughput initiatives, increasing patient acuity and rising census levels continue to strain emergency department efficiency. This quality improvement project evaluated whether implementing a fever-reduction standing order protocol could reduce door-to-provider and door-to-disposition times for pediatric fast-track patients presenting to the emergency department. A review of evidence across 6 databases identified nurse-initiated standing orders as a best-practice strategy to expedite care, improve throughput, and reduce delays in disposition. Guided by this evidence, a standing order protocol for acetaminophen administration was …

Barriers To Palliative Care Access In Rural South Dakota: A Policy And System-Level Analysis, Harshavardhan Kadarkaraisamy

Honors Thesis

Palliative care improves the quality of life for people living with serious illness. It helps by addressing symptoms, improving communication, and providing mental, physical, and spiritual support. However, in South Dakota access to palliative care is limited in rural areas. These challenges include geographic isolation, workforce shortages, healthcare infrastructure, reimbursement, and misunderstandings about palliative care. This thesis examines the key policy barriers that limit access to palliative care in rural South Dakota. This work involves engaging with South Dakota-specific literature, rural health research, policy sources, community education, telehealth expansion, and policy reform. By focusing on the rural context of South …

Comparison Of Ecg Features, Cardiac Biomarkers, And Clinical Outcomes In Three Waves Of Hospitalized Covid-19 Pneumonia Patients With Cardiovascular Events, Yuchen Han, Jahnavi Sunkara, Tshura S Ali, Harideep Samanapally, Vidyulata Salunkhe, Fnu Deepti, Emma C. Huang, Justin J. Huang, Maiying Kong, Jiapeng Huang

The University of Louisville Journal of Respiratory Infections

Background

Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) is a rapidly evolving virus that can severely impact the cardiovascular system. With new variants, it is important to characterize wave-specific (defined by dominant circulating variants) clinical changes.

Methods

A multi-center retrospective cohort study of patients hospitalized with SARS-CoV-2 community acquired pneumonia at eight adult acute-care hospitals in the city of Louisville, KY was conducted. Patients hospitalized with Coronavirus Disease 2019 (COVID-19) community acquired pneumonia who experienced a cardiovascular event between March 2020 and July 2022 were included in this analysis. Variant assignment was based on temporal prevalence rather than genomic confirmation, and …

Falling Star Program: A Visual Cue Intervention To Reduce Falls In Long-Term Care, Maggie Shanahan

Evidence-Based Practice Project Reports

Falls among older adults in skilled nursing and long-term care settings remain a leading cause of injury, functional decline, and increased healthcare utilization, contributing significantly to morbidity and mortality in this population (Centers for Disease Control and Prevention [CDC], 2023; Agency for Healthcare Research and Quality [AHRQ], 2022). The primary purpose of this project aimed to implement and evaluate a structured visual cue–based fall prevention intervention to reduce fall rates among high-risk residents in a long-term care facility in Northwest Indiana. The project included 23 participants aged 65 years and older who were identified as high risk for falls. Using …

Increasing Medication Adherence In Those With Hypertension, Holly Kimiecik

Evidence-Based Practice Project Reports

Hypertension is a chronic condition characterized by persistently elevated blood pressure and remains a significant contributor to morbidity and mortality in the United States. According to the Centers for Disease Control and Prevention (2024), approximately 47.7% of U.S. adults have hypertension, yet only about one in five achieve blood pressure control below 130/80 mm Hg. Medication adherence plays a critical role in managing hypertension and preventing complications. Adults aged 18 years and older prescribed antihypertensive medications from a primary care clinic in Valparaiso, Indiana, participated in this six-week quality improvement intervention. Evidence from a comprehensive literature review supports combining patient …

Cystic Fibrosis Mental Health And Wellness Questionnaire - Factors And Properties Of A Comprehensive Cf-Specific Self-Report Measure, C. Virginia O'Hayer, Patrick J. Smith, Max J. Genecov, Christopher F. Drescher, Heather Bruschwein, Chelsi N. Nurse, Katherine Lawliss, Darcy C. Esiason, Gunnar H. Esiason

Department of Psychiatry and Human Behavior Faculty Papers

BACKGROUND: Existing mental health self-report measures have been criticized for over-simplification, lack of CF-specific focus, susceptibility to measurement reactivity bias, and conflation of symptoms of anxiety and/or depression with CF-related symptoms and/or treatment side effects. The CF Mental Health and Wellness Questionnaire (CFMHWQ) is a 25-item measure assessing CF-specific mental health burden symptoms.

METHODS: To examine common underlying factors contributing to scores on the CFMHWQ, principal component analysis (PCA) was conducted of all 25 items. We conducted cross-validation of CFMHWQ principal components, examining unadjusted correlations between each principal component, demographic characteristics (age and biological sex), negative affect (mean rank global …

The Meaning Of Physical Activity In The Context Of Health Sciences: A Concept Analysis, Martín G. Farinola

International Journal of Physical Activity and Health

Physical activity has been defined in numerous ways. Thus, this study aimed to conduct a concept analysis of the existing physical activity definitions in the health sciences literature to evaluate its conceptual precision and assess the need for a revised or novel concept better suited for this domain. The concept analysis was accomplished using tools derived from philosophical semantics. The analysis identified six definitions that explicitly state what physical activity is with sufficient clarity to allow for conceptual examination. The findings indicated that these definitions frequently merge the concept of physical activity with its contextual attributes. To address these semantic …

Anthropometric Measurements Inform Complete Concentric Collapse Status In Patients With Obstructive Sleep Apnea, Jordan Weiner, Eugene Chio, Raj Dedhia, Colin Huntley, Michael Hutz, Phillip Huyett, Daniel Lee, Philip Losavio, Ilya Perepelitsyn, Ryan Soose, David Kent

Department of Otolaryngology - Head and Neck Surgery Faculty Papers

OBJECTIVE: Hypoglossal nerve stimulation in the US requires drug-induced sleep endoscopy to exclude patients with complete concentric collapse. This is an expensive and time-consuming requirement. We hypothesized that supine pharyngeal width, and other demographic and polysomnographic variables would associate with complete concentric collapse.

STUDY DESIGN: Prospective, multicenter cohort study.

SETTING: 10 centers in the United States with experience selecting patients for and performing airway surgeries for sleep apnea including hypoglossal nerve stimulation implantation.

METHODS: 600 patients meeting criteria for hypoglossal nerve stimulation underwent measurement of supine pharyngeal width and collection of demographic and polysomnographic data followed by drug-induced sleep endoscopy. …

Impact Of Intravenous Thrombolysis On Aspiration Thrombectomy Outcomes: An Imperative Trial Subgroup Analysis, Maxim Mokin, Reade Andrew De Leacy, William Mack, Raul G. Nogueira, Shahram Majidi, Dana Tomalty, Jan Vargas, Brett L. Cucchiara, Kenneth V. Snyder, Victoria Parada

School of Medicine Publications

Background The impact of intravenous (IV) thrombolysis on the outcomes of aspiration thrombectomy as the primary endovascular approach to stroke in patients with large vessel occlusion is unknown.

Methods The Imperative Trial was a prospective, investigational device exemption, multicenter trial of first-line aspiration thrombectomy that assessed the safety and efficacy of the Zoom System, including a novel 0.088 inch aspiration catheter in patients with stroke within 8 hours of onset. We compared procedural, technical, and clinical outcomes of aspiration thrombectomy based on whether patients had received IV thrombolytics prior to the intervention.

Results Among the 260 patients treated with front-line …

Isass Brave New Continuing Medical Education World: The Stifling Of Innovation In Spine Surgery Through Overrestriction Of Collaboration, Morgan P. Lorio, Kai-Uwe Lewandrowski, Óscar L. Alves, Avelino Parajón, Matthew Scott-Young, Hansen A. Yuan, Alex R. Vaccaro

Department of Orthopaedic Surgery Faculty Papers

BACKGROUND: in 2020, the accreditation Council for Continuing Medical education (aCCMe) released the Standards for Integrity and Independence in Accredited Continuing Medical Education, effective january 1, 2022, to ensure that accredited activities are accurate, balanced, evidence-based, and clearly separated from marketing and sales. although these aims are broadly supported, implementation may have unintended consequences in procedure-intensive specialties such as spine surgery, where surgeon–industry collaboration often drives device innovation, clinical trials, and dissemination of new techniques.

OBJECTIVE: To examine how current interpretations of ACCME eligibility and financial-relationship standards may affect continuing medical education in spine surgery and to propose practical adaptations …

Ebp Project In A Primary, Foster Care Medical Home: Implementation Of The Ages & Stages: Social Emotional Screener, Sara Moore

2026

Background: Children in the foster care system have increased diagnoses, mental health concerns, and developmental delays.
Purpose: The pilot used the ASQ-SE to determine if the protocol was feasible and if the screener identified social-emotional difficulties in a primary care clinic that serves children in foster care. 
Method: A pilot was created, and the ASQ-SE was administered to 33 patients during well-child visits (ages 2 months-70 months) over six weeks.
Results: Implementing a social-emotional screener was feasible in the foster care primary care clinic. The infants and toddlers screened (N=33) were grouped by referral status: 57.6 % (19) …

Mogad Is The Most Common Cause Of Isolated Optic Neuritis In Children, Jonathan Rosen, Jesse M Levine, Karla Salazar, Madhuri Chilakapati, Rod Foroozan, Victoria Hardwick, Jonathan M Yarimi, Nikita Shukla, Timothy E Lotze, Kristen S Fisher, Alexander J Sandweiss

Faculty, Staff and Students Publications

Objectives: The study aimed to characterize the clinical features, etiologies, and outcomes of isolated, first-time pediatric ON in the post-MOG-IgG era.

Methods: This was a single-center retrospective cohort study at Texas Children's Hospital of patients diagnosed with first-time ON between 2018-2024, with follow-up data collected through 2025. Inclusion criteria required monocular or binocular subacute vision loss with supportive paraclinical signs. Subjects were excluded if they had a prior history of demyelinating disease or extra-orbital demyelinating lesions on initial brain/spine MRI. Primary outcomes were the proportion of MOG-IgG seropositivity, retinal nerve fiber layer thickness, and visual acuity at onset and most …

Automated Analysis Of Radiation Oncology Incident Reports Using Large Language Models, Nathan A. Dobranski

LSU Master's Theses

Patient safety incident reporting in radiation oncology requires expert analysis that is time-intensive and subject to variability. This thesis presents the development and technical validation of a locally deployed large language model (LLM) system for automated incident report analysis across multiple cancer centers. The system was designed for automated summarization and taxonomy assignment of Radiation Oncology Incident Learning System (RO-ILS) reports, operating entirely on local infrastructure to preserve patient privacy. A two-round, multi-rater evaluation methodology was employed, incorporating 600 total expert evaluations from two academic cancer centers. Round 1 established baseline performance using Mistral 7B and Mixtral 8x7B models with …

Diabetic Nephropathy Masquerading As Systemic Disease: The Critical Role Of Renal Biopsy In A Young Uninsured Woman With Nephrotic Syndrome, Yolanda V. Gutierrez, Alexis Vargas Del Toro, Cristina Kochi Yamamoto, Jose Loayza Pintado, Andres Suarez-Parraga

School of Medicine Publications

Nephrotic syndrome can have overlapping features across multiple diseases, making diagnosis difficult without tissue confirmation. We describe a 30-year-old uninsured Hispanic woman with type 1 diabetes, hypertension, and CKD3B who presented with nephrotic syndrome, sepsis, and progressive muscle weakness. Her pleural effusions, periorbital changes, elevated free light chains, and dysphagia raised concern for systemic conditions such as amyloidosis or polymyositis, especially given inconsistent outpatient follow-up. Because her management would differ significantly depending on the underlying cause and due to the high risk of loss to follow-up, a renal biopsy was pursued. Serologic studies were unremarkable, and biopsy ultimately confirmed diabetic …