Medicine and Health Sciences Commons^™

Artificial Intelligence In The Radiomic Analysis Of Glioblastomas: A Review, Taxonomy, And Perspective, Ming Zhu, Sijia Li, Yu Kuang, Virigina B. Hill, Amy B. Heimberger, Lijie Zhai, Shenjie Zhai

Electrical & Computer Engineering Faculty Research

Radiological imaging techniques, including magnetic resonance imaging (MRI) and positron emission tomography (PET), are the standard-of-care non-invasive diagnostic approaches widely applied in neuro-oncology. Unfortunately, accurate interpretation of radiological imaging data is constantly challenged by the indistinguishable radiological image features shared by different pathological changes associated with tumor progression and/or various therapeutic interventions. In recent years, machine learning (ML)-based artificial intelligence (AI) technology has been widely applied in medical image processing and bioinformatics due to its advantages in implicit image feature extraction and integrative data analysis. Despite its recent rapid development, ML technology still faces many hurdles for its broader applications …

Endo-Sponge In Management Of Anastomotic Colorectal Leaks: A Systematic Review And Meta-Analysis, Banreet S. Dhindsa, Yassin Naga, Syed M. Saghir, Sarav Gunjit Singh Daid, Saurabh Chandan, Harmeet Mashiana, Amaninder Dhaliwal, Abhitej Sidhu, Harlan Sayles, Daryl Ramai, Ishfaq Bhat, Shailender Singh, Stephanie Mcdonough, Douglas G. Adler

School of Medicine Faculty Publications

Background and study aims Following colorectal surgery, anastomotic dehiscence and leak formation has an incidence of 2 % to 7 %. Endo-SPONGE has been applied in the management of anastomatic leaks (ALs) after colorectal surgery. This is the first systematic review and meta analysis to evaluate the efficacy and safety of Endo-SPONGE in the management of colorectal ALs. Patients and methods: The primary outcomes assessed were the technical and clinical success of Endo-SPONGE placement in colorectal ALs. The secondary outcomes assessed were the overall adverse events (AEs) and the AE subtypes. Pooled estimates were calculated using random-effects models with 95 …

Robotic Bronchoscopy For Peripheral Pulmonary Lesion Biopsy: Evidence-Based Review Of The Two Platforms, Abhishek Kumar, Jose D. Caceres, Siddharthan Vaithilingham, Gurshan Sandhu, Nikhil K. Meena

School of Medicine Faculty Publications

Despite many advancements in recent years for the sampling of peripheral pulmonary lesions, the diagnostic yield remains low. Initial excitement about the current electromagnetic navigation platforms has subsided as the real-world data shows a significantly lower diagnostic sensitivity of ~70%. “CT-to-body divergence” has been identified as a major limitation of this modality. In-tandem use of the ultrathin bronchoscope and radial endobronchial ultrasound probe has yielded only comparable results, attributable to the limited peripheral reach, device maneuverability, stability, and distractors like atelectasis. As such, experts have identified three key steps in peripheral nodule sampling—navigation (to the lesion), confirmation (of the correct …

Developing Methods To Detect And Diagnose Chronic Traumatic Encephalopathy During Life: Rationale, Design, And Methodology For The Diagnose Cte Research Project, Jeffrey Cummings, Numerous Authors, See Full List Below

School of Medicine Faculty Publications

Background: Chronic traumatic encephalopathy (CTE) is a neurodegenerative disease that has been neuropathologically diagnosed in brain donors exposed to repetitive head impacts, including boxers and American football, soccer, ice hockey, and rugby players. CTE cannot yet be diagnosed during life. In December 2015, the National Institute of Neurological Disorders and Stroke awarded a seven-year grant (U01NS093334) to fund the “Diagnostics, Imaging, and Genetics Network for the Objective Study and Evaluation of Chronic Traumatic Encephalopathy (DIAGNOSE CTE) Research Project.” The objectives of this multicenter project are to: develop in vivo fluid and neuroimaging biomarkers for CTE; characterize its clinical presentation; refine …

Photonic Designs To Reduce Morbidity And Mortality For Icu Patients On Ventilators, Jacob C. Lomonaco, Noah R. Baker, C. David Melville, Catherine A. Olivo, Matthew D. Carson, Eric J. Seibel

School of Medicine Faculty Publications

Ventilator-associated pneumonia (VAP) is pneumonia that occurs >48hrs after initiation of mechanical ventilation and is a significant cause of morbidity and mortality in patients that are hospitalized in intensive care units (ICU). The risk of developing VAP increases during use, and a diagnosis of VAP has been associated with a substantial cost. There are up to hundreds of thousands of cases in the US per year, costing the healthcare system billions annually. Patients who suffer from VAP frequently require longer ICU stays, higher exposure to antibiotics, and more hospital care at the risk of increased mortality. The SARS-CoV-2 pandemic has …

Machine Learning Approaches For Fracture Risk Assessment: A Comparative Analysis Of Genomic And Phenotypic Data In 5130 Older Men, Qing Wu, Fatma Nasoz, Jongyun Jung, Bibek Bhattarai, Mira V. Han

Public Health Faculty Publications

The study aims were to develop fracture prediction models by using machine learning approaches and genomic data, as well as to identify the best modeling approach for fracture prediction. The genomic data of Osteoporotic Fractures in Men, cohort Study (n = 5130), were analyzed. After a comprehensive genotype imputation, genetic risk score (GRS) was calculated from 1103 associated Single Nucleotide Polymorphisms for each participant. Data were normalized and split into a training set (80%) and a validation set (20%) for analysis. Random forest, gradient boosting, neural network, and logistic regression were used to develop prediction models for major osteoporotic fractures …

Safety Of Endoscopic Retrograde Cholangiopancreatography (Ercp) In Pregnancy: A Systematic Review And Meta-Analysis, Mohamed Azab, Shishira Bharadwaj, Mahendran Jayaraj, Annie S. Hong, Pejman Solaimani, Mohamad Mubder, Hyeyoung Yeom, Ji Won Yoo, Michael L. Volk

School of Medicine Faculty Publications

Background/Aims: Endoscopic retrograde cholangiopancreatography (ERCP) is a technically challenging procedure rarely associated with severe postprocedure complications. Hormonal changes during pregnancy promote cholelithiasis, but there are limited clinical data available on the outcomes of ERCP in pregnant women. ERCP techniques without irradiation were recently introduced as potential alternative. We performed a systematic review and meta-analysis to assess the safety of ERCP in pregnancy and to compare outcomes of radiation versus nonradiation ERCP. Materials and Methods: A systematic search of PubMed, Medline/Ovid, Web of Science, and Google Scholar through April 18th, 2018 using PRISMA and MOOSE guidelines identified 27 studies reporting the …

Rethinking Intravenous Catheter Size And Location For Computed Tomography Pulmonary Angiography, Travis Marshall, Nae Meng Chen, Eric Nguyen, David E. Slattery, Tony Zitek

School of Medicine Faculty Publications

Introduction: Computed tomography pulmonary angiography (CTPA) is the test of choice for diagnosis of pulmonary embolism (PE) in the emergency department (ED), but this test may be indeterminate for technical reasons such as inadequate contrast filling of the pulmonary arteries. Many hospitals have requirements for intravenous (IV) catheter size or location for CTPAs to reduce the chances of inadequate filling, but there is a lack of clinical data to support these requirements. The objective of this study was to determine if a certain size or location of IV catheter used for contrast for CTPA is associated with an increased chance …

Ultrasound Guided Placement Of Single-Lumen Peripheral Intravenous Catheters In The Internal Jugular Vein, Tony Zitek, Elizabeth Busby, Heather Hudson, John D. Mccourt, Jamie Baydoun, David E. Slattery

School of Medicine Faculty Publications

Introduction: The peripheral internal jugular (IJ), also called the “easy IJ,” is an alternative to peripheral venous access reserved for patients with difficult intravenous (IV) access. The procedure involves placing a single-lumen catheter in the IJ vein under ultrasound (US) guidance. As this technique is relatively new, the details regarding the ease of the procedure, how exactly it should be performed, and the safety of the procedure are uncertain. Our primary objective was to determine the success rate for peripheral IJ placement. Secondarily, we evaluated the time needed to complete the procedure and assessed for complications. Methods: This was a …

A Novel Deep Learning Framework For Internal Gross Target Volume Definition From 4d Computed Tomography Of Lung Cancer Patients, Xiadong Li, Ziheng Deng, Qinghua Deng, Lidan Zhang, Tianye Niu, Yu Kuang

Health Physics & Diagnostic Sciences Faculty Publications

In this paper, we study the reliability of a novel deep learning framework for internal gross target volume (IGTV) delineation from four-dimensional computed tomography (4DCT), which is applied to patients with lung cancer treated by Stereotactic Body Radiation Therapy (SBRT). 77 patients who underwent SBRT followed by 4DCT scans were incorporated in a retrospective study. The IGTV_DL was delineated using a novel deep machine learning algorithm with a linear exhaustive optimal combination framework, for the purpose of comparison, three other IGTVs base on common methods was also delineated, we compared the relative volume difference (RVI), matching index (MI) and encompassment …

Selective Use Of Pericardial Window And Drainage As Sole Treatment For Hemopericardium From Penetrating Chest Trauma, Paul J. Chestovich Md, Christopher F. Mcnicoll, Douglas R. Fraser, Purvi P. Patel, Deborah A. Kuhls, Esmeralda Clark, John J. Fildes

School of Medicine Faculty Publications

Background

Penetrating cardiac injuries (PCIs) are highly lethal, and a sternotomy is considered mandatory for suspected PCI. Recent literature suggests pericardial window (PCW) may be sufficient for superficial cardiac injuries to drain hemopericardium and assess for continued bleeding and instability. This study objective is to review patients with PCI managed with sternotomy and PCW and compare outcomes.

Methods

All patients with penetrating chest trauma from 2000 to 2016 requiring PCW or sternotomy were reviewed. Data were collected for patients who had PCW for hemopericardium managed with only pericardial drain, or underwent sternotomy for cardiac injuries grade 1–3 according to the …

E2f Transcription Factor 1 And Its Role In The Cell Cycle And Tumor Suppressor Proteins, Thea Hisuler, Yu Kuang

AANAPISI Poster Presentations

E2F Transcription Factor 1 (E2F1) E2F1 is a transcription factor, in which its expression is increased in human cancers. “Transcription factor E2F1 binds to and activates transcription,” in return leading to increased transcription at the G1 and S phase of the cell cycle (Slansky). The E2F transcription factor family “plays a crucial role in the control of cell cycle and action of tumor suppressor proteins and is also a target of the transforming proteins of small DNA tumor viruses” (NCBI).

Utilization Of Waist Circumference To Determine Type 2 Diabetes Risk Among Normal And Overweight Individuals, Mary Angela M. Terencio, Brian Schilling, Hayley Esdaile, Grace Mcdonald

AANAPISI Poster Presentations

The purpose of this study is to investigate whether noninvasive measurements such as waist circumference (WC) and waist-to-hip ratio (WHR) are effective for people who have a normal to overweight BMI in determining risk for type 2 diabetes. 29 million US adults have diabetes and 86 million have prediabetes. Numerous studies have indicated waist circumference as a strong predictor of type 2 diabetes in obese individuals. However there are few that research the effects of these anthropometric measurements with individuals who look lean but are potentially metabolically obese.

Regulation Of Cancer Stem Cells: Lysine Methylation Of P53, William Holliday, Yu Kuang

AANAPISI Poster Presentations

The highly studied p53 protein regulates multiple transitions through the cell cycle effectively halting the growth of tumorlike masses.[1] This gene was primitively identified an oncogene; however, it was later derived that p53 functions as a tumor suppressor.[1] Named due to its mass in kDa, p53 is a phosphoprotein comprised of 393 amino acids.[1] Normal cells contain controlled, small quantities of p53 in order to facilitate the regulation of normal cell activities such as growth arrest, senescence,DNArepair, and apoptosis.[1,2] These features are pivotal the continuation of healthy cell production. Constructively, the functions of p53 work together to pause the cell …

Assessing The Therapeutic Effect Of 630 Nm Light-Emitting Diodes Irradiation On The Recovery Of Exercise-Induced Hand Muscle Fatigue With Surface Electromyogram, Dandan Yang, Xiaoying Wu, Wensheng Hou, Xiaolin Zheng, Jun Zheng, Yingtao Jiang

Electrical & Computer Engineering Faculty Research

This paper aims to investigate the effect of light emitting diode therapy (LEDT) on exercise-induced hand muscle fatigue by measuring the surface electromyography (sEMG) of flexor digitorum superficialis. Ten healthy volunteers were randomly placed in the equal sized LEDT group and control group. All subjects performed a sustained fatiguing isometric contraction with the combination of four fingertips except thumb at 30% of maximal voluntary contraction (MVC) until exhaustion. The active LEDT or an identical passive rest therapy was then applied to flexor digitorum superficialis. Each subject was required to perform a re-fatigue task immediately after therapy which was the same …

Vancomycin-Intermediate Staphylococcus Aureus In A Home Health-Care Patient, Jeffrey C. Hageman, David A. Pegues, Carrie Jepson, Rose Lee Bell, Mary Guinan, Kevin W. Ward, Martin D. Cohen, Janet A. Hindler, Fred C. Tenover, Sigrid K. Mcallister, Molly E. Kellum, Scott K. Fridkin

Public Health Faculty Publications

To date, four of the eight cases of infection by Staphylococcus aureus with reduced susceptibility to vancomycin (vancomycin-intermediate S. aureus [VISA] or glycopeptideintermediate S. aureus [GISA]) have been reported in the United States (1-3). We report a fifth case of VISA infection in the United States, and the first to occur during home health-care therapy. While all previous VISA strains have been oxacillin resistant, one of the two VISA strains identified in this investigation was oxacillin susceptible.

Counseling And Testing For Hiv Prevention: Costs, Effects, And Cost-Effectiveness Of More Rapid Screening Tests, P. G. Farnham, Robin D. Gorsky, D. R. Holtgrave, Wanda K. Jones, Mary Guinan

Public Health Faculty Publications

New rapid human immunodeficiency virus (HIV) antibody tests permit many individuals to receive test results and appropriate counseling at one clinic visit. Because currently used tests require significant time for processing, all individuals must return for a second visit for test results and counseling. Since return rates for the second visit are low, the more rapid tests present an opportunity to improve the efficiency of HIV counseling and testing.

The authors compared the costs and effectiveness of the currently used counseling and testing procedure and a streamlined procedure made possible by the new, more rapid screening tests. When test-positive clients …

Preventing Perinatal Transmission Of Hiv Costs And Effectiveness Of A Recommended Intervention, Robin D. Gorsky, P G. Farnham, Walter L. Straus, Blake Caldwell, D R. Holtgrave, R. J. Simonds, M F. Rogers, Mary Guinan

Public Health Faculty Publications

In the United States, nearly all new human immunodeficiency virus (HIV) infections in children are acquired through perinatal (mother-to-infant) transmission. Each year, approximately 7000 infants are born to HIV-infected women in the United States.¹ Without intervention, an estimated 15-30% of these infants would become infected.² In 1994, results of the AIDS Clinical Trial Group (ACTG) Protocol 076 showed that treatment of infected pregnant women and their infants with zidovudine (ZDV) reduced the rate of perinatal HIV transmission from 25% to 8%.^3,4 Following these findings, the Public Health Service (PHS) issued recommendations for ZDV therapy to prevent perinatal …