Otolaryngology Commons^™

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 …

International Multispecialty Expert Physician Preoperative Identification Of Extranodal Extension In Patients With Oropharyngeal Cancer Using Computed Tomography: Prospective Blinded Human Inter-Observer Performance Evaluation, Onur Sahin, Serageldin Kamel, Kareem A Wahid, Cem Dede, Nicolette Taku, Renjie He, Mohamed A Naser, Christina S Sharafi, Antti Mäkitie, Benjamin H Kann, Kimmo Kaski, Jaakko Sahlsten, Joel Jaskari, Moran Amit, Gregory M Chronowski, Eduardo M Diaz, Adam S Garden, Ryan P Goepfert, Jeffrey P Guenette, G Brandon Gunn, Jussi Hirvonen, Frank Hoebers, Katherine A Hutcheson, Nandita Guha-Thakurta, Jason Johnson, Diana Kaya, Shekhar D Khanpara, Kristofer Nyman, Stephen Y Lai, Miriam Lango, Kim O Learned, Anna Lee, Carol M Lewis, Anastasios Maniakas, Amy C Moreno, Jeffrey N Myers, Jack Phan, Kristen B Pytynia, David I Rosenthal, Vlad C Sandulache, Dawid Schellingerhout, Shalin J Shah, Andrew G Sikora, Abdallah S R Mohamed, Melissa M Chen, Clifton D Fuller, Multidisciplinary Oropharyngeal Cancer Extra‐Nodal Extension (Opc Ene) Assessment Working Group

Faculty, Staff and Students Publications

Background: Pathologic extranodal extension (pENE) is a crucial prognostic factor in oropharyngeal cancer (OPC), but determining pENE from imaging has high inter-observer variability. The role of clinician specialty in the accuracy of imaging-detected extranodal extension (iENE) remains unclear. The purpose of this study is to assess the influence of clinician specialty on the accuracy of preoperative iENE detection in human papillomavirus (HPV)-positive OPC using computed tomography (CT) imaging.

Methods: This prospective observational study evaluated pretherapy CT images from 24 HPV-positive OPC patients (30 scans, including duplicates). Thirty-four expert observers (11 radiologists, 12 surgeons, 11 radiation oncologists) assessed iENE and reported …

Revisiting Feeding Tube Utilization In Oropharynx Cancer: 6-Year Prospective Registry Analysis, Brady J Anderson, Amy C Moreno, Yun Qing, J Jack Lee, Faye M Johnson, Miriam N Lango, Carly E A Barbon, Lavanya Tripuraneni, Ariana Sahli, Vicki Piper, Neil Gross, Clifton D Fuller, Stephen Y Lai, Jeffrey N Myers, Katherine A Hutcheson

Faculty, Staff and Student Publications

OBJECTIVE: Patients treated for oropharyngeal cancer (OPC) have historically demonstrated high feeding tube rates for decreased oral intake and malnutrition. We re-examined feeding tube practices in these patients.

STUDY DESIGN: Retrospective analysis of prospective cohort from 2015 to 2021.

SETTING: Single-institution NCI-Designated Comprehensive Cancer Center.

METHODS: With IRB approval, patients with new oropharyngeal squamous cell cancer or (unknown primary with neck metastasis) were enrolled. Baseline swallowing was assessed via videofluoroscopy and Performance Status Scale for Head and Neck Cancer (PSSHN). G-tubes or nasogastric tubes (NGT) were placed for weight loss before, during, or after treatment. Prophylactic NGT were placed during …

Tongue Electrical Impedance Myography Correlates With Functional, Neurophysiologic, And Clinical Outcome Measures In Long-Term Oropharyngeal Cancer Survivors With And Without Hypoglossal Neuropathy: An Exploratory Study, Nathan J Hansen, Karin Woodman, Sheila Buoy, Shitong Mao, Carly E A Barbon, Stephen Y Lai, C David Fuller, Katherine A Hutcheson, Benjamin Sanchez

Faculty, Staff and Student Publications

Background: This pilot study analyzed correlations between tongue electrical impedance myography (EIM), standard tongue electromyography (EMG), and tongue functional measures in N = 4 long-term oropharyngeal cancer (OPC) survivors.

Methods: Patients were screened for a supportive care trial (NCT04151082). Hypoglossal nerve function was evaluated with genioglossus needle EMG, functional measures with the Iowa oral performance instrument (IOPI), and multi-frequency tissue composition with tongue EIM.

Results: Tongue EIM conductivity was higher for patients with EMG-confirmed cranial nerve XII neuropathy than those without (p = 0.005) and in patients with mild versus normal EMG reinnervation ratings (16 kHz EIM: p …

Recurrent Oropharyngeal Squamous Cell Carcinomas Maintain Anti-Tumor Immunity And Multinucleation Levels Following Completion Of Radiation, Patricia Castro, Germán Corredor, Can Koyuncu, Luke A Nordstrom, Michelle Tiji, Taylor Leavitt, James S Lewis, Anant Madabhushi, Mitchell J Frederick, Vlad C Sandulache

Faculty, Staff and Students Publications

OBJECTIVE: Oropharyngeal squamous cell carcinoma (OPSCC) recurrence is almost universally fatal. Development of effective therapeutic options requires an improved understanding of recurrent OPSCC biology.

METHODS: We analyzed paired primary-recurrent OPSCC from Veterans treated at the Michael E. DeBakey Veterans Affairs Medical Center between 2000 and 2020 who received curative intent radiation-based treatment (with or without chemotherapy). Patient tumors were analyzed using standard immunohistochemistry and automated imaging of infiltrating lymphocytes and multinucleated tumor cells coupled to machine learning algorithms.

RESULTS: Primary and recurrent tumors demonstrated high concordance via p16 and p53 immunohistochemistry, with comparable levels of multinucleation. In contrast, recurrent tumors …

Long-Term Patient-Reported Outcomes In A Population-Based Cohort Following Radiotherapy Vs Surgery For Oropharyngeal Cancer, Michael J Dohopolski, Kevin Diao, Katherine A Hutcheson, Neil S Akhave, Ryan P Goepfert, Weiguo He, Xiudong Jennifer Lei, Susan K Peterson, Yu Shen, Baran D Sumer, Benjamin D Smith, David J Sher

Faculty, Staff and Student Publications

IMPORTANCE: Oncologic outcomes are similar for patients with oropharyngeal squamous cell carcinoma (OPSCC) treated with primary surgery or radiotherapy. However, comparative differences in long-term patient-reported outcomes (PROs) between modalities are less well established.

OBJECTIVE: To determine the association between primary surgery or radiotherapy and long-term PROs.

DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study used the Texas Cancer Registry to identify survivors of OPSCC treated definitively with primary radiotherapy or surgery between January 1, 2006, and December 31, 2016. Patients were surveyed in October 2020 and April 2021.

EXPOSURES: Primary radiotherapy and surgery for OPSCC.

MAIN OUTCOMES AND MEASURES: Patients completed …

Machine Learning Driven Index Of Tumor Multinucleation Correlates With Survival And Suppressed Anti-Tumor Immunity In Head And Neck Squamous Cell Carcinoma Patients, Can F Koyuncu, Mitchell J Frederick, Lester D R Thompson, Germán Corredor, Sirvan Khalighi, Zelin Zhang, Bolin Song, Cheng Lu, Reetoja Nag, Vidya Sankar Viswanathan, Michael Gilkey, Kailin Yang, Shlomo A Koyfman, Deborah J Chute, Patricia Castro, James S Lewis, Anant Madabhushi, Vlad C Sandulache

Faculty, Staff and Students Publications

OBJECTIVES: Matching treatment intensity to tumor biology is critical to precision oncology for head and neck squamous cell carcinoma (HNSCC) patients. We sought to identify biological features of tumor cell multinucleation, previously shown by us to correlate with survival in oropharyngeal (OP) SCC using a machine learning approach.

MATERIALS AND METHODS: Hematoxylin and eosin images from an institutional OPSCC cohort formed the training set (D

RESULTS: MuNI correlated with overall survival. A multivariable nomogram that included MuNI, age, race, sex, T/N stage, and smoking status yielded a C-index of 0.65, and MuNI was prognostic of overall survival (2.25, 1.07-4.71, 0.03), …

Ninety-Day Mortality Following Transoral Robotic Surgery Or Radiation At Commission On Cancer-Accredited Facilities, James R Janopaul-Naylor, Manali Rupji, Rachel A Tobillo, Joshua W Lorenz, Jeffrey M Switchenko, Sibo Tian, Azeem S Kaka, David C Qian, Ashley J Schlafstein, Conor E Steuer, Jill S Remick, Soumon Rudra, Mark W Mcdonald, Nabil F Saba, William A Stokes, Mihir R Patel, James E Bates

Faculty, Staff and Student Publications

BACKGROUND: Postoperative mortality for oropharynx squamous cell carcinoma (OPSCC) with transoral robotic surgery (TORS) varies from 0.2% to 6.5% on trials; the real-world rate is unknown.

METHODS: NCDB study from 2010 to 2017 for patients with cT1-2N0-2M0 OPSCC with Charleson-Deyo score 0-1. Ninety-day mortality assessed from start and end of treatment at Commission on Cancer-accredited facilities.

RESULTS: 3639 patients were treated with TORS and 1937 with radiotherapy. TORS cohort had more women and higher income, was younger, more often treated at academic centers, and more likely to have private insurance (all p < 0.05). Ninety-day mortality was 1.3% with TORS and 0.7% or 1.4% from start or end of radiotherapy, respectively. From end of therapy, there was no significant difference on MVA between treatment modality.

CONCLUSIONS: There is minimal difference between 90-day mortality …

Immunogenetic Determinants Of Susceptibility To Head And Neck Cancer In The Million Veteran Program Cohort, Yanhong Liu, Jennifer R Kramer, Vlad C Sandulache, Robert Yu, Guojun Li, Liang Chen, Zenab I Yusuf, Yunling Shi, Saiju Pyarajan, Spyros Tsavachidis, Li Jiao, Michelle L Mierzwa, Elizabeth Chiao, Yvonne M Mowery, Andrew Shuman, Sanjay Shete, Andrew G Sikora, Donna L White

Faculty, Staff and Student Publications

Increasing rates of human papillomavirus (HPV)-driven oropharyngeal cancer (OPC) have largely offset declines in tobacco-associated head and neck squamous cell carcinoma (HNSCC) at non-OPC sites. Host immunity is an important modulator of HPV infection, persistence, and clearance, and also of immune evasion in both virally- and nonvirally-driven cancers. However, the association between collective known cancer-related immune gene variants and HNSCC susceptibility has not been fully characterized. Here, we conducted a genetic association study in the multiethnic Veterans Affairs Million Veteran Program cohort, evaluating 16,050 variants in 1,576 immune genes in 4,012 HNSCC cases (OPC = 1,823; non-OPC = 2,189) and …

Association Of Hearing Loss And Tinnitus Symptoms With Health-Related Quality Of Life Among Long-Term Oropharyngeal Cancer Survivors, Puja Aggarwal, Marc-Elie Nader, Paul W Gidley, Raj Pratihar, Shirin Jivani, Adam S Garden, Frank E Mott, Ryan P Goepfert, Christopher Wallace Ogboe, Camille Charles, Clifton D Fuller, Stephen Y Lai, G Brandon Gunn, Erich M Sturgis, Ehab Y Hanna, Katherine A Hutcheson, Sanjay Shete

Faculty, Staff and Student Publications

BACKGROUND: This study investigated the association of hearing loss and tinnitus with overall health-related quality of life (HRQoL) among long-term oropharyngeal cancer (OPC) survivors.

METHODS: This study included OPC survivors treated between 2000 and 2013 and surveyed from September 2015 to July 2016. Hearing loss and tinnitus were measured by asking survivors to rate their "difficulty with hearing loss and/or ringing in the ears" from 0 (not present) to 10 (as bad as you can imagine). Hearing loss and tinnitus scores were categorized as follows: 0 for none, 1-4 for mild, and 5-10 for moderate to severe. The primary outcome …

Feasibility Of Clinical Evaluation Of Individuals With Increased Risk For Hpv-Associated Oropharynx Cancer, Nicholas Scott-Wittenborn, Gypsyamber D'Souza, Nafi Aygun, Sakshi R Tewari, Javad Azadi, Peter Vosler, Zhen Gooi, Vikas Mehta, Wojciech Mydlarz, Melonie Nance, Stefan Mlot, Mihir R Patel, Marietta Tan, Brett A Miles, Tanya Troy, Carole Fakhry

Faculty, Staff and Student Publications

BACKGROUND: Human papillomavirus-associated oropharynx squamous cell carcinoma (HPV-OPSCC) has no known pre-malignant lesion. While vaccination offers future primary prevention, there is current interest in secondary prevention. The feasibility of clinical evaluation of individuals at increased risk for HPV-OPSCC is unclear.

METHODS: Individuals with risk factors for HPV-OPSCC were enrolled in a prospective study (MOUTH). Participants positive for biomarkers associated with HPV-OPSCC were eligible for a clinical evaluation which comprised a head and neck examination and imaging with ultrasound and/or magnetic resonance imaging (MRI). This study was designed to evaluate feasibility of clinical evaluation in a screening study.

RESULTS: Three hundred …

Adhering To Eat And Exercise Status During Radiotherapy For Oropharyngeal Cancer For Prevention And Mitigation Of Radiotherapy-Associated Dysphagia, Carly E A Barbon, Christine B Peterson, Amy C Moreno, Stephen Y Lai, Jay P Reddy, Ariana Sahli, Rosemary Martino, Faye M Johnson, Clifton David Fuller, Katherine A Hutcheson

Faculty, Staff and Student Publications

IMPORTANCE: Previously published work reported independent benefit of maintenance of oral intake (eat) and swallowing exercise adherence (exercise) during radiotherapy (RT) on diet and functional outcomes. The current study seeks to validate the authors' previously published findings in a large contemporary cohort of patients with oropharynx cancer (OPC) and address limitations of the prior retrospective study using prospective, validated outcome measures.

OBJECTIVE: To examine the longitudinal association of oral intake and swallowing exercise using validated, clinician-graded and patient-reported outcomes.

DESIGN, SETTING, AND PARTICIPANTS: Secondary analysis of a prospective OPC registry including patients who underwent primary RT/chemoradiotherapy (CRT) or primary transoral …

Risk And Incidence Of Head And Neck Cancers In Veterans Living With Hiv And Matched Hiv-Negative Veterans, Angela L Mazul, Christine M Hartman, Yvonne M Mowery, Jennifer R Kramer, Donna L White, Kathryn E Royse, Suchismita Raychaudhury, Vlad C Sandulache, Sarah T Ahmed, Jose P Zevallos, Peter A Richardson, Andrew G Sikora, Elizabeth Y Chiao

Faculty, Staff and Students Publications

BACKGROUND: Persons living with HIV/AIDS have a higher incidence of virus-related and tobacco/alcohol-related cancers. This study is the first to estimate the effect of HIV versus HIV-negative veterans on the risk of head and neck squamous cell carcinoma incidence in a large retrospective cohort study.

METHODS: The authors constructed a retrospective cohort study using patient data from 1999 to 2016 from the National Veterans Administration Corporate Data Warehouse and the VA Central Cancer Registry. This cohort study included 45,052 veterans living with HIV/AIDS and 162,486 HIV-negative patients matched by age, sex, and index visit (i.e., HIV diagnosis date or clinic …

Swallowing After Primary Tors And Unilateral Or Bilateral Radiation For Low- To Intermediate-Risk Tonsil Cancer, Carly E A Barbon, Christopher M K Yao, Christine B Peterson, Amy C Moreno, Ryan P Goepfert, Faye M Johnson, Gregory M Chronowski, Clifton D Fuller, Neil D Gross, Katherine A Hutcheson

Faculty, Staff and Student Publications

Objective: The primary course of treatment for patients with low- to intermediate-risk tonsil cancer has evolved with a shift toward primary transoral robotic surgery (TORS) or radiation therapy (RT). While favorable outcomes have been reported after deintensification via unilateral TORS or RT (uniRT), comparisons of functional outcomes between these treatments are lacking. We compared clinical outcomes (Dynamic Imaging Grade of Swallowing Toxicity [DIGEST] and feeding tube [FT]) and patient-reported swallowing outcomes (MD Anderson Dysphagia Inventory [MDADI]) based on primary treatment strategy: TORS, uniRT, or bilateral RT (biRT).

Study design: Secondary analysis of prospective cohort.

Setting: Single institution.

Methods: The study …

Genetic Variants In Cyp2b6 And Hsd17b12 Associated With Risk Of Squamous Cell Carcinoma Of The Head And Neck, Hongliang Liu, Guojun Li, Erich M Sturgis, Sanjay Shete, Kristina R Dahlstrom, Mulong Du, Christopher I Amos, David C Christiani, Philip Lazarus, Qingyi Wei

Faculty, Staff and Students Publications

Polycyclic aromatic hydrocarbons (PAH) and tobacco-specific nitrosamines (TSNA) metabolism-related genes play an important role in the development of cancers. We assessed the associations of genetic variants in genes involved in the metabolism of PAHs and TSNA with risk of squamous cell carcinoma of the head and neck (SCCHN) in European populations using two published genome-wide association study datasets. In the single-locus analysis, we identified two SNPs (rs145533669 and rs35246205) in CYP2B6 to be associated with risk of SCCHN (P = 1.57 × 10

Oropharyngeal Cancer Outcomes Correlate With P16 Status, Multinucleation And Immune Infiltration, David C Wilde, Patricia D Castro, Kaustav Bera, Syeling Lai, Anant Madabhushi, German Corredor, Can Koyuncu, James S Lewis, Cheng Lu, Mitchell J Frederick, Allan M Frederick, Avery E Haugen, Jose P Zevallos, Erich M Sturgis, Justin Shi, Andrew T Huang, David J Hernandez, Heath D Skinner, Jan O Kemnade, Wendong Yu, Andrew G Sikora, Vlad C Sandulache

Faculty, Staff and Students Publications

Oropharyngeal squamous cell carcinoma (OPSCC), largely fueled by the human papillomavirus (HPV), has a complex biological and immunologic phenotype. Although HPV/p16 status can be used to stratify OPSCC patients as a function of survival, it remains unclear what drives an improved treatment response in HPV-associated OPSCC and whether targetable biomarkers exist that can inform a precision oncology approach. We analyzed OPSCC patients treated between 2000 and 2016 and correlated locoregional control (LRC), disease-free survival (DFS) and overall survival (OS) with conventional clinical parameters, risk parameters generated using deep-learning algorithms trained to quantify tumor-infiltrating lymphocytes (TILs) (OP-TIL) and multinucleated tumor cells …

Genetic Susceptibility To Patient-Reported Xerostomia Among Long-Term Oropharyngeal Cancer Survivors, Puja Aggarwal, Katherine A Hutcheson, Robert Yu, Jian Wang, Clifton D Fuller, Adam S Garden, Ryan P Goepfert, Jillian Rigert, Frank E Mott, Charles Lu, Stephen Y Lai, G Brandon Gunn, Mark S Chambers, Guojun Li, Chih-Chieh Wu, Ehab Y Hanna, Erich M Sturgis, Sanjay Shete

Faculty, Staff and Students Publications

Genetic susceptibility for xerostomia, a common sequela of radiotherapy and chemoradiotherapy for head and neck cancer, is unknown. Therefore, to identify genetic variants associated with moderate to severe xerostomia, we conducted a GWAS of 359 long-term oropharyngeal cancer (OPC) survivors using 579,956 autosomal SNPs. Patient-reported cancer treatment-related xerostomia was assessed using the MD Anderson Symptom Inventory. Patient response was dichotomized as moderate to severe or none to mild symptoms. In our study, 39.2% of OPC survivors reported moderate to severe xerostomia. Our GWAS identified eight SNPs suggestively associated with higher risk of moderate to severe xerostomia in six genomic regions …

An Imaging Biomarker Of Tumor-Infiltrating Lymphocytes To Risk-Stratify Patients With Hpv-Associated Oropharyngeal Cancer, Germán Corredor, Paula Toro, Can Koyuncu, Cheng Lu, Christina Buzzy, Kaustav Bera, Pingfu Fu, Mitra Mehrad, Kim A Ely, Mojgan Mokhtari, Kailin Yang, Deborah Chute, David J Adelstein, Lester D R Thompson, Justin A Bishop, Farhoud Faraji, Wade Thorstad, Patricia Castro, Vlad Sandulache, Shlomo A Koyfman, James S Lewis, Anant Madabhushi

Faculty, Staff and Students Publications

BACKGROUND: Human papillomavirus (HPV)-associated oropharyngeal squamous cell carcinoma (OPSCC) has excellent control rates compared to nonvirally associated OPSCC. Multiple trials are actively testing whether de-escalation of treatment intensity for these patients can maintain oncologic equipoise while reducing treatment-related toxicity. We have developed OP-TIL, a biomarker that characterizes the spatial interplay between tumor-infiltrating lymphocytes (TILs) and surrounding cells in histology images. Herein, we sought to test whether OP-TIL can segregate stage I HPV-associated OPSCC patients into low-risk and high-risk groups and aid in patient selection for de-escalation clinical trials.

METHODS: Association between OP-TIL and patient outcome was explored on whole slide …

Risk Factors Associated With Patient-Reported Fatigue Among Long-Term Oropharyngeal Carcinoma Survivors, Puja Aggarwal, Katherine A Hutcheson, Ryan P Goepfert, Adam S Garden, Naveen Garg, Frank E Mott, Clifton D Fuller, Stephen Y Lai, Gary Brandon Gunn, Mark S Chambers, Ehab Y Hanna, Erich M Sturgis, Sanjay Shete

Faculty, Staff and Students Publications

BACKGROUND: The study objective is to identify risk factors associated with fatigue among long-term OPC survivors.

METHODS: This cross-sectional study included disease-free OPC survivors treated curatively between 2000 and 2013 who were surveyed from September 2015 to July 2016. The outcome variable was patient-reported fatigue. Multivariable logistic regression was used to identify factors associated with moderate to severe fatigue.

RESULTS: Among 863 OPC survivors, 17.4% reported moderate to severe fatigue. Self-reported thyroid problems (OR: 2.01; p = 0.003), current cigarette smoking at time of survey (OR: 3.85; p = 0.001), late lower cranial neuropathy (OR: 3.44; p = 0.002), and …

Early Adoption Of Transoral Robotic Surgical Program: Preliminary Outcomes., David Cognetti, Adam Luginbuhl, Anthony L. Nguyen, Joseph Curry

Department of Otolaryngology - Head and Neck Surgery Faculty Papers

OBJECTIVE: The objective of this study is to demonstrate the feasibility and safety of establishing a transoral robotic surgical (TORS) program in the post-Food and Drug Administration (FDA) approval setting. Early outcomes are compared with the previously reported results of pioneering centers.

STUDY DESIGN: Clinical data from a prospective TORS study.

SETTING: Academic university institution.

SUBJECTS AND METHODS: Sixty-one patients treated with 63 TORS procedures. Main outcome measures: intraoperative times, margin status, complications, time to diet, and percutaneous endoscopic gastrostomy (PEG) tube retention rate. The authors also report oncologic outcomes on their first 30 patients.

RESULTS: The spectrum of subsites …