Digital Commons Network^™

The Use Of Large Language Models To Accelerate Literature Review Towards Digital Health Equity And Inclusiveness, Taylor B Harrison, Dian Hu, Sunyang Fu, Hongfang Liu

Faculty, Staff and Student Publications

Digital health technologies (DHTs) have revolutionized clinical trials, offering unprecedented opportunities to streamline processes, enhance patient engagement, and improve data quality. Growing technology device and broadband access are contributing to the increasing number of DHT-enabled trials. Ideally, DHTs have the potential to make clinical research more inclusive and diverse. However, while the variety in digital technologies and implementations present a strong display of healthcare innovation, major challenges arise concerning DHT generalizability and translation into real-world medical practice. In this study, we report our efforts in accelerating the literature review process related to the use of DHTs in randomized controlled trials …

Survivalcontour: Visualizing Predicted Survival Via Colored Contour Plots, Yushu Shi, Liangliang Zhang, Kim-Anh Do, Robert R Jenq, Christine B Peterson

Faculty, Staff and Student Publications

Advances in survival analysis have facilitated unprecedented flexibility in data modeling, yet there remains a lack of tools for illustrating the influence of continuous covariates on predicted survival outcomes. We propose the utilization of a colored contour plot to depict the predicted survival probabilities over time. Our approach is capable of supporting conventional models, including the Cox and Fine–Gray models. However, its capability shines when coupled with cutting-edge machine learning models such as random survival forests and deep neural networks.

Availability and implementation

We provide a Shiny app at https://biostatistics.mdanderson.org/shinyapps/survivalContour/ and an R package available at https://github.com/YushuShi/survivalContour as implementations of …

Editorial: Ai/Ml In Pharmacovigilance And Pharmacoepidemiology, Wen Zou, Pantelis Natsiavas, Assaf Gottlieb

Faculty, Staff and Student Publications

No abstract provided.

Interleukin-1beta And Inflammasome Expression In Spinal Cord Following Chronic Constriction Injury In Male And Female Rats, Suzanne M Green-Fulgham, Jayson B Ball, Andrew J Kwilasz, Michael E Harland, Matthew G Frank, Joseph M Dragavon, Peter M Grace, Linda R Watkins

Faculty, Staff and Student Publications

Females represent a majority of chronic pain patients and show greater inflammatory immune responses in human chronic pain patient populations as well as in animal models of neuropathic pain. Recent discoveries in chronic pain research have revealed sex differences in inflammatory signaling, a key component of sensory pathology in chronic neuropathic pain, inviting more research into the nuances of these sex differences. Here we use the chronic constriction injury (CCI) model to explore similarities and differences in expression and production of Inflammatory cytokine IL-1beta in the lumbar spinal cord, as well as its role in chronic pain. We have discovered …

The Contribution Of Dna Ligase 4 Polymorphisms To Colorectal Cancer, Yang Deng, Tao-Wei Ke, Te-Cheng Yueh, Yu-Ting Chin, Yun-Chi Wang, Yi-Chih Hung, Mei-Chin Mong, Ya-Chen Yang, Wen-Tzu Wu, Wen-Shin Chang, Jian Gu, Da-Tian Bau, Chia-Wen Tsai

Faculty, Staff and Student Publications

Background/aim: While numerous biomarkers associated with genetic susceptibility to colorectal cancer (CRC) have been identified and validated through epidemiological studies, the specific influence of DNA ligase 4 (Lig4) genotypes remains unexplored. This study aimed to elucidate the hitherto unexamined relationship between Lig4 genotypes and CRC risk.

Materials and methods: The genotypes of Lig4 rs1805388 were determined applying the polymerase chain reaction-restriction fragment length polymorphism methodology. The potential association between these genotypes and CRC risk was assessed in a Taiwanese population comprising 362 CRC cases and an equal number of age- and sex-matched controls.

Results: In the genotypic analysis, the distribution …

Non-Homologous End-Joining Genotype, Mrna Expression, And Dna Repair Capacity In Childhood Acute Lymphocytic Leukemia, Chao-Chun Chen, Wen-Shin Chang, Jen-Sheng Pei, Chien-Chung Kuo, Chung-Hsing Wang, Yun-Chi Wang, Pei-Chen Hsu, Jie-Long He, Jian Gu, Da-Tian Bau, Chia-Wen Tsai

Faculty, Staff and Student Publications

Background/aim: The capacity for non-homologous end-joining (NHEJ) repair plays a pivotal role in maintaining genome stability and in carcinogenesis. However, there is little literature on the involvement of NHEJ-related genes in childhood acute lymphocytic leukemia (ALL). Our study aimed to elucidate the impact of polymorphisms of X-ray repair cross-complementing group 4 (XRCC4) (rs6869366, rs2075685, rs2075686, rs28360071, rs3734091, rs28360317, rs1805377), XRCC5 (rs828907, rs11685387, rs9288518), XRCC6 (rs5751129, rs2267437, rs132770, rs132774), XRCC7 rs7003908, and DNA ligase IV (LIG4) rs1805388, on the odds of childhood ALL.

Materials and methods: Genotypes NHEJ-related genes of 266 cases and 266 controls were determined, and the genotype-phenotype correlation …

Identifying Genomic Data Sources From Biomedical Literature, Xu Zuo, Ashley Gilliam, Yan Hu, Kalpana Raja, Kirk Roberts, Hua Xu

Faculty, Staff and Student Publications

Genomic research is becoming increasingly data-intensive, yet the proper reference of data remains a persistent challenge. Despite various efforts to establish and standardize data citation practices, scientists frequently fall short of accurately referencing data in their papers. This deficiency complicates the attribution of contributions to data providers and impedes the reproducibility of findings in genomic research. This study addresses this gap by introducing a gold standard corpus designed to identify mentions of genomic data sources and associated attributes, thereby offering insights into data source availability and accessibility. Within this corpus, we categorize entities into six classes, encompassing three primary entities …

Dissecting The Shared Genetic Architecture Between Alzheimer’S Disease And Frailty: A Cross-Trait Meta-Analyses Of Genome-Wide Association Studies, Nitesh Enduru, Brisa S Fernandes, Zhongming Zhao

Faculty, Staff and Student Publications

Introduction: Frailty is the most common medical condition affecting the aging population, and its prevalence increases in the population aged 65 or more. Frailty is commonly diagnosed using the frailty index (FI) or frailty phenotype (FP) assessments. Observational studies have indicated the association of frailty with Alzheimer's disease (AD). However, the shared genetic and biological mechanism of these comorbidity has not been studied.

Methods: To assess the genetic relationship between AD and frailty, we examined it at single nucleotide polymorphism (SNP), gene, and pathway levels.

Results: Overall, 16 genome-wide significant loci (15 unique loci) (p meta-analysis < 5 × 10-8) and 22 genes (21 unique genes) were identified between AD and frailty using cross-trait meta-analysis. The 8 shared loci implicated 11 genes: CLRN1-AS1, CRHR1 …

Differing Impacts Of The Covid-19 Pandemic On Farmers And Intermediaries: Insights Into The Ecuadorian Cocoa Value Chain, Guillermo Zambrano, Lina M Tennhardt, Moritz Egger, Karen Ramírez, Adriana Santos, Byron Moyano, Michael Curran

Faculty, Staff and Student Publications

The COVID-19 pandemic generated diverse impacts and responses in agricultural value chains worldwide. Cocoa is a key crop for Ecuadorian exports, and the analysis of effects the pandemic had on value chain actors contributes to the understanding of their individual capacities to coping with a major shock. The purpose of this study was to assess the number and severity of impacts and responses implemented by two links in the cocoa value chain to the pandemic, based on a survey of 158 cocoa farmers and 52 cocoa intermediaries from the main cocoa-producing provinces of the northern coast of Ecuador in 2021. …

Metarnn: Differentiating Rare Pathogenic And Rare Benign Missense Snvs And Indels Using Deep Learning, Fang Li, Zenan Sun, Ahmed Abdelhameed, Tiehang Duan, Laila Rasmy, Xinyue Hu, Jianping He, Yifang Dang, Jingna Feng, Jianfu Li, Yichen Wang, Tianchen Lyu, Naomi Braun, Si Pham, Michael Gharacholou, Delisa Fairweather, Degui Zhi, Jiang Bian, Cui Tao

Faculty, Staff and Student Publications

BACKGROUND: Effective management of dual antiplatelet therapy (DAPT) following drug-eluting stent (DES) implantation is crucial for preventing adverse events. Traditional prognostic tools, such as rule-based methods or Cox regression, despite their widespread use and ease, tend to yield moderate predictive accuracy within predetermined timeframes. This study introduces a new contrastive learning-based approach to enhance prediction efficacy over multiple time intervals.

METHODS: We utilized retrospective, real-world data from the OneFlorida + Clinical Research Consortium. Our study focused on two primary endpoints: ischemic and bleeding events, with prediction windows of 1, 2, 3, 6, and 12 months post-DES implantation. Our approach first …

Polaris: A Phase 2 Trial Of Encorafenib Plus Binimetinib Evaluating High-Dose And Standard-Dose Regimens In Patients With Braf V600-Mutant Melanoma With Brain Metastasis, Alexander M Menzies, Georgina V Long, Amiee Kohn, Hussein Tawbi, Jeffrey Weber, Keith Flaherty, Grant A Mcarthur, Paolo A Ascierto, Yanina Pfluger, Karl Lewis, Katy K Tsai, Omid Hamid, Hans Prenen, Luis Fein, Erjian Wang, Carolin Guenzel, Fan Zhang, Joseph F Kleha, Alessandra Di Pietro, Michael A Davies

Faculty, Staff and Student Publications

Background: POLARIS (phase 2 [ph2]; NCT03911869) evaluated encorafenib (BRAF inhibitor) in combination with binimetinib (MEK1/2 inhibitor) in BRAF/MEK inhibitor-naïve patients with BRAF V600-mutant melanoma with asymptomatic brain metastases.

Methods: The safety lead-in (SLI) assessed tolerability for high-dose encorafenib 300 mg twice daily (BID) plus binimetinib 45 mg BID. If the high dose was tolerable in ph2, patients would be randomized to receive high or standard dose (encorafenib 450 mg once daily [QD] plus binimetinib 45 mg BID). Otherwise, standard dose was evaluated as the recommended ph2 dose (RP2D). Patients who tolerated standard dosing during Cycle 1 could be dose …

Association Of Preoperative Lung Function With Complications After Lobectomy Using Race-Neutral And Race-Specific Normative Equations, Ajay Sheshadri, Ravi Rajaram, Aaron Baugh, Mario Castro, Arlene M Correa, Felipe Soto, Carrie R Daniel, Liang Li, Scott E Evans, Burton F Dickey, Ara A Vaporciyan, David E Ost

Faculty, Staff and Student Publications

Rationale: Pulmonary function testing (PFT) is performed to aid patient selection before surgical resection for non-small cell lung cancer (NSCLC). The interpretation of PFT data relies on normative equations, which vary by race, but the relative strength of association of lung function using race-specific or race-neutral normative equations with postoperative pulmonary complications is unknown. Objectives: To compare the strength of association of lung function, using race-neutral or race-specific equations, with surgical complications after lobectomy for NSCLC.

Methods: We studied 3,311 patients who underwent lobectomy for NSCLC and underwent preoperative PFT from 2001 to 2021. We used Global Lung Function Initiative …

Enhancing The Textbook’S Cultural Content Within The University Museum: Students’ Perceptions Of Two Activities, Nausica Marcos Miguel, Megan Hancock

Faculty Publications

No abstract provided.

Association Between Sociodemographics And Change In Alcohol Or Tobacco Use Behaviors During The Covid-19 Pandemic, Selam Habtemariam, Chloe M. Hery, Xiaochen Zhang, Mengda Yu, Darren Mays, Toyin Adeyanju, Brittany Bernardo, Electra D. Paskett

Faculty Publications

No abstract provided.

A Randomized Controlled Trial Of The Happy, Healthy, Loved Personalized Text-Message Program For New Parent Couples: Impact On Breastfeeding Self-Efficacy And Mood, Erin J. Henshaw, Marie Cooper, Teresa Wood, Sanchita Krishna, Marie Lockhart

Faculty Publications

No abstract provided.

Front Matter

The Synapse: Intercollegiate science magazine

No abstract provided.

From Fictional Pandemics To Potential Reality: The Realities And Myths Of 'The Last Of Us' Cordyceps Fungus, Jaedyn O'Reilly

The Synapse: Intercollegiate science magazine

No abstract provided.

In The Age Of Ozempic: Semiglutide's Impact On The Weight-Loss Frontier, Luke Dodson

The Synapse: Intercollegiate science magazine

No abstract provided.

Resourceful Remedies: Herbal Medicines In Indigenous Villages Of Northern Thailand, Ava Peyton

The Synapse: Intercollegiate science magazine

No abstract provided.

Issue 40

The Synapse: Intercollegiate science magazine

No abstract provided.

Exploring The Neural Jungle: The Positive Effects Of Hallucinogens On The Brain, Izzie Braun

The Synapse: Intercollegiate science magazine

No abstract provided.

Information Overload: Marketable Diagnostic Data In Full Body Mris, Luke Dodson

The Synapse: Intercollegiate science magazine

No abstract provided.

Utah Farmers Market Manager Handbook, Gwen Crist

Environment and Society Faculty Publications

Welcome to the Utah Farmers Market Manager Handbook, designed by the Utah Farmers Market Network for market managers like you! We’re thrilled to support you in your job as a market manager by providing this Handbook of information and tools you’ll need to start a market from scratch or to grow your market, along with helpful links and resources, tips, and best practices for running a successful market.

Merppa: Middle East Review Of Public Policy And Administration., Laila El Baradei

Faculty Journal Articles

No abstract provided.

Unconscionability And Poverty, Mark G. Kelman

SMU Law Review Forum

Matthew Desmond made the claim in Evicted, his powerful work on housing insecurity, that those concerned with alleviating poverty should focus not merely on ensuring that poor people have higher disposable incomes, but on countering the exploitative price gouging that depresses the value of whatever income they have. This suggests the possibility that it might be a worthwhile anti-poverty strategy for courts to use the unconscionability doctrine to regulate exploitative contracts.

Three main issues follow from considering this possibility: (1) Do the poor actually pay more for goods of the same quality? (2) If they indeed pay more, do …

The Cost Of Clarity: Closing The Floodgates On Wotus Ambiguity And The Bleak Future Of Wetlands Protections, Casey E. Lindstrom

Case Western Reserve Law Review

No abstract provided.

Overcoming Unreasonably Burdensome Restrictions On The Use Of Farmland For Solar Generation, Matthew Eisenson

Case Western Reserve Law Review

No abstract provided.

If We Fail To Solve Global Climate Change, Blame The Nuclear Regulatory Commission, Jeremy Kidd

Case Western Reserve Law Review

No abstract provided.

The National Environmental Policy Act And Climate Change Adaptation Within Federal Natural Resource Management Agencies, Sara Sutherland

Case Western Reserve Law Review

No abstract provided.

Challenging The Constitutionality Of Anti-Immigrant State Legislation: A Two-Prong Approach, Anna Glavaš

Case Western Reserve Law Review

No abstract provided.