Roswell Park Showcases AI-Powered Oral Cancer Detection Platform and Precision Advances at AHNS 2026
Key Insights
Roswell Park researchers presented a novel AI and machine-learning platform using Fourier transform infrared microscopy to identify oral lesions at elevated risk of malignant transformation.
NY-ESO-1 (search) antigen was found significantly upregulated in high-risk dysplastic stages and oral squamous cell carcinoma (search), suggesting potential for targeted immunotherapies.
A national database study of 3,473 patients examined real-world survival outcomes associated with immunotherapy in recurrent/metastatic head and neck squamous cell carcinoma (search).
Following their presentations at the American Head and Neck Society (AHNS) 12th International Conference on Head and Neck Cancer in Boston, Roswell Park Comprehensive Cancer Center investigators are sharing key findings from their 21 accepted research abstracts, highlighting work to advance head and neck cancer detection, treatment and survivorship.
With conference embargoes now lifted, Roswell Park researchers are now able to share findings from several notable studies, including a late-breaking artificial intelligence platform designed to improve oral cancer risk detection, new discoveries in tumor biology, and research aimed at refining precision surgical and immunotherapeutic approaches.
AI Platform Targets Oral Cancer Risk Detection
Among the most prominent presentations was a late-breaking oral presentation in which senior and presenting author Moni Abraham Kuriakose, MD, highlighted a novel artificial intelligence and machine-learning platform designed to identify oral lesions at elevated risk of malignant transformation. The platform couples Fourier transform infrared microscopy with advanced computational analytics to provide what researchers describe as unbiased, consistent and objective diagnoses.
For every person diagnosed with oral cancer, there are another 30 with oral potentially malignant disorders (OPMD), and appropriately identifying these patients so they can receive care as needed represents an important opportunity to reduce the burden posed by oral cancers.
"Despite many approaches to identifying these potential oral malignancies early, to date we have seen high rates of inconsistency and variability in diagnosis. We propose use of a novel microscope coupled with artificial intelligence to provide unbiased, consistent and objective diagnoses," said Dr. Kuriakose, who presented the team's findings in a late breaking papers session.
"This approach will simplify the characterization of oral lesions and enhance the prediction of malignant potential without requiring additional reagents or specialized human operators," he added.
NY-ESO-1 (search) Emerges as Therapeutic Target in Oral Premalignancy
Roswell Park teams also presented several studies examining the molecular mechanisms underlying oral premalignancy and cancer progression. These include work evaluating expression of the cancer-testis antigen NY-ESO-1 (search) across oral premalignant lesions, oral cancers and patient-derived preclinical models.
"It's known that the tumor-associated antigen NY-ESO-1 (search) is capable of inducing robust immune responses, and we hypothesized that expression of this antigen may provide a therapeutic target in oral premalignant and malignant disorders," said Dr. Kuriakose. "In our evaluation of a clinical cohort representing the progression of oral carcinogenesis from precancerous cells through to confirmed oral carcinomas, we demonstrate that NY-ESO-1 is significantly upregulated in high-risk dysplastic stages and oral squamous cell carcinoma (search), the most common form of oral cancer. Our data suggest that NY-ESO-1-targeted immunotherapies may benefit people with premalignancies and those with confirmed oral cancers."
Extracellular Vesicles as Therapeutic Targets
The Roswell Park team also shared findings from studies exploring extracellular vesicles and associated biomarkers that may contribute to future approaches for risk assessment, disease monitoring and earlier detection. Subin Surendran, PhD, is first author on both studies, conducted under the guidance of senior author Moni Abraham Kuriakose, MD.
"Tumors produce abundant extracellular vesicles — small, membrane-bound bodies that function in cell-to-cell communication and may disrupt chemotherapy and immunotherapy efficacy," said presenting author William Magner, PhD. "We are working to therapeutically target extracellular vesicle production to improve responsiveness to both chemotherapy and immunotherapies. Here we showed distinct and stable levels of production in individual patient tumors and successful reduction by targeting specific gene expression, underscoring the promise of this novel approach."
CHRFAM7A (search) Gene and Oral Cancer Invasion
Additional research explored the emerging role of CHRFAM7A (search) and related molecular alterations in oral premalignancy and oral cancer biology. Senior author Vishal Gupta, MD, FACS, noted that these investigations "seek to improve our understanding of disease progression and identify novel biomarkers that may ultimately support risk stratification and precision treatment approaches." Dr. Gupta presented the findings of that study, "Human restricted CHRFAM7A gene may affect invasion properties of oral cavity squamous cell carcinoma," on July 19.
National Database Studies Examine Outcomes and Access
Several Roswell Park investigators presented analyses using the National Cancer Database (NCDB) to address important questions in head and neck oncology. One study led by Dr. Gupta as senior author evaluates the impact of Medicaid expansion on care pathways among patients with oral cavity squamous cell carcinoma.
"We examined the relationship between Medicaid expansion status and early care pathways in a large, contemporary national cohort. We found that Medicaid expansion status was consistently associated with both the type of facility accessed and the composition of initial treatment for tongue or oral cavity carcinoma, with expansion states demonstrating a higher proportion of care delivered at academic and research centers, which has been strongly associated with improved outcomes," said Dr. Gupta.
Another analysis examines real-world survival outcomes associated with immunotherapy in recurrent and metastatic head and neck squamous cell carcinoma (search) using data from 3,473 patients nationwide. "Together, these studies provide insights into treatment patterns, healthcare access and outcomes across diverse patient populations and may help inform future policy and clinical decision-making," said Dr. Gupta, who undertook the work in collaboration with teams that included Wesley Hicks Jr., MD, FACS, and Alex Vaicius, MD, a Fellow in Head & Neck/Plastic & Reconstructive Surgery at Roswell Park.
Radar-Guided Precision Surgery
In another presentation, Christine Burton, MD, outlined Roswell Park's experience using radar-guided localization technology to assist surgeons in identifying and removing metastatic nodal and soft tissue tumors during complex head and neck procedures. The work was conducted in collaboration with senior author Dr. Gupta.
"While localization of surgical targets often involves presurgical placement of a wire or radioactive seed, we proposed and assessed a novel, wire-free and nonradioactive approach," said Dr. Gupta. "Our study assessed the feasibility, utility and outcomes of radar-guided localization for head and neck malignancy, and outlines our observation that radar-guided localization is a safe and effective method for identifying non-palpable soft tissue disease in the head and neck."
The breadth of Roswell Park's contributions at AHNS 2026 reflects what Wesley Hicks Jr., MD, FACS, Chair of Head & Neck/Plastic & Reconstructive Surgery at Roswell Park, described as "the depth, diversity and collaborative strength of our head and neck cancer program. From laboratory discoveries and emerging technologies to public-health research and advances in patient care, our investigators are helping shape the future of head and neck cancer prevention, diagnosis and treatment."
