Medical Specialties Commons^™

Feasibility And Preliminary Efficacy Of Integrative Neuromuscular Training For Childhood Cancer Survivors: A Pilot Study, Anna Maria Markarian, U. Newton, Dennis Taaffe, Nicholas G. Gottardo, Santosh Valvi, Carolyn J. Peddle-Mcintyre, Jodie Cochrane Wilkie, Daniel A. Galvão

Research outputs 2022 to 2026

Background: Survivors of childhood acute lymphoblastic leukemia (ALL) often exhibit early deficits in muscle and movement competence, which can compromise long-term health. Integrative neuromuscular training (INT), a multifaceted approach combining fundamental movement activities with strength exercises, may help address these deficits during critical developmental periods. Methods: Eight children treated for ALL (aged 6–12 years) completed a supervised INT intervention (2 sessions/week for 8 weeks). Primary outcomes were feasibility (recruitment, retention, adherence, compliance, and tolerance) and program acceptability. Secondary outcomes included muscle function (isometric midthigh pull [IMTP], countermovement jump, and handgrip strength), dual-energy x-ray absorptiometry (DXA)-derived body composition, peripheral quantitative computed …

Multidimensional Sleep Health And Sleep Environment Factors In Individuals With Cancer Undergoing Outpatient Chemotherapy: An Exploratory Cross-Sectional Analysis, Sam Adams, D. Clay, Arman Hasani, Mitchell Turner, Travis Cruickshank

Research outputs 2022 to 2026

Purpose: Sleep problems are common amongst individuals with cancer receiving chemotherapy and are associated with poorer health outcomes. Considerable research to date has investigated specific sleep domains or symptomology, with little attention given to overall sleep health, which is more closely associated with overall health. This exploratory cross-sectional study aimed to characterize multidimensional sleep health in individuals with cancer reporting sleep complaints whilst undergoing chemotherapy, with exploratory examination of environmental associations. Patients and Methods: Twenty-three participants were included in this exploratory cross-sectional analysis. Participants were diagnosed with cancer within the last 6 months, undergoing outpatient chemotherapy at time of study …

It Was Part Of The Plan, So I Showed Up: An Exploration Of Patient Experiences With An Embedded Exercise Referral Process During Cancer Treatment, Mary A. Kennedy, Jack Dalla Via, Kim Edmunds, Pam Eldridge, Yvonne Zissiadis, Lauren Fortington

Research outputs 2022 to 2026

Introduction: Exercise is a key part of cancer care, yet its integration into routine practice remains limited. This study explored the experiences of people living with and beyond cancer, with an updated, opt-out referral model embedded within a supportive oncology setting, focusing on initial engagement with exercise physiology appointments. Through this model, patients were automatically scheduled for a consultation with an in-house exercise professional during their cancer treatment. Methods: A qualitative descriptive design comprised of two focus groups with 13 participants was employed to explore views across pre-defined elements of the model: referral to exercise, appointments, counselling, and tailoring. Results: …

Development Of A Clinical Prediction Model To Guide The Selective Use Of Spect/Ct In Papillary Thyroid Cancer, Liya Zhu, Junik Son, Lu Wang, Haifeng Hou, Byeong Cheol Ahn

Research outputs 2022 to 2026

Background: Radioiodine whole-body scan (WBS) is routinely performed after radioiodine therapy in papillary thyroid cancer (PTC), but its two-dimensional nature limits anatomical localization. The addition of single-photon emission computed tomography/computed tomography (SPECT/CT) improves diagnostic accuracy; however, routine use exposes patients to additional radiation, longer imaging time, and higher costs. This study aimed to establish a predictive model to identify which patients with PTC are more likely to benefit by adding SPECT/CT imaging after WBS, enabling selective rather than routine use. Methods: This retrospective study included 265 patients with pathologically confirmed PTC who underwent postoperative radioiodine therapy followed by WBS and …

Effects Of Resistance Vs High Intensity Interval Training On Myokines And Cancer Cell Suppression In Breast Cancer Survivors: A Randomized Trial, Francesco Bettariga, Dennis R. Taaffe, Cristina Crespo-Garcia, Timothy D. Clay, Mauro De Santi, Giulia Baldelli, Sanjeev Adhikari, Elin S. Gray, Daniel A. Galvão, Robert U. Newton

Research outputs 2022 to 2026

Purpose: Reducing recurrence and mortality is crucial for breast cancer survivors. We investigated the effects of a 12-week resistance training (RT) vs high-intensity interval training (HIIT) program on myokines, cytokines secreted by skeletal muscle cells at rest in response to muscle contraction, and cancer cell inhibition. Methods: Twenty-eight survivors of breast cancer (age 55.5 ± 8.8 yr, body mass index 27.9 ± 5.1 kg/m², time since diagnosis 31 ± 12.3 months) were randomly allocated to a 12-week supervised moderate to high intensity RT (n = 14) or HIIT (n = 14) program 3 days per week. Resting blood …

Association Of Rurality Status With All-Cause And Cancer-Specific Survival: A Systematic Review And Meta-Analysis Adjusting For Clinical Factors, Demographics, And Geographical Remoteness, Skye Marshall, Charlene Wright, Lucy Leigh, Sharina Riva, Megan Crichton, Helena Rodi, Hannah Jongebloed, Elizabeth A. Johnston, Rebecca J. Bergin, Anna Chapman, Fiona Crawford-Williams, Nicolas H. Hart, Laura Alston, Joel Rhee, Lan Gao, Kate Gunn, Anna Ugalde

Research outputs 2022 to 2026

The association of rurality status with cancer survival has not been consistently reported. In people diagnosed with cancer, this review aims to determine the association of rural and remote living with survival as compared to urban living, and to determine the modifying effects of geographical, medical, demographic, and socioeconomic factors on cancer survival. A systematic review with meta-analysis and meta-regression was conducted, searching four databases in August 2024. Observational cohort studies were eligible if they reported all-cause or cancer-specific survival according to rurality status in Organisation for Economic Co-operation and Development (OECD) countries. All ages, sexes, and cancer types were …

Facilitators To The Implementation Of Exercise Into Cancer Care: A Systematic Review, Georgia L. White, Mary A. Kennedy, Brent J. Cunningham, Riley Dunn, Jason Martin, Meegan Walker, Craig T. Wallington-Gates, Hattie Wright, Bryan Chan, Grace L. Rose

Research outputs 2022 to 2026

Purpose: Although governing bodies urge the importance of integrating exercise into routine cancer care, facilitators to implementation have not been systematically identified and collated. This review aimed to summarise facilitators to implement exercise services within real-world settings. Methods: A systematic review of qualitative, quantitative, and mixed-method studies was conducted (three databases, 13th September 2024). Reports were included if they documented the implementation of co-located exercise services (delivered onsite within cancer centres) or referral pathways to external exercise services from cancer centres. The updated Consolidated Framework for Implementation Research (CFIR 2.0) was used to code and synthesise facilitators. Results: Of 8544 …

Priorities For Multimorbidity Management And Research In Cancer: A Delphi Study Of Australian Cancer Survivors, Clinicians, And Researchers, Rebecca L. Venchiarutti, Haryana Dhillon, Carolyn Ee, Nicolas H. Hart, Michael Jefford, Bogda Koczwara

Research outputs 2022 to 2026

Purpose: Multimorbidity is common in people with cancer and associated with increased complexity of care, symptoms, mortality, and costs. This study aimed to identify priorities for care and research for cancer survivors with multimorbidity. Methods: A Delphi consensus process was conducted. Elements of care and research were based on Australia’s National Strategic Framework for Chronic Conditions, a literature review, and expert input. In Round 1, health professionals, cancer survivors, and researchers rated the importance of 18 principles, 9 enablers, and 4 objectives. In Round 2, new elements were rated and all elements were ranked. Results: In Round 1, all elements …

Sglt2 Inhibitors In Cardio-Oncology: A Systematic Review And Meta-Analysis, Luigi Spadafora, Marco Bernardi, Gianmarco Sarto, Beatrice Simeone, Erica Rocco, Salvatore Carbone, Laura Adelaide Dalla Vecchia, Roberto Franco Enrico Pedretti, Valentina Valentine, Rachele Di Mario, Maurizio Forte, Giacomo Frati, Antonio Abbate, Michele Golino, Francesco Versaci, Mariangela Peruzzi, Pierre Sabouret, Giuseppe Biondi Zoccai, Sebastiano Sciarretta

EVMS School of Health Professions Faculty Publications

Background

According to available evidence, sodium-glucose cotransporter-2 inhibitors (SGLT2i) may confer cardioprotection in patients with cancer undergoing chemotherapy.

Objectives

The objective of the study was to evaluate the impact of SGLT2i on all-cause mortality and heart failure (HF) outcomes in this population.

Methods

We searched PubMed, Cochrane CENTRAL, and Embase through August 2025 for studies of SGLT2i in adult patients with cancer. Random-effects models were used to pool effects for all-cause mortality and an HF composite (new-onset HF and/or HF hospitalization) in cancer patients >18 years. Meta-regression tested effect modification by beta-blockers, statins, angiotensin-converting enzyme inhibitors/angiotensin receptor blockers, age, and …

Mechanism-Driven Therapy For Diabetic Cardiovascular Disease, Fabian Sanchis-Gomar, Carl J. Lavie, Salvatore Carbone, Ian J. Neeland

EVMS School of Health Professions Faculty Publications

[Introduction] Diabetic cardiovascular disease is a network disorder, not a glucose-only complication

Diabetes accelerates cardiovascular (CV) target-organ damage through multiple interacting biological modules that amplify risk even when glycemia is modestly controlled^[1]. These modules include (i) adipose tissue dysfunction with altered adipokine secretion and immune-cell infiltration; (ii) ectopic lipid deposition in liver, myocardium, and perivascular/epicardial fat (iii) endothelial dysfunction with impaired nitric oxide bioavailability and heightened oxidative stress (iv) chronic kidney disease (CKD)-mediated volume, pressure, and uremic-toxin stress, and (v) autonomic and neurohormonal activation that promotes hypertension, arrhythmias, and remodeling^[1]. The clinical spectrum includes macrovascular disease …

A Case Of Post-Transplantation Lymphoproliferative Disorder Following Kidney Transplantation, Punam Raval, John Odhiambo, Hanika Patel, Ahmed Sokwala

Internal Medicine, East Africa

This was a case of a 65-year-old gentleman known to have diabetes mellitus and hypertension since 2012 and post renal transplantation in 2016. He had also been treated for hepatitis C infection in the past. His regular medications included nebivolol 5 mg once a day, tacrolimus 4 mg twice a day, mycophenolate mofetil 500 mg twice a day, prednisolone 5 mg once a day, and insulin–novomix 14 units in the morning and 6 units at night. He presented to a tertiary teaching hospital in Kenya in October 2023 with abdominal pain, vomiting, and constipation on and off for 6 months, …

Dietary Intake Of Micro- And Nanoplastics: Potential Adverse Gi Effects On Microbiome, Inflammation, And Neoplasia, Michael Saadeh, Gordon Hong, Sana Rabeeah, Priyata Dutta, Edward C. Oldfield, Iv, David A. Johnson

Department of Medicine Faculty Publications

Micro- and nanoplastics (MNPs) are pervasive in food-contact environments and the human diet, positioning the gastrointestinal (GI) tract as the primary portal of entry and a plausible site of early biological effects. Human exposure is supported by detection of microplastics in stool and colon tissue, and emerging clinical studies report associations between fecal microplastic burden and GI disease states, including inflammatory bowel disease (IBD) and colorectal cancer (CRC). Preclinical studies provide mechanistic plausibility, reporting that ingested MNPs can modulate microbial ecology, alter mucus membrane integrity, increase intestinal permeability through changes in cellular tight junction biology, and induce inflammatory gene expression. …

Metabolic Reprogramming Following Mitochondrial Transfer Between Idh2-Mutant Chondrosarcoma Cells And A Normal B-Cell Line, Caleb Wyckoff, Christopher Osgood, Ellen Jing, Michael Stacey

Bioelectrics Publications

Background/Objectives: Chondrosarcoma, glioblastoma, acute myeloid leukemia, chronic lymphocytic leukemia, and cholangiocarcinoma cancers all contain mutations in the gene isocitrate dehydrogenase 2 (IDH2). The mutant IDH2 enzyme metabolizes alpha-ketoglutarate (αKG) into the potent oncometabolite D-2-hydroxyglutarate (D2HG) in the mitochondria of these cancers, leading to altered cellular metabolism. Emerging evidence suggests that mitochondrial transfer between cancer and recipient cells represents an important form of intercellular communication that may influence cellular metabolism. The presence of intercellular TNTs between IDH2-mutant chondrosarcoma cells motivated an investigation into mitochondria-associated physiological changes occurring during an intercellular exchange with immune cells. A mitochondrial transfer is a two-way …

Establishment And Histopathological Characterization Of A Kyse-30 Subcutaneous Xenograft Model Of Esophageal Squamous Cell Carcinoma, Pavel A. Solopov, Alayna Enos, Mantas Silkunas, Giedre Silkuniene, Eleni Zivla, Andrei G. Pakhomov, Olga N. Pakhomova

Bioelectrics Publications

Background/Objectives: Esophageal squamous cell carcinoma (ESCC) is an aggressive malignancy with poor prognosis and limited treatment options, highlighting the need for reliable preclinical models for translational research. Although xenograft models are widely used in cancer biology, systematic characterization of subcutaneous ESCC models under defined implantation conditions remains limited. The objective of this study was to systematically compare implantation conditions and define histopathological and growth-related parameters that enable reproducible tumor establishment while maintaining a practical experimental window for therapeutic studies. Methods: We established and characterized a subcutaneous ESCC xenograft model using human ESCC cell line KYSE-30 implanted into immunodeficient J:NU mice. …

Combination Therapy With Hsp90 Inhibitors And Nanopulse Stimulation Synergistically Impedes Hepatocellular Carcinoma And Breast Cancer Growth In Mice, Christiana Dimitropoulou, Gagan Thangjam, Brittany P. Lassiter, Teresa Hooker, Ruben M. L. Colunga Biancatelli, John D. Catravas, Stephen J. Beebe

Bioelectrics Publications

Nanopulse Stimulation (NPS) represents a promising and innovative therapeutic approach to cancer. Heat shock protein 90 Inhibitors (HI), on the other hand, are currently under investigation in multi-drug chemotherapy trials for various types of malignancies. Here we present results of a combination therapy employing two HSP90 inhibitors (AUY-922 or 17-AAG) and NPS to ablate cancer growth. We firstly tested the inhibitors alone or in combination with NPS in vitro in N1S1 cells, and then into two models of orthotopic Hepatocellular Carcinoma (HCC) and 4T1-Luc breast cancer. NPS + HI reduced tumor growth more than the sum of HI and NPS …

Synergistic Sensitization Of Pancreatic Cancer Cells By Nanosecond Pulsed Electric Fields And Cold Atmospheric Plasma Via Amplifying Ros And Apoptotic Signaling, Zobia Minhas, Edwin A. Oshin, Lifang Yang, Chunqi Jiang, Siqi Guo

Bioelectrics Publications

Pancreatic cancer remains a highly lethal malignancy, with standard therapies offering limited benefits in advanced stages; thus, novel strategies that exploit specific cancer cell vulnerabilities are urgently needed. Building on our previous findings that nanosecond pulsed electric fields (nsPEF) combined with cold atmospheric plasma (CAP) produce enhanced cytotoxicity, this study investigates the molecular mechanisms underlying this synergy. Pan02 pancreatic cancer cells were subjected to nsPEF, CAP, or a combination of both. We assessed cell viability, reactive oxygen species (ROS) production, and mitochondrial integrity using metabolic assays, flow cytometry, and fluorescence microscopy. Apoptotic markers were evaluated via Western blotting and caspase …

Nanosecond Electric Pulses As A Novel In Situ Vaccination Strategy For Cancer Treatment: Mechanisms, Challenges And Prospects, Siqi Guo

Bioelectrics Publications

Nanosecond electric pulses (nsEPs) are an emerging pulsed-power technology with unique bioelectric characteristics distinct from conventional long-pulse electroporation. As a tunable physical modality, nsEPs can modulate intracellular structures, membrane dynamics, and signaling pathways. Increasing evidence supports nsEPs as a promising non-thermal tumor ablation approach due to their high spatial precision, preservation of critical tissue structures, and minimal adverse effects. One of the most significant discoveries associated with nsEP tumor ablation is the induction of potent systemic antitumor immunity, particularly in situ vaccination (ISV) effects and, in some cases, abscopal effects against distant untreated tumors. Substantial evidence demonstrates that nsEPs can …

Skeletal Muscle Mass And Gait Speed In Patients With Lung Cancer: A Pilot Study, Riley K. Russo, Abigail Schmitt

2026 Honors Symposium

Skeletal Muscle Mass and Gait Speed in Patients with Lung Cancer: A Pilot Study

Russo, R. & Schmitt, A.C.: The MOVE Lab, University of Arkansas, Fayetteville, AR

Background: Lung Cancer is one of the leading causes of deaths in the United States, and Arkansas has one of the highest rates of lung cancer in the nation. Many patients with lung cancer experience cancer cachexia, fatigue, reduced strength, and mobility, all which negatively affect a patient’s life. Gait can be used as an essential indicator of underlying health challenges; specifically gait speed has been defined as the “sixth vital sign” for …

A Review Of Mobility And Gait Changes In Patients With Prostate Cancer: Disease Stage, Symptom, And Treatment-Related Influences, Lauren Hathorn, Abigail Schmitt Dr

2026 Honors Symposium

Background: This review examines the impact of prostate cancer symptoms, progression, and treatments on patients’ gait and mobility. Prostate cancer is the leading cancer diagnosis for men in the United States, with an increase in incidents in the last decade. Prostate cancer, its progression, and its various symptoms and treatments have both physical and functional consequences that often cause changes in patients’ mobility and gait. Some studies have found gait to be a predictor of functional decline and mortality. Given that functional decline and mortality are also consequences of cancer progression and cancer treatments, gait analysis could offer a non-invasive …

Clinical Test Cases For Commissioning, Qa, And Benchmarking Of Model-Based Dose Calculation Algorithms In 1⁹2ir Hdr Gynecologic Tandem And Ring Brachytherapy, Vasiliki Peppa, Maude Robitaille, Fatemeh Akbari, Shirin Enger, Rowan Thomson, Firas Mourtada, Gabriel Fonseca

Department of Radiation Oncology Faculty Papers

PURPOSE: To develop clinically relevant test cases for commissioning Model-Based Dose Calculation Algorithms (MBDCAs) for ¹⁹²Ir High Dose Rate (HDR) gynecologic brachytherapy following the workflow proposed by the TG-186 report and the WGDCAB report 372.

ACQUISITION AND VALIDATION METHODS: Two cervical cancer intracavitary HDR brachytherapy models were developed based on a real patient, using either uniformly structured regions or realistic segmentation. The patient's computed tomography (CT) images were processed, converted to a series of digital imaging and communications in medicine (DICOM) CT images, and imported into two treatment planning systems (TPSs), the Oncentra Brachy and BrachyVision. The original segmentation …

Advancing Cns Tumor Management: Novel Modalities In Surgery, Radiation, And Chemotherapy, Armin David Tavakkoli

Dartmouth College Ph.D Dissertations

Most tumors affecting the brain and spine are managed through a combination of surgical resection, radiation, and chemotherapy; however, operative morbidity from invasive surgery, the narrow therapeutic window of conventional radiotherapy, and poor blood-brain barrier penetration of systemic agents are critical barriers that hinder long term tumor control. This thesis presents three complementary strategies to advance brain and spine tumor therapy. First, we investigate laser interstitial thermal therapy (LITT) in the treatment of spinal tumors with metastatic epidural spinal cord compression, replacing “separation surgery” with a minimally invasive, image-guided approach that maximizes tumor ablation while preserving neurologic function. Second, we …

Discrimination Distress And Current Combustible And Non-Combustible Tobacco Product Use Among Us Youth, 2023, Meman Diaby, Osayande Agbonlahor, Maggie K. Richardson, Joy L. Hart, Shyanika W. Rose, Delvon T. Mattingly

Markey Cancer Center Faculty Publications

Introduction: Discrimination is the unfair treatment of people based on their identity. Youth who experience discrimination may cope with associated distress by using tobacco products, with amplified health consequences depending on the type of product.

Methods: We used data from the 2023 National Youth Tobacco Survey (n = 22 069) and derived an overall continuous measure from the 15-item Adolescent Discrimination Distress Index, as well as three continuous discrimination distress sub-indices: educational, institutional, and peer (range for each: 0–5). We defined current tobacco use as two outcomes: any past 30-day use of combustible (cigarettes, cigars, hookah, roll- your-own, pipe, bidis) …

Brain Tumors, Children's Health School Services

School Guides

Educator guide about how to support students with brain tumors.

Osteosarcoma, Children's Health School Services

School Guides

Educator guide about how to support students with osteosarcoma.

Persistence Of Pet Scan Positivity After Chemoimmunotherapy For Dlbcl, James O. Armitage, Matthew A. Lunning, Julie M. Vose, Dan L. Longo

Journal Articles: Oncology and Hematology

Approximately 80% of patients with diffuse large B-cell lymphoma achieve a complete response after chemoimmunotherapy as defined by positron emission tomography (PET) scan. However, not all patients who fail to achieve a metabolic complete response are destined to relapse. In a number of these patients, the PET scan is falsely positive (ie, 20%-40% in several large series), particularly when the PET scan has a Deauville score of 4. Reflexively intervening with salvage systemic therapy or radiotherapy in these patients is potentially harmful. It seems that very sensitive measurements of circulating tumor DNA might be able to differentiate between patients who …

Efficacy And Safety Of Epcoritamab In Relapsed Or Refractory Large B-Cell Lymphoma: 3-Year Update From The Epcore Nhl-1 Trial, Yasmin H. Karimi, Chan Y. Cheah, Michael Roost Clausen, David Cunningham, Umar Farooq, Tatyana Feldman, Herve Ghesquieres, Wojciech Jurczak, Kim M. Linton, Tycel Phillips, Julie M. Vose, Won Seog Kim, Pegah Jafarinasabian, Barbara D'Angelo Månsson, David Soong, Andrew J. Steele, Zhu Li, Christian W. Eskelund, Martin Hutchings, Catherine Thieblemont

Journal Articles: Oncology and Hematology

Epcoritamab, a CD3xCD20 bispecific antibody, resulted in deep, durable responses with a manageable safety profile in patients with relapsed/refractory large B-cell lymphoma (LBCL) in EPCORE^® NHL-1 (NCT03625037). We report results from a 3-year follow-up. Adults with relapsed/refractory LBCL received epcoritamab until progressive disease or unacceptable toxicity. The primary endpoint was overall response rate (ORR). Median age was 64.0 years, 39% of patients received prior CAR T-cell treatment, and 75% were refractory to ≥ 2 consecutive lines of treatment. As of May 3, 2024 (median follow-up 37.1 months [range, 0.3-45.5]), ORR was 59% and complete response (CR) rate …

Training Set Augmentation And Biology-Aware Harmonization Improve Radiomic Models For Lung Cancer Prediction In Indeterminate Nodules, Claire Huchthausen, Menglin Shi, Gabriel De Sousa, James Larner, Einsley Janowski, Jonathan Colen, Krishni Wijesooriya

Data Science Faculty Publications

CT radiomics-based machine learning has potential to predict lung cancer in pulmonary nodules (PNs) earlier than standard-of-care methods. Low malignancy rates in early-development PNs and variable image acquisition hinder development of radiomic models for diagnosing these PNs. To address these challenges, we augmented training using later-development PNs and harmonized for acquisition effects. We examine early-development benign and malignant PNs (n = 106) below the sensitivity of standard-of-care diagnosis. Classifiers predicting malignancy performed near chance when trained on ComBat-harmonized radiomic features from only early-development PNs. We then augmented training with later-development benign and malignant PNs (n = 225). We evaluated whether …

Erythropoiesis-Stimulating Agent (Esa) Therapy In Dialysis Patients With Cancer: Yes Or No?, Jesette Baliad, Ferlie Joy Dela Cruz, Essie Galvan, Ma.Dulce Palting

Covenant Nurses Week 2026

No abstract provided.

Machine Learning Classification Of Prostate Cancer Genomic Sequences Using K-Mer And Sequence-Derived Features, Kuldeep Rawat, Hirendra Nath Banerjee, Jamie Noble, Saa Naudia Deloatch, Satyendra Banerjee, Sachin Shetty, Soumya Banerjee

VMASC Publications

Prostate cancer disproportionately impacts African American men, who experience significantly higher mortality rates and earlier disease onset than other populations. Current diagnostic approaches, including prostate-specific antigen testing and biopsy, lack sufficient specificity and sensitivity, underscoring the need for accurate, molecular-level classification tools. This paper presents a machine learning framework for binary classification of genomic DNA sequences as cancerous or healthy. A dataset of 1684 FASTA-formatted sequences obtained from the National Library of Medicine - GenBank was analyzed, with 1662 sequences retained after quality control filtering. Feature engineering yielded 67 attributes, including GC content, Shannon entropy, sequence length, and trinucleotide k-mer …

Early Detection In Oral Cancer: Are We Prepared For Artificial Intelligence-Driven Precision Medicine?, Nikil Kumar, Sinnha Kumari, Sadia Sultana, Muhammad Saad Khan, Tirath Patel, Nikhilesh Anand

School of Medicine Publications

Oral cancer, particularly oral squamous cell carcinoma, remains a serious health concern, with a poor prognosis and a late diagnosis. Leukoplakia, erythroplakia, lichen planus, and submucous fibrosis are examples of oral potentially malignant disorders that must be detected early but are not always so by traditional, laborious, and subjective diagnostic techniques. In oral cancer, artificial intelligence (AI) and precision medicine are becoming game-changing technologies that enhance individualized care, treatment planning, and diagnostic precision. Complex imaging and histopathology data may be analyzed using machine learning and deep learning algorithms, particularly convolutional neural networks, which can identify patterns that are invisible to …