Quantile Index Predictors Using R Package Hyper.Gam, Tingting Zhan, Misung Yi, Inna Chervoneva

Department of Pharmacology, Physiology, and Cancer Biology Faculty Papers

MOTIVATION: Evaluation of single-cell protein expression from immunohistochemistry images is used increasingly in biomedical research. Many proteins are used solely for phenotyping cells in the tumor microenvironment. Other proteins with meaningfully quantitative expression levels provide so-called functional protein biomarkers. There is still a limited number of methods and software tools available for utilizing the entire distributions of single-cell expression levels.

RESULTS: We present the R package hyper.gam, providing a supervised learning framework for deriving biomarkers based on single-cell distribution quantiles. The single-cell data are first converted into sample quantile functions, which are then used as predictors in scalar-on-function regression models …

Rsph4a-Pcdx: An Index To Predict Lung Function Decline In Primary Ciliary Dyskinesia, Gabriel Román-Ríos, Gabriel Rosario-Ortiz, Marcos J Ramos-Benitez, Ricardo A Mosquera, Wilfredo De Jesús-Rojas

Faculty, Staff and Student Publications

Primary ciliary dyskinesia (PCD) is a rare, genetically heterogeneous disorder that impairs mucociliary clearance and leads to progressive lung disease. This study aimed to characterize lung function decline in a genetically homogeneous cohort of Puerto Rican patients with

Rna Sequencing And Immunohistochemistry Jointly Improve Tumor Biomarker Interpretation, Vladimir Kushnarev, Danil Stupichev, Suren Davitavyan, Kirill Kriukov, Basavaraja U Shanthappa, Anna Butusova, Sofia Menshikova, Anna Belozerova, Anastasia Shvyrkova, Arina Tkachuk, Olga Khatenkova, Linda Balabanian, Ekaterina Postovalova, Jochen K Lennerz, Funda Meric-Bernstam, Alexander Bagaev

Faculty, Staff and Student Publications

This study aimed to assess the correlation between RNA sequencing (RNA-seq) and immunohistochemistry (IHC) in detecting key cancer biomarkers across solid tumors, and then, to establish RNA-seq thresholds that accurately reflect clinical IHC classifications. Expression levels of nine biomarkers-ESR1, PGR, AR, MKI67, ERBB2, CD274, CDX2, KRT7, and KRT20-were analyzed in 365 formalin-fixed, paraffin-embedded samples from breast, lung, gastrointestinal, and other solid carcinomas. Correlations between RNA-seq data and IHC scores were determined using Spearman's correlation coefficients, with RNA-seq cut-offs established to distinguish positive from negative IHC scores. The results revealed strong correlations for most biomarkers, with coefficients ranging from 0.53 to …

Sporadic Als Induced Pluripotent Stem Cell Derived Neurons Reveal Hallmarks Of Tdp-43 Loss Of Function, Jeffrey D Rothstein, Olivia Keeley, Caroline Warlick, Timothy M Miller, Cindy V Ly, Jonathan D Glass, Alyssa N Coyne

2020-Current year OA Pubs

Nuclear loss and cytoplasmic buildup of the RNA-binding protein TDP-43 is a hallmark of ALS and related disorders. While studies using artificial TDP-43 depletion in neurons have revealed changes in gene expression and splicing, their relevance to actual patients remained unclear. Induced pluripotent stem cell (iPSC)-derived neurons (iPSNs) from 180 individuals, including controls, C9orf72 ALS/FTD, and sporadic ALS (sALS) patients were used to generate and analyze ~32,500 qRT-PCR data points across 20 genes which identified variable, time-dependent signatures of TDP-43 loss of function in individual lines. Notably, the same changes were also seen in postmortem brain tissue from the same …

Inhibition Of Epithelial Cell Yap-Tead/Lox Signaling Attenuates Pulmonary Fibrosis In Preclinical Models, Darcy Elizabeth Wagner, Hani N Alsafadi, Nilay Mitash, Aurelien Justet, Qianjiang Hu, Ricardo Pineda, Claudia Staab-Weijnitz, Martina Korfei, Nika Gvazava, Kristin Wannemo, Ugochi Onwuka, Molly Mozurak, Adriana Estrada-Bernal, Juan Cala-Garcia, Katrin Mutze, Rita Costa, Deniz Bölükbas, John Stegmayr, Wioletta Skronska-Wasek, Stephan Klee, Chiharu Ota, Hoeke A Baarsma, Jingtao Wang, John Sembrat, Anne Hilgendorff, Jun Ding, Andreas Günther, Rachel Chambers, Ivan Rosas, Stijn De Langhe, Naftali Kaminski, Mareike Lehmann, Oliver Eickelberg, Melanie Königshoff

Faculty, Staff and Students Publications

Idiopathic pulmonary fibrosis (IPF) is a progressive and lethal disease characterized by excessive extracellular matrix deposition. Current IPF therapies slow disease progression but do not stop or reverse it. The (myo)fibroblasts are thought to be the main cellular contributors to excessive extracellular matrix production in IPF. Here we show that fibrotic alveolar type II cells regulate production and crosslinking of extracellular matrix via the co-transcriptional activator YAP. YAP leads to increased expression of Lysl oxidase (LOX) and subsequent LOX-mediated crosslinking by fibrotic alveolar type II cells. Pharmacological YAP inhibition via verteporfin reverses fibrotic alveolar type II cell reprogramming and LOX …

Joint Kinematics And Kinetics During Vertical Jump Landings With Progressively Increasing External Loads, Darcie L. Yount

Dissertations

This study examined sagittal and frontal plane kinematics and kinetics during countermovement jump (CMJ) landings performed with either a traditional barbell (BB) or a hexagonal bar (HEX) across increasing submaximal loads in recreationally active males. Generally, hip and knee flexion angles and joint mean angular velocities decreased as loads increased. Hip extension and knee flexion moments increased as load increased up to 20 kg, at which point these values decreased. Performing the CMJ with the HEX exhibited increased frontal plane stability compared with the BB group. Additionally, the BB group exhibited stiffer landing strategies, with decreased sagittal plane joint angles …

A Quality Improvement Project To Improve Touch Exposures In The Neonatal Intensive Care Unit., Jeremi Tricia Braga

Doctor of Nursing Practice Papers

Introduction: Premature infants in the NICU are exposed to many noxious stimuli that could cause negative effects on development. The SENSE® program has been developed to provide developmentally appropriate sensory stimulation for neonates. This project will focus on sense of touch primarily with KC or also referred to as skin-to-skin.

Environment: This QI project took place in to a Level III NICU at a tertiary medical center in Louisville, Kentucky. The facility has a total of 421 beds including the NICU that is licensed for 34 beds and caring for infants born prematurely as early as 22 weeks to term …

Caregiver Perceptions, Knowledge, And Likelihood To Intervene With Suicidal Youth, Amber L. Willwerth

All-Inclusive List of Electronic Theses and Dissertations

This study utilized an online survey to target primary caregivers of a child aged 5-18. The survey highlighted factors regarding caregiver involvement in suicide prevention efforts, such as their knowledge, comfort and confidence intervening with a youth experiencing suicidality, and barriers to doing so. It was found that caregivers who had experienced suicide prevention training reported higher levels of comfort and confidence intervening with their own child and another child than those who had not, as well as lower levels of worry. Higher levels of education were also found to predict lower levels of worry, suggesting that further training and …

Factors Associated With Postpartum Depression Among Women Attending Postnatal Clinics In A Tertiary Care Hospital In Nairobi, Kenya, Cecilia Muthoni Njoga

Master of Medicine in Family Medicine

Background 

Postpartum depression (PPD) is a major mental health disorder affecting women during the postpartum period with a global prevalence of up to 17.22%. This prevalence has been shown to be higher in low and middle-income countries. In Kenya, about a fifth of women are affected. PPD can lead to poor infant growth and interference with maternal-child bonding. Additionally, women with PPD experience a lower quality of life and their children have an increased risk of developing and psychotic disorders later in life. Understanding the factors associated with PPD is crucial for early diagnosis and intervention. The study aimed to …

Specificity Of Interaction Of Antimicrobial Peptide With Cell Membrane, Srishhti Kumar Jha

Pharmaceutical Sciences (MS) Theses

Antimicrobial resistance (AMR) is an increasing global health threat due to its rising incidence worldwide. Resistant microbial infections have become difficult to treat and pose serious risks to patients. In 2019, AMR was responsible for approximately 1.27 million deaths globally, with numbers continuing to rise. The World Health Organization (WHO) has highlighted the urgent need for new antibiotics with novel mechanisms of action and low toxicity to combat this issue. Antimicrobial peptides (AMPs) represent a promising solution. These peptides exhibit broad-spectrum antimicrobial activity and rapid killing kinetics, reducing the likelihood of resistance development. AMPs primarily target bacterial cell membranes. Their …

Effects Of Perfluorooctane Sulfonate In A Mouse Model Of Alcohol-Associated Liver Disease., Paxton Michelle Brizendine/Ames

Electronic Theses and Dissertations

Perfluorooctane sulfonate (PFOS), a pervasive environmental pollutant, has been increasingly associated with the development of metabolic dysfunction-associated steatotic liver disease (MASLD); nonetheless, its connections with alcohol-associated liver disease (ALD) have not been well studied. This study investigates the hypothesis that PFOS exposure alters hepatic metabolism, thereby leading to alterations in ALD severity. Male C57BL/6J mice were fed isocaloric control or 5% ethanol (EtOH) diet for 15 days. From day 6 of feeding, mice were concurrently gavaged with 1 mg/kg PFOS or 2% Tween-80 vehicle for 10 days, followed by a 5 g/kg EtOH binge dose. PFOS and ethanol co-exposure significantly …

Cbl Regulation Of C-Met Signaling In Corneal Epithelial Cells., Kate Elise Tarvestad Laise

Electronic Theses and Dissertations

The cornea is the most anterior portion of the eye and permits light passage through to retina, allowing formation of a clear image as long as it remains healthy. If the cornea sustains damage, it creates and entrance for foreign body invasion, infection, and ultimately blindness in the immunocompromised eye. Healing the corneal tissue is critical for vision restoration and pain alleviation, as it is the most densely innervated tissue in the body. Growth factors and their cognate receptors are currently under investigation as tools to restore proper corneal physiology. We hypothesize that manipulating the hepatocyte growth factor (HGF) /c-Met …

Metabolic Regulation Of Cardiac Fibroblast Phenotype And Function., Collin Kleis Wells

Electronic Theses and Dissertations

Cardiac fibroblasts are central effectors of cardiac repair after myocardial infarction (MI). In response to signaling cues, they differentiate to a range of phenotypes with robust capacities to synthesize and secrete extracellular matrix (ECM) and signaling molecules. Although activated fibroblast phenotypes are associated with pronounced changes in metabolism, it remains unclear how the metabolic network upholds the effector functions of fibroblasts in the post-infarcted heart. Here, we identified that critical enzymes in the phosphoenolpyruvate (PEP) cycle, i.e. pyruvate kinase muscle-2 (PKM2) and phosphoenolpyruvate carboxykinase-2 (PCK2), are elevated in the heart after MI and examined their role in regulating post-MI remodeling …

Immunopathogenic Crosstalk Between Cancer And The Kidney: A Central Role For Macrophages As Potential Mediators., Dana Hammouri

Electronic Theses and Dissertations

Cisplatin remains a mainstay in the treatment of solid tumors, yet its therapeutic efficacy is frequently compromised by dose-limiting nephrotoxicity. Approximately 30% of patients receiving cisplatin develop acute kidney injury (AKI), which increases the risk of chronic kidney disease (CKD), a leading cause of morbidity and mortality. Despite extensive preclinical efforts, no FDA-approved therapy currently exists to prevent or treat cisplatin-induced nephrotoxicity (CIN). This in part is due to the reliance of preclinical studies on non-cancer animal models that fail to capture the complex physiological alterations associated with malignancy. To address this limitation, we developed a clinically relevant model in …

Intestinal Stromal Cells Play A Critical Role In Protection Mediated By Male Microbiota-Derived Metabolites And Androgens Against Disease In Lupus-Prone Mice., Jing Ma

Electronic Theses and Dissertations

Systemic lupus erythematosus (SLE) is a complex autoimmune disease involving broad immune dysregulation. Despite decades of research, most lupus treatments still have limited effectiveness and can cause serious side effects. Both genetic and environmental factors contribute to lupus susceptibility, and a better understanding of how environmental factors influence disease could guide future therapeutic strategies. SLE shows a strong female predominance. Growing evidence implicates the gut microbiota and sex hormones as key environmental contributors to some autoimmune diseases, including lupus. The gut microbiota can influence host immune function, and interestingly, recent studies have revealed sex-bias in microbiota composition and function. Moreover, …

Exploring The Effect Of Social Determinants Of Health (Sdoh) Factors On The Time To Kidney Transplant Evaluation Completion For African American End Stage Renal Disease (Esrd) Patients, Kesha Levesque

MUSC Theses and Dissertations

Purpose – The purpose of this dissertation is to investigate the relationship between demographics and Social Determinants of Health (SDOH) variables on diagnostic testing time completion in patients being evaluated for kidney transplant waitlisting.

Aims - Compared to White Americans, African Americans who are eligible to receive a kidney transplant are less likely to complete the required testing in order to be placed on the kidney transplant waiting list which puts African Americans at risk for morbidity and mortality due to prolonged exposure to dialysis. The COVID-19 pandemic was directly associated with a decrease in the number of patients placed …

Dissecting The Heterogeneous Effects Of Opioid Prescribing Limit Laws On Pediatric Mortality: A Multidimensional And Negative Binomial Modeling Approach, Francine R. Vega

Dissertations and Theses (Open Access)

Opioid prescribing for children and adolescents continues to be a significant health crisis in the United States. Early naïve exposure to opioid prescriptions has been linked to later misuse, opioid use disorder, and death. In response to the crisis, many states have implemented opioid prescribing limit laws (OPLLs) aimed at reducing exposure to opioids. These laws vary widely in their approach, including differences in dosage restrictions, prescription duration limits, informed consent requirements, educational provisions, and whether they offer explicit protections specifically for minors. Despite their widespread adoption, there is limited understanding of how heterogeneity in legal regulations affects outcomes for …

Evaluating Quadrupedal Locomotion In Bats: A Geometric Morphometric Comparison Of Vertebral Adaptations Across Mammals, Jessica Upham

Electronic Theses and Dissertations

Flight is the primary locomotion of bats, while quadrupedal locomotion is not often observed and is widely variable among bats. Frugivorous bats in Pteropodidae are more efficient climbers than frugivorous bats in Phyllostomidae and insectivorous bats in Vespertilionidae, while phyllostomids and vespertilionids are better at walking on horizontal surfaces. The aim of this study is to investigate whether bats with differing modes of nonflight locomotion also exhibit disparity in thoracolumbar vertebral morphology. Using geometric morphometrics, we compared the thoracolumbar vertebral shapes of these bat families with other terrestrial and arboreal mammals. The results revealed distinct vertebral shapes among bat families …

Strength Beyond Cancer: An Occupational Therapy Guidebook For African American Breast Cancer Survivors, Taihia A. Wilson

Student Capstone Papers

This capstone project aims to explore the nuanced and often underrepresented experiences of African American women (AAW) who have survived breast cancer (BC), with a specific focus on the recovery phase. By examining the physical, cognitive, and psychosocial obstacles encountered during survivorship, the project seeks to highlight significant gaps in care and support. The primary goal of this project is to develop an accessible and culturally responsive guidebook that provides healthy strategies to enhance quality of life (QoL), promote occupational wellbeing, and empower AAW to manage their overall health beyond treatment. This paper will begin by presenting the background and …

Advanced Interactions Of Directed Energy With Retinal Pigment Epithelial Cells And Their Photochemical And Photothermal Responses, Jin B. Ha

Theses & Dissertations

Excess optical radiation can injure the retina through either rapid heat deposition (photothermal damage) or cumulative photo‑oxidative stress (photochemical damage), yet current laser‑safety limits treat these mechanisms as independent. To test that assumption, this dissertation integrated systematic wavelength, duration and temperature‑controlled laser exposures with live/dead fluorescence imaging in a melanin‑loaded hTERT‑RPE1 monolayer model. First, concurrent 447 nm (blue) and 2 µm (infra‑red) beams delivered for 200 s demonstrated a strong thermal–photochemical synergy: each beam alone was sub‑threshold (≤25 % lethality) but together produced 100 % RPE death without exceeding 50 °C, proving that modest heating markedly lowers the photon dose …

Application Of Machine Learning In Early Childhood Development Research: A Scoping Review, Faith Benson, Daisy Chelangat, Willie Brink, Patrick Mwangala, Akbar Waljee, Cheryl Moyer, Amina Abubakar

Institute for Human Development, East Africa

Background: Early childhood development (ECD) lays the foundation for lifelong health, academic success and social well-being, yet over 250 million children in low- and middle-income countries are at risk of not reaching their developmental potential. Traditional measures fail to fully capture the risks associated with a child’s development outcomes. Artificial intelligence techniques, particularly machine learning (ML), offer an innovative approach by analysing complex datasets to detect subtle developmental patterns.

Objective: To map the existing literature on the use of ML in ECD research, including its geographical distribution, to identify research gaps and inform future directions. The review focuses on …

Regulation Of Icer Degradation And Its Role In Melanoma, Justin Wheelan

Theses, Dissertations and Culminating Projects

Melanoma is the deadliest form of skin cancer, with 100,640 new cases and 8,290 deaths estimated in the United States in 2024. While targeted therapies and immunotherapy have improved patient outcomes, resistance remains a major challenge, necessitating new therapeutic approaches. Approximately 50% of melanomas harbor BRAFⱽ⁶⁰⁰ᴱ mutations, leading to constitutive MAPK pathway activation. Targeted small molecule therapies such as BRAF and MEK inhibitors are available and initially reduce tumor burden, however resistance frequently occurs, likely through many pathways including compensatory activation of cAMP signaling. ICER (Inducible cAMP Early Repressor), a transcriptional repressor of CREB-mediated gene expression, is absent in melanoma …

Polyphenols For The Mitigation Of Vascular Calcification; In Vitro And In Vivo Studies, Abdullah Altuhami

All Theses

Globally, cardiovascular diseases, in most cases associated with calcification, are the main cause of death. However, currently, the only effective cure is to undergo surgery to augment or receive a healthy donor heart, which could be very difficult due to the long waiting list and the associated risks. The possibility of body rejection of the foreign organs is attributed to immunoreaction or the risk of infection, since the donor must be on immunosuppressant drugs that lower the body's immunity and facilitate the body's acceptance of the new organ as one of its own. Taking that into consideration, using tissue-engineered vascular …

Il-17a Immune Signature Across Stratified Stages Of Type 2 Diabetes​, Brittney C. White, Antonio Hernandes Chaves-Neto, Peter Elvin, Javier La Fontaine, Eric L. Brown, Walid Fakhouri, Craig Hanis, Claudia Biguetti

School of Podiatric Medicine - Student Research

Purpose: This study investigated whether IL-17A, a pro-inflammatory cytokine associated with Th17 cell activity, reflects distinct stages of type 2 diabetes progression.

Methods: Forty-two obese individuals (average age: 60.4 ± 10.3 years; 55% male; BMI: 31.3 ± 4.9) from Starr County, Texas, were matched for gender and BMI and stratified into five metabolic groups based on fasting blood glucose, 2-hour oral glucose tolerance test, and HbA1c levels. Groups included diabetes-free, isolated impaired glucose tolerance, combined glucose impairment, diabetes without complications, and diabetes with lower extremity complications. IL-17A protein levels were quantified from buffy coat samples using ELISA. After excluding …

Integrating Art Therapy And Emerging Technologies For Enhanced Neuroplasticity And Ptsd Intervention, Piper Hutson, James Hutson

Faculty Scholarship

Post-traumatic stress disorder (PTSD) remains resistant to many conventional treatments, underscoring the need for integrative approaches that harness neuroplasticity. Art therapy, with its capacity to facilitate nonverbal trauma processing and multisensory engagement, has shown distinctive advantages over verbal and pharmacological interventions. Recent innovations, including virtual reality (VR), artificial intelligence (AI), and biofeedback have amplified the therapeutic efficacy of art-based interventions by enabling adaptive, real-time modulation of emotional and physiological states. This review synthesizes current research on technologically enhanced art therapy, comparing it to established treatments such as cognitive behavioral therapy (CBT) and eye movement desensitization and reprocessing (EMDR). Findings indicate …

Advancing Point-Of-Care Diagnosis Of Joint Infection Using A Diffuse Reflectance Spectroscopy (Drs) System, Erin Elizabeth Drewke

Graduate Theses and Dissertations

Septic arthritis is a severe joint infection that can rapidly destroy cartilage and cause lifelong disability if not diagnosed and treated promptly. Faster, bedside diagnostic tools are needed to reduce delays and support timely treatment decisions while preserving standard laboratory workflows. A syringe-mounted diffuse reflectance spectroscopy (DRS) system was developed for rapid, sterile, point-of-care measurement of synovial fluid optical properties. Broadband light (400–650 nm) was delivered and collected through the syringe barrel without contaminating the sample. An empirical lookup table (LUT) and a boundary-aware Monte Carlo (MC) model were implemented to extract absorption (μₐ) and reduced scattering (μs′) coefficients from …

Host-Virus Interaction Dynamics Using Sulfolobus Spindle-Shaped Virus And Host Sulfolobales System, Yeasin Ahmed

Graduate Theses and Dissertations

The Sulfolobus Spindle-shaped virus (SSV) is among the most studied archaeal viruses, particularly in extreme environments. This virus predominantly infects multiple Crenarchaea from the Sulfolobaceae family. These hosts thrive in extreme environmental conditions, such as sulfuric hot springs, with a pH of 2 to 4 and a temperature of 76-80˚C. Sulfolobales exhibit a wide geographical distribution across volcanic hot springs. The Sulfolobus Spindle-shaped Virus (SSV), encompassing strains such as SSV1 and SSV8, employs a non-lytic replication strategy in hosts belonging to the order Sulfolobales. The SSV-Sulfolobales system can be cultured in liquid and gellan gum solid media. A comprehensive study …

Identifying Critical Evidence Gaps In Wound Closure And Incision Management After Total Hip Arthroplasty: Delphi Panel Insights, Margaret Ainslie-Garcia, Lucas Anderson, Benjamin Bloch, Tim N Board, Antonia Chen, Samantha Craigie, Walter Danker, Najmuddin Gunja, James Harty, Victor Hernandez, Kate Lebedeva, Mitchell Ng, Daniel Hameed, Michael Mont, Ryan Nunley, Javad Parvizi, Sean Sequeira, Carsten Perka, Nicolas Piuzzi, Ola Rolfson, Joshua Rychlik, Emilio Romanini, Pablo Sanz-Ruiz, Rafael Sierra, Linda Suleiman, Eleftherios Tsiridis, Pascal-André Vendittoli, Helge Wangen, Luigi Zagra

Department of Orthopaedic Surgery Faculty Papers

BACKGROUND: In total hip arthroplasty (THA), proper management of surgical incisions is essential for optimal wound healing and patient outcomes. Despite advances in surgical techniques, significant challenges remain in preventing complications and infections. This study aimed to identify evidence gaps in THA wound care, including presurgical preparation, intraoperative practices, and postsurgical complications.

METHODS: Using a modified Delphi method, 20 expert orthopedic surgeons from Europe and North America participated in a 3-phase consensus process from April 1 to September 30, 2023. This included a preliminary questionnaire, a remote conference, and a final online survey. The panel reviewed literature and achieved agreement …

Adolescent E-Cigarette Expectancies: Measure Development And Preliminary Validity Of The Electronic Nicotine Vaping Outcomes Measure For Youth, Paul T. Harrell, Kelli J. England, Tracey E. Barnett, Vani N. Simmons, Richard W. Handel, Amy C. Paulson

Department of Pediatrics Faculty Publications

BACKGROUND: Electronic nicotine delivery systems (“e-cigarettes”) are the nicotine product most commonly used by adolescents. Research, treatment, and policy could benefit from measures of adolescent e-cigarette beliefs about outcomes of use (ie, expectancies). In the current study, we developed and tested an adolescent electronic nicotine vaping expectancy measure.

METHODS: A focus group with adolescents evaluated potential e-cigarette expectancy items. A panel of national experts assisted in revision of these items. Finally, items were administered to a sample of adolescents 14-17 years old (N = 267, Mean age 15.6, SD = 1.1, 50.9% Female, 50.2% Non-Hispanic White, 22.5% Non-Hispanic Black, 14.2% …

Study Of Ai Applications In Biomedical Data Acquisition, Communication, And Analysis: Cest Mri Acceleration And Ecg Transmissions, Adarsha Bhattarai

Dissertations and Doctoral Documents, University of Nebraska-Lincoln, 2023–

This dissertation investigates the application of artificial intelligence in biomedical data acquisition, communication, and analysis to advance neurological research and to enable the early detection of cardiovascular conditions. Despite significant advances in imaging and physiological modalities, challenges persist. Imaging modalities, such as the chemical exchange saturation transfer magnetic resonance imaging (CEST MRI) technique are challenged by a prolonged data acquisition time and high operational costs. In addition, physiological modalities such as electrocardiogram (ECG) sensors face constraints in providing uninterrupted signal monitoring which is crucial for the timely detection of premature cardiac abnormalities. The primary goal of this work is to …