Life Sciences Commons^™

Biomarker Identification For Breast Cancer Types Using Feature Selection And Explainable Ai Methods, David E. La Rosa Giraud

Honors Undergraduate Theses

This paper investigates the impact the LASSO, mRMR, SHAP, and Reinforcement Feature Selection techniques on random forest models for the breast cancer subtypes markers ER, HER2, PR, and TN as well as identifying a small subset of biomarkers that could potentially cause the disease and explain them using explainable AI techniques. This is important because in areas such as healthcare understanding why the model makes a specific decision is important it is a diagnostic of an individual which requires reliable AI. Another contribution is using feature selection methods to identify a small subset of biomarkers capable of predicting if a …

Comparative Evaluation Of Assemblers For Metagenomic Data Analysis, Matheus Pavini Franco Ferreira

Honors Undergraduate Theses

Metagenomics is a cultivation-independent approach for obtaining the genomic composition of microbial communities. Microbial communities are ubiquitous in nature. Microbes which are associated with the human body play important roles in human health and disease. These roles span from protecting us against infections from other bacteria, to being the causes of these diseases. A deeper understanding of these communities and how they function inside our bodies allows for advancements in treatments and preventions for these diseases. Recent developments in metagenomics have been driven by the emergence of Next-Generation Sequencing technologies and Third-Generation Sequencing technologies that have enabled cost-effective DNA sequencing …

The Effect Of Anti-Aging Treatment On Expression Of Aging Markers In A Mouse Model Of Huntington Disease, Mary Isabelle E. Guerra

Honors Undergraduate Theses

Huntington disease (HD) is a fatal neurodegenerative disease caused by CAG tract expansion in the huntingtin (HTT) gene, which results in production of mutant huntingtin (mtHTT) protein. Although mtHTT is expressed throughout life, onset of HD symptoms typically begins in mid-life, around 35 to 50 years of age. Characteristic HD symptoms include motor, cognitive, and psychiatric abnormalities. The emergence of symptoms in adulthood suggests that aging may play a role in HD pathogenesis. Furthermore, markers of accelerated aging can be observed in HD patients, including telomere attrition, epigenetic alterations, and mitochondrial dysfunction. Our lab has previously observed that …

Paternal Ages And Genetic Diseases And Congenital Anomalies, Neda Hamood

Honors Undergraduate Theses

The purpose of this thesis is to investigate the link between advanced paternal ages (APA) (i.e., APA ≥ 35 years and APA ≥ 50 years) and genetic diseases and congenital anomalies. Currently, the relationship between both advanced paternal ages and genetic diseases and congenital anomalies remains unclear. However, there is room for improvement to systematically investigate the relationship between specific congenital anomalies in newborns and advanced paternal ages. More recently, the link between advanced paternal age (as opposed to existing studies analyzing advanced maternal age alone) and genetic diseases has been recognized by researchers, epidemiologists, and various health experts. Thus, …

Using Genetics In A Model Organism To Understand Polyamine Transport, Victoria A. Millington

Honors Undergraduate Theses

Polyamines are small positively charged molecules that control major vital cellular processes including cell growth and proliferation, gene expression, protein production and cell death. Cells can obtain polyamines by making them (biosynthesis) or bringing them into the cell from the outside (transport). Cancer cells require high levels of polyamines to sustain their rapid growth, and depletion of polyamines slows the growth of malignant cells. An FDA approved drug, difluoromethylornithine (DFMO), blocks biosynthesis but is often ineffective because tumor cells respond by increasing transport of polyamines. Thus, a dual therapy that simultaneously targets polyamine biosynthesis and transport is needed. The mechanism …

Awareness Of Genetic Predispositions That Increase The Risk Of Breast Cancer, Carly Huber

Honors Undergraduate Theses

Breast cancer is the most commonly diagnosed cancer in women in the United States and is the leading cause of cancer-related death among women worldwide. Certain demographics, such as racial/ethnic, age, and gender groups, are underrepresented in breast cancer studies. This lack of representation results in issues with creating genetic tests, as variants associated with those groups are not being detected. Furthermore, these underrepresented demographics are receiving a worse prognosis than those that are overrepresented in research. This study aimed to understand how informed the understudied racial/ethnic, gender, and age populations are regarding breast cancer and genetic testing compared to …

Regulation Of The Egfr Epigenetic Landscape In Glioblastoma Multiforme, Anishaa Sivakumar

Honors Undergraduate Theses

Glioblastoma Multiforme (GBM) is the most lethal subtype of glioma (brain tumor), with a 5-year survival rate of merely 5.6% post diagnosis¹. The traditional study of glioblastoma has investigated the role of multiple genes in advancing its progression, including the upregulation of Epidermal Growth Factor Receptor (EGFR). However, there is at yet little research into the epigenetic factors that control EGFR, both in the precursor astrocytes and in glioblastomas themselves². EGFR and its regulation may play a significant role in the progression and development of GBM from astrocytes. Through modification of genomic pathways as observed in …

The Effect Of Using Crispr/Cas9 Treatment To Delete The Myostatin Protein In Vivo And In Vitro, Marco Cardone

Honors Undergraduate Theses

This thesis proposal shows the efficiency of different methods of Myostatin inhibition by using CRISPR/CAS9. With the data cataloged by this thesis, researchers will have a better understanding of what methods are better to achieve their goals. The data was collected by reading multiple scientific articles involving the usage of CRISPR/CAS9 to inhibit the Myostatin protein. The data collected from all the different studies were analyzed in the same categories. The experiment that used CRIPSR/CAS9 on in vitro specimens had a superior Myostatin inhibition overall, therefore presenting higher muscle mass. The method using CRISPR/CAS9 to inhibit the Myostatin in vivo …

Investigating The Effect Of Ethanol On Wnt7a And Its Potential Implications In Fetal Alcohol Spectrum Disorder, Erika Lytle

Honors Undergraduate Theses

Fetal Alcohol Spectrum Disorders (FASDs), are caused by maternal alcohol consumption during pregnancy [3]. FASD encompasses a wide variety of cardiac and neural anomalies, while also associated with improper limb development, abnormal craniofacial features, problems within the central nervous system (CNS), and disabilities in learning and communication. Gene-regulating FASDs have not been well studied during the crucial phases of early embryonic development. Genes within the Wnt/Beta-catenin pathway control a vast amount of embryonic developmental processes. Among them is the Wnt7a gene, a significant downstream gene regulator which positively controls neural stem cell proliferation and cardiomyocyte differentiation on a large scale …

Role Of Polyploidy In Leaf Functional Trait Evolution Across Wild Helianthus, Anestacia S. Robinson

Honors Undergraduate Theses

Whole genome duplication, or polyploidy, is a common process in plants by which failures in meiosis or fertilization result in offspring with twice the number of chromosomes. This doubles the number of copies of every gene, an effect thought to generate new ‘raw material' upon which natural selection can act. Few studies exist examining the consequences of polyploidy for plant physiological traits. Doubling the number of gene copies may have unknown effects on leaf structure and function. In this study, I compare diploid, tetraploid, and hexaploid species within the genus Helianthus (wild sunflowers). Forty different accessions of wild sunflowers were …

Overview Of Direct Thrombin Inhibitors For Use In Staphylococcus Aereus Infections, Joseph C. Risler

Honors Undergraduate Theses

The pathogenicity and intractable nature of the microorganism Staphylococcus aureus (SA) has been long documented and highlighted by many health care agencies, with emphasis on its ability to exploit the human coagulation system to deadly effect. Two drugs from a class of inhibitors known as Direct Thrombin Inhibitors (DTI) have been shown to have a substantial effect on the enzyme secreted by SA known as Staphylocoagulase (SC), but up until now the application of this potential treatment has been limited. This paper strives to supply an overview of these clinical studies and propose a novel protocol for testing DTI's on …

Studies Of Norspermidine Uptake In Drosophila Suggest The Existence Of Multiple Polyamine Transport Pathways, Michael Dieffenbach

Honors Undergraduate Theses

Polyamines are a class of essential nutrients involved in many basic cellular processes such as gene expression, cell proliferation, and apoptosis. Without polyamines, cell growth is delayed or halted. Cancerous cells require an abundance of polyamines through a combination of synthesis and transport from the extracellular environment. An FDA-approved drug, D,L-α-difluoromethylornithine (DFMO), blocks polyamine synthesis but is ineffective at inhibiting cell growth due to polyamine transport. Thus, there is a need to develop drugs that inhibit polyamine transport to use in combination with DFMO. Surprisingly, little is known about the polyamine transport system in humans and other eukaryotes. Understanding the …

An Rnai Screen To Identify Components Of A Polyamine Transport System, Adam J. Foley

Honors Undergraduate Theses

Polyamines, specifically putrescine, spermidine, and spermine, are small cationic molecules found in all organisms. Cells can biosynthetically make these molecules, or alternatively, they can be transported from the extracellular environment. Malignant cells have been shown to require relatively high amounts of polyamines. There is a chemotherapeutic agent, DFMO, used to block the biosynthesis of polyamines. Many malignant cells can circumvent DFMO therapy by activating their transport system. A potential solution is to simultaneously block biosynthesis and transport of polyamines. However, little is known about the polyamine transport system in higher eukaryotes.

This thesis aims to add to the basic biological …

Micro-Spectroscopy Of Bio-Assemblies At The Single Cell Level, Jeslin Kera

Honors Undergraduate Theses

In this thesis, we investigate biological molecules on a micron scale in the ultraviolet spectral region through the non-destructive confocal absorption microscopy. The setup involves a combination of confocal microscope with a UV light excitation beam to measure the optical absorption spectra with spatial resolution of 1.4 μm in the lateral and 3.6 μm in the axial direction. Confocal absorption microscopy has the benefits of requiring no labels and only low light intensity for excitation while providing a strong signal from the contrast generated by the attenuation of propagating light due to absorption. This enables spatially resolved measurements of single …