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Sengstaken-Blakemore Tube Placement: A Simulation-Based Training Program for a High-Acuity, Low-Frequency Procedure
Wilson, Carolyn; Chandrabos, Ceena; Shen, Katie; Venkat, Manu; Pradhan, Deepak; Goodman, Adam; Williams, Renee; Uy, Catherine
INTRODUCTION/UNASSIGNED:Variceal hemorrhage is a severe and often fatal consequence of portal hypertension from liver cirrhosis. Although endoscopic and radiographic interventions have largely replaced balloon tamponade, the Sengstaken-Blakemore tube (SBT) remains a critical salvage therapy. However, declining use has led to limited provider experience and familiarity with SBT placement and management. METHODS/UNASSIGNED:We implemented a hands-on, manikin-based simulation program for fellows and attendings from gastroenterology and critical care to improve provider familiarity with SBT placement and management. Standardized SBT kits were developed and distributed across all sites. Annual simulation sessions included presession didactics, live demonstrations, and small-group hands-on practice. Pre- and postsession surveys assessed self-reported confidence in SBT placement, management, and removal using a 5-point Likert scale. A Wilcoxon signed-rank test analyzed changes in confidence. RESULTS/UNASSIGNED:Fifty-four participants participated in 2023. Prior to training, only 20% of participants reported having received any formal instruction on SBT placement or management and 39% had never placed an SBT in a real-life scenario. Confidence in SBT placement (mean 3.00-4.30), management (1.78-4.31), and removal (2.17-4.43) significantly increased after the simulation. DISCUSSION/UNASSIGNED:This simulation-based intervention was associated with improved self-reported confidence in SBT placement, management, and removal for a high-acuity, low-frequency procedure. Given interest, emergency medicine, surgery, and internal medicine were included in subsequent years. Our results underscore the importance of structured training in bridging knowledge and skill gaps across gastroenterology and critical care disciplines. Future work should assess long-term retention and explore curriculum integration.
PMCID:13291162
PMID: 42359370
ISSN: 2374-8265
CID: 6056402
Simulating crisis triage: a methodological framework for evaluating ventilator allocation under crisis standards of care
Walsh, B Corbett; Zhu, Jianan; Feng, Yang; Betensky, Rebecca A; Pradhan, Deepak
BACKGROUND:Crisis Standards of Care (CSC) may require rationing of life-sustaining resources, such as mechanical ventilation, during public health emergencies. Simulation modeling offers a scalable, transparent method to evaluate triage frameworks before implementation. While ventilator triage frameworks vary in their use of exclusion criteria, comorbidity adjustments, and reassessment frequency, few have been rigorously compared using real-world data under realistic surge conditions. Robust platforms that simulate both front-end (initiation) and back-end (reassessment or reallocation) triage are critical for evaluating clinical, operational, and ethical performance. METHODS:We developed a computational simulation platform using retrospective real-world data from intubated adults during the Spring 2020 COVID-19 surge across a large New York City health system. The simulated surge cohort included all patients mechanically ventilated between March 1 and June 30, 2020. A crisis cohort was defined as those patients receiving ventilation once 95% of the health system's pre-pandemic ventilator supply was in use. Eight CSC strategies were evaluated, including policies from New York, Pennsylvania, Maryland, Canada, two academic frameworks, a lottery-based system, and first-come first-served. Strategies varied in their use of exclusion criteria, comorbidity modifiers, reassessment intervals, and prioritization for special populations. Daily ICU census and ventilator availability were used to simulate resource strain and drive triage decision-making. Patients simulated for ventilator rationing were simulated to expire. Manual abstraction of comorbidities and structured rules for imputing missing SOFA subscores were applied uniformly. RESULTS:The platform simulated 10,000 iterations per strategy and included 2,365 intubated patients. Final analyses will be published separately. CONCLUSION:This platform provides a scalable, reproducible framework for evaluating ventilator triage strategies under pandemic-like conditions. By integrating both initial triage and serial reassessment (front- and back-end) logic, operational constraints, and clinical trajectories, it enables detailed comparisons of survival, resource utilization, and prognostic accuracy. The simulation also supports ethical evaluation by testing the practical impact of exclusion and comorbidity-based criteria. Such models can assist governments, health systems, and public health agencies in designing triage protocols that are evidence-informed, ethically defensible, and operationally feasible. This work demonstrates how computational modeling can strengthen health system preparedness and support public trust.
PMCID:13267345
PMID: 42192332
ISSN: 1471-2288
CID: 6049162
Relationship between cortical electrical responsiveness and changes in regional cerebral oxygenation (rSO2) and return of spontaneous circulation in prolonged cardiac arrest: a multi-center observational study
Huppert, Elise L; Roellke, Emma; Anbarasan, Deepti; Spiegel, Rebecca; Tarpey, Thaddeus; Abe, Olumayowa; Bloom, Benjamin M; Cairns, Charles; Chan, Louisa; Chawla, Shalinee; Deakin, Charles D; Findlay, Shannon; Foroozesh, Mahtab; Girgis, Amira; Gonzales-Silva, Anelly; Jarman, Heather; Keshavarz-Shirazi, Tara; Kulstad, Erik; Lyaker, Michael; Mengotto, Amanda; Ogedegbe, Chinwe; O'Keeffe, Terrence; O'Neill, Caitlin; Page, Valerie; Patel, Jignesh; Perkins, Gavin D; Pradhan, Deepak; Scherer, Elizabeth; Sharma, Rahul; Sinha, Niraj; Tran, Linh; Thomas, Matthew; Velchev, Veselin; Parnia, Sam
BACKGROUND:Ischemic/anoxic brain injury is often assumed to occur within minutes of severe cerebral ischemia. However, emerging evidence suggests brain tissue may be more resilient, with important implications for resuscitation. We hypothesized that during prolonged cardiac arrest, cortical electrical activity may be restorable if cerebral oxygenation thresholds are met and may be associated with return of spontaneous circulation (ROSC). METHODS:) during cardiopulmonary resuscitation (CPR). RESULTS:≥16%, and alpha at >40%. Alpha activity was seen up to 35 min, and delta/theta up to 60 min into CPR. Suppression reverted to near-normal in 12% of transitions. Alpha activity was associated with ROSC (OR 5.4; 95% CI 1.08-29.20; p = 0.045), while suppression predicted lower ROSC odds (OR 0.12; 95% CI 0.02-0.53; p = 0.002). Survival analysis was limited by small sample size. CONCLUSION/CONCLUSIONS:Near-physiologic brain activity may be restored during prolonged CPR if oxygenation thresholds are met and is associated with ROSC. Further research is needed to evaluate survival outcomes.
PMID: 41759814
ISSN: 1873-1570
CID: 6010602
Higher Ventilation Rate is Associated with Increased Return of Spontaneous Circulation in In-Hospital Cardiac Arrest Patients with Advanced Airways
Jaffe, Ian S; Ren, Yulan; Tran, Linh; Yuriditsky, Eugene; Gonzales, Anelly M; Patel, Jignesh K; Shahnawaz, Samia; Horowitz, James; Bloom, Ben; Pradhan, Deepak; Kulstad, Erik; Jarman, Heather; Tong, Nam; Thomas, Matthew; Chan, Louisa; Page, Valerie; Deakin, Charles; Perkins, Gavin D; Yu, Chang; Parnia, Sam
BACKGROUND:Current CPR guidelines recommend 10 breaths/min in adult cardiac arrest patients with an advanced airway, though this is largely based on animal studies. We evaluated the association between ventilation rate and return of spontaneous circulation (ROSC) in in-hospital cardiac arrest (IHCA). METHODS:) monitoring. Patients were enrolled from 25 tertiary centers in the U.S. and U.K. A subset had intra-arrest arterial blood gases collected per routine care. RESULTS:did not differ significantly, suggesting a hemodynamic mechanism. CONCLUSIONS:monitors. Thus, more studies are needed to determine the need to re-evaluate current ventilation targets during CPR in intubated patients.
PMID: 41207464
ISSN: 1873-1570
CID: 5966342
The Hidden Bias of Missing Data in Crisis Standards of Care Simulation Studies: Not So Random, Rethinking Missing Data in Crisis Standards of Care Simulation Studies
Zhu, Jianan; Pradhan, Deepak; Emeruwa, I Obi; Walsh, B Corbett
PMID: 41140034
ISSN: 1938-744x
CID: 5960842
Competencies, Certification, and Credentialing in Critical Care Ultrasound
Schott, Christopher K; Hernandez, Antonio; Pradhan, Deepak
Critical care ultrasound (CCUS) is a tool enabling providers to deliver bedside care to the sickest patients in the hospital. Competency in CCUS involves understanding its indications, acquiring and interpreting images, and integrating this information for clinical decision-making. Core examinations include focused transthoracic echo (basic and/or advanced), thoracic ultrasound, abdominal ultrasound, vascular diagnostic, and procedural guidance. Certification, provided by an external professional society or certifying body, and credentialing, conducted internally by an individual provider's health care organization, are both processes designed to ensure competency. This article clearly defines these concepts, reviews relevant literature, and offers guidance on best practices.
PMID: 40484622
ISSN: 1557-8232
CID: 5868862
Exploring the role of immersive virtual reality simulation in health professions education: A thematic analysis
Talan, Jordan; Forster, Molly; Joseph, Leian; Pradhan, Deepak
BACKGROUND:Although technology is rapidly advancing in immersive virtual reality (VR) simulation, there is a paucity of literature to guide its implementation into health professions education, and there are no described best practices for the development of this evolving technology. OBJECTIVE:We conducted a qualitative study using semi-structured interviews with early adopters of immersive VR simulation technology to investigate utilization and motivations behind employing this technology in educational practice, and to identify the educational needs that this technology can address. METHODS:We conducted 16 interviews with VR early adopters. Data were analyzed via Directed Content Analysis through the lens of the Unified Theory of Acceptance and Use of Technology (UTAUT). RESULTS:The main themes that emerged included Focus on Cognitive Skills, Access to Education, Resource Investment, and Balancing Immersion. These findings help to clarify the intended role of VR simulation in health professions education. Based on our data, we synthesize a set of research questions that may help define best practices for future VR development and implementation. CONCLUSIONS:Immersive VR simulation technology primarily serves to teach cognitive skills, to expand access to educational experiences, to act as a collaborative repository of widely relevant and diverse simulation scenarios, and to foster learning through deep immersion. By applying the UTAUT theoretical framework to the context of VR simulation, we not only collected validation evidence for this established theory, but also proposed several modifications to better explain use behavior in this specific setting.
PMID: 39899270
ISSN: 2369-3762
CID: 5783722
Accuracy of Echocardiographic Cardiac Output Assessment by Critical Care Fellows
Talan, Jordan; Mangalick, Keshav; Pradhan, Deepak; Sauthoff, Harald
BACKGROUND/UNASSIGNED:Advanced critical care echocardiography comprises a specific set of qualitative and quantitative point-of-care echocardiography skills, including a reliable, noninvasive method to measure cardiac output. This technique requires echocardiographic measurement of left ventricular outflow tract (LVOT) diameter and LVOT velocity time integral (VTI). Although there is a demand among critical care fellows to learn these advanced techniques, there are no data describing the acquisition of mastery in these skills. OBJECTIVE/UNASSIGNED:This pilot study aims to describe the accuracy of echocardiographic measurement of LVOT diameter and LVOT VTI obtained by critical care fellows after an educational intervention, as well as to enhance validation evidence for an image scoring assessment that is applicable to these measurements. METHODS/UNASSIGNED:We implemented a brief mastery learning intervention to teach the measurement of LVOT diameter and VTI. Fellow measurements of these parameters, along with the corresponding echocardiographic images, were compared with a gold standard of measurements obtained by professional echocardiography technicians and interpreted by cardiologists. RESULTS/UNASSIGNED: = 0.004), with a mean percent difference of 8.05 ± 7.0%. The sensitivity for fellows to detect an abnormal LVOT VTI was 91%, with a specificity of 43%. CONCLUSION/UNASSIGNED:Critical care fellow measurement of LVOT VTI and LVOT diameter demonstrated strong and moderate positive correlations with cardiologist-reported values, respectively, with acceptable clinical agreement. However, interrater reliability and percent differences showed room for improvement. Education in these advanced skills is resource intensive, and additional research is needed to determine the most effective approach to training fellows.
PMID: 39822220
ISSN: 2690-7097
CID: 5777512
Lighting the FUSE to spark simulation best practices
Pradhan, Deepak; Penalo, Laura; Agnant, Joanne
PMID: 38366674
ISSN: 1365-2923
CID: 5751312
Impaired immune responses in the airways are associated with poor outcome in critically ill COVID-19 patients
Barnett, Clea R; Krolikowski, Kelsey; Postelnicu, Radu; Mukherjee, Vikramjit; Sulaiman, Imran; Chung, Matthew; Angel, Luis; Tsay, Jun-Chieh J; Wu, Benjamin G; Yeung, Stephen T; Duerr, Ralf; Desvignes, Ludovic; Khanna, Kamal; Li, Yonghua; Schluger, Rosemary; Rafeq, Samaan; Collazo, Destiny; Kyeremateng, Yaa; Amoroso, Nancy; Pradhan, Deepak; Das, Sanchita; Evans, Laura; Uyeki, Timothy M; Ghedin, Elodie; Silverman, Gregg J; Segal, Leopoldo N; Brosnahan, Shari B
INTRODUCTION/UNASSIGNED:Mounting evidence indicates that an individual's humoral adaptive immune response plays a critical role in the setting of SARS-CoV-2 infection, and that the efficiency of the response correlates with disease severity. The relationship between the adaptive immune dynamics in the lower airways with those in the systemic circulation, and how these relate to an individual's clinical response to SARS-CoV-2 infection, are less understood and are the focus of this study. MATERIAL AND METHODS/UNASSIGNED:We investigated the adaptive immune response to SARS-CoV-2 in paired samples from the lower airways and blood from 27 critically ill patients during the first wave of the pandemic (median time from symptom onset to intubation 11 days). Measurements included clinical outcomes (mortality), bronchoalveolar lavage fluid (BALF) and blood specimen antibody levels, and BALF viral load. RESULTS/UNASSIGNED:While there was heterogeneity in the levels of the SARS-CoV-2-specific antibodies, we unexpectedly found that some BALF specimens displayed higher levels than the paired concurrent plasma samples, despite the known dilutional effects common in BALF samples. We found that survivors had higher levels of anti-spike, anti-spike-N-terminal domain and anti-spike-receptor-binding domain IgG antibodies in their BALF (p<0.05), while there was no such association with antibody levels in the systemic circulation. DISCUSSION/UNASSIGNED:Our data highlight the critical role of local adaptive immunity in the airways as a key defence mechanism against primary SARS-CoV-2 infection.
PMCID:11228597
PMID: 38978558
ISSN: 2312-0541
CID: 5732242