Diseases Commons^™

Transforming Plastic For A Sustainable Planet: Next-Generation Materials That Biodegrade Naturally, Kristof Racz, Clement Higginbotham

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

The Dock Beetle: Reducing Costs And Pesticides In Irish Agriculture, Bianca Araujo, Daniel P. Fitzpatrick

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

Implementation Of The Nature Restoration Law In The Eu - Pros, Cons And Impossibilities, Emma Mcdonagh, Liam Sunner

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

Ireland’S Energy Transition: Unlocking The Potential Of Offshore Renewables, Caoimhe O'Hare, Madjid Karimirad, Gautam Baruah

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

From Conflict To Connection: Educators Leading The Shift Towards Restorative Practices (Rp) In Deis Primary Schools, Ellen Slattery, Clara Hoyne

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

Bridging The Gap From Preschool To Primary: From Policy To Practice, Aimee O'Connor, Cóilín O’ Braonáin

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

Editorial, Anne M. Friel, Brigid Hooban, Therese Montgomery, Anne Marie O'Brien, Cormac Quigley, Edel Mcneela, Eva Campion, James Walshe, Sinead Loughran

SURE Journal: Science Undergraduate Research Experience Journal

No abstract provided.

Botulinum Toxin In Stiff Person Syndrome: How Useful Is It In Helping Muscle Stiffness And Spasms?, Marinos Dalakas

Department of Neurology Faculty Papers

No abstract provided.

Assessing The Tumor Suppressive Impact And Regulatory Mechanisms Of Spdef Expression In Breast Cancer, Maansi Solanky, Maninder Khosla, Suresh K. Alahari

School of Graduate Studies Faculty Publications

Background/Objectives: Breast cancer is a heterogeneous disease, and the role of the transcription factor SPDEF remains controversial. We aimed to clarify the prognostic value of SPDEF, explore demographic and molecular correlates of its expression, and investigate potential regulatory mechanisms underlying its dysregulation. Methods: Genomic and clinical data for 1218 breast cancer tumors were obtained from The Cancer Genome Atlas (TCGA). SPDEF mRNA expression was compared across intrinsic subtypes, age, and race, and prognostic significance was evaluated by Kaplan–Meier analysis. Promoter methylation patterns and DNA methyltransferase (DNMT) expression were examined as potential regulatory drivers. Co-expression analysis was performed using gene panels …

Atypical Abdominal Pain: Uncovering Malignant Peritoneal Mesothelioma In Suspected Crohn's Disease: A Case Report, Catherine Loehr, Lara Boudreaux, Ann Porter Uhlhorn, Nisha Loganantharaj

School of Medicine Faculty Publications

BACKGROUND: Malignant peritoneal mesothelioma (MPM) is a rare and aggressive cancer from the serosal membranes of the abdominal cavity. In the United States, MPM accounts for about 10-15% of all mesothelioma cases, and translates into approximately 600 new cases diagnosed annually. It is typically diagnosed in Caucasian individuals, and while asbestos exposure is a well-established risk factor for pleural mesothelioma, its association with peritoneal mesothelioma remains less clear. Clinical symptoms of MPM, such as abdominal pain, bloating, and weight loss, overlap with other gastrointestinal disorders, which often leads to delayed diagnosis. This case report presents a unique instance of MPM …

Runx2 Cooperates With Srebp1 To Rewire Cancer Metabolism And Promote Aggressiveness, Emanuele Vitale, Mila Gugnoni, Veronica Manicardi, Silvia Muccioli, Federica Torricelli, Benedetta Donati, Simonetta Piana, Gloria Manzotti, Elisa Salviato, Francesca Reggiani, Cristian Ascione, Rebecca Vezzani, Moira Ragazzi, Mattia Forcato, Oriana Romano, Silvio Bicciato, Aaron Goldman, Marco Tigano, Alessia Ciarrocchi

Department of Pathology, Anatomy, and Cell Biology Faculty Papers

Embryonic Transcription Factors (TFs) are often reactivated in cancer, driving developmental gene programs that support phenotypic plasticity. Metabolic adaptation fuels this plasticity by supplying energy and molecular building blocks for growth. RUNX2, the master regulator of bone morphogenesis, is ectopically expressed in epithelial cancer, promoting metastasis through trans-differentiation processes like Epithelial-to-Mesenchymal Transition (EMT) and osteomimicry. By combining omics data with functional validation, we demonstrated that RUNX2 drives cancer cell metabolic rewiring by repressing mitochondrial respiration while promoting anabolic processes. We showed that RUNX2 upregulates key genes of lipid biosynthesis by regulating and cooperating with SREBP1. In vivo expression analysis in …

Managing Anticoagulation In A Patient With Calciphylaxis And Mechanical Valve: A Therapeutic Dilemma, Qutaiba Qafisheh, Abdalhakim Shubietah, Mohanad Qwaider, Muath A. Baniowda, Abdalrahman Assaassa, Roaa Aljunaidi, Abubakar Nazir

Division of Cardiology Faculty Papers

BACKGROUND: Calciphylaxis is a rare, life-threatening vasculopathic syndrome most commonly seen in end-stage renal disease (ESRD) and associated with high mortality. Vitamin K antagonists complicate management in patients with mechanical valves by potentially exacerbating vascular calcification while remaining essential for thromboprophylaxis.

CASE PRESENTATION: A 50-year-old woman with ESRD on hemodialysis and a mechanical mitral valve on warfarin presented with severe abdominal pain and rapidly progressive necrotic ulcers. Despite broad-spectrum antibiotics and sodium thiosulfate, lesions worsened. Biopsies were nondiagnostic; however, the clinical phenotype was consistent with calciphylaxis. A multidisciplinary team transitioned anticoagulation from warfarin to subcutaneous unfractionated heparin (UFH) (333 U/kg …

Cd5 Expression In Ctcl And Its Implications For Anti-Cd5 Car T-Cell Therapy, Leena Wardeh, Madeline Williams, Courtney Prestwood, Zachary Wolner, Neda Nikbakht

Department of Dermatology and Cutaneous Biology Faculty Papers

Cutaneous T-Cell Lymphomas (CTCL) are a heterogenous group of T-cell malignancies in the skin and have poor treatment outcomes in advanced stages. CD5, a surface glycoprotein expressed on most mature T cells, has emerged as a promising target for chimeric antigen receptor (CAR) T-cell therapy in systemic T-cell lymphomas. However, its expression profile in CTCL and relevance for targeted therapy remain unclear. Notably, in CTCL, the cell surface expression of receptors, such as CD7 and CD26, tends to become downregulated on the surfaces of malignant T cells In this study, we analyzed single-cell RNA sequencing (scRNA-seq) data from patients at …

Overview Of Exosomal Non-Coding Rnas In Cardiovascular Disease Using High Throughput Sequencing, Mortaza Eivazi, Leila Abkhooie, Kamran Hosseini, Parnia Mobasheran, Tahereh Ebrahimi, Vahideh Tarhriz, Eric Lazartigues

School of Graduate Studies Faculty Publications

Non-coding RNAs including miRNAs, long-ncRNAs, and circular RNAs play crucial roles in cell-to-cell communication and epigenetic regulation. They control gene expression at multiple levels, including transcriptional, post-transcriptional, and translational, thereby influencing associated signaling pathways. Encapsulated within exosomes, micro-vesicles, and apoptotic bodies, ncRNAs can be transported between cells while being protected from harsh environmental conditions. Studies have shown various expression patterns across different cell types and in various physiological and pathological states. However, the precise correlations and extent of their contribution to diseases are still under investigation. Recent studies have reported the involvement of extracellular vesicle-associated ncRNAs in the pathogenesis of …

Predicting Intravitreal Treatment Response Using Ultrawide-Field Angiographic Biomarkers In Diabetic Retinopathy, Karthik Reddy, Callie Deng, Boonkit Purt, Yue Liang, Nikhil Bommakanti, Gina Yu, Julie Rosenthal, Yannis M. Paulus

Wills Eye Hospital Papers

BACKGROUND: Diabetic retinopathy (DR) is a sight-threatening retinal disease with pathological mediation by vascular endothelial growth factor (VEGF). Intravitreal anti-VEGF injections are commonly used to manage DR. Ultra-wide-field fluorescein angiography (UWF-FA) can assess DR severity and characterize the amount of non-perfused retina (non-perfusion area, NP), neovascularization (neovascular area, NV), and foveal avascular zone (FAZ). However, the association between anti-VEGF treatment and NP, NV, and FAZ characterized by UWF-FA is not well established.

METHODS: A retrospective, single-center cohort study involved eyes of patients with Type 1 or 2 diabetes mellitus with at least one UWF-FA image. The area of the FAZ, …

Additive Effects Of N-Acetylcysteine And [R4W4] Combination Treatment On Mycobacterium Avium, Kayvan Sasaninia, Iffat Hasnin Era, Nezam Newman, Jesse Melendez, Wajiha Akif, Eashan Sharma, Omid Nikjeh, Ira Glassman, Cristián Jiménez, Navya Sharma, Ama Xu, Maria Lambros, Miou Zhou, Rakesh Tiwari, Vishwanath Venketaraman

Pharmacy Faculty Articles and Research

Mycobacterium avium is an opportunistic pathogen and a leading contributor to nontuberculous mycobacterial infections in immunocompromised individuals. However, treatment duration, antibiotic toxicity, and resistance present challenges in the management of mycobacterium infections, prompting the need for novel treatment. N-acetylcysteine (NAC) has demonstrated potent antimycobacterial activity, while antimicrobial peptides such as the cyclic [R₄W₄] have shown additive effects when combined with first-line antibiotics. This study aimed to investigate the mechanism and efficacy of NAC and [R₄W₄] combination therapy against M. avium. A membrane depolarization assay was used to evaluate the effects of …

Setdb1 Is Critically Required For Uveal Melanoma Growth And Represents A Promising Therapeutic Target, Imène Krossa, Céline Pisibon, Yann Cheli, Karine Bille, Mélanie Dalmasso, Sabah Hamadat, Chrystel Husser, Marie Irondelle, Julien Cherfils-Vicini, Frédéric Soysouvanh, Sacha Nahon-Esteve, Arnaud Martel, Sandra Lassalle, Jean-Pierre Caujolle, Célia Maschi, Stéphanie Baillif, Dan Hasson, Saul Carcamo, Andrerw E. Aplin, Irwin Davidson, Emily Bernstein, Valeria Naim, Robert Ballotti, Corine Bertolotto, Thomas Strub

Department of Pharmacology, Physiology, and Cancer Biology Faculty Papers

Metastatic uveal melanomas are highly resistant to all existing treatments. To identify actionable vulnerabilities, we conducted a CRISPR-Cas9 knockout screen using a library composed of chromatin regulators. We revealed that the lysine methyltransferase, SETDB1, plays a critical role in metastatic uveal melanoma cell proliferation and survival. Functionally, SETDB1 deficiency induces a DNA damage response, senescence-like state and growth arrest. Knockdown of SETDB1 is associated with a decreased expression of genes related to replication and cell cycle. Moreover, deficiency in CDC6, an essential regulator of DNA replication, phenocopies SETDB1 inhibition. Using a pre-clinical model, we further demonstrated that anti-SETDB1 therapy impairs …

Fine Mapping Regulatory Variants By Characterizing Native Cpg Methylation With Nanopore Long-Read Sequencing, Yijun Tian, Shannon K. Mcdonnell, Lang Wu, Nicholas B. Larson, Liang Wang

School of Medicine Faculty Publications

5-Methylcytosine (5mC) is the most common DNA modification in the human genome. Bisulfite conversion combined with short-read sequencing captures this modification at single-nucleotide resolution but introduces PCR duplication bias and limits co-methylation analysis between distant cytosines. To resolve these limitations, we used nanopore long-read sequencing to profile human methylation and performed long-range co-methylation analysis with native DNA modification information. We analyzed the nanopore demo data in the adaptive sampling sequencing targeting the CpG islands and applied the linkage disequilibrium (LD) R to identified methylation haplotype blocks (MHBs). We found that the cancer genome exhibited significantly smaller MHBs, higher CpG density, …

Regorafenib Pulmonary Toxicity: A Case Of Cavitary Lung Disease And Ards Treated With Infliximab, Michael Dong, Mackenzie Kramer, Tanmay Gandhi, Gautam George

Division of Pulmonary, Allergy, and Critical Care Medicine Faculty Papers

Regorafenib-induced pneumonitis and acute respiratory distress syndrome (ARDS) are rare and poorly characterized toxicities. We describe a 43-year-old male with metastatic colorectal cancer who developed hypoxic respiratory failure after two cycles of regorafenib. Imaging revealed cavitary lung lesions and diffuse ground glass opacities. Despite antibiotics and high-dose corticosteroids, his condition deteriorated, requiring ICU admission and mechanical ventilation. Bronchoalveolar lavage revealed bacterial pathogens, and he was treated for pneumonia. After multidisciplinary discussion, he was assessed to have regorafenib-induced pneumonitis as a major driver of his respiratory failure, and after limited steroid response, infliximab was administered with marked respiratory improvement. However, he …

Hydralazine Inhibits Cysteamine Dioxygenase To Treat Preeclampsia And Senesce Glioblastoma, Kyosuke Shishikura, Jiasong Li, Yiming Chen, Nate R. Mcknight, Thomas P. Keeley, Katelyn A. Bustin, Eric W. Barr, Snehil R. Chilkamari, Mahaa Ayub, Sun Woo Kim, Zongtao Lin, Ren-Ming Hu, Kelly Hicks, Xie Wang, Donald M. O'Rourke, J. Martin Bollinger, Zev A. Binder, William H. Parsons, Kirill A. Martemyanov, Aimin Liu, Megan L. Matthews

SKMC Student Presentations and Publications

Hydralazine (HYZ), a treatment for preeclampsia and hypertensive crisis, is listed by the World Health Organization as an essential medicine. Its mode of action has remained unknown through its seven decades of clinical use. Here, we identify 2-aminoethanethiol dioxygenase (ADO), a key mediator of targeted protein degradation, as a selective HYZ target. The drug chelates ADO's metallocofactor and can alkylate one of its ligands. The resultant inactivation stabilizes regulators of G protein signaling (RGS4 and RGS5) that ADO normally marks for proteolysis, explaining the drug's vasodilatory activity and comporting with observations of diminished RGS levels in both clinical preeclampsia and …

Targeting The Bcl2 Family: Advances And Challenges In Bh3 Mimetic-Based Therapies, Nabanita Mukherjee, James Sheetz, Yiqun Shellman

Student Papers, Posters & Projects

The BCL2 family of proteins plays a pivotal role in regulating apoptosis and cellular homeostasis, making them critical therapeutic targets in cancer and other diseases characterized by pathological cell survival. BH3 mimetics, small molecules that selectively inhibit anti-apoptotic BCL2 family members, have achieved significant clinical success, particularly in hematologic malignancies. However, several challenges remain, including resistance mechanisms, toxicity (such as MCL1 inhibitor-associated cardiotoxicity), and the intricate balance between apoptotic and non-apoptotic functions. This review provides a comprehensive overview of BCL2 family biology, the development and clinical application and outcomes of BH3 mimetics, and the emerging resistance mechanism known as double-bolt …

Glucagon-Like Peptide 1 Receptor Agonists And The Clinical Outcomes Of Inflammatory Bowel Disease: A Systematic Review And Meta-Analysis, Ahmed B. Bayoumy, Lindsay M. Clarke, Parakkal Deepak, Aakash Desai, Priya Sehgal, Uri Gorelik, Haggai Bar-Yoseph, Marie Villumsen, Chris J. J. Mulder, Dirk J. Stenvers, Maarten E. Tushuizen, Nanne K. H. De Boer

Division of Gastroenterology and Hepatology Faculty Papers

BACKGROUND: Prior studies showed worse outcomes in obese inflammatory bowel disease (IBD) patients, especially those related to hospitalizations, surgery, and steroid-free remission. Glucagon-like peptide-1 receptor agonists (GLP1-RAs) have demonstrated significant metabolic benefits for patients with type 2 diabetes mellitus (T2DM) and obesity. Hence, GLP1-RAs may improve clinical outcomes in patients with IBD, especially those with obesity. The objective was to systematically evaluate the impact of GLP1-RAs on clinical outcomes in patients with IBD.

METHODS: A comprehensive literature search was performed using the databases PubMed, Embase, Web of Science, and Cochrane Library from inception to March 15, 2025. Studies reporting outcomes …

A Plain Language Summary Publication Of Patients’ Survival With Endometrial Cancer Treated With Dostarlimab Plus Carboplatin-Paclitaxel, Matthew A. Powell, Line Bjørge, Lyndsay Willmott, Zoltán Novák, Destin Black, Lucy Gilbert, Sudarshan Sharma, Giorgio Valabrega, Lisa M. Landrum, Martina Gropp-Meier, Ashley Stuckey, Ingrid Boere, Michael A. Gold, Yakir Segev, Sarah E. Gill, Christine Gennigens, Alexandra Sebastianelli, Mark S. Shahin, Bhavana Pothuri, Bradley J. Monk, Joseph Buscema, Robert L. Coleman, Brian M. Slomovitz, Kari L. Ring, Thomas J. Herzog, Morad Marco Balas, Matthew Grimshaw, Shadi Stevens, Dominic W. Lai, Carolyn Mccourt, Mansoor Raza Mirza

Abington Jefferson Health Papers

What is the purpose of this PLS-P? The purpose of this plain language summary of publication is to help you understand recent findings from Part 1 of the RUBY study (full name ENGOT-EN6/GOG3031/RUBY trial). • Researchers sometimes study new combinations of already approved individual treatments to see if the combinations work well together and if they are safe to prescribe to patients. • In Part 1 of the RUBY study, the combination of dostarlimab with carboplatin-paclitaxel was investigated to see how well it worked for patients with primary advanced or recurrent endometrial cancer when compared with patients who were given …

Neuronal Activity-Dependent Gene Dysregulation In C9orf72 I3neuronal Models Of Als/Ftd Pathogenesis, Layla T. Ghaffari, Emily A. Welebob, Sarah E. Bond Newton, Ashley V. Boehringer, Kelly L. Cyliax, Piera Pasinelli, Davide Trotti, Aaron R. Haeusler

Farber Institute for Neuroscience Faculty Papers

The GGGGCC nucleotide repeat expansion (NRE) mutation in the C9ORF72 (C9) gene is the most common cause of amyotrophic lateral sclerosis (ALS) and frontotemporal dementia (FTD). Neuronal activity plays an essential role in shaping biological processes within both healthy and neurodegenerative disease scenarios. Here, we show that at baseline conditions, C9-NRE-induced pluripotent stem cell-cortical neurons display aberrations in several pathways, including synaptic signaling and transcriptional machinery, potentially priming diseased neurons for an altered response to neuronal stimulation. Indeed, exposure to two pathophysiologically relevant stimulation modes, prolonged membrane depolarization or a blockade of K⁺ channels, followed by RNA sequencing, induces …

Concurrent Local Therapy Extends Clinical Benefit Of Tebentafusp In Metastatic Uveal Melanoma Patients, Tristan L. Lim, Kamaneh Montazeri, Eric Wehrenberg-Klee, Antoine Desilets, Rino S. Seedor, Marlana Orloff, Takami Sato, Michael Caplan, Mariam El-Ashmawy, Benjamin Izar, Shaheer Khan, Inderjit Mehmi, Aleigha Lawless, Theodore S. Hong, Omid Hamid, Richard D. Carvajal, Alexander Shoushtari, Ryan J. Sullivan

Kimmel Cancer Center Faculty Papers

BACKGROUND: Tebentafusp has significantly improved overall survival in HLA-A*02:01+ metastatic uveal melanoma (mUM) patients even in those with a best objective response of progressive disease. Thus, strategies to maintain tebentafusp therapy are critical. Here, we examine the efficacy and safety of adding concurrent local therapy (CLT) to tebentafusp upon radiological progression with tebentafusp alone.

PATIENTS AND METHODS: This multicenter retrospective study included mUM patients treated with tebentafusp and CLT, consisting of extrahepatic soft tissue irradiation and liver-directed therapies (LDTs). Efficacy of target and nontarget sites were assessed per RECIST version 1.1. PFS with tebentafusp alone (PFS1) was compared to that …

Predictive Gene Expression Signatures For Alzheimer's Disease Using Post-Mortem Brain Tissue, Ashley Duche, Oliver Tan, Andrius Baskys, Rachita K. Sumbria, Moom R. Roosan

Pharmacy Faculty Articles and Research

Background: Alzheimer’s Disease (AD) is a progressive neurodegenerative disorder characterized by amyloid-beta (Aβ) plaques and tau protein aggregates in the brain. These pathological features manifest in specific regions, but mechanisms rendering some areas more susceptible to early AD-related changes remain poorly understood. To address this, we developed predictive gene expression signatures to explore molecular mechanisms underlying regional vulnerability to AD pathology.

Methods: Post-mortem brain tissues from participants of the Religious Orders Study and Memory and Aging Project (ROSMAP), Mayo Clinic, and Mount Sinai Brain Bank (MSBB) were used to derive gene expression signatures from six brain regions affected at varying …

Ketorolac Use Following Operative Clavicle Fracture Fixation Is Not Associated With Increased Nonunion Or Surgical Complications: A Propensity-Matched Analysis, Tuckerman Jones, Tej Joshi, Akhil Katakam, Daniella Ogilvie, Sefy Paulose, Balazs Galdi

Wills Eye Hospital Papers

OBJECTIVES: Nonsteroidal anti-inflammatory drugs (NSAIDs), including ketorolac, are commonly used for postoperative pain management. Concerns about their potential impact on bone healing have been raised. This study investigated the relationship between ketorolac use and postoperative complications following clavicle surgery, including nonunion rates.

METHODS: This retrospective cohort study used the TriNetX Research Database to identify patients who underwent surgical fixation of clavicle fractures between 2002 and 2022. Two propensity-matched cohorts were created: patients who received postoperative ketorolac and those who did not. Primary outcomes included nonunion diagnosis and revision surgery; secondary outcomes included opioid use, wound disruption, surgical site infection, and …

Bromelain-Based Enzymatic Debridement Of A Third-Degree Burn To Skin-Grafted Bowel, Shengqing Wang, Janie Faris, Kareem Abdelfattah, Samuel Mandell, M Victoria Miles

School of Medicine Faculty Publications

Burn injuries over previously grafted tissue present a formidable challenge for excision and debridement, particularly when there are critical underlying structures such as bowel. Enzymatic debridement with the recently approved anacaulase-bcdb, a bromelain-based enzymatic debridement gel (Nexobrid), presents an additional method of burn excision that may be useful in such a situation. This brief report presents the management of a complex third-degree burn over a remotely skin-grafted bowel mass using anacaulase-bcdb gel. This report is written with documented patient consent and approval by the Human Research Protection Program office in compliance with institutional policy. A 52-year-old man presented to our …

Uncovering The Pml::Rara Fusion In Cytogenetically Cryptic And Fish-Negative Acute Promyelocytic Leukemia-A Case Report And Comprehensive Literature Review, Busra Delikkaya, Jaime Eberle-Singh, Arianna Morton, Jerald Gong, Jinglan Liu

Department of Pathology, Anatomy, and Cell Biology Faculty Papers

The PML::RARA fusion resulting from t(15;17) is the genetic hallmark of acute promyelocytic leukemia (APL), typically detected by cytogenetics and/or fluorescence in situ hybridization (FISH) studies. Rarely, APL patients present with normal cytogenetics and FISH findings, complicating diagnosis and delaying life-saving therapy. We report a 23-year-old male with clinical, morphologic and immunophenotypic features consistent with APL but negative for FISH studies. Despite prompt initiation of all-trans retinoic acid (ATRA) based on clinical suspicion, the patient succumbed to intracranial hemorrhage. Quantitative reverse transcriptase PCR (qRT-PCR) confirmed a long isoform PML::RARA fusion. A review of 34 published cytogenetics- and FISH-negative cases since …

Non-Invasive Detection Of Choroidal Melanoma Via Tear-Derived Protein Corona On Gold Nanoparticles: A Machine Learning Approach, Hakimeh Rakhshandeh, Ahmad Nasiraei, Hamid Riazi-Esfahani, Babak Masoomian, Fariba Ghassemi, Mojtaba Arjmand, Saeed Heidari Keshel, Fatemeh Atyabi, Rassoul Dinarvand

Wills Eye Hospital Papers

This study investigates the feasibility of using tear sample analysis, based on protein corona formation on gold nanoparticles combined with electrospray ionization mass spectrometry (ESI-MS) and machine learning techniques, as a non-invasive approach for the detection of choroidal melanoma. The aim is to assess whether protein-nanoparticle interactions can support early and reliable identification of this ocular condition. Tear samples were collected using Schirmer strips from six healthy individuals and six patients diagnosed with choroidal melanoma, with subsequent augmentation to 18 samples per group. Gold nanoparticles (AuNPs, ~ 20 nm) were synthesized via citrate reduction and incubated with tear samples to …