Digital Commons Network^™

Exploring The Hazards Of Scaling Up Clinical Data Analyses: A Drug Side Effect Discovery Case Report, Franck Diaz-Garelli, Todd R Johnson, Mohammad H Rahbar, Elmer V Bernstam

Faculty, Staff and Student Publications

We assessed the scalability of pharmacological signal detection use case from a single-site CDW to a large aggregated clinical data warehouse (single-site database with 754,214 distinct patient IDs vs. multisite database with 49.8M). We aimed to explore whether a larger clinical dataset would provide clearer signals for secondary analyses such as detecting the known relationship between prednisone and weight. We found significant weight gain rate using the single-site data but not from using aggregated data (0.0104 kg/day, p

Determining Risk Factors That Affect Progression In Patients With Nonproliferative Diabetic Retinopathy, Dalbert J Chen, Jacky C Kuo, Alex J Wright, Alice Z Chuang, Wenyaw Chan, Robert M Feldman, Eric L Crowell

Faculty, Staff and Student Publications

PURPOSE: to determine risk factors that affect nonproliferative diabetic retinopathy (NPDR) progression and establish a predictive model to estimate the probability of and time to progression in NPDR.

RESULTS: Two hundred thirty patients were included. Initially, 65 eyes (28.3%) had no retinopathy; 73 (31.7%) mild NPDR; 60 (26.1%) moderate NPDR; and 32 (13.9%) severe NPDR. Patients were followed for a mean of 5.8 years (±2.0 years; range 2.1-9.4 years). 164 (71.3%) eyes progressed during the follow-up. Time-independent risk factors affecting progression rate were age (hazard ratio (HR) = 0.99,

CONCLUSION: HbA1c level is a significant modifiable risk factor in controlling …

Utilization Of Target Lesion Heterogeneity For Treatment Efficacy Assessment In Late Stage Lung Cancer, Dung-Tsa Chen, Wenyaw Chan, Zachary J Thompson, Ram Thapa, Amer A Beg, Andreas N Saltos, Alberto A Chiappori, Jhanelle E Gray, Eric B Haura, Trevor A Rose, Ben Creelan

Faculty, Staff and Student Publications

RATIONALE: Recent studies have discovered several unique tumor response subgroups outside of response classification by Response Evaluation Criteria for Solid Tumors (RECIST), such as mixed response and oligometastasis. These subtypes have a distinctive property, lesion heterogeneity defined as diversity of tumor growth profiles in RECIST target lesions. Furthermore, many cancer clinical trials have been activated to evaluate various treatment options for heterogeneity-related subgroups (e.g., 29 trials so far listed in clinicaltrials.gov for cancer patients with oligometastasis). Some of the trials have shown survival benefit by tailored treatment strategies. This evidence presents the unmet need to incorporate lesion heterogeneity to improve …

Oral Versus Gastrointestinal Mucosal Immune Niches In Homeostasis And Allostasis, Lina J Suárez, Silie Arboleda, Nikola Angelov, Roger M Arce

Faculty, Staff and Student Publications

Different body systems (epidermis, respiratory tract, cornea, oral cavity, and gastrointestinal tract) are in continuous direct contact with innocuous and/or potentially harmful external agents, exhibiting dynamic and highly selective interaction throughout the epithelia, which function as both a physical and chemical protective barrier. Resident immune cells in the epithelia are constantly challenged and must distinguish among antigens that must be either tolerated or those to which a response must be mounted for. When such a decision begins to take place in lymphoid foci and/or mucosa-associated lymphoid tissues, the epithelia network of immune surveillance actively dominates both oral and gastrointestinal compartments, …

Subgingival Microbiome And Specialized Pro-Resolving Lipid Mediator Pathway Profiles Are Correlated In Periodontal Inflammation, Chun-Teh Lee, Ruoxing Li, Lisha Zhu, Gena D Tribble, W Jim Zheng, Brittney Ferguson, Krishna Rao Maddipati, Nikola Angelov, Thomas E Van Dyke

Faculty, Staff and Student Publications

Failure of resolution pathways in periodontitis is reflected in levels of specialized pro-resolving lipid mediators (SPMs) and SPM pathway markers but their relationship with the subgingival microbiome is unclear. This study aimed to analyze and integrate lipid mediator level, SPM receptor gene expression and subgingival microbiome data in subjects with periodontitis vs. healthy controls. The study included 13 periodontally healthy and 15 periodontitis subjects that were evaluated prior to or after non-surgical periodontal therapy. Samples of gingival tissue and subgingival plaque were collected prior to and 8 weeks after non-surgical treatment; only once in the healthy group. Metabololipidomic analysis was …

Structural Racism And Immigrant Health: Exploring The Association Between Wage Theft, Mental Health, And Injury Among Latino Day Laborers, Maria Eugenia Fernández-Esquer, Lynn N Ibekwe, Rosalia Guerrero-Luera, Yesmel A King, Casey P Durand, John S Atkinson

Faculty, Staff and Student Publications

BACKGROUND: Although wage theft has been discussed primarily as a labor and human rights issue, it can be conceptualized as an issue of structural racism with important consequences for immigrant health.

OBJECTIVES: The objectives of this study were to: 1) identify sociodemographic, employment, and stress-related characteristics that increase Latino day laborers' odds of experiencing wage theft; 2) assess the association between wage theft and serious work-related injury; 3) assess the association between wage theft and three indicators of mental health-depression, social isolation, and alcohol use-as a function of wage theft; and 4) assess serious work-related injury as a function of …

Applying Machine Learning Approaches To Suicide Prediction Using Healthcare Data: Overview And Future Directions, Edwin D Boudreaux, Elke Rundensteiner, Feifan Liu, Bo Wang, Celine Larkin, Emmanuel Agu, Samiran Ghosh, Joshua Semeter, Gregory Simon, Rachel E Davis-Martin

Faculty, Staff and Student Publications

Objective: Early identification of individuals who are at risk for suicide is crucial in supporting suicide prevention. Machine learning is emerging as a promising approach to support this objective. Machine learning is broadly defined as a set of mathematical models and computational algorithms designed to automatically learn complex patterns between predictors and outcomes from example data, without being explicitly programmed to do so. The model's performance continuously improves over time by learning from newly available data.

Method: This concept paper explores how machine learning approaches applied to healthcare data obtained from electronic health records, including billing and claims data, can …

Stress Inoculation Training (Sit-Norcal), Part 2: A Pilot Study Among Explosive Ordnance Disposal Special Warfare Enablers, Sarah E Jackson, Matthew R Baity, Patrick R Thomas, Mark Walker, Madeleine Goodkind, Diane Swick, Douglas Barba, Daniel Jacobson, Eric Byrd, A Sarah Ivey

Faculty, Staff and Student Publications

Background: Despite being a well-supported strategy, Stress Inoculation Training (SIT) has not been fully incorporated in the advancement of human performance among most military personnel. The RAND Study recommendations for maximizing SIT's potential within high-risk/ high-intensity occupational groups were used in designing the Core Training protocol targeting psychological performance, SIT-NORCAL (Part 1).

Purpose: The current project (Part 2) sought to further develop the protocol as a health and human performance hybrid through quality improvement analysis of the content, process, and measurement elements for use in the human performance context.

Methods: Evidence-based/evidence-driven methodologies were used in collaborative design tailored to the …

Prevalence And Factors Associated With Mental Health Symptoms In Adults Undergoing Covid-19 Testing, Ikponmwosa Osaghae, Linh K Nguyen, Tong Han Chung, Olivia Moffitt, Yen-Chi L Le, Mark B Suh, Pooja N Prasad, Eric J Thomas, Christine D Gordon, Kevin O Hwang

Faculty, Staff and Student Publications

BACKGROUND AND OBJECTIVE: Understanding the mental health impact of the COVID-19 pandemic on persons receiving COVID-19 testing will help guide mental health interventions. We aimed to determine the association between sociodemographic factors and mental health symptoms at 8 weeks (baseline) after a COVID-19 test, and compare prevalence of mental health symptoms at baseline to those at 16-week follow-up.

MATERIALS AND METHODS: Prospective cohort study of adults who received outpatient COVID-19 testing at primary care clinics. Logistic regression analyses were used to assess the association between sociodemographic characteristics and COVID-19 test results with mental health symptoms. Mental health symptoms reported at …

Correlation Between Concentrations Of Four Heavy Metals In Cord Blood And Childhood Blood Of Jamaican Children, Mohammad H Rahbar, Maureen Samms-Vaughan, Manouchehr Hessabi, Jan Bressler, Shezeen Gillani, Megan L Grove, Sydonnie Shakspeare-Pellington, Katherine A Loveland

Faculty, Staff and Student Publications

This study investigated whether the concentrations of four metals [lead (Pb), mercury (Hg), manganese (Mn), and aluminum (Al)] are correlated in cord blood and childhood blood samples from Jamaican children. Cord blood samples were obtained from 21 pregnant women enrolled in the second Jamaican Birth Cohort Study from July 1, 2011 to September 30, 2011, and blood samples were drawn from their children who participated in a follow up study when the children were 4–8 years old. Correlations were assessed by the Pearson or the Spearman’s rank correlation coefficient. The mean ages of children at the childhood visit and their …

Endmt Regulation By Small Rnas In Diabetes-Associated Fibrotic Conditions: Potential Link With Oxidative Stress, Roberta Giordo, Yusra M A Ahmed, Hilda Allam, Salah Abusnana, Lucia Pappalardo, Gheyath K Nasrallah, Arduino Aleksander Mangoni, Gianfranco Pintus

Faculty, Staff and Student Publications

Diabetes-associated complications, such as retinopathy, nephropathy, cardiomyopathy, and atherosclerosis, the main consequences of long-term hyperglycemia, often lead to organ dysfunction, disability, and increased mortality. A common denominator of these complications is the myofibroblast-driven excessive deposition of extracellular matrix proteins. Although fibroblast appears to be the primary source of myofibroblasts, other cells, including endothelial cells, can generate myofibroblasts through a process known as endothelial to mesenchymal transition (EndMT). During EndMT, endothelial cells lose their typical phenotype to acquire mesenchymal features, characterized by the development of invasive and migratory abilities as well as the expression of typical mesenchymal products such as α-smooth …

Prevalence And Correlates Of Sex Selling And Sex Purchasing Among Adults Seeking Treatment For Cocaine Use Disorder, Emma C Lathan, Judy H Hong, Angela M Heads, Nicholas C Borgogna, Joy M Schmitz

Faculty, Staff and Student Publications

Exchange sex places individuals with cocaine use disorder (CUD) at particularly high risk for deleterious safety and health outcomes. A substance use treatment provider who is aware of a patient's exchange sex behavior is better able to provide appropriate screening, care, and/or referral to risk reduction services. However, little is known about exchange sex, especially purchasing, among treatment-seeking adults with CUD. The current study examined the prevalence and correlates of sex selling and sex purchasing among treatment-seeking men and women with CUD (

Customizing Early Intervention Treatment For Psychosis In The Uthealth - Harris County Psychiatric Center, Alia R Warner, Gordon C Shen, Jane E Hamilton, Luca Lavagnino, Scott D Lane

Faculty, Staff and Student Publications

High-need, high-cost patients include those with diagnosed serious mental illnesses (e.g., schizophrenia; SMI). They often delay or fail to seek treatment. If they receive treatment, care is often sought from generalist settings (e.g., primary care or emergency medicine) or is suboptimal due to the provision of limited, non-evidence-based intervention and lack of communication, integration, and coordination among providers. This results in high aggregate costs and poor outcomes. Value-based health care requires care coordination to address the medical and social needs of this population. We describe a unique early intervention program for SMI that emanates from an inpatient setting: The Early …

Convergent Evidence For The Antiviral Effects Of Several Fda-Approved Phenothiazine Antipsychotics Against Sars-Cov-2 And Other Coronaviruses, Rodrigo Machado-Vieira, João Quevedo, Lokesh Shahani, Jair C Soares

Faculty, Staff and Student Publications

No abstract provided.

Indications For Inpatient Magnetoencephalography In Children - An Institution's Experience, Michael W Watkins, Ekta G Shah, Michael E Funke, Stephanie Garcia-Tarodo, Manish N Shah, Nitin Tandon, Fernando Maestu, Christopher Laohathai, David I Sandberg, Jeremy Lankford, Stephen Thompson, John Mosher, Gretchen Von Allmen

Faculty, Staff and Student Publications

Magnetoencephalography (MEG) is recognized as a valuable non-invasive clinical method for localization of the epileptogenic zone and critical functional areas, as part of a pre-surgical evaluation for patients with pharmaco-resistant epilepsy. MEG is also useful in localizing functional areas as part of pre-surgical planning for tumor resection. MEG is usually performed in an outpatient setting, as one part of an evaluation that can include a variety of other testing modalities including 3-Tesla MRI and inpatient video-electroencephalography monitoring. In some clinical circumstances, however, completion of the MEG as an inpatient can provide crucial ictal or interictal localization data during an ongoing …

Clonidine For The Treatment Of Agitation After Dexmedetomidine Discontinuation In Pediatric Patients: A Retrospective Cohort Study, Thao L Nguyen, Weng Man Lam, Hillary Orr, Brian Gulbis, Riza Mauricio, Eric Tom, Vinai M Modem, Alvaro Coronado-Munoz

Faculty, Staff and Student Publications

OBJECTIVE: Dexmedetomidine has become a widely used drug in PICUs for sedation. We aim to determine the effects of clonidine on pediatric patients after dexmedetomidine use.

METHODS: This was a retrospective cohort study that evaluated all pediatric patients admitted to a tertiary PICU who received dexmedetomidine infusion for >48 hours. Outcomes in patients exposed to clonidine (CLON) were compared with those of patients who were not exposed (NoCLON).

RESULTS: A total of 216 patients were included in this study (43 CLON and 173 NoCLON). The primary outcome, agitation, was less in the CLON cohort (9.3%) than in the NoCLON cohort …

Pediatric Thalassemic Patients Have Higher Incidence Of Asthma: A Nationwide Population-Based Retrospective Cohort Study, Hsin-Yi Hsieh, Lin-Chi Huang, Hong-Ren Yu, Kuang-Che Kuo, Wan-Hsuan Chen, Chung-Hao Su, Chuan-Pin Lee, Ko-Jung Chen, Yao-Hsu Yang, Jiunn-Ming Sheen

Faculty, Staff and Student Publications

INTRODUCTION: Patients with hemoglobinopathies have been reported to have higher rates of pulmonary complications. Few studies have investigated the association between thalassemia and asthma in children.

METHODS: We used the data of one million individuals randomly selected from the Registry for Beneficiaries of the National Health Insurance Research Database. One thalassemic child was matched with four control children without thalassemia according to sex, birth year, birth season, prematurity, and previous enteroviral infection.

RESULTS: A total of 800 hundred thalassemic children and 3200 controls were included. Children with thalassemia had higher rates of developing asthma (41.81 vs 25.70 per 1000 person-years, …

A Preliminary Dti Tractography Study Of Developmental Neuroplasticity 5–15 Years After Early Childhood Traumatic Brain Injury, Elisabeth A Wilde, Ilirjana Hyseni, Hannah M Lindsey, Jessica Faber, James M Mchenry, Erin D Bigler, Brian D Biekman, Laura L Hollowell, Stephen R Mccauley, Jill V Hunter, Linda Ewing-Cobbs, Mary E Aitken, Marianne Macleod, Zili D Chu, Linda J Noble-Haeusslein, Harvey S Levin

Faculty, Staff and Student Publications

Plasticity is often implicated as a reparative mechanism when addressing structural and functional brain development in young children following traumatic brain injury (TBI); however, conventional imaging methods may not capture the complexities of post-trauma development. The present study examined the cingulum bundles and perforant pathways using diffusion tensor imaging (DTI) in 21 children and adolescents (ages 10-18 years) 5-15 years after sustaining early childhood TBI in comparison with 19 demographically-matched typically-developing children. Verbal memory and executive functioning were also evaluated and analyzed in relation to DTI metrics. Beyond the expected direction of quantitative DTI metrics in the TBI group, we …

As Time Goes By: Understanding Child And Family Factors Shaping Behavioral Outcomes After Traumatic Brain Injury, Linda Ewing-Cobbs, Janelle J Montroy, Amy E Clark, Richard Holubkov, Charles S Cox, Heather T Keenan

Faculty, Staff and Student Publications

Objective: To model pre-injury child and family factors associated with the trajectory of internalizing and externalizing behavior problems across the first 3 years in children with pediatric traumatic brain injury (TBI) relative to children with orthopedic injuries (OI). Parent-reported emotional symptoms and conduct problems were expected to have unique and shared predictors. We hypothesized that TBI, female sex, greater pre-injury executive dysfunction, adjustment problems, lower income, and family dysfunction would be associated with less favorable outcomes.

Methods: In a prospective longitudinal cohort study, we examined the level of behavior problems at 12 months after injury and rate of change from …

Conservation Of Epithelial-To-Mesenchymal Transition Process In Neural Crest Cells And Metastatic Cancer, April Zhang, Hira Aslam, Neha Sharma, Aryeh Warmflash, Walid D Fakhouri

Faculty, Staff and Student Publications

Epithelial to mesenchymal transition (EMT) is a highly conserved cellular process in several species, from worms to humans. EMT plays a fundamental role in early embryogenesis, wound healing, and cancer metastasis. For neural crest cell (NCC) development, EMT typically results in forming a migratory and potent cell population that generates a wide variety of cell and tissue, including cartilage, bone, connective tissue, endocrine cells, neurons, and glia amongst many others. The degree of conservation between the signaling pathways that regulate EMT during development and metastatic cancer (MC) has not been fully established, despite ample studies. This systematic review and meta-analysis …

Can Erythropoietin Reduce Hypoxemic Neurological Damages In Neonates With Congenital Heart Defects?, Sara Ottolenghi, Giuseppina Milano, Michele Dei Cas, Tina O Findley, Rita Paroni, Antonio F Corno

Faculty, Staff and Student Publications

Congenital heart defects (CHD), the most common cause of birth defects with increasing birth prevalence, affect nearly 1% of live births worldwide. Cyanotic CHD are characterized by hypoxemia, with subsequent reduced oxygen delivery to the brain, especially critical during brain development, beginning in the fetus and continuing through the neonatal period. Therefore, neonates with CHD carry a high risk for neurological comorbidities, even more frequently when there are associated underlying genetic disorders. We review the currently available knowledge on potential prevention strategies to reduce brain damage induced by hypoxemia during fetal development and immediately after birth, and the role of …

Hippo-Yap Pathway Orchestrates Neural Crest Ontogenesis, Xiaolei Zhao, Tram P Le, Shannon Erhardt, Tina O Findley, Jun Wang

Faculty, Staff and Student Publications

Neural crest (NC) cells are a migratory stem cell population in vertebrate embryogenesis that can give rise to multiple cell types, including osteoblasts, chondrocytes, smooth muscle cells, neurons, glia, and melanocytes, greatly contributing to the development of different tissues and organs. Defects in NC development are implicated in many human diseases, such as numerous syndromes, craniofacial aberration and congenital heart defects. Research on NC development has gained intense interest and made significant progress. Recent studies showed that the Hippo-Yap pathway, a conserved fundamental pathway with key roles in regulation of cell proliferation, survival, and differentiation, is indispensable for normal NC …

Cost Efficacy Of Rapid Whole Genome Sequencing In The Pediatric Intensive Care Unit, Erica Sanford Kobayashi, Bryce Waldman, Branden M Engorn, Katherine Perofsky, Erika Allred, Benjamin Briggs, Chelsea Gatcliffe, Nanda Ramchandar, Jeffrey J Gold, Ami Doshi, Elizabeth G Ingulli, Courtney D Thornburg, Wendy Benson, Lauge Farnaes, Shimul Chowdhury, Seema Rego, Charlotte Hobbs, Stephen F Kingsmore, David P Dimmock, Nicole G Coufal

Faculty, Staff and Student Publications

The diagnostic and clinical utility of rapid whole genome sequencing (rWGS) for critically ill children in the intensive care unit (ICU) has been substantiated by multiple studies, but comprehensive cost-effectiveness evaluation of rWGS in the ICU outside of the neonatal age group is lacking. In this study, we examined cost data retrospectively for a cohort of 38 children in a regional pediatric ICU (PICU) who received rWGS. We identified seven of 17 patients who received molecular diagnoses by rWGS and had resultant changes in clinical management with sufficient clarity to permit cost and quality adjusted life years (QALY) modeling. Cost …

“Doing What I Can, But I Got No Magic Wand:” A Snapshot Of Early Childhood Educator Experiences And Efforts To Ensure Quality During The Covid-19 Pandemic, April Crawford, Kelly A Vaughn, Cathy L Guttentag, Cheryl Varghese, Yoonkyung Oh, Tricia A Zucker

Faculty, Staff and Student Publications

The COVID-19 pandemic impacted early childhood programs serving infants, toddlers, and preschoolers in dramatic ways. After temporarily closing, many educators quickly adapted their procedures to ensure children's safety as they reopened to provide childcare for essential workers and then the community at large. This manuscript reports on statewide efforts to continue quality improvement initiatives for early childhood programs amidst the COVID-19 pandemic. We first describe the impacts of the COVID-19 pandemic for over 2000 educators-teachers, administrators, and specialists-who completed surveys in the Spring and Fall of 2020. These survey data come from a statewide system called the Texas Early Childhood …

Recognizing A Mis-Chievous Cause Of Acute Viral Gastroenteritis, Rohit Josyabhatla, Ankur A Kamdar, Shabba A Armbrister, Rhea Daniel, Konstantinos Boukas, Keely G Smith, Melissa R Van Arsdall, Kokila Kakarala, Anthony R Flores, Audrey Wanger, Yuying Liu, Jon Marc Rhoads

Faculty, Staff and Student Publications

Historically, children evaluated for vomiting and diarrhea secondary to viral enteritis have symptoms lasting 2-4 days and respond to supportive care, including oral rehydration and anti-emetics if required. Recently, within a 14-day timespan, we encountered three children with severe diarrhea who rapidly became dehydrated and went into hypotensive shock. Although SARS-CoV-2 molecular tests were negative by nasopharyngeal swab, all were later found to have MIS-C. This small case series underscores features reported in previous larger studies and emphasizes the rapid clinical evolution of this condition. We highlight the importance of early recognition of cardinal laboratory findings characteristic of MIS-C (i.e., …

Recurrent Nontuberculous Mycobacterial Tenosynovitis, Melissa Kwan, Richard Tupler

Faculty, Staff and Student Publications

Background: Nontuberculous mycobacteria are an uncommon pathogen for musculoskeletal infection and are difficult to treat because of delays in diagnosis, prolonged treatment requiring both antimycobacterial therapy and surgical debridement, and high rates of resistance to antimycobacterial therapy.

Case Report: We report the case of an 88-year-old male with recurrent Mycobacterium avium complex tenosynovitis despite receiving multiple courses of pharmacologic therapy and surgical debridement.

Conclusion: Nontuberculous mycobacterial musculoskeletal infections can be difficult to diagnose and equally difficult to treat. A combination of antimycobacterial therapy and surgical debridement is often required; however, the rate of treatment failure remains high, particularly with rapidly …

Prevalence And Factors Associated With Mental Health Symptoms In Adults Undergoing Covid-19 Testing, Ikponmwosa Osaghae, Linh K Nguyen, Tong Han Chung, Olivia Moffitt, Yen-Chi L Le, Mark B Suh, Pooja N Prasad, Eric J Thomas, Christine D Gordon, Kevin O Hwang

Faculty, Staff and Student Publications

BACKGROUND AND OBJECTIVE: Understanding the mental health impact of the COVID-19 pandemic on persons receiving COVID-19 testing will help guide mental health interventions. We aimed to determine the association between sociodemographic factors and mental health symptoms at 8 weeks (baseline) after a COVID-19 test, and compare prevalence of mental health symptoms at baseline to those at 16-week follow-up.

MATERIALS AND METHODS: Prospective cohort study of adults who received outpatient COVID-19 testing at primary care clinics. Logistic regression analyses were used to assess the association between sociodemographic characteristics and COVID-19 test results with mental health symptoms. Mental health symptoms reported at …

Prevalence And Factors Associated With Mental Health Symptoms In Adults Undergoing Covid-19 Testing, Ikponmwosa Osaghae, Linh K Nguyen, Tong Han Chung, Olivia Moffitt, Yen-Chi L Le, Mark B Suh, Pooja N Prasad, Eric J Thomas, Christine D Gordon, Kevin O Hwang

Faculty, Staff and Student Publications

BACKGROUND AND OBJECTIVE: Understanding the mental health impact of the COVID-19 pandemic on persons receiving COVID-19 testing will help guide mental health interventions. We aimed to determine the association between sociodemographic factors and mental health symptoms at 8 weeks (baseline) after a COVID-19 test, and compare prevalence of mental health symptoms at baseline to those at 16-week follow-up.

MATERIALS AND METHODS: Prospective cohort study of adults who received outpatient COVID-19 testing at primary care clinics. Logistic regression analyses were used to assess the association between sociodemographic characteristics and COVID-19 test results with mental health symptoms. Mental health symptoms reported at …

Biomarkers In Acute Myeloid Leukemia: Leveraging Next Generation Sequencing Data For Optimal Therapeutic Strategies, Hanadi El Achi, Rashmi Kanagal-Shamanna

Faculty, Staff and Student Publications

Next generation sequencing (NGS) is routinely used for mutation profiling of acute myeloid leukemia. The extensive application of NGS in hematologic malignancies, and its significant association with the outcomes in multiple large cohorts constituted a proof of concept that AML phenotype is driven by underlying mutational signature and is amenable for targeted therapies. These findings urged incorporation of molecular results into the latest World Health Organization (WHO) sub-classification and integration into risk-stratification and treatment guidelines by the European Leukemia Net. NGS mutation profiling provides a large amount of information that guides diagnosis and management, dependent on the type and number …

Effects Of Image Quantity And Image Source Variation On Machine Learning Histology Differential Diagnosis Models, Elham Vali-Betts, Kevin J Krause, Alanna Dubrovsky, Kristin Olson, John Paul Graff, Anupam Mitra, Ananya Datta-Mitra, Kenneth Beck, Aristotelis Tsirigos, Cynthia Loomis, Antonio Galvao Neto, Esther Adler, Hooman H Rashidi

Faculty, Staff and Student Publications

Aims:

Histology, the microscopic study of normal tissues, is a crucial element of most medical curricula. Learning tools focused on histology are very important to learners who seek diagnostic competency within this important diagnostic arena. Recent developments in machine learning (ML) suggest that certain ML tools may be able to benefit this histology learning platform. Here, we aim to explore how one such tool based on a convolutional neural network, can be used to build a generalizable multi-classification model capable of classifying microscopic images of human tissue samples with the ultimate goal of providing a differential diagnosis (a list of …