Digital Commons Network^™

Race And Clinical Outcomes In Hormone Receptor-Positive, Her2-Negative, Node-Positive Breast Cancer In The Randomized Rxponder Trial, Yara Abdou, William E Barlow, Julie R Gralow, Funda Meric-Bernstam, Kathy S Albain, Daniel F Hayes, Nancy U Lin, Edith A Perez, Lori J Goldstein, Stephen K L Chia, Sukhbinder Dhesy-Thind, Priya Rastogi, Emilio Alba, Suzette Delaloge, Anne F Schott, Steven Shak, Priyanka Sharma, Danika L Lew, Jieling Miao, Joseph M Unger, Debasish Tripathy, Gabriel N Hortobagyi, Lajos Pusztai, Kevin Kalinsky

Faculty, Staff and Student Publications

Background: The phase III RxPONDER trial has affected treatment for node-positive (1-3), hormone receptor-positive, HER2-negative breast cancer with a 21-gene recurrence score (RS) less than 26. We investigated how these findings apply to different racial and ethnic groups within the trial.

Methods: The trial randomly assigned women to endocrine therapy (ET) or to chemotherapy plus ET. The primary clinical outcome was invasive disease-free survival (IDFS), with distant relapse-free survival (DRFS) as a secondary outcome. Multivariable Cox models were used to evaluate the association between race/ethnicity and survival outcomes, adjusting for clinicopathological characteristics, RS, and treatment.

Results: A total of 4048 …

Predicting Thoracic Aortic Dissection In A Diverse Biobank Using A Polygenic Risk Score, John Depaolo, Siavash Zamirpour, Sarah Abramowitz, Gina Biagetti, Renae Judy, Cameron Beeche, Jeffrey Duda, James Gee, Walter R Witschey, Julio A Chirinos, Nicholas J Goel, Nimesh Desai, Wilson Y Szeto, Dongchuan Guo, Dianna M Milewicz, Michael G Levin, James P Pirruccello, Scott M Damrauer

Faculty, Staff and Student Publications

Background: Thoracic aortic dissection is a life-threatening condition that often occurs in the presence of aortic dilation. However, currently there are limited clinical risk factors beyond aortic diameter (AoD) used to determine individual-level dissection risk.

Objectives: The purpose of this study was to determine whether common variant genetics can be used to improve identification of individuals most at risk for dissection.

Methods: A genome-wide association study (GWAS)-by-subtraction was performed to characterize the diameter-independent genetics of thoracic aortic dissection by subtracting a GWAS of AoD from a GWAS of thoracic aortic aneurysm and dissection. A polygenic risk score (PRS) was calculated …

Blood Pressure Misclassification Among Stroke Survivors Followed In A Comprehensive Stroke Prevention Clinic, M Carter Denny, Maha Almohamad, Emmanuel Ebirim, Adriana Morell, Munachi Okpala, Kevin O Hwang, Sean Savitz, Anjail Sharrief

Faculty, Staff and Student Publications

Background: Hypertension is the most important modifiable risk factor for secondary stroke prevention; however, blood pressure (BP) remains uncontrolled for at least 50 % of stroke survivors following an incident stroke. Accurate in-clinic assessment of BP is important for appropriate medication titration. We evaluated misclassification of clinic BP control in a racially diverse stroke clinic population using two BP measurement methods.

Observations: We followed ischemic stroke, intracerebral hemorrhage, and transient ischemic attack patients after hospital discharge in a comprehensive stroke clinic. Casual BP was obtained using a standard office automated machine, attended by a medical assistant. BP was also measured …

A Neuroimmune Circuit Mediates Chemo Brain Pathology, Daniel Ahmadi

McKelvey School of Engineering Graduate Student Theses & Dissertations

Chemotherapeutic agents, while effective in targeting malignant tumors, often reduce the patients’ quality of life by inducing fatigue, pain, and motivational deficits. These symptoms are collectively referred to as “chemo brain.” The mechanisms underlying these adverse effects, and specifically whether fatigue and motivational impairments share a common etiology, remain poorly understood. The neural–immune substrates of these symptoms remain obscure, in part because standard preclinical regimens either bypass key systemic signals or introduce local toxicity confounds. Here, I establish and validate a three‑day, low‑dose intravenous cisplatin protocol that avoids peritoneal inflammation and severe renal injury yet produces robust, reversible fatigue and …

Justification, Margin Values, And Analysis Populations For Oncologic Noninferiority And Equivalence Trials: A Meta-Epidemiological Study, Troy J Kleber, Alexander D Sherry, Andrew J Arifin, Gabrielle S Kupferman, Ramez Kouzy, Joseph Abi Jaoude, Timothy A Lin, Esther J Beck, Avital M Miller, Adina H Passy, Zachary R Mccaw, Pavlos Msaouel, Ethan B Ludmir

Faculty, Staff and Student Publications

Background: Noninferiority and equivalence trials evaluate whether an experimental therapy's effect on the primary endpoint is contained within an acceptable margin compared with standard of care. The reliability and impact of this conclusion, however, is largely dependent on the justification for this design, the choice of margin, and the analysis population used.

Methods: A meta-epidemiological study was performed of phase 3 randomized noninferiority and equivalence oncologic trials registered at ClinicalTrials.gov. Data were extracted from each trial's registration page and primary manuscript.

Results: We identified 65 noninferiority and 10 equivalence trials that collectively enrolled 61 632 patients. Of these, 61 (81%) …

Enhancing The Safety And Efficacy Of Cell Therapy With Programmed Sense-And-Respond Function, Andrew J Walters, Xiaoyu Yang, Scott D Olson, Caleb J Bashor

Faculty, Staff and Student Publications

No abstract provided.

Development Of A Treatment Decision Aid For Patients With Dysplastic Nevi Who Are Candidates For Re-Excision, Jaclyn N Roland-Mcgowan, Steven Caleb Freeman, Wenelia Baghoomian, Bryan T Carroll, Caroline Choi Kim, Clara Curiel-Lewandrowski, Emily Y Chu, Erin L Foster, Kelly Carter Nelson, Kevin P White, Michael E Ming, Rebecca I Hartman, Sancy A Leachman, Stephanie Mengden-Koon, Suephy C Chen, Susan M Swetter, Victor G Prieto, Elizabeth Berry, Wesley Y Yu

Faculty, Staff and Student Publications

No abstract provided.

Imaging In Pelvic Exenteration-A Multidisciplinary Practice Guide From The Esgar-Sar-Esur-Pelvex Collaborative Group, Stephanie Nougaret, Doenja M J Lambregts, Geerard L Beets, Regina G H Beets-Tan, Lennart Blomqvist, David Burling, Quentin Denost, Maria A Gambacorta, Benedetta Gui, Ann Klopp, Yulia Lakhman, Kate E Maturen, Riccardo Manfredi, Iva Petkovska, Luca Russo, Atul B Shinagare, James A Stephenson, Damian Tolan, Aradhana M Venkatesan, Aaron J Quyn, Rosemarie Forstner

Faculty, Staff and Student Publications

Pelvic exenteration (PE) is a radical surgical approach designed for the curative treatment of advanced pelvic malignancies, requiring en-bloc resection of multiple pelvic organs. While the procedure is radical, it has shown promise in enhancing long-term survival and is now comparable in surgical mortality to elective resections for primary pelvic cancers. Imaging plays a crucial role in preoperative planning, with MRI, CT, and PET/CT being pivotal in assessing the extent of cancer and formulating a surgical roadmap. This paper presents clinical practice guidelines for imaging in the context of PE, developed jointly by ESGAR, SAR, ESUR, and the PelvEx Collaborative. …

Donor Age Matters For Haploidentical Hct Patients Even After Adjusting For Hla Factors: A Machine Learning Approach, Rohtesh S Mehta, Rodney Sparapani, Tao Wang, Stephen Spellman, Stephanie J Lee, Effie W Petersdorf

Faculty, Staff and Student Publications

No abstract provided.

Targeting Bard1 Suppresses A Myc-Dependent Transcriptional Program And Tumor Growth In Pancreatic Ductal Adenocarcinoma, Sohum Patel, Eleanor Jenkins, Rutuj P. Kusurkar, Sherry Lee, Wei Jiang, Avinoam Nevler, Matthew Mccoy, Michael J. Pishvaian, Rosalie C. Sears, Jonathan R. Brody, Charles J. Yeo, Aditi Jain

Department of Surgery Faculty Papers

Pancreatic ductal adenocarcinoma (PDAC) remains one of the deadliest cancers demanding better and more effective therapies. BARD1 or BRCA1-Associated -Ring Domain-1 plays a pivotal role in homologous recombination repair (HRR). However, its function and the underlying molecular mechanisms in PDAC are still not fully elucidated. Here, we demonstrate that BARD1 is overexpressed in PDAC and its genetic inhibition suppresses c-Myc and disrupts c-Myc dependent transcriptional program. Mechanistically, BARD1 stabilizes c-Myc through ubiquitin-proteasome system by regulating FBXW7. Importantly, targeting BARD1 using either siRNAs or CRISPR/Cas9 deletion blocks PDAC growth in vitro and in vivo, without any signs of toxicity to mice. …

A Qualitative Nmr And Histological Analysis Of Adipocere Formation In Different Aqueous Environments Using Sus Scrofa Models, Mia M. Sorrentino

Student Theses

Adipocere is a wax-like crust that has the potential to form over corpses in moist, humid, and anaerobic environments, preserving them in a process similar to that of mummification. The substance can be identified within 3-6 months postmortem and is characterized by the ratio of saturated fatty acids to unsaturated fatty acids. Palmitic acid and stearic acid are the most abundant in comparison to myristic and oleic acids. The goal of this study was to investigate factors affecting adipocere formation in different aqueous environments. Pork belly samples were submerged in water samples collected from different places around New York City …

Emotional Outbursts In Latinx Autistic Youth With Intact Or Non-Intact Families; Frequency, Severity, And Socio-Demographic Correlates, Sandra Lucia Masso Hernandez

Theses and Dissertations

Autism Spectrum Disorder (ASD) is a neurodevelopmental disorder characterized by impaired social interaction, communication, and restricted repetitive behaviors. One of the core difficulties in individuals with ASD is related to emotional outbursts. Emotional outbursts (EO) are behavioral episodes in response to situations, environmental and physiological stimuli that occur in an extreme, unpleasant, sometimes aggressive way, often disproportionate to the context. Considering the impacts that EO’s can cause in populations with neurodevelopmental disorders and on the well-being and mental health of parents/caregivers, the need arises to evaluate these populations. Due to the core characteristics of ASD (such as a rigid mentality, …

Neural Patterns Reflect Semantic Representation In Novice Sign Language Learners, Megan E. Hillis

Dartmouth College Ph.D Dissertations

How do novice language learners represent semantic information in their new language? The extent to which languages are supported by distinct or overlapping neural representations in bilinguals has been the topic of much research, but less is known about how new knowledge is integrated into established representational networks, especially at the earliest stages of language acquisition. Furthermore, most investigations have compared languages which share a modality (spoken). Signed languages can provide insight into language unconfounded by perceptual qualities that spoken languages share. Chapter 1 presents an initial study in which hearing English-speaking non-signers learned a set of nouns in American …

Translation Of The Carcinogenic Dna Breakage-Repair Inhibition Mechanism For Hexavalent Chromium To Its Key Targets: Lung Epithelial Cells, Lung Tissue And Impacts On The Genome., Idoia Meaza Isusi

Electronic Theses and Dissertations

Lung cancer is the leading cause of cancer death worldwide. Hexavalent chromium [Cr(VI)] is a human lung carcinogen with widespread occupational and environmental exposure. Despite the known health risks, how Cr(VI) causes lung cancer remains unclear. This dissertation investigates the mechanisms of Cr(VI)-induced carcinogenesis. Cr(VI) causes DNA damage, specifically DNA double strand breaks, and inhibits homologous recombination repair, a high-fidelity repair pathway. Unrepaired DNA double strand breaks or those repaired through error-prone pathways, progress to chromosomal damage, and chromosome instability. The latter is a common characteristic of Cr(VI)-exposed cells, and a hallmark of lung cancer. Although the mechanism of Cr(VI)-induced …

Improving Brain Health: Exercise As A Tool For Enhancing Executive Function And Reducing Stress In Older African Americans, Destiny Ellise Ramos

Theses, Dissertations and Culminating Projects

Older African American (AA) adults face disproportionately higher risk of stress and Alzheimer's Disease and Related Dementias (ADRD) compared to other racial and ethnic groups, yet they remain underrepresented in intervention-based research. Previous research has suggested aerobic exercise may reduce stress and benefit executive functioning, which is among the first cognitive domains to be affected in ADRD; however, no studies to date have directly tested the impact of aerobic vs. non-aerobic exercise in older AAs at high risk for developing ADRD. The current study evaluated the effects of a group-based cardio dance fitness (CDF) exercise intervention versus a strength, flexibility, …

Functional Analysis Of Chromatin Remodeler Csb In Parp1/2- Mediated Oxidative Dna Lesion Repair, Rabeya Bilkis

Biomedical Sciences ETDs

The ATP-dependent chromatin remodeler Cockayne syndrome protein B (CSB) is essential for maintaining genome integrity. Mutations in CSB are the primary cause of Cockayne syndrome (CS), a premature aging disorder with severe sun sensitivity and neurodevelopmental symptoms. However, the precise mechanisms underlying the disease etiology remain poorly understood. Given the critical roles of oxidative stress in aging and neurodegenerative disorders, this research sought to determine the mechanisms of CSB’s functions in oxidative DNA damage repair.

In the first aim, we investigated how CSB participates in PARP1/2-mediated oxidative DNA repair. We showed that PARP1 and PARP2 recruit CSB to oxidized chromatin …

Variations In Sensory And Emotional Responses To Gluten-Containing And Gluten-Free Cookie Products Under Blind And Labeled Conditions, Eniola Ola, Han-Seok Seo

Food Science Faculty Publications and Presentations

The gluten-free food market is expanding rapidly. However, consumer acceptance and emotional responses to gluten-free food, especially commercially available products, have received relatively underexplored. This study aimed to determine how consumer perceptions, acceptance, and emotional responses differ between gluten-containing (C) and gluten-free (F) chocolate chip cookies from three brands under both blind and labeled conditions. In the labeled condition, 84 participants without celiac disease evaluated 3 F cookies labeled "gluten-free" and 3 C cookies presented without claims on a plain white card. In the blind condition, they tested the six cookies without labels. Participants provided hedonic ratings, Just-About-Right (JAR) ratings, …

Association Of Delayed Asthma Diagnosis With Asthma Exacerbations In Children, Chung-Il Wi, Euijung Ryu, Katherine S King, Jung Hyun Kwon, Joshua T Bublitz, Miguel Park, Sergio E Chiarella, Jason D Greenwood, Thanai Pongdee, Lynnea Myers, Björn Nordlund, Sunghwan Sohn, Elham Sagheb, Bhavani Singh Agnikula Kshatriya, Dave Watson, Hongfang Liu, Beverley J Sheares, Carla M Davis, Wade Schulz, Young J Juhn

Faculty, Staff and Student Publications

Background: There is a significant delay between symptom onset and diagnosis of childhood asthma, but the impact of this delay on asthma outcomes has not been well understood.

Objectives: We sought to study the association of delayed diagnosis of asthma with asthma exacerbations (AEs) in children.

Methods: Using the Mayo Clinic birth cohort, we identified children with a diagnosis of asthma from electronic health records. We defined onset date as the date when subjects first met predetermined asthma criteria ascertained by an electronic health records-based natural language processing algorithm. Delay in diagnosis (DD) was defined as first diagnosis >30 days …

Igtp: Learning Interpretable Cellular Embedding For Inferring Biological Mechanisms Underlying Single-Cell Transcriptomics, Kang-Lin Hsieh, Kai Zhang, Yan Chu, Lishan Yu, Xiaoyang Li, Nuo Hu, Isha Kawosa, Patrick G Pilié, Pratip K Bhattacharya, Degui Zhi, Xiaoqian Jiang, Zhongming Zhao, Yulin Dai

Faculty, Staff and Student Publications

Deep-learning models like Variational AutoEncoder have enabled low dimensional cellular embedding representation for large-scale single-cell transcriptomes and shown great flexibility in downstream tasks. However, biologically meaningful latent space is usually missing if no specific structure is designed. Here, we engineered a novel interpretable generative transcriptional program (iGTP) framework that could model the importance of transcriptional program (TP) space and protein-protein interactions (PPI) between different biological states. We demonstrated the performance of iGTP in a diverse biological context using gene ontology, canonical pathway, and different PPI curation. iGTP not only elucidated the ground truth of cellular responses but also surpassed other …

Pharmacotherapy And Non-Invasive Neuromodulation For Neuropathic Pain: A Systematic Review And Meta-Analysis, Nadia Soliman, Xavier Moisset, Michael C Ferraro, Daniel Ciampi De Andrade, Ralf Baron, Joletta Belton, David L H Bennett, Margarita Calvo, Patrick Dougherty, Ian Gilron, Aki J Hietaharju, Koichi Hosomi, Peter R Kamerman, Harriet Kemp, Elena K Enax-Krumova, Ewan Mcnicol, Theodore J Price, Srinivasa N Raja, Andrew S C Rice, Blair H Smith, Fiona Talkington, Andrea Truini, Jan Vollert, Nadine Attal, Nanna B Finnerup, Simon Haroutounian

Faculty, Staff and Student Publications

Background: There remains a substantial unmet need for effective and safe treatments for neuropathic pain. The Neuropathic Pain Special Interest Group aimed to update treatment recommendations, published in 2015, on the basis of new evidence from randomised controlled trials, emerging neuromodulation techniques, and advances in evidence synthesis.

Methods: For this systematic review and meta-analysis, we searched Embase, PubMed, the International Clinical Trials Registry, and ClinicalTrials.gov from data inception for neuromodulation trials and from Jan 1, 2013, for pharmacological interventions until Feb 12, 2024. We included double-blind, randomised, placebo-controlled trials that evaluated pharmacological and neuromodulation treatments administered for at least 3 …

What Rankings, Ratings, And Utilities Do Breast Cancer Patients Place On Tissue- And Implant-Based Breast Reconstruction?, Haoqi Wang, Nsikak M Jackson, Danmeng Huang, Rachel E Alexander, Mary Catherine Bordes, Jun Liu, Tzuan A Chen, Fatima Merchant, Summer E Hanson, Mark Schaverien, Mia K Markey, Gregory P Reece, Scott B Cantor, Aubri S Hoffman

Faculty, Staff and Student Publications

Background: Utility analysis is well-established for comparing treatment options but challenging to assess with patients in clinical care. Preference assessment may be more feasible, but it is not yet known whether it correlates with utilities. The aims of this study were to (1) assess women's rankings, ratings, and utilities for tissue-based, implant-based, and no reconstruction after total mastectomy; and (2) explore assessment methods and correlations with clinical and psychosocial factors.

Methods: Forty patients considering or undergoing breast reconstruction completed 3 assessments-card ranking, visual analog scale, and standard gamble-and psychosocial questionnaires. Each woman rated 9 health states with case-matched images: 4 …

Knowledge And Perceptions About Feeding And Growth In Infants And Young Children Among Early Interventionists, Kayla Chambers

Electronic Theses and Dissertations

Nutrition plays a vital role in early childhood, where rapid growth and development occur. This study investigates Early Interventionists’ (EIs) nutrition knowledge and perceptions of nutrition-related concerns in children receiving services through the Tennessee Early Intervention System (TEIS). An electronic survey was distributed to EIs in Tennessee to assess their nutrition knowledge and perceptions and to identify nutrition concerns. Findings revealed that most EIs have never received any nutrition education, despite being asked for nutrition guidance by families and being open to nutrition-related training. The EIs reported seeing nutrition concerns such as growth delays, food refusal, and picky eating, but …

Precision Proteogenomics Reveals Pan-Cancer Impact Of Germline Variants, Fernanda Martins Rodrigues, Nadezhda V Terekhanova, Kathleen J Imbach, Karl R Clauser, Myvizhi Esai Selvan, Isabel Mendizabal, Yifat Geffen, Yo Akiyama, Myranda Maynard, Tomer M Yaron, Yize Li, Song Cao, Erik P Storrs, Olivia S Gonda, Adrian Gaite-Reguero, Akshay Govindan, Emily A Kawaler, Matthew A Wyczalkowski, Robert J Klein, Berk Turhan, Karsten Krug, D R Mani, Felipe Da Veiga Leprevost, Alexey I Nesvizhskii, Steven A Carr, David Fenyö, Michael A Gillette, Antonio Colaprico, Antonio Iavarone, Ana I Robles, Kuan-Lin Huang, Chandan Kumar-Sinha, François Aguet, Alexander J Lazar, Lewis C Cantley, Urko M Marigorta, Zeynep H Gümüş, Matthew H Bailey, Gad Getz, Eduard Porta-Pardo, Li Ding

Faculty, Staff and Student Publications

We investigate the impact of germline variants on cancer patients' proteomes, encompassing 1,064 individuals across 10 cancer types. We introduced an approach, "precision peptidomics," mapping 337,469 coding germline variants onto peptides from patients' mass spectrometry data, revealing their potential impact on post-translational modifications, protein stability, allele-specific expression, and protein structure by leveraging the relevant protein databases. We identified rare pathogenic and common germline variants in cancer genes potentially affecting proteomic features, including variants altering protein abundance and structure and variants in kinases (ERBB2 and MAP2K2) impacting phosphorylation. Precision peptidome analysis predicted destabilizing events in signal-regulatory protein alpha (SIRPA) and glial …

Assessing The Implicit Prices Of Health And Wellness Product Attributes In Pet Food: A Hedonic Analysis Approach, Lonnie Hobbs Jr., Andrew Anderson

Agricultural Economics and Agribusiness Faculty Publications and Presentations

Here we examine product attributes present in dry dog food to show there exist potential price premiums and discounts associated with health and wellness attributes in dry dog food. The findings indicate price premiums are associated with attributes related to digestion and allergy care. Pricing discounts are found to be associated with immune support and dental attributes. The results of this study are anticipated to be a starting point for more sophisticated and dynamic analysis of pricing and willingness-to-pay studies in the pet food industry.

Yield And Economics Following 5 Years Of Integrated Weed Management In Cotton, Amar Godar, Jason K. Norseworthy, L. Tom Barber, Roger Farr, Ty Smith

Crop, Soil and Environmental Sciences Faculty Publications and Presentations

The implementation of integrated weed management (IWM) practices in conventional management systems involves additional costs and can influence both short-term and long-term cotton (Gossypium hirsutum L.) yields, ultimately affecting economic viability. This study, conducted from fall 2018 to fall 2023 near Marianna, AR, evaluated four IWM practices in a large-plot, fixed-plot factorial design: zero tolerance for weed seed rain, soil inversion deep tillage every third year in the fall, a preplant terminated cereal rye cover crop, and dicamba-resistant cotton technology. Long-term economic impacts were assessed using the 5-year average cost-adjusted yield, with the base program (excluding all IWM practices) serving …

Intermittent Fasting And Cardiometabolic Health In Adults With Obesity: A Scoping Review, Tri Siswati, Lathifa Zahra Putri Nugroho, Natasya Nurul Gina, Almira Sitasari, Agus Wijanarka

Indonesian Journal of Public Health Nutrition (IJPHN)

Obesity is a significant global health challenge, with adverse impacts on cardiometabolic health such as hypertension, dyslipidemia, and insulin resistance. One promising intervention in obesity management is intermittent fasting (PI). However, scientific evidence on the impact of IF on cardiometabolic health is still limited. This study used a scoping review design to evaluate the association between IF and cardiometabolic health in obese adults. Reference sources are available in English at least abstract between 2015–2023 as well as from PubMed and Google Scholar web sources. The search keywords on PubMed are "Adult AND intermittent fasting AND cardiometabolic" and on Google Scholar …

Maternal Dietary, Nutritional Status, And Its Association With Low-Birth Weight: A Scoping Review, Tri Siswati, Devi Septia Ningrum, Adinda Safitri, Almira Sitasari

Indonesian Journal of Public Health Nutrition (IJPHN)

Maternal diet and nutritional status during pregnancy influence birth outcomes. This review article aims to synthesize key studies examining the relationship between maternal dietary intake, nutritional status, and the occurrence of low birth weight (LBW). This study applies a scoping review from PubMed and Google Scholar (2018–2023). Observational and experimental studies were included. Articles met the criteria if they involved pregnant women aged 17+, human studies, full-text availability, and were in English or Indonesian. Fourteen studies met the inclusion criteria and were analyzed. The findings revealed that maternal intake of essential macronutrients, including energy and protein, along with key micronutrients …

The Effects Of Prescribed Medications On Depressive Symptoms And Neurocognitive Performance In People With Hiv, Asante R Kamkwalala, Avery Matthews, Ankita Garg, Upal Roy, Qing Ma, Maile Karris, Erin Sundermann, Ronald J Ellis, Patricia K Riggs, Mattia Trunfio, Jennifer Blanchard, David J Moore, Leah H Rubin, Scott L Letendre

Faculty, Staff and Student Publications

Background: Alterations in brain function and structure, such as depression and neurocognitive impairment, continue to occur in people with human immunodeficiency virus (HIV, PWH) taking suppressive antiretroviral therapy (ART). The lifespan of PWH has improved but the healthspan remains worse than people without HIV, in part because of aging-related diseases. As a result, polypharmacy is common and increases the risk of drug-drug interactions and adverse reactions.

Methods: This cross-sectional project investigated the relationship between 7 medication-related metrics (including anticholinergic burden), depressive symptoms, and neurocognitive performance in 491 PWH at a single center in the United States. All participants were taking …

Enhanced And Interpretable Prediction Of Multiple Cancer Types Using A Stacking Ensemble Approach With Shap Analysis, Shahid Mohammad Ganie, Pijush Kanti Dutta Pramanik, Zhongming Zhao

Faculty, Staff and Student Publications

Background: Cancer is a leading cause of death worldwide, and its early detection is crucial for improving patient outcomes. This study aimed to develop and evaluate ensemble learning models, specifically stacking, for the accurate prediction of lung, breast, and cervical cancers using lifestyle and clinical data.

Methods: 12 base learners were trained on datasets for lung, breast, and cervical cancer. Stacking ensemble models were then developed using these base learners. The models were evaluated for accuracy, precision, recall, F1-score, AUC-ROC, MCC, and kappa. An explainable AI technique, SHAP, was used to interpret model predictions.

Results: The stacking …

Estimated Amounts Of Terrestrial Carbon Mobilized And Sequestered By The 1980 Mount St. Helens Eruption, Washington State, Usa, Lizzet G. Reyes

Dissertations and Theses

Volcanic eruptions significantly influence the geologic carbon cycle by emitting CO₂ and mobilizing terrestrial carbon pools. The 1980 Mount St. Helens (MSH) eruption offers a unique case study, triggering a massive landslide that displaced 2.7 km³ of sediment, buried 600 km² of forest, and disrupted regional carbon dynamics. Pre-eruption terrestrial carbon stocks, including aboveground biomass (AGB), dead biomass (D), and soil organic carbon (S), averaged 209.5 tC/ha. Post-eruption, total carbon density fell to 118.7 tC/ha, driven mainly by a 51% reduction in AGB, modest declines in D, and redistribution of S. Over 36 years, ecosystem recovery increased …