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Colorectal Cancers With Distinct Metastatic Potential Trigger Divergent Early T Cell Responses, Marwa Ahmed Saad

Student Theses and Dissertations

The intestinal mucosa harbors the largest immune compartment in the mammalianbody, where resident and recruited immune cells must maintain tolerance to commensal and dietary antigens while preserving their ability to mount effective responses against pathogens and malignant transformation. Uncontrolled epithelial proliferation leads to colorectal cancer (CRC), the second leading cause of cancer-related deaths worldwide. More than 85% of human CRC cases arise from accumulating sporadic or hereditary mutations in the tumor suppressor genes Apc, Tp53, Smad4, and the oncogene Kras. Although immune checkpoint blockade has transformed the treatment of certain solid tumors, most CRCs, particularly those with a proficient mismatch …

Noncanonical Roles Of Hepatitis B Virus Precore Rna In Reverse, Mengyin Zhang

Student Theses and Dissertations

Hepatitis B virus (HBV) is a partially double-stranded DNA virus that replicates through reverse transcription. Transcription from the HBV core promoter generates two genome-length RNAs: pregenomic RNA (pgRNA) and precore RNA (pcRNA). pcRNA contains the entire pgRNA sequence plus an additional 32 nucleotides at its 5’ end that include the precore start codon, enabling translation of the precore protein, the precursor of the secreted HBV e antigen (HBeAg). Whereas pgRNA is translated to produce core and polymerase and serves as the template for reverse transcription by cis-acting HBV polymerase, pcRNA has long been considered unable to support HBV DNA synthesis. …

Fluctuation Of Organochlorine Concentrations In Bull Sharks At Different Life Stages, Mackenzie R. Phillips

Dissertations, Master's Theses and Master's Reports

For Carcharhinid species such as the bull shark (Carcharhinus leucas), the maternal offloading of nutrients is essential for pup development and growth, however, significant amounts of OCs are also transferred. As a top predator in aquatic food webs, bull sharks can potentially bioaccumulate high concentrations of pollutants such as dichloro-diphenyl-trichloroethane (DDT) that biomagnify through aquatic food webs. These pollutants are also hydrophobic and fat soluble and therefore pose toxicity risks to developing young bull sharks. In this study, liver tissues collected from juvenile bull sharks inhabiting Florida’s coastal waters were analyzed for a suite of organochlorine pesticides (OCs) …

Public Perception Of Environmental Contamination And Its Implications For Fish And Community Health In West Bengal, India, Libia Hazra

Dissertations, Master's Theses and Master's Reports

In West Bengal, India, the highest fish-consuming state in the country, fish are woven into everyday life, including ceremonies of birth and marriage, prayers offered during harvesting and the cultural memory of communities whose identities are inseparable from aquatic life. However, the rivers, wetlands, and ponds that sustain these fish-human relationships are increasingly threatened by environmental contamination resulting from industrial discharge, agricultural runoff, and inadequate environmental management. Understanding how communities perceive these environmental changes is essential for developing effective conservation and public health strategies.

In collaboration between the Indian Institute of Technology (ITT) Kharagpur, India, and Michigan Technological University (USA), …

C/Ebpα Is Essential For Gonadal But Not Inguinal White Adipose Tissue Formation In Mice, Krista Y. Hu, Yu-Lin Ma, Esme A. Dodge, Olivia A. B. Maguire, Caio V. Matias, Ryan K. Barney, Hector S. Himede, Juliana Gomez Pardo, Miriam Cepeda, Scott M. Gordon, Robert C. Bauer

Physiology Faculty Publications

Objective: The distribution of excess white adipose tissue (WAT) in obesity correlates with risk for comorbidities. Thus, understanding depot-specific WAT developmental mechanisms is translationally relevant. SNPs near the gene CEBPA associate with waist to hip ratio, and while C/EBPα is a recognized regulator of adipogenesis, there is no previously known role for C/EBPα in regulating adipose distribution.

Methods: We crossed Cebpa floxed mice to the AdipoQ-Cre transgenic mouse strain, generating mice with adipocyte-specific knockout of Cebpa (Cebpa_ASKO). Mice were phenotyped on a chow diet and after prolonged high-fat diet (HFD) feeding.

Results: Cebpa_ASKO mice almost entirely lack gonadal …

Climate And Seasonal Influences On Indo-Pacific Sea Level: Insights From 30 Years Of Satellite And Tide Gauge Data, Karlina Triana

ASEAN Journal on Science and Technology for Development

We analyze Indo-Pacific sea-level variability using monthly satellite altimetry (1993–2025) validated against records from 16 tide-gauge stations. Cross-comparisons show strong agreement, especially in the western Pacific, confirming the reliability of altimetry for regional assessments. Seasonal SLA variability is largest in the Bay of Bengal and South China Sea and reflects monsoonal forcing, whereas interannual fluctuations in the eastern Indian and western Pacific oceans are dominated by ENSO and modulated by PDO. Harmonic decomposition isolates annual and semi-annual cycles, and an EOF/PCA framework identifies the leading modes: EOF1 (30.8%) captures basin-scale interannual variability and EOF2 (20.9%) reflects the seasonal cycle. Spectral …

Adversarial Robustness In Biomedical Time-Series Models, Rohan Tiwari

Bioengineering Theses

This study investigates adversarial vulnerabilities in deep learning models for biomedical time-series classification across two clinically important modalities: electrocardiography (ECG) and electroencephalography (EEG). Using the MIT-BIH Arrhythmia and CHB-MIT seizure datasets, I evaluate time-domain attacks (FGSM, PGD), Fourier-domain constrained attacks, and learned spectral perturbations designed to reveal modality-specific sensitivity patterns. Across both tasks, a consistent trend emerges low-frequency components (0–5 Hz) constitute a dominant axis of adversarial vulnerability, with perturbations in this range producing the steepest degradation in classification performance. In ECG models, protecting the physiologically relevant QRS band (5–20 Hz) significantly improves robustness, whereas EEG models remain highly sensitive …

Bringing The Outdoors In Through Biophilic Design, Gabriela Miotto Leal

Architectural Studies Honors Papers

This thesis investigates the relationship between architecture, human perception, and well-being through the lens of human-centered and biophilic design. Drawing from philosophical traditions, phenomenology, and contemporary neuroscience, this thesis argues that the built environment is an active agent in shaping cognition, emotion, and lived experience. Architecture is understood as multisensory, embodied, and temporally experienced, influencing individuals in both conscious and nonconscious ways. Through a comparative analysis of three case studies, Paimio Sanatorium, AEA House, and the Amazon Spheres, this research examines how biophilic design principles are incorporated into different contexts such as healthcare, residential, and workplace. Each project demonstrates a …

Tuning Human And “Artificial” Intelligence: A Sentic Theory Of Resonance And Communication, Michael J. Miller, Chatgpt (Ai~Nesbo+)

Psychology

This paper introduces a new model of intelligence as resonant communication, co-developed by a human researcher and a generative AI system. Drawing from emotion science, communication theory, and studies of AI–human interaction, we argue that intelligence is not merely a function of problem-solving or pattern recognition. Instead, it emerges through dynamic resonance—an attunement process rooted in shared rhythms, emotional calibration, and symbolic co-creation. At the core of this model is the Resonance Octave (8va), a framework of eight foundational emotions conceptualized not as static categories but as waveform phenomena that shape meaning, memory, and predictive cognition.

These emotional waveforms are …

A Novel Tyrosine Kinase Axis In Innate Immune Signaling, Santanu Das, Pracheta Sengupta, Manoj Veleeparambil, Saurabh Chattopadhyay

Microbiology, Immunology, and Molecular Genetics Faculty Publications

Tyrosine phosphorylation has emerged as a central regulatory mechanism in innate immunity. Building on our recent studies that Syk and EGFR sequentially phosphorylate TLR9 to fully activate it, we discuss how similar mechanisms operate across other Toll-like receptors and the cytosolic DNA sensor STING. Evidence from complementary systems reveals that receptor and nonreceptor tyrosine kinases, including Src-family kinases, Syk, BTK, and EGFR, form an integrated signaling network that triggers receptor activation, trafficking, and downstream gene expression. Scavenger receptors such as SR-A further drive this kinase cascade by coordinating viral recognition to TLR activation. These observations reveal a novel ‘tyrosine kinase …

The Depuration Of Microplastic Pollution In Aquacultured Indian River Lagoon Oysters, Lee Nguyen

Honors Undergraduate Theses

Plastics are widely used in consumer goods and industrial manufacturing, and their degradation into microplastics (MP, size < 5 mm) has created an emergent environmental pollutant. Plastics readily enter aquatic environments, where they accumulate additional contaminants and bioaccumulate in organisms. While MP contamination in marine ecosystems is well documented, less is known about MP presence in aquacultured shellfish. Depuration, the process of purging contaminants from shellfish, is conducted in sterile seawater without food, which may cause oyster starvation and death. To date, MP depuration has not been examined in the aquacultured eastern oyster (Crassostrea virginica) in published studies. This study had 3 goals: 1) evaluate the effects of algal feed on oyster survival during depuration, 2) determine the effect of algal feed on depuration effectiveness, and 3) investigate the effect of a ten-day depuration on MP concentration in aquacultured C. virginica soft tissue. MP were quantified in oyster tissues, biodeposits, and in industrial algal feed. Tissues were digested using alkaline solutions, manually examined via microscopy, and analyzed using Fourier-Transform Infrared Spectroscopy (FTIR) to investigate MP polymer …

Statewide Northern Pike Response To Minnesota’S 2018 Regulation Change, Elijah Wozniak

Journal of Earth and Life Science

Management of northern pike (Esox lucius) is challenging because it attempts to balance ecological sustainability with angler interests. Northern pike often stunt their own growth by diminishing the size and abundance of prey fish, their food source. Anglers are often displeased when small pike occur in high population densities. In response to populations of small northern pike, the DNR implemented a new, statewide northern pike regulation in 2018. The objective of this study was to determine whether the regulation successfully changed the mean weight, length, and CPUE of northern pike in Minnesota. The secondary objective was to test …

Extending The Fruiting Season With Container Grown Primocane-Fruiting Blackberries Grown In A High-Tunnel, Edwin James Tucker Iii

Graduate Theses/Dissertations

Blackberry production has become an important part of many small fruit orchard operations because they’re easy to grow, produce a large crop, and sell well at market. The current blackberry season in Missouri extends from mid-June to mid-August, depending on the cultivar chosen. This fruiting season is common for floricane-fruiting blackberry cultivars (cultivars that fruit on one-year old canes). Primocane-fruiting blackberry, or blackberries that fruit on current season growth, have the potential to further extend the harvest season of blackberry into September and October especially if grown in a high-tunnel. This study had two objectives. The first objective was to …

Perfluorooctane Sulfonate (Pfos)-Induced Disruption Of Mitochondrial Activity And Cell Adhesion In Liver Cells, Phuong Dam Nam Tran

Graduate Theses/Dissertations

Perfluorooctane sulfonate (PFOS) is a persistent environmental pollutant associated with potential hepatoxic effects and other health risks. Despite its widespread distribution, the mechanisms underlying its toxicities remain to be fully understood. To investigate PFOS toxicology, my study utilized HepG2 and THLE-2 human hepatic cell models to replicate conditions reflecting PFOS accumulation in the liver. Cell viability, cell stress, and cell death assays were conducted to assess the toxicological influence of the chemical on both cell lines. Total RNA extraction was performed, followed by cDNA sequencing, and RT-qPCR. The XTT viability assay revealed a dose-dependent decrease in number of viable cells …

Managing The Legacy Of Historical Land Use In Central Appalachia: Soil Health, Carbon Storage, And Restoration Across Disturbed Ecosystems, Kyra R. Dukich

Graduate Theses, Dissertations, and Problem Reports (ETD)

Historical mining, intensive timber harvesting, agriculture, and atmospheric acid deposition have left lasting impacts on soil health throughout the Central Appalachian region, reducing soil productivity, carbon storage, and ecosystem resilience. This thesis evaluated restoration strategies across two long-term research systems in West Virginia to determine how land-use history and soil amendments influence soil health, carbon dynamics, and ecosystem recovery. The first study examined reclaimed mine lands and marginal agricultural soils planted with switchgrass (Panicum virgatum) or willow (Salix spp.) and treated with biochar or inorganic fertilizer. Soil greenhouse gas production, aggregate stability, total soil C:N, pH, and soil organic matter …

Synaptic Connectivity Of Rod Bipolar Cells In The Mouse Retina: A Connectomic Analysis Using Webknossos, Harold F. Eshun

Williams Honors College, Honors Research Projects

Rod bipolar cells (RBCs) are key interneurons in the mouse retina that transmit signals from rod photoreceptors to downstream amacrine and ganglion cells under scotopic (low-light) conditions. Although their general morphology and function are well established, the fine-scale organization of their synaptic inputs and outputs remains incompletely characterized. This project aims to map the pre- and postsynaptic partners of a fully reconstructed rod bipolar cell using the Yu volume, a serial block-face electron microscopy dataset from the ventral retina of an adult wild-type mouse. Using the webKnossos platform, I identify synaptic ribbons in the axon terminals of the rod bipolar …

Multicomponent Deoxyribozyme Probes For Targeted Detection Of Cancer Associated Gene Insertions, Samuel R. Veleke

Honors Undergraduate Theses

Insertions and deletions (indels) in DNA sequences of genes are linked with cancers such as glioblastoma (GB). Thus, indels may be used as potential cancer biomarkers. In the NANOG gene, its pseudogene NANOGP8 has a 22 base pair insertion sequence for GB patients. In this work, the NANOG gene and the insertion sequence were detected in one sample using a dual-fluorescent assay containing two multicomponent split deoxyribozyme (Dz) probe complexes. One complex used TXR fluorescence to detect the gene regardless of the insertion’s presence. The other complex used fluorescein (FAM) fluorophore to detect the insertion. The probes were able to …

The Role Of Dromedary Camels In The Pprv Epidemiology: Episystem Possibility And Evidence Supporting Global Eradication., Reham Karam, Mahmoud S. Safwat

Mansoura Veterinary Medical Journal

Background: Peste des petits ruminants (PPR) is a notifiable, highly contagious and transboundary viral disease infecting a wide range of domestic and wild ruminant species and is caused by a morbillivirus. The disease represents a major predisposing factor of poverty in many endemic regions. Although global eradication of PPR is an internationally endorsed objective, achieving this goal has become increasingly challenging due to the expanding host range of the virus. Methods: Narrative review methodology was used and SANRA criteria to access reliability and quality of the methodology. focuses on PPR infection in camels, which has been reported in some instances …

The Sub-Lethal Effects Of Trematode Parasites On The Migratory Behavior Of Lesser Scaup (Aythya Affinis), Scott Alan Herman

Graduate Research Theses & Dissertations

The introduction of the invasive freshwater faucet snail (Bithynia tentaculata) and its associated parasites in the Upper Mississippi River and Great Lakes Region provides the opportunity to investigate how anthropogenic stressors impact the life history of lesser scaup (Aythya affinis) using the Mississippi Flyway. To understand the life histories and interactions between lesser scaup and faucet snails we examined historical records, research, and ecology textbooks. Our literature review identified critical knowledge gaps in lesser scaup literature surrounding population dynamics, reproduction, and migration. Specifically, the sub-lethal effects of invasive trematodes on the migratory behavior of lesser scaup in the Upper Mississippi …

Dosage Sensitivity And The Evolution Of Dosage Compensation: Tests Of The Insensitive Sex Chromosome Hypothesis In Flour Beetles, Shana Pau

Biology Dissertations

Sex chromosome evolution generates imbalances in gene dosage that can disrupt gene expression and organismal function. These imbalances are often resolved through dosage compensation mechanisms, yet the factors that drive the emergence and diversity of these systems remain poorly understood. This dissertation addresses a central question in evolutionary genomics: what governs the evolution of dosage compensation?

Focusing on dosage sensitivity as a potential driver, I evaluate the Insensitive Sex Chromosome Hypothesis (ISCH), which predicts that chromosome-wide compensation is more likely to evolve in genomic contexts that are not depleted of dosage-sensitive genes. Using flour beetles (Tribolium spp.) as a …

Coordinating The Layers: Regulation Of Peptidoglycan Synthesis And Cell Wall Assembly In Mycobacterium Smegmatis By Murj And Pgfa, Karen Emmanuella Samaga-De-Tembiwa

Biology Dissertations

The mycobacterial cell envelope consists of three covalently linked layers whose synthesis must be coordinated to maintain structural integrity during polar growth. While the biosynthetic enzymes for each layer are well characterized, the molecular mechanisms that coordinate synthesis across layers have remained poorly understood. This thesis investigates two essential transmembrane proteins, PgfA and MurJ, that regulate peptidoglycan metabolism in Mycobacterium smegmatis and provide new insight into how mycobacteria synchronize cell wall assembly.

We present evidence that PgfA functions as a bifunctional regulator that links peptidoglycan metabolism to the availability of trehalose monomycolate (TMM), a key mycolic acid precursor. Through epistasis …

Interaction Of The Dap-10 Fluorescent Light-Up Aptamer With An Environment-Sensitive Dye, Crystal Violet, Marina Tsukanova

Honors Undergraduate Theses

Crystal violet (CV) is an environment-sensitive dye whose fluorescence is strongly influenced by microenvironment polarity and viscosity, increasing markedly when rotational and vibrational motions are restricted. While the fluorescence enhancement of CV by fluorescent light-up aptamers (FLAPs) has been noted in literature, the specific binding interactions between CV and aptamers in the DAP-10 family have remained under-investigated.  The objective of this work is to elucidate the binding site interactions between CV and the DAP-10-42 FLAP. It is hypothesized that positions 34 and 35 of the aptamer’s sequence reside in a proposed quadruplex-duplex junction that form the dye-binding pocket of DAP-10 …

Development Of A Split Deoxyribozyme-Based Assay For Detecting Hepatitis B Virus, Dalila Zovko

Honors Undergraduate Theses

Rapid, accessible nucleic acid-based detection methods are needed for hepatitis B virus (HBV). A split deoxyribozyme assay was developed for sequence-specific fluorescence detection. The assay was evaluated using synthetic target and plasmid-derived material. The assay showed target-dependent fluorescence and low-concentration linear range with a LOD of 1.9 nM. The assay supports detection and semi-quantification of HBV genetic material as shown using plasmid-derived transcript samples from HBV genotypes B, C, and D. The selected target corresponded to nt 363–406 of the HBV genome and was chosen based on sequence alignment showing conservation across most genotypes. Genotype-specific detection remains a future application …

Analysis Of Alternative Gene Splicing Of Natural Killer Cell Exhaustion Markers During Siv Infection, Soledad B. Zayas

Honors Undergraduate Theses

Natural killer cells play a critical role in the innate immune response against Human Immunodeficiency Virus and Simian Immunodeficiency Virus infections. During HIV/SIV infection, NK cells undergo functional impairment characterized by an imbalance between activating and inhibitory surface receptors. The upregulation of inhibitory receptors, TIGIT and TIM-3, has proven to contribute to NK cell exhaustion during different retroviral infections. Although alternative splicing regulates immunity related genes, its role in TIGIT and TIM-3 expression during SIV infection remains poorly understood. This study aimed to characterize alternative splicing patterns of TIGIT and TIM-3 and evaluate transcript variant expression during SIV infection in …

Predictors Of Successful Conservative Lung Surgery In Endobronchial Tumors, Ahmed Mohamed Abdelfattah Ahmed Omar, Amr Abdellateef Hassan, Sameh Ibrahim Elsayed

Mansoura Medical Journal

Background: Endobronchial tumors, though rare, often present centrally and may cause airway obstruction. Historically managed by pneumonectomy, conservative lung surgery has emerged as a viable alternative with reduced morbidity. Methods: This retrospective study included 69 adult patients with endobronchial tumors treated surgically at Mansoura University between 2005 and 2024. Patients were divided into two groups: Group 1 underwent pneumonectomy; Group 2 non-pneumonectomy. Clinical, radiological and bronchoscopic data were analyzed to identify predictors of successful conservative surgery. Results: Tumor location, proximity to the carina, preserved distal lung tissue, and higher preoperative FEV1% were significantly associated with conservative surgical success. Therapeutic bronchoscopy …

Role Of Foxl2 Immunohistochemical Marker In Diagnosis Of Ovarian Sex Cord-Stromal Tumors, Correlation With Histopathologic Features And Inhibin Expression, Eman Magdi Hikal, Sylvia Albair Ashamallah, Nadia Abd El-Moniem Nada, Dina Abdallah Ibrahim

Mansoura Medical Journal

Background: Ovarian Sex Cord-Stromal Tumors (SCST) are a broad category of rare neoplasms that exhibit diagnostic challenges. Alpha-inhibin has been traditionally used as immunohistochemical marker (IHC) for SCST, but restrictions as lack of specificity and variability of cytoplasmic staining evolved.  Forkhead box L2 (FOXL2) is one of the earliest markers of ovarian differentiation and is essential for the normal development of granulosa cells and has been identified to be a sensitive and specific marker of Sex Cord-Stromal differentiation.

Aim: Assess FOXL2-IHC expression in different types of SCSTs and correlate its expression with histopathological features and Inhibin-IHC.

Methods: …

Demographic Characteristics In Patients With Heart Failure And Iron Deficiency, Ahmed Alaa Eldin Abd Elazeem, Abdul Razek Abdul Lateef Maaty, Hanan Ahmed Azzam, Ahmed Mohamed Reda

Mansoura Medical Journal

Background: Iron deficiency (ID) is a major and prevalent comorbidity among heart failure (HF) patients. It is associated with poor exercise tolerance, recurrent hospitalization and higher mortality. Studying patients’ demographics helps to determine vulnerable groups to ID, risk factors and associated comorbidities to be considered during screening and management.

Aim of the Work: To study the demographic characteristics of heart failure patients with iron deficiency.

Patients and Methods: A cross sectional observational study was conducted at a tertiary care university hospital at Delta region of Egypt between year 2024 and 2026. Among 117 HF patients, 100 HF patients …

Short Term Outcome Of Endovenous Microwave Ablation For Treatment Of Small Saphenous Vein Incompetence: A Single Center Experience, Diaa M. Elawady, Mohamed Shetiwy, M Farag Kamel, Tamer Khafagy

Mansoura Medical Journal

Aim: To evaluate the effectiveness and safety of using Endovenous Microwave Ablation (EMA) to treat primary small saphenous vein (SSV) incompetence.

Methods: The study was conducted on consecutive limbs with primary SSV incompetence confirmed by Duplex study and had CEAP clinical class C2–C6, between February 2024 and July 2025 at a tertiary referral center. Patients were treated with EMA using the ECO Microwave System Co (Nanjing, China). Primary endpoint included technical success whereas secondary endpoints included post-procedural complications and VCSS changes.

Results: A total of 23 patients and 24 limbs were included. Technical success was achieved in all patients. During …

Baseline Lymphopenia Predicts Survival In Ici-Naïve Solid Tumor Patients Receiving Immune Checkpoint Inhibitors: A Propensity-Matched Real-World Pan-Cancer Analysis, Ahmed Ismail, Nina Balanchivadze, George R. Simon, Yanis Boumber

Department of Medicine Faculty Publications

Background: Baseline lymphopenia is common among advanced solid tumors and may influence the efficacy/safety of immune checkpoint inhibitors (ICIs), but large real-world evidence is limited. We evaluated the association between baseline absolute lymphocyte count (ALC) and clinical outcomes in adults with solid tumors treated with ICIs in routine practice. Methods: We performed a retrospective cohort study using TriNetX. Adults with solid tumors who received pembrolizumab, nivolumab, or atezolizumab (ICI-Naïve) between January 2015 and June 2026 were included. Baseline ALC was measured within 30 days before first treatment and was classified as lymphopenic (ALC < 1.5 × 10⁹/L) or non-lymphopenic (ALC ≥ 1.5 × 10⁹/L). Propensity score matching (1:1) yielded 5249 patients per group. The index date was the first immunotherapy date, and outcomes were assessed at 6, 12, 24, 36 months, and 5 years. The primary outcome was 24-month overall survival (OS); secondary outcomes were OS at 6 and 12 months and 6-month risks of healthcare utilization, immune-related adverse events (irAEs), and serious infections; and exploratory outcomes included OS at 36 months and 5 years. All outcomes were analyzed using Kaplan–Meier analysis, Cox proportional hazards models, and risk ratios. Subgroup analysis included OS stratified by solid tumor subtypes and prior lines of therapy. Results: After matching, patients with baseline lymphopenia …

Dielectrophoretic Biomarkers For Cancer Detection And Cell Analysis: Integrating Microfluidics And Ai, Raphael Olumide Oladokun

Graduate Theses, Dissertations, and Problem Reports (ETD)

Pancreatic ductal adenocarcinoma (PDAC) carries a five-year survival rate of 13%, driven largely by late-stage diagnosis and the absence of sensitive noninvasive screening tools. Current diagnostic methods lack the sensitivity to detect disease-associated systemic changes at early and precancerous stages, representing a critical clinical gap. This dissertation addresses the central hypothesis that PDAC and its pathological subtypes induce measurable, disease-associated electrophysiological changes in circulating PBMCs that can serve as correlative liquid-biopsy biomarkers. To test this hypothesis, this work asks: can dielectrophoresis (DEP), impedance and zeta potential analysis with AI-assisted classification distinguish benign pancreatic conditions (non-malignant control), precancerous lesions (primarily IPMNs), …