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Temporal Forecasting Of High-Rate Dynamic Using Physics-Informed Machine Learning And Hardware-Software Co-Design, Puja Chowdhury Oct 2024

Temporal Forecasting Of High-Rate Dynamic Using Physics-Informed Machine Learning And Hardware-Software Co-Design, Puja Chowdhury

Theses and Dissertations

Due to aging, fatigue, corrosion, and even natural disasters; the health of the structure is prone to degradation throughout its service life. The explosively-fast growing efforts on Structural health monitoring (SHM) always try to exploit different aspects of the automation of damage detection, localization, and prognosis tasks. One of the main challenges is the hardware and software co-design to implement the model in real-life situations. On the other hand, the fast-advancing artificial intelligence draws the researchers' attention to adopt different data-driven approaches in this field. This brings other challenges like domain-specific model adaptation, data bias, data scarcity, model validation by …


Sex Differences In Active Avoidance And Neural Circuit Mechanisms In Contextual Fear Generalization, Carly Vincent Oct 2024

Sex Differences In Active Avoidance And Neural Circuit Mechanisms In Contextual Fear Generalization, Carly Vincent

Theses and Dissertations

The current studies were aimed to investigate two behavioral hallmarks of anxiety and stress-related disorders, avoidance responses and the over-generalization of fear. In the first set of studies, active avoidance and extinction learning, that parallels exposure therapy in preclinical rodent models, were used. It is known that stress can influence aversive learning and extinction training, which can result in poor extinction retention. However, it is not well understood how the stress response is facilitating extinction resistance in active avoidance learning across sexes. Therefore, the first set of studies aimed to investigate the role of biological sex and glucocorticoid receptor (GR) …


Design And Application Of Redox-Mediated Flow Electrode Electrodialysis For Ion Removal And Recovery, Rongxuan Xie Oct 2024

Design And Application Of Redox-Mediated Flow Electrode Electrodialysis For Ion Removal And Recovery, Rongxuan Xie

Theses and Dissertations

To meet the growing demand for freshwater driven by population growth and rising living standards, the first desalination plants were established in the late 1950s. As energy costs have risen over time, research has increasingly focused on reducing the overall cost of water treatment. Electrodialysis (ED), which facilitates the migration of anions and cations across ion exchange membranes under the influence of an electric field, has gained significant attention as a treatment method for saline water and brine due to its simplicity, low cost, and scalability. However, its traditional batch operation mode and the potential for generating flammable gases have …


Autonomous Real-Time Model Updating Within Digital Twin Frameworks For Thermal Systems, Braden Robert Priddy Oct 2024

Autonomous Real-Time Model Updating Within Digital Twin Frameworks For Thermal Systems, Braden Robert Priddy

Theses and Dissertations

As engineering systems increase in scale and complexity in the era of the Fourth Industrial Revolution, data-driven solutions will become essential in enabling the next generation of these systems. One of the trending tools that can aid in this transition is digital twins. As physical systems degrade throughout their life cycles, their behavior also changes. Digital twins use data assimilation to continuously update virtual models to represent the current state of their physical counterparts. A reliable digital twin can be leveraged by a system operator to perform diagnostics, optimize, and tests without ever needing the physical system. However, implementing effective …


Augmented Reality (Ar) And Virtual Reality (Vr)-Based Data Visualization Frameworks For The Manufacturing Industry, Nitol Saha Oct 2024

Augmented Reality (Ar) And Virtual Reality (Vr)-Based Data Visualization Frameworks For The Manufacturing Industry, Nitol Saha

Theses and Dissertations

Industry 4.0 is transforming the manufacturing industry by integrating digital technologies throughout the production lifecycle, leading to the development of smart factories. The integration of Augmented Reality (AR) and Virtual Reality (VR) alongside smart manufacturing is transforming traditional industry practices by establishing a robust cyber-physical infrastructure, enhanced data visualization, and improved task execution. This thesis aims to develop AR and VR-based data visualization frameworks for the manufacturing industry, focusing on detailed implementation strategies, initial results, and key findings of these frameworks. One major focus of these frameworks is the generalization of the technological assets so that these frameworks can be …


Discovering Therapeutic Strategies In Colorectal Cancer Via Synthetic Lethal Genetic Screens On Patient-Derived Organoid Models, Sana Khalili Oct 2024

Discovering Therapeutic Strategies In Colorectal Cancer Via Synthetic Lethal Genetic Screens On Patient-Derived Organoid Models, Sana Khalili

Theses and Dissertations

Precision medicine is a revolutionary approach of targeting genetic alterations that are present only in tumor cells to find vulnerabilities that can be targeted with therapy. Identifying genetic dependencies in human colon cancer could help identify effective treatment strategies. Genome-wide CRISPR-Cas9 dropout screens can reveal all genetic dependencies, some of which could be exploited as therapeutic targets using existing drugs.

In this dissertation, I comprehensively characterized genetic dependencies present in a colon cancer organoid avatar, and validated tumor-specific selectivity of select pharmacologic agents. I identified all somatic mutations, all expressed genes, and conducted a genome-wide CRISPR dropout screen to elucidate …


Impacts Of Ing4-Deficiency On Hematopoietic Stem And Progenitor Cells & Characterizing The Concerns Of Novice Stem Graduate Teaching Assistant, Georgina Alice Anderson Oct 2024

Impacts Of Ing4-Deficiency On Hematopoietic Stem And Progenitor Cells & Characterizing The Concerns Of Novice Stem Graduate Teaching Assistant, Georgina Alice Anderson

Theses and Dissertations

The hematopoietic compartment is tasked with the establishment and maintenance of the entire blood program in steady-state and in response to stress. Key to this process are hematopoietic stem cells (HSCs), which possess the unique ability to self-renew and differentiate to replenish blood cells throughout an organism’s lifetime. Recent work has illustrated the vast mechanisms involved in regulating stress-induced hematopoiesis, including cytokine-mediated lineage bias, gene signature changes in aged HSCs associated with chronic inflammation, the impact of clonal hematopoiesis and stress tolerance. Inhibitor of Growth 4 (Ing4) has been identified as a critical regulator of HSC homeostasis. We show that …


Mitochondrial Function In The Maternal Brain: A New Perspective On Gestational Stress And Pathology Of Postpartum Depression, Erin Rene Gorman-Sandler Oct 2024

Mitochondrial Function In The Maternal Brain: A New Perspective On Gestational Stress And Pathology Of Postpartum Depression, Erin Rene Gorman-Sandler

Theses and Dissertations

Postpartum depression (PPD) is a major psychiatric complication of childbirth, affecting up to 20% of mothers, yet remains understudied. Mitochondria, dynamic organelles crucial for cell homeostasis and energy production, share links with many of the proposed mechanisms underlying PPD pathology. Brain mitochondrial function is affected by stress, a major risk factor for development of PPD, and is linked to avoidance and social behaviors. Considering the importance of mitochondria in regulating brain function and behavior, we hypothesized that mitochondrial dysfunction is associated with behavioral alterations in a chronic stress-induced rat model of PPD. Chronic mild unpredictable (CMUS) stress during late gestation …


Multi-Scale Ai-Assisted Gene Expression Decoding, Fengyao Yan Oct 2024

Multi-Scale Ai-Assisted Gene Expression Decoding, Fengyao Yan

Theses and Dissertations

Genes can be treated as a graph that can be mapped. Tremendous information is coded in genes to ensure a complex functioning organism. Decoding this information is critical to understanding our biology and developing treatments for various diseases including cancer. Deep learning, a new branch of computer science, has gained traction over the past decade. It offers more insight into the data that is processed by the deeplearning models. Our study has shown that deep-learning models can be an effective tool in decoding genetic data such as gene tissue-deconvolution, gene graph mapping and genomic imputation. In tasks such as tissue …


Reaction Toward Potential Resurgent Multiple Risks: Understanding Risk Information Seeking And Behavior In The Post-Pandemic Era, Shudan Huang Oct 2024

Reaction Toward Potential Resurgent Multiple Risks: Understanding Risk Information Seeking And Behavior In The Post-Pandemic Era, Shudan Huang

Theses and Dissertations

This study applies the Risk Information Seeking and Processing (RISP) model to understand how individuals seek and process information related to overlapping pandemics, including COVID-19, flu, monkeypox, and polio. These overlapping health crises have created a complex media environment, contributing to pandemic fatigue, information overload, and varied preventive behaviors. The research explores how pandemic fatigue influences informational behaviors—such as information seeking, processing, and avoidance—and how these behaviors, in turn, predict preventive behavioral intentions.

Using an online survey of 443 participants, structural equation modeling was employed to test the hypotheses. Results indicate that information insufficiency positively predicts both information seeking and …


Real-Time Robot Pose Estimation For Industry 4.0: Enhancing Motion Validation And Monitoring With A Vision-Based Framework, Jad Samaha Oct 2024

Real-Time Robot Pose Estimation For Industry 4.0: Enhancing Motion Validation And Monitoring With A Vision-Based Framework, Jad Samaha

Theses and Dissertations

Amidst the era of Industry 4.0, robots became integral to automated production lines by performing complex tasks with high precision and adapting to changing production needs in real-time. Therefore, ensuring their precise and reliable operation is paramount for maintaining high-quality standards and operational efficiency. This invoked the need for an automated motion validation tool that guarantees accurate program task execution, by detecting deviations or anomalies that may indicate mechanical faults or software errors. Given the exponential advancements in AI, particularly in Computer Vision, a vision-based solution is ideal for ensuring the correct positioning of a robot in real-time. Operating independently …


Using Machine Learning And Deep Learning Algorithms To Improve Low Birthweight Prediction, Yang Ren Oct 2024

Using Machine Learning And Deep Learning Algorithms To Improve Low Birthweight Prediction, Yang Ren

Theses and Dissertations

Low birthweight (LBW) is a major public health issue resulting in increased neonatal mortality and long-term health complications. Traditional LBW analysis methods, focusing on incidence rates and risk factors through statistical models, often struggle with complex unseen data, and thus, their effectiveness is limited in early prevention of LBW, requiring more advanced LBW prediction models. Therefore, this dissertation delves into this important research area by proposing and examining novel machine learning (ML) and deep learning (DL) algorithms, aiming to predict LBW more accurately during the early stage of pregnancy. This dissertation consists of three studies, strategically designed to build upon …


Assessing The Accuracy, Validity, And Application Of A New Method For Sex Estimation Using Isotopic Ratios Of Fe, Cu, And Zn In Human Bone, Elizabeth Anne Wakefield Oct 2024

Assessing The Accuracy, Validity, And Application Of A New Method For Sex Estimation Using Isotopic Ratios Of Fe, Cu, And Zn In Human Bone, Elizabeth Anne Wakefield

Theses and Dissertations

This dissertation evaluates the accuracy, validity, and application of a novel sex determination method based on isotopic variations in copper (Cu) and iron (Fe) within human bone, initially developed by Jaouen et al. (2012). The primary aim of this research was to test the reproducibility of the method, expand the sample to include a broader age range and ethnically diverse groups, and assess its applicability in forensic contexts using contemporary skeletal samples. Bone samples were collected from 60 individuals across two curated skeletal collections: the George S. Huntington Skeletal Collection and the Texas State Forensic Anthropology Donated Skeletal Collection. The …


Exploring The Impact Of Teacher Curiosity On Job Satisfaction And Self-Efficacy: A Quantitative Study In Stem Education, Christopher Jeffcoat Oct 2024

Exploring The Impact Of Teacher Curiosity On Job Satisfaction And Self-Efficacy: A Quantitative Study In Stem Education, Christopher Jeffcoat

Theses and Dissertations

This dissertation presents a quantitative study involving 96 teachers of STEM subjects, aimed at investigating the relationship between teacher curiosity, job satisfaction, and teacher self-efficacy. The primary objective was to examine the significance of teacher curiosity in the context of educators' job satisfaction. The research findings indicate a moderate positive correlation between teacher curiosity and job satisfaction (r=0.57), suggesting that educators with higher curiosity tend to experience greater job satisfaction. Also, a moderate positive correlation (r=0.51) was identified between teacher curiosity and teacher self-efficacy, emphasizing the connection between curiosity and educators' belief in their ability to positively impact student learning. …


Providing A Social Emotional Learning Opportunity To Virtual Students Struggling With Social Anxiety: Group Counseling As An Intervention, Josie Kate White Ivey Oct 2024

Providing A Social Emotional Learning Opportunity To Virtual Students Struggling With Social Anxiety: Group Counseling As An Intervention, Josie Kate White Ivey

Theses and Dissertations

The purpose of this mixed methods action research dissertation was to offer a social/emotional learning opportunity for virtual students struggling with social anxiety. A six-week group counseling experience was offered to on-campus high school students focused on social anxiety in order to determine is group counseling would be a beneficial intervention strategy for virtual students also dealing with social anxiety. An observer protocol was used to make note of participants responses and physical characteristics related to social anxiety and make reflective notes after each counseling session. Group participants also completed quick-check exit tickets to help the researcher determine the student’s …


Rethinking Democratic Backsliding: Events, Regimes, And Instituitonal Structures, Kelsey Martin-Morales Oct 2024

Rethinking Democratic Backsliding: Events, Regimes, And Instituitonal Structures, Kelsey Martin-Morales

Theses and Dissertations

This dissertation rethinks the concept of democratic backsliding, proposing a unified framework termed "regime contraction," which emphasizes the incremental erosion of democratic institutions. The research explores how domestic institutions, particularly NGOs, face legal and extralegal attacks as states transition toward autocracy. Chapter 3 justifies the use of the Freedom House dataset and introduces innovative methods such as leveraging large language models (LLMs) like GPT for understanding institutional dynamics. It highlights the use of LLMs to analyze changes in legislatures and governance, offering a novel approach to event-based analysis. Chapter 4 focuses on the validation of the Event-Regime Institutional Structures (ERIS) …


In Search Of Cognitive Justice: One District’S Approach To Implementing Culturally Responsive Practices, Anne Marie Mancini Oct 2024

In Search Of Cognitive Justice: One District’S Approach To Implementing Culturally Responsive Practices, Anne Marie Mancini

Theses and Dissertations

This action research study examined district leaders' approach to integrating culturally responsive practices into classrooms in a medium-sized urban Connecticut public school system. The framework for this study was supported by two theories: transformative learning and culturally responsive pedagogy. Following a case study model of design, the project focused on the work of the Supervisor of Professional Learning and the Department Supervisor for English Language Arts (ELA) as they provided training, support, and resources to the Grade 7 team. Two research questions guided this study: (1) What successes, if any, did district leaders experience in implementing culturally responsive teaching practices …


Development Of Avalanche Photo Detector For Uv-C Using Gallium Oxide Material System, Md Ghulam Ghulam Zakir Oct 2024

Development Of Avalanche Photo Detector For Uv-C Using Gallium Oxide Material System, Md Ghulam Ghulam Zakir

Theses and Dissertations

This work describes the metal-organic chemical vapor deposition (MOCVD) optimization process for epitaxially grown gallium oxide (Ga2O3) layers, electrical field distribution, and the design for Avalanche Photo Detector (APD). MOCVD is a well-accepted process in the semiconductor industry, as it is well-known for its precise deposition of ultra-thin, high-quality semiconductor layers with extraordinary control over composition and thickness. The choice of Ga2O3 is due to r its distinctive properties of ultra-wide bandgap and low turn-on resistance. Thus, Ga2O3-based materials can withstand high voltage and current with the least energy loss, making them an attractive choice for …


Towards Understanding The Relationship Between Hearing Loss And Cognition In Healthy Aging, Samaneh Nemati Oct 2024

Towards Understanding The Relationship Between Hearing Loss And Cognition In Healthy Aging, Samaneh Nemati

Theses and Dissertations

Age-related hearing loss (ARHL) has been increasingly linked to cognitive decline, both directly and through structural brain changes. This study utilized data from the Aging Brain Cohort project at the University of South Carolina (ABC@UofSC) to investigate the relationships between hearing impairments, cognitive performance, and gray matter volume across key brain regions. Specifically, the study aimed to: (i) examine the mediating role of gray matter volume in the relationship between ARHL and cognitive impairments; (ii) investigate the role of regional brain age gap in mediating the relationship between ARHL and cognitive decline; and (iii) delineate the distinctive impact of ARHL …


Augmented Reality Based Maintenance Operations And Training, Victor Scott Gadow Oct 2024

Augmented Reality Based Maintenance Operations And Training, Victor Scott Gadow

Theses and Dissertations

Augmented Reality (AR) is the process of superimposing virtual information on top of objects or other structures in the real-world environment. It is considered one of many paradigms included in the idea of smart manufacturing and can enable a mixture of the other technologies involved. A large increase in research on AR has been seen in the past decade as technologies have begun to evolve to become more robust and reliable. It has been implemented into several key areas of manufacturing such as maintenance, assembly, training, and quality control. The rise of industry 4.0 is changing how data is used …


Factors Affecting The Transition From Pediatric To Adult Care Among Culturally Deaf Young Adults And Young Adults Who Are Deaf Or Hard Of Hearing, Anna Strickland Kell Oct 2024

Factors Affecting The Transition From Pediatric To Adult Care Among Culturally Deaf Young Adults And Young Adults Who Are Deaf Or Hard Of Hearing, Anna Strickland Kell

Theses and Dissertations

Introduction: Adolescence to adulthood is marked by many transitions, including the transition from a pediatric to an adult medical home, also referred to as a health home. For young adults who are culturally Deaf, deaf, or hard of hearing, this transition may be complicated by population-specific needs related to language, literacy, and accessibility. Prior research with transition-age adolescents and young adults who are culturally Deaf, deaf, or hard of hearing has primarily focused on education or hearing health exclusively. The purpose of this research was to investigate the transition of health care from pediatric to adult services among culturally Deaf …


Harvesting Health: The Role Of City Policy In Urban Agriculture And The Downstream Effects On Youth, Lesley Leake Oct 2024

Harvesting Health: The Role Of City Policy In Urban Agriculture And The Downstream Effects On Youth, Lesley Leake

Theses and Dissertations

Contextualizing environmental health within the socio-ecological framework, acknowledges the diverse factors at play in the environment-human dynamic. The research design, methods, and study populations of each chapter vary to match the socio-ecological level(s) of focus and reinforce the translational and interdisciplinary nature of this research. Chapter 2 examines the policy-supports for urban agriculture using a mixed-methods case-study of the City of Charleston, SC to understand how municipal policy (societal) impacts urban agriculture implementation (community) and what impact this has on residents (relationship and individual). Chapter 3 centers on the potential impact of urban farms (community) and their programming (community and …


Innovative Strategies For Healthcare Data Integration: Enhancing Etl Efficiency Through Containerization And Parallel Computing, Ehsan Soltanmohammadi Oct 2024

Innovative Strategies For Healthcare Data Integration: Enhancing Etl Efficiency Through Containerization And Parallel Computing, Ehsan Soltanmohammadi

Theses and Dissertations

The healthcare industry is rapidly transforming due to technology adoption, resulting in an explosion of data. Extract, Transform, Load (ETL) processes are crucial for integrating and analyzing this data to support decision-making and enhance patient care. However, ETL processes face significant challenges, including data diversity, quality issues, security and compliance, and scalability. Opportunities exist to optimize ETL processes through advanced technologies like big data analytics, containerization, and parallel computing, improving data quality, and enhancing security. This literature review examines current ETL processes in healthcare, highlighting challenges and opportunities for future improvement, ultimately aiming to enhance healthcare outcomes and patient experiences. …


Information Exchange Through Social Networks Links To Adoption Of Child Feeding Practices In Nepal, Mohammad Masudur Rahman Oct 2024

Information Exchange Through Social Networks Links To Adoption Of Child Feeding Practices In Nepal, Mohammad Masudur Rahman

Theses and Dissertations

While there have been notable decreases in child undernutrition (i.e., stunting) over the past few decades, it remains a major concern in Nepal, with 25% of children under the age of five experiencing chronic undernourishment. There is considerable scope for improving nutrition-related behaviors to address this ongoing issue. In Nepal, knowledge regarding appropriate child feeding practices is often inadequate, and thus additional sources of accurate information are required. Information through multiple sources (i.e., interpersonal communication, mass media, and mobile SMS) provides opportunity to reach households who inadequately practice childcare. Information improves knowledge and information exchange (i.e., receiving or sharing) usually …


Perception Of Recreational Water Quality In The Scholarly Literature: Where Have We Been & Where Should We Go, Xavier Alberto Basurto Cendeno Oct 2024

Perception Of Recreational Water Quality In The Scholarly Literature: Where Have We Been & Where Should We Go, Xavier Alberto Basurto Cendeno

Theses and Dissertations

This study explores existing literature and research themes between water quality and recreational participation through use of a bibliometric analysis with content analysis. It identifies key researchers, institutions, and themes that have shaped the field. Despite the growing body of research, gaps remain in understanding the state of the research on this important topic. By analyzing trends and how these trends have changed over time, this study aims to offer insights for future research agendas. Ultimately, the findings will inform strategies for improving water quality management and fostering more resilient, timely water-based recreational research.


Redefining Gas Turbine Engine Development: A Digital Twin Framework Informed By Operational Dynamics And Numerical Analysis, Sowmya Raghu Oct 2024

Redefining Gas Turbine Engine Development: A Digital Twin Framework Informed By Operational Dynamics And Numerical Analysis, Sowmya Raghu

Theses and Dissertations

Gas Turbine Engines (GTEs) serve as primary propulsion systems in aviation and are key for power generation units in various industrial applications. The conventional Gas Turbine Engine Development and Monitoring Lifecycle (EDML) typically encompasses six stages: preliminary design, numerical analysis, prototyping and testing, manufacturing, systems integration, and subsequent systematic monitoring processes. This dissertation redefines the gas turbine engine design and development process by synergistically integrating design capabilities, real-time operational data, and predictive maintenance through the implementation of digital twins. The primary objective is to establish a comprehensive framework for gas turbine engine design by utilizing thermodynamic and aerodynamic modeling, supported …


Systemic Inflammation And Neurocognitive Deficits In School-Age Children With Sickle Cell Disease., Elizabeth A. Gillooly Oct 2024

Systemic Inflammation And Neurocognitive Deficits In School-Age Children With Sickle Cell Disease., Elizabeth A. Gillooly

Theses and Dissertations

Sickle cell disease (SCD) causes inflammation that contributes to poor clinical outcomes, including cerebrovascular disease (CVD). CVD can take several forms in SCD, including neurocognitive deficits without visible cerebral infarction. The role of chronic inflammation in cognitive development in SCD has received little attention to-date. We aimed to study novel markers of systemic inflammation: neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), and the systemic inflammation index (SII) to describe developmental trends and relationships to cognitive outcomes in SCD at early elementary school-age. Sixty-one children with SCD and no history of stroke were identified who completed an early elementary school age cognitive …


The Role Of The Physical Therapist In Managing Type 2 Diabetes: Systematic And Qualitative Perspectives, Garrett Matthew Hainline Oct 2024

The Role Of The Physical Therapist In Managing Type 2 Diabetes: Systematic And Qualitative Perspectives, Garrett Matthew Hainline

Theses and Dissertations

Introduction: Physical activity (PA) is an effective tool in the management of Type 2 Diabetes (T2D). PA recommendations for people with T2D are to achieve at least 150 minutes per week of moderate intensity PA. This assists to maintain blood glucose control and reduce cardiovascular disease risk factors. Unfortunately, people with T2D are less likely than their normoglycemic peers to meet PA recommendations.

Veterans of the armed forces experience T2D at even greater levels than the general population, with prevalence at about 20%. In addition, T2D and pre-diabetes are elevated among younger veterans, including those of recent conflicts. Reducing rates …


Tracking Deposition And Settling Characteristics Of Airborne Metallic Particulate, William Kahale Caspino Oct 2024

Tracking Deposition And Settling Characteristics Of Airborne Metallic Particulate, William Kahale Caspino

Theses and Dissertations

Transport and deposition of metal particles is a source of environmental and public health concern. Understanding how ambient conditions and the properties of the particles interact to influence the dispersal range can provide information on and the possible extent of environmental contamination. Controlled laboratory experiments and modeling were utilized to determine when such particles would deposit. Particle samples containing heavy metals, a Palladium-dominant alloy and a Nickel/Aluminum dominant alloy LANA, were released in a static column, and the vertical displacement was tracked utilizing a Phantom v7.3 camera and a camera lens. Electron microscopy revealed that particles are not spherical and …


Vascular Calcification In A Mouse Model Of Chronic Kidney Disease And In Human Peripheral Arterial Disease, Breanna Pederson Oct 2024

Vascular Calcification In A Mouse Model Of Chronic Kidney Disease And In Human Peripheral Arterial Disease, Breanna Pederson

Theses and Dissertations

Vascular calcification is a process in which calcium and phosphate crystallize to form hydroxyapatite in the extracellular matrix of blood vessels. There are two forms of arterial calcification: intimal and medial, which occur via different etiologies. Intimal calcification is associated with atherosclerosis and occurs in the layer of endothelial cells adjacent to the artery lumen. Medial arterial calcification (MAC) is independent of atherosclerosis and occurs in the middle, muscular layer of the artery. MAC is strongly associated with aging, diabetes mellitus, and chronic kidney disease (CKD). MAC is frequently in patients with peripheral arterial disease (PAD). Most studies to date …