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Tumor Microenvironment Governs The Prognostic Landscape Of Immunotherapy For Head And Neck Squamous Cell Carcinoma: A Computational Model-Guided Analysis, Priyan Bhattacharya, Alban J Linnenbach, Andrew P. South, Ubaldo E. Martinez-Outshoorn, Joseph M. Curry, Jennifer M. Johnson, Larry A. Harshyne, Mỹ G. Mahoney, Adam J. Luginbuhl, Rajanikanth Vadigepalli 2025 Thomas Jefferson University

Tumor Microenvironment Governs The Prognostic Landscape Of Immunotherapy For Head And Neck Squamous Cell Carcinoma: A Computational Model-Guided Analysis, Priyan Bhattacharya, Alban J Linnenbach, Andrew P. South, Ubaldo E. Martinez-Outshoorn, Joseph M. Curry, Jennifer M. Johnson, Larry A. Harshyne, Mỹ G. Mahoney, Adam J. Luginbuhl, Rajanikanth Vadigepalli

Department of Otolaryngology - Head and Neck Surgery Faculty Papers

Immune checkpoint inhibition (ICI) has emerged as a critical treatment strategy for squamous cell carcinoma of the head and neck (HNSCC) that halts the immune escape of the tumor cells. Increasing evidence suggests that the onset, progression, and lack of/no response of HNSCC to ICI are emergent properties arising from the interactions within the tumor microenvironment (TME). Deciphering how the diversity of cellular and molecular interactions leads to distinct HNSCC TME subtypes subsequently governing the ICI response remains largely unexplored. We developed a cellular-molecular model of the HNSCC TME that incorporates multiple cell types, cellular states, and transitions, and molecularly …


Three-Dimensional Printed Models To Accelerate Resident Surgical Learning Curve For Standard Endoscopic Sinus Surgery Techniques, Jumah G Ahmad, Alexander J Citardi, Amber U Luong, William C Yao 2025 The Texas Medical Center Library

Three-Dimensional Printed Models To Accelerate Resident Surgical Learning Curve For Standard Endoscopic Sinus Surgery Techniques, Jumah G Ahmad, Alexander J Citardi, Amber U Luong, William C Yao

Faculty, Staff and Student Publications

Background: Endoscopic sinus surgery presents significant visuospatial challenges to surgical trainees. We tested the utility of novel 3D printed models to simulate sinus surgery tasks to improve endoscopic skillsets in resident trainees.

Methods: This was a prospective quality improvement study of 10 ENT residents (PGY1-5). Participants rotated through 4 stations with different 3D simulation training modules designed to enhance endoscopic skillsets in the axial, sagittal and coronal planes (e.g., straight forceps to grasp a bead from a ledge, angled instruments to cannulate openings). Participants completed a self-assessment survey on the subjective sinus surgical skills using a visual analog …


Speech Delay And Hearing Rehabilitation Disparities In Children With Hearing Loss, Lacey C Magee, Malek Bouzaher, Mihika Thapliyal, Yi-Chun Liu, Samantha Anne 2025 The Texas Medical Center Library

Speech Delay And Hearing Rehabilitation Disparities In Children With Hearing Loss, Lacey C Magee, Malek Bouzaher, Mihika Thapliyal, Yi-Chun Liu, Samantha Anne

Faculty, Staff and Students Publications

Objectives: To investigate the influence of race and insurance type on speech delay rates and hearing rehabilitation access in children with bilateral hearing loss (HL).

Study design: Retrospective cross-sectional study of pediatric patients with bilateral HL who received cochlear implants (CIs) or hearing aids (HAs).

Setting: This study used the national Pediatric Health Information System (PHIS) database to identify patients with HL across 52 tertiary care pediatric hospitals in the United States.

Methods: Data collected included demographics, CI/HA use, speech delay/disorders, and type of insurance coverage.

Results: This study identified 18,422 patients with bilateral HL (40.1% female, 66.3% white, 66.3% …


Postoperative Caregiver Decision Regret Following Velopharyngeal Dysfunction Surgery., Rohit Nallani, Nathan Farrokhian, Meghan Tracy, Kevin J. Sykes, Jill M. Arganbright 2025 Children's Mercy Kansas City

Postoperative Caregiver Decision Regret Following Velopharyngeal Dysfunction Surgery., Rohit Nallani, Nathan Farrokhian, Meghan Tracy, Kevin J. Sykes, Jill M. Arganbright

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Decision regret (DR) is a powerful factor in medical decision-making, particularly for surgical decisions which carry multiple risks, impact quality of life (QOL), and have uncertain outcomes. While prior studies have investigated caregiver DR after tonsillectomy and otologic surgery, there is a paucity of data assessing DR following pediatric otolaryngology procedures. The aim of this study is to measure DR following velopharyngeal dysfunction (VPD) surgery.

METHODS: A cross-sectional survey study with chart review was performed of caregivers of children who had VPD surgery performed by a single surgeon at a tertiary children's hospital. Demographic, medical, and surgical history were …


Fracture Patterns In Craniofacial Gunshot Wounds: A Seven-Year Experience, Gabriela G Cruz, Sameer H Siddiqui, David Z Allen, Kunal R Shetty, Sean P McKee, Brady J Anderson, Mark Knackstedt, W Katherine Kao, Tang Ho 2025 The Texas Medical Center Library

Fracture Patterns In Craniofacial Gunshot Wounds: A Seven-Year Experience, Gabriela G Cruz, Sameer H Siddiqui, David Z Allen, Kunal R Shetty, Sean P Mckee, Brady J Anderson, Mark Knackstedt, W Katherine Kao, Tang Ho

Faculty, Staff and Student Publications

Objective: To characterize facial fracture patterns and understand predictors of surgical repair and LOS with the objective of assisting providers in managing and understanding these complex injuries.

Study design: This is a retrospective cohort chart review study.

Methods: A retrospective review was conducted for patients admitted with gunshot wounds (GSWs) to the head, neck, or face between January 2013 and March 2020 at a level one trauma tertiary care hospital. Univariate and multivariate analysis were performed to identify associations with surgical repair and LOS.

Results: Of the 578 patients with head, neck, or facial GSWs, 204 survived and sustained facial …


A Rare Sequela Of Untreated Streptococcus Pharyngitis: A Case Report., Meredith Hiltbrand Lehoe, Emily Cushing 2025 OhioHealth

A Rare Sequela Of Untreated Streptococcus Pharyngitis: A Case Report., Meredith Hiltbrand Lehoe, Emily Cushing

Ambulatory and Primary Care Articles

Pharyngitis is commonly caused by the gram positive bacteria, streptococcus. Given the potential morbid complications of untreated streptococcal pharyngitis, antibiotics are critical. One of the rarer complications is pulmonary-renal syndrome (PRS), defined as rapidly progressive glomerulonephritis and diffuse alveolar hemorrhage. PRS is associated with high rates of morbidity and mortality, making swift diagnosis and treatment imperative for survival. More common causes of PRS are tied to autoimmune diseases. This case describes a novel progression of PRS caused by streptococcus. A 26-year-old male with no significant medical history presented to our emergency department with streptococcal group A-positive sore throat. After discontinuing …


Longitudinal Outcomes Assessment: 8 Years Of A Facial Nerve Disorders Multidisciplinary Clinic, Carley Boyce MD, Aimee Galatas BS, Sara MacDowell PT, DPT, Laura T. Hetzler MD, MBA, FACS 2025 LSU

Longitudinal Outcomes Assessment: 8 Years Of A Facial Nerve Disorders Multidisciplinary Clinic, Carley Boyce Md, Aimee Galatas Bs, Sara Macdowell Pt, Dpt, Laura T. Hetzler Md, Mba, Facs

Quality Improvement & Patient Safety Forum

No abstract provided.


Seroprevalence Of Hepatitis C Among Inpatients Who Underwent Different Otorhinolaryngology Surgeries In A Tertiary Referral Institute., Anwar Moawad Elbatawy, Mohammad Mostafa Gaballah 2025 Otolaryngology, Hearing and Speech institute

Seroprevalence Of Hepatitis C Among Inpatients Who Underwent Different Otorhinolaryngology Surgeries In A Tertiary Referral Institute., Anwar Moawad Elbatawy, Mohammad Mostafa Gaballah

Journal of Medicine in Scientific Research

Background Hepatitis C viral infection is endemic among Egyptian patients due to the higher prevalence among these populations. About 3% of the world’s population (170 million patients) are infected with viral C. The prevalence of HCV antibodies is 14.7% among the age group 15-59. This study is concerned with assessing the prevalence of viral C antibodies among different age groups and variable otorhinolaryngology surgical procedures for these patients. Material and Methods All patients admitted for any operative procedure should be investigated for viral C antibodies in the blood among the national survey in Egypt to control the prevention and active …


Implementation Of A Tracheostomy Discharge Education Class For Nicu Nurses, Todd N. Chamoy 2025 University of San Diego

Implementation Of A Tracheostomy Discharge Education Class For Nicu Nurses, Todd N. Chamoy

Doctor of Nursing Practice Final Manuscripts

Infants who are ventilator-dependent or have anatomic anomalies of their airway frequently require tracheostomy placement prior to discharge from the hospital in order to be cared for safely at home. At this large quaternary children’s hospital in Southern California, preparing these infants for discharge after tracheostomy placement has not been the role of the NICU nurse. There was no system in place on how to train caregivers, and the NICU staff felt unprepared. Evidence supports use of intensive educational programs to improve nurse knowledge and skills of tracheostomy care, allowing NICU nurses to provide improved care and pre-discharge teaching.

A …


Reducing Surgery For Pediatric Posttonsillectomy Hemorrhage Using Tranexamic Acid: A Quality Improvement Initiative, Laura A. Petrauskas, Janavi Sethurathnam, Ansley J. Kunnath, Rahul K. Sharma, John Ceremsak, Ryan H. Belcher, James D. Phillips, Jay A. Werkhaven, Amy S. Whigham, Lyndy J. Wilcox, Christopher T. Wootten, Frank W. Virgin, Jason S. Park 2025 LSU Health Sciences Center - New Orleans

Reducing Surgery For Pediatric Posttonsillectomy Hemorrhage Using Tranexamic Acid: A Quality Improvement Initiative, Laura A. Petrauskas, Janavi Sethurathnam, Ansley J. Kunnath, Rahul K. Sharma, John Ceremsak, Ryan H. Belcher, James D. Phillips, Jay A. Werkhaven, Amy S. Whigham, Lyndy J. Wilcox, Christopher T. Wootten, Frank W. Virgin, Jason S. Park

School of Medicine Faculty Publications

Objective: Evaluate the use of tranexamic acid (TXA) and observation as a management option for pediatric patients presenting with posttonsillectomy hemorrhage (PTH). Study Design: Retrospective analysis of a prospectively implemented quality improvement initiative with a historical control comparison group. Setting: Tertiary children's hospital. Methods: Patients < 18 years of age who underwent adenotonsillectomy (AT) and returned to the Emergency Department for PTH were included. Patients who were stable without large volume or active bleeding were given intravenous TXA and admitted for overnight observation. Data were compared in a before-and-after analysis: preprotocol (April 2022 to March 2023) versus postprotocol (April 2023 to March 2024). For cost-effectiveness analysis, we analyzed aggregated claims data from a commercial claims database. Results: Preprotocol 1800 adenotonsillectomies were performed, and 40 procedures were performed for control of hemorrhage (2.2 per 100 AT). Postprotocol 2356 adenotonsillectomies were performed, and 30 procedures were performed to control hemorrhage (1.3 per 100 AT) showing a significant reduction in return to the operating room (relative risk [RR] = 0.59, 95% confidence interval [CI] [0.358, 0.916], P-value.020). There were no reported adverse events attributable to TXA. An estimated 21 surgeries were avoided, and 26 additional patients were observed in the hospital during the postprotocol period, for an estimated net cost savings of $174,970. Conclusion: The implementation of a standardized TXA protocol significantly reduced the need for return to the operating room for PTH in pediatric patients, without complications and with net cost savings to the health care system.


Towards Universal Chemosensory Testing: Needs, Barriers, And Opportunities, Steven D. Munger, Kai Zhao, Linda A. Barlow, Duncan Boak, Katie Boateng, Susan E. Coldwell, Pamela Dalton, Richard L. Doty, Jennifer E. Douglas, Valerie Duffy, Frank A. Franklin, John E. Hayes, Howard J. Hoffman, Patrice Hubert, Paule V. Joseph, Jeb M. Justice, Joshua M. Levy, Julie A. Mennella, Marianna Obrist, M. Yanina Pepino, Jayant M. Pinto, Edmund A. Pribitkin, Christopher T. Simons, Mark W. Albers, Valentina Parma 2025 Thomas Jefferson University

Towards Universal Chemosensory Testing: Needs, Barriers, And Opportunities, Steven D. Munger, Kai Zhao, Linda A. Barlow, Duncan Boak, Katie Boateng, Susan E. Coldwell, Pamela Dalton, Richard L. Doty, Jennifer E. Douglas, Valerie Duffy, Frank A. Franklin, John E. Hayes, Howard J. Hoffman, Patrice Hubert, Paule V. Joseph, Jeb M. Justice, Joshua M. Levy, Julie A. Mennella, Marianna Obrist, M. Yanina Pepino, Jayant M. Pinto, Edmund A. Pribitkin, Christopher T. Simons, Mark W. Albers, Valentina Parma

Department of Otolaryngology - Head and Neck Surgery Faculty Papers

Millions of people in the United States experience a reduced or distorted ability to smell or taste. Chemosensory disorders such as anosmia (the inability to smell), parosmia (distorted smell), or dysgeusia (altered taste) have major impacts on health and quality of life including difficulty sensing dangers such as fire or spoilage, a diminished palatability of food and drink that can negatively influence diet and nutrition, feelings of social isolation, and an increased incidence of frailty, anxiety, and depression. Smell or taste dysfunction can also be symptoms of other health issues, including sinonasal disease, cancer, or neurodegenerative disease. Aging adults are …


Optimizing Intraoperative Parathyroid Hormone Testing Protocols To Improve Efficiency And Outcomes In Parathyroid Surgeries, Andrew Neeson, BS, Hani Samarah, BS, Bryan Renslo, MD, Eric Fei, BA, Kalena Liu, BS, Harleen K. Sethi, DO, Elizabeth E. Cottrill, MD 2025 Thomas Jefferson University

Optimizing Intraoperative Parathyroid Hormone Testing Protocols To Improve Efficiency And Outcomes In Parathyroid Surgeries, Andrew Neeson, Bs, Hani Samarah, Bs, Bryan Renslo, Md, Eric Fei, Ba, Kalena Liu, Bs, Harleen K. Sethi, Do, Elizabeth E. Cottrill, Md

Health Equity and Quality Improvement (HEQI) Summit

Background:

  • Intraoperative PTH (ioPTH) helps confirm the removal of hyperfunctioning glands by leveraging its short half-life (~3-5 minutes).
  • Timely results are critical for minimizing unnecessary bilateral neck exploration and operative time.
  • Delays in ioPTH processing can increase anesthesia time, OR costs, and patient risk.
  • Anecdotal reports have suggested variation in ioPTH processing speeds across Jefferson Health surgical sites.

Problem Statement: Significant delays in ioPTH turnaround time at one surgical site may prolong operative and anesthesia times, compromising patient safety.

Project Aim: To identify and compare ioPTH processing times across three surgical sites to pinpoint workflow inefficiencies and propose future improvements.


Assessments Of Social Vulnerability On Laryngeal Cancer Treatment & Prognosis In The Us: Epidemiology, David J. Fei-Zhang, Camaren M. Cuenca, Angela D. Haskins, Andrew P. Stein, David G. Lott, Urjeet A. Patel, Stephanie S. Smith, Amy L. Dimachkieh, Nosayaba Osazuwa-Peters, Jill N. D’Souza, Anthony M. Sheyn, Jeffrey C. Rastatter, Daniel C. Chelius 2025 Northwestern University Feinberg School of Medicine

Assessments Of Social Vulnerability On Laryngeal Cancer Treatment & Prognosis In The Us: Epidemiology, David J. Fei-Zhang, Camaren M. Cuenca, Angela D. Haskins, Andrew P. Stein, David G. Lott, Urjeet A. Patel, Stephanie S. Smith, Amy L. Dimachkieh, Nosayaba Osazuwa-Peters, Jill N. D’Souza, Anthony M. Sheyn, Jeffrey C. Rastatter, Daniel C. Chelius

School of Medicine Faculty Publications

Background: Previous social determinants of health (SDoH) studies on laryngeal cancer (LC) have assessed individual factors of socioeconomic status and race/ethnicity but seldom investigate a wider breadth of SDoH-factors for their effects in the real-world. This study aims to delineate how a wider array of SDoH-vulnerabilities interactively associates with LC-disparities. Methods: This retrospective cohort study assessed 74,495 LC-patients between 1975 and 2017 from the Surveillance-Epidemiology-End Results (SEER) database using the Social Vulnerability Index (SVI) from the CDC, total SDoH-vulnerability from 15 SDoH variables across specific vulnerabilities of socioeconomic status, minority-language status, household composition, and infrastructure/housing and transportation, which were measured …


Intertrial Coherence As A Measure Of Synchrony In Ocular Vestibular Evoked Myogenic Potentials And The Effect Of Gaze Angle, Sydney Brown 2025 James Madison University

Intertrial Coherence As A Measure Of Synchrony In Ocular Vestibular Evoked Myogenic Potentials And The Effect Of Gaze Angle, Sydney Brown

Dissertations, 2020-current

Ocular vestibular evoked myogenic potentials (oVEMPs) are produced by highly synchronous bursts of extraocular muscle activity in response to stimuli. These responses reflect utricular function and can be recorded using surface electromyography electrodes. Traditional analysis of oVEMPs is limited to time-domain waveform measurements, such as amplitude and latency of response peaks. Objective synchrony-based measures have not yet been applied to the analysis of oVEMPs, particularly in the comparison of synchrony across gaze angles. We followed the new time-frequency method of analysis developed by Clinard et al. (2022) that was successfully applied to cervical VEMPs to quantify response synchrony. Air-conducted oVEMPs …


Postoperative Caregiver Decision Regret Following Velopharyngeal Dysfunction Surgery, Rohit Nallani, Nathan Farrokhian, Meghan Tracy, Kevin Sykes, Jill M. Arganbright 2025 Children's Mercy Kansas City

Postoperative Caregiver Decision Regret Following Velopharyngeal Dysfunction Surgery, Rohit Nallani, Nathan Farrokhian, Meghan Tracy, Kevin Sykes, Jill M. Arganbright

Research Days

Background

Decision regret (DR) is a powerful factor in medical decision-making, particularly for surgical decisions which carry multiple risks, impact quality of life (QOL), and have uncertain outcomes. While prior studies have investigated caregiver DR after tonsillectomy and otologic surgery, there is a paucity of data assessing DR following pediatric otolaryngology procedures. The aim of this study is to measure DR following velopharyngeal dysfunction (VPD) surgery.

Methods

A cross-sectional survey study with chart review was performed of caregivers of children who had VPD surgery performed by a single surgeon at a tertiary children’s hospital. Demographic, medical, and surgical history were …


Impact Of The Covid-19 Pandemic On Pediatric Complicated Sinusitis: A Single Institutional Experience, Rohit Nallani, Mackenzie O'Donnell, Nathan Farrokhian, Meghan Tracy, David Garcia, Jill M. Arganbright 2025 Children's Mercy Kansas City

Impact Of The Covid-19 Pandemic On Pediatric Complicated Sinusitis: A Single Institutional Experience, Rohit Nallani, Mackenzie O'Donnell, Nathan Farrokhian, Meghan Tracy, David Garcia, Jill M. Arganbright

Research Days

Background: Institutions around the world have noted increasing trends in complicated sinogenic infections in children following the start of the COVID-19 pandemic. Treatment of these infections often requires combined medical and surgical management. Further study is needed to understand changing epidemiology, microbiology, and contributing demographic factors for these infections. We noted increasing trend of surgically managed complicated sinusitis during the COVID-19 pandemic at our institution and hypothesized there were higher rates of intracranial complications.

Methods: We performed a retrospective cohort study with chart review of all children under the age of 18 treated surgically for complicated sinusitis between January 1, …


Comparative Analysis Of Drug-Induced Sleep Endoscopy With Positive Airway Pressure And Therapeutic Continuous Positive Airway Pressure In The Treatment Of Obstructive Sleep Apnea, Elliott M. Sina, Nicole Molin, Praneet C. Kaki, Henry Ideker, Stephen White, Maurits Boon, Colin Huntley 2025 Thomas Jefferson University

Comparative Analysis Of Drug-Induced Sleep Endoscopy With Positive Airway Pressure And Therapeutic Continuous Positive Airway Pressure In The Treatment Of Obstructive Sleep Apnea, Elliott M. Sina, Nicole Molin, Praneet C. Kaki, Henry Ideker, Stephen White, Maurits Boon, Colin Huntley

Department of Otolaryngology - Head and Neck Surgery Faculty Papers

No abstract provided.


Comparing Treatment Effectiveness And Patient-Reported Outcome Measures Of Four Treatment Options For Obstructive Sleep Apnea, Robert Diecidue, DMD, MD, PhD, MBA, MSPH, Joseph Harrington, BS, Erika L. Manning, PhD, MD, MPH, Colin T. Huntley, MD 2025 Thomas Jefferson University

Comparing Treatment Effectiveness And Patient-Reported Outcome Measures Of Four Treatment Options For Obstructive Sleep Apnea, Robert Diecidue, Dmd, Md, Phd, Mba, Msph, Joseph Harrington, Bs, Erika L. Manning, Phd, Md, Mph, Colin T. Huntley, Md

Department of Otolaryngology - Head and Neck Surgery Posters

Abstract

- There are four common treatment modalities for obstructive sleep apnea (OSA)

  • CPAP, MAD, UAS, MMA

- Retrospective data was examined to compare efficacies between these treatments for patients treated with one of these four OSA therapies.

  • Primary outcome: Mean disease alleviation (MDA) - calculated value based on improvement of AHI adjusted by compliance.
  • Secondary outcomes: Patient reported outcome measures (PROMs) - ESS, PRAQ, SAQLI

- It was found that the greatest mean disease alleviation was found in patients who underwent MMA. PROMs showed the most significant improvement in daytime sleepiness (ESS) for MMA.


A Multimodal Intervention To Improve Treatment And Clinical Outcomes In Children With Recurrent Otitis Media, Daniel Courtaney 2025 Valparaiso University

A Multimodal Intervention To Improve Treatment And Clinical Outcomes In Children With Recurrent Otitis Media, Daniel Courtaney

Evidence-Based Practice Project Reports

Acute otitis media is the number one cause for primary health care visits and antibiotic prescriptions in the pediatric population (El Feghaly & Jackson, 2023). Upwards of 27% of children experience multiple episodes of otitis media (OM) that meet recurrent otitis media (ROM) diagnosis criteria (Pelton & Marchisio, 2023). Guided by the Iowa Model (Iowa Model Collaborative, 2017), the project’s purpose was to implement a multimodal intervention to decrease recurrent OM and repeat clinic visits. A comprehensive literature search of 5 databases yielded 16 sources ranging from levels I-IV (Melnyk & Fineout-Overholt, 2023). Using the AGREE II and JBI Critical …


Artificial Intelligence-Based Virtual Staining Platform For Identifying Tumor-Associated Macrophages From Hematoxylin And Eosin-Stained Images, Arpit Aggarwal, Mayukhmala Jana, Amritpal Singh, Tanmoy Dam, Himanshu Maurya, Tilak Pathak, Sandra Orsulic, Kailin Yang, Deborah Chute, Justin A Bishop, Farhoud Faraji, Wade M Thorstad, Shlomo Koyfman, Scott Steward, Qiuying Shi, Vlad Sandulache, Nabil F Saba, James S Lewis, Germán Corredor, Anant Madabhushi 2025 The Texas Medical Center Library

Artificial Intelligence-Based Virtual Staining Platform For Identifying Tumor-Associated Macrophages From Hematoxylin And Eosin-Stained Images, Arpit Aggarwal, Mayukhmala Jana, Amritpal Singh, Tanmoy Dam, Himanshu Maurya, Tilak Pathak, Sandra Orsulic, Kailin Yang, Deborah Chute, Justin A Bishop, Farhoud Faraji, Wade M Thorstad, Shlomo Koyfman, Scott Steward, Qiuying Shi, Vlad Sandulache, Nabil F Saba, James S Lewis, Germán Corredor, Anant Madabhushi

Faculty, Staff and Students Publications

Background: Virtual staining is an artificial intelligence-based approach that transforms pathology images between stain types, such as hematoxylin and eosin (H&E) to immunohistochemistry (IHC), providing a tissue-preserving and efficient alternative to traditional IHC staining. However, existing methods for translating H&E to virtual IHC often fail to generate images of sufficient quality for accurately delineating cell nuclei and IHC+ regions. To address these limitations, we introduce VISTA, an artificial intelligence-based virtual staining platform designed to translate H&E into virtual IHC.

Methods: We applied VISTA to identify M2-subtype tumor-associated macrophages (M2-TAMs) in H&E images from 968 patients with HPV+ oropharyngeal squamous cell …


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