Investigative Techniques Commons^™

Evaluating Electronic Health Record Intervention Efficacy In Enhancing Inpatient Initiation Of Guideline-Directed Medical Therapy, Sheraz Qamar, Trisha Sindhu, Charlotte Pirquet, Benjamin Richter, Charlotte Sacksteder, Tatianna Branch, Jeffrey Riggio, Cara Martino, Patricia C. Henwood, Alan Kubey

Department of Medicine Faculty Papers

BACKGROUND: Heart failure (HF) is a leading cause of hospitalization, morbidity, and mortality. Despite evidence supporting guideline-directed medical therapy (GDMT), prescribing remains suboptimal, particularly at hospital discharge.

PROJECT RATIONALE: Hospitalization provides an opportunity to initiate or optimize GDMT, but workflow barriers and practice variation limit implementation. To address this gap, our system implemented a system-wide HF quality improvement initiative featuring evidence-based order sets and an electronic health record smart phrase ("HFNOTE") to centralize and standardize documentation and encourage GDMT use.

PROJECT SUMMARY: We analyzed 2,859 HF hospitalizations across 10 hospitals between December 1, 2024 and June 30, 2025. Use of …

Exploring Which Ehr Interventions Improve Heart Failure Hospitalization Outcomes Across 10 Hospitals, Sheraz Qamar, Andres Alvarado, Thomas Buckwalter, Patricia C. Henwood, Dana Jordan, Cara Martino, Jeffrey Riggio, Charlotte Sacksteder, Jared Vanderzell, Alan Kubey

Department of Medicine Faculty Papers

BACKGROUND: Heart failure (HF) remains a major cause of mortality and hospitalization despite advances in guideline-directed medical therapy (GDMT). Electronic health record (EHR)-based clinical decision support tools may improve care delivery, but their impact on outcomes remains ill-defined.

PROJECT RATIONALE: As part of a system-wide HF quality improvement initiative, we evaluated 2 EHR interventions: an evidence-based HF admission order set promoting early diuresis and GDMT optimization, and a templated HF documentation tool (HFNOTE) designed to capture clinical complexity.

PROJECT SUMMARY: We analyzed 4,865 HF hospitalizations across 10 hospitals between December 2024 and June 2025. Overall risk-adjusted mortality index was 0.83 …

Costs, Demographics, And Causative Agents In Patients Hospitalized For Drug Induced Liver Injury: Trends In A Large Academic Healthcare System, Megan Kozar, Yunisse Gonzalez, Dina Halegoua-De Marzio

Department of Medicine Faculty Papers

PURPOSE: Drug-induced liver injury (DILI) is an uncommon but potentially life-threatening condition. To date, the burden of DILI on a single, large healthcare system has not been investigated, preventing adequate resource allocation. This study aims to quantify DILI-related healthcare utilization within the Jefferson Health System (JHS) and identify case-related factors associated with high resource requirements; such information is crucial to focus efforts toward resource reduction.

PATIENTS AND METHODS: This study characterizes trends of 48 DILI cases within JHS, including demographics, payer status, causative agent, and DILI pattern. These variables were correlated with length of stay (LOS) and cost relating to …

Exploring The Optimal Age For Total Knee Arthroplasty To Minimize Risk Of Adverse Outcomes: Machine Learning Analysis Of A Statewide Cohort, Chloe Heiting, Yiyuan Wu, Susan M. Goodman, Peter Sculco, Fei Wang, Said A. Ibrahim, Peter Cram, Rich Caruana, Bella Mehta

Department of Medicine Faculty Papers

BACKGROUND: Rates of total knee arthroplasty (TKA) in the United States have risen in patients of a wide age range. Although rates of postoperative TKA complications have decreased, they remain a significant concern. In this study, we aim to determine how the risk of adverse TKA outcomes changes dynamically with age and explore the optimal ages with the lowest risk for adverse outcomes.

METHODS: This retrospective cohort study included patients who underwent elective primary TKA from 2012 to 2018 in the Pennsylvania Health Care Cost Containment Council Database. We trained (70% train:30% test) an explainable boosting machine (EBM), a modern …

Epidemiology Of Healthcare-Associated Ventriculitis And Meningitis (Hcavm) And Community-Acquired Meningitis/Encephalitis And Evaluation Of An Off-Label Pcr Panel For Hcavm Diagnosis, Jaime Nassur, Katarina Schnell, Christine Dolon, Laura Walters, Devin Weber, Matthew Pettengill

Department of Medicine Faculty Papers

Healthcare-associated ventriculitis and meningitis (HCAVM) is associated with high morbidity and mortality, but rapid diagnostic tests intended to cover microorganisms that typically cause HCAVM are not commercially available. We sought to evaluate the etiology of HCAVM compared to community-acquired meningitis/encephalitis (CAME) at our healthcare system, and to study the utility of repurposing a multiplex molecular panel intended for positive blood cultures for HCAVM cases. Our epidemiologic review demonstrated that HCAVM cases were primarily caused by bacteria and fungi also associated with bloodstream infections, in contrast with CAME cases, which were primarily caused by herpesviruses and Cryptococcus. Eighty-two cerebrospinal fluid …

Use Of Electrocardiograms To Identify Coronary Artery Disease: Cross-Validation Of An Artificial Intelligence Model, Michael Leasure, Indu Poornima, Adam Butchy, Utkars Jain, Devin Vasoya, Michael Warnick, Brent Williams, John Rehder, Prahlad Menon, Veronica A. Covalesky, Gary S. Mintz

Department of Medicine Faculty Papers

BACKGROUND: The current gold standard for the diagnosis of coronary artery disease (CAD) is invasive angiography; however, it is an invasive procedure. Therefore, we developed an artificial intelligence model designed to predict significant CAD from a resting digital 12-lead electrocardiogram (ECG).

OBJECTIVES: This retrospective study assessed the model's ability to predict clinically significant CAD in a patient population presenting for coronary angiography.

METHODS: From 2019 to 2021, 16,476 patients had a resting 12-lead digital ECG recorded within 90 days prior to coronary angiography. The artificial intelligence model was developed using 10-fold cross-validation methodology. Clinically significant disease was defined as angiographic …

Laboratory Monitoring In Patients With Moderate To Severe Plaque Psoriasis, Jonathan M. Fenkel, John A. Osborne, April W. Armstrong, Bruce Strober, Linda Stein Gold, Michael Cameron, Mark Lebwohl

Department of Medicine Faculty Papers

OBJECTIVES: Plaque psoriasis is a common immune-mediated disease associated with various comorbidities, including cardiovascular disease, diabetes, psoriatic arthritis, liver disease, and mood disorders. Biologic and small-molecule therapies are efficacious and well tolerated in adults with moderate to severe plaque psoriasis. However, dermatologists may be uncertain about appropriate laboratory monitoring in patients treated with these therapies, especially those with comorbidities.

METHODS: This review summarizes prescribing information and provides expert recommendations based on real-world experience in the monitoring of concerning laboratory values in patients with psoriasis.

RESULTS: Individualized monitoring is essential for maximizing the benefits and minimizing the risks associated with biologic …

Discriminative Accuracy Of Cha2ds2-Vasc Score, And Development Of Predictive Accuracy Model Using Machine Learning For Ischemic Stroke Risk In Cardiac Amyloidosis And Atrial Fibrillation, Waqas Ullah, Abhinav Nair, Eric Warner, Salman Zahid, Mansoor Rahman, Palwasha Khan, Indranee Rajapreyar, Sridhara S. Yaddanapudi, M. Chadi Alraies, Said Ashraf, Jeffery Van Hook, Yegeny Brailovsky

Department of Medicine Faculty Papers

BACKGROUND: CHA2DS2-VASc score in cardiac amyloidosis (CA) with atrial fibrillation (AF) is believed to underestimate ischemic stroke risk, necessitating a better predictive model.

METHODS: Data were obtained from the National Readmission Database (NRD). Outcomes between CA-AF and no-CA-AF were compared using multivariate regression analysis to calculate adjusted odds ratios (aORs). AutoScore, an interpretable machine learning framework, was used to develop a stroke risk prediction model, and its predictive accuracy was evaluated with an area under the curve (AUC) using the receiver operating characteristic analysis.

RESULTS: A total of 11,860,804 (CA-AF 22,687 (0.19%) and no-CA-AF 11,838,117) patients were identified from 2015 …

Apostel-R Recommendations For Reporting Retinal Optical Coherence Tomography Studies In Rodents, Frederike Cosima Oertel, Delia Cabrera Debuc, Peter A. Calabresi, Mei Chen, Christian Cordano, Michael Dietrich, Nicolas Feltgen, Oliver Gramlich, Ari J. Green, Janos Groh, Su-Chun Huang, Benjamin Knier, Thomas Korn, Letizia Leocani, Anat Loewenstein, Christian Van Oterendorp, Tunde Peto, Sven Schippling, Leopold Schmetterer, Steffen Schmitz-Valckenberg, Mathias W. Seeliger, Kenneth S. Shindler, Joel Schuman, Mustafa Sindi, Adnan Tufail, Jui-Kai Wang, Sebastian Wolf, Yuyi You, Martin Zinkernagel, Wolf Lagrèze, Philipp Albrecht

Department of Medicine Faculty Papers

BACKGROUND AND OBJECTIVES: Retinal optical coherence tomography (OCT) in rodent models has been used to longitudinally image retinal changes, to define end points for more costly or time-consuming experiments, and to better understand the pathophysiology underlying OCT findings in human diseases. No standardization of rodent OCT reporting currently exists. Here, we aim to establish consensus recommendation for reporting results from retinal OCT studies in rodents.

METHODS: Initial recommendations were developed based on the APOSTEL criteria for quantitative OCT reporting in humans by a core team. Using a modified Delphi process, an expert panel of rodent OCT researchers (N = 31) …

Brivaracetam For Spinal Cord Injury-Related Neuropathic Pain: Results Of A Pilot Double-Blinded, Randomized, Placebo-Controlled Clinical Trial, Leslie R. Morse, Ricardo A. Battaglino, Nguyen Nguyen, Brian Devries, Abigail Welch, Ana Lucia Battaglino, Clas Linnman, Michael Stillman, Robert Wudlick, Joda Glossner, Grant Anderton, Richard Goldstein, Scott P. Falci

Department of Medicine Faculty Papers

OBJECTIVE: Assess feasibility, safety, and tolerability of 3 months of oral brivaracetam for severe (9-10/10) spinal cord injury-related neuropathic pain.

METHODS: We conducted a multisite pilot study where adults were randomized to 3 months of brivaracetam (100 mg BID) or placebo. Pain was assessed via the Brief Pain Inventory, the International Spinal Cord Injury Pain Basic Dataset (version 2.0), and a daily pain diary.

RESULTS: We enrolled 24 participants across 2 sites and 14 participants were included in the final analysis (n = 8 placebo, n = 6 brivaracetam). The drug was tolerated with expected, nonserious side effects (nausea if …

Characterization Of Novel Arrhythmogenic Patterns Arising Secondary To Heterogeneous Expression And Activation Of Nav1.8, Zhong-He Zhang, Hector Barajas-Martinez, Hong-Yi Duan, Guo-Hua Fan, Hong Jiang, Charles Antzelevitch, Hao Xia, Dan Hu

Department of Medicine Faculty Papers

Background: Previous studies suggested that SCN10A/Nav1.8 may influence cardiac electrophysiology and the susceptibility to cardiac arrhythmias. Notably, the expression of SCN10A is not uniform, showing variable expression in each cardiac chamber. The present study aims to explore the functional significance of Nav1.8 expression among different cell types present in the ventricular myocardium.

Methods: The effect of the specific Nav1.8 blocker, A-803467, on action potential was recorded from epicardial, mid-myocardial (M cells) and Purkinje tissue slices isolated from the canine left ventricle using standard microelectrode techniques and on late sodium current from Purkinje cells using patch-clamp techniques.

Results: A-803467 treatment …

External Validation Of The Phoenix Sepsis Score In Children With Suspected Community-Acquired Sepsis, Elliot Long, Meredith Borland, Shane George, Shefali Jani, Eunicia Tan, Natalie Phillips, Amit Kochar, Simon Craig, Anna Lithgow, Arjun Rao, Stuart Dalziel, Ed Oakley, Stephen Hearps, Ben Gelbart, Sarah Mcnab, Fran Balamuth, Scott Weiss, Nathan Kuppermann, Charlotte Brad, Amanda Williams, Franz Babl

Department of Medicine Faculty Papers

IMPORTANCE: The novel Phoenix Sepsis Score and sepsis criteria were derived and validated using a multicountry dataset and proposed as a new definition for sepsis in children.

OBJECTIVE: To externally validate the Phoenix Sepsis Score and sepsis criteria in a cohort of children hospitalized with suspected community-acquired sepsis.

DESIGN, SETTING, AND PARTICIPANTS: This diagnostic study used data from the multicenter, multicountry Sepsis Epidemiology in Australian and New Zealand Emergency Departments (SENTINEL) study, collected from 2021 to 2023 and including 90-day follow-up. Children admitted to the hospital through 11 emergency departments in Australia and New Zealand and treated with parenteral antibiotics …

Development And External Validation Of The 'Global Surgical-Site Infection' (Glossi) Predictive Model In Adult Patients Undergoing Gastrointestinal Surgery, Viren P. Punja, Melanie K. Sion, Michael S. Weinstein

Department of Medicine Faculty Papers

Background: Identification of patients at high risk of surgical-site infections may allow surgeons to minimize associated morbidity. However, there are significant concerns regarding the methodological quality and transportability of models previously developed. The aim of this study was to develop a novel score to predict 30-day surgical-site infection risk after gastrointestinal surgery across a global context and externally validate against existing models. Methods: This was a secondary analysis of two prospective international cohort studies: GlobalSurg-1 (July-November 2014) and GlobalSurg-2 (January-July 2016). Consecutive adults undergoing gastrointestinal surgery were eligible. Model development was performed using GlobalSurg-2 data, with novel and previous scores …

Accuracy Of Noninvasive Diagnostic Tests For The Detection Of Significant And Advanced Fibrosis Stages In Nonalcoholic Fatty Liver Disease: A Systematic Literature Review Of The Us Studies, Dhaval Gosalia, Vlad Ratziu, Filip Stanicic, Djurdja Vukicevic, Vladimir Zah, Nadege Gunn, Dina Halegoua-De Marzio, Tram Tran

Department of Medicine Faculty Papers

Background: The purpose of this systematic literature review (SLR) was to evaluate the accuracy of noninvasive diagnostic tools in detecting significant or advanced (F2/F3) fibrosis among patients with nonalcoholic fatty liver (NAFL) in the US healthcare context.

Methods: The SLR was conducted in PubMed and Web of Science, with an additional hand search of public domains and citations, in line with the PRISMA statement. The study included US-based original research on diagnostic test sensitivity, specificity and accuracy.

Results: Twenty studies were included in qualitative evidence synthesis. Imaging techniques with the highest diagnostic accuracy in F2/F3 detection and differentiation were magnetic …