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Researching Covid To Enhance Recovery (Recover) Adult Study Protocol: Rationale, Objectives, And Design, Leora I Horwitz, Tanayott Thaweethai, Shari B Brosnahan, Mine S Cicek, Megan L Fitzgerald, Jason D Goldman, Rachel Hess, S L Hodder, Vanessa L Jacoby, Michael R Jordan, Jerry A Krishnan, Adeyinka O Laiyemo, Torri D Metz, Lauren Nichols, Rachel E Patzer, Anisha Sekar, Nora G Singer, Lauren E Stiles, Barbara S Taylor, Shifa Ahmed, Heather A Algren, Khamal Anglin, Lisa Aponte-Soto, Hassan Ashktorab, Ingrid V Bassett, Brahmchetna Bedi, Nahid Bhadelia, Christian Bime, Marie-Abele C Bind, Lora J Black, Andra L Blomkalns, Hassan Brim, Mario Castro, James Chan, Alexander W Charney, Benjamin K Chen, Li Qing Chen, Peter Chen, David Chestek, Lori B Chibnik, Dominic C Chow, Helen Y Chu, Rebecca G Clifton, Shelby Collins, Maged M Costantine, Sushma K Cribbs, Steven G Deeks, John D Dickinson, Sarah E Donohue, Matthew S Durstenfeld, Ivette F Emery, Kristine M Erlandson, Julio C Facelli, Rachael Farah-Abraham, Aloke V Finn, Melinda S Fischer, Valerie J Flaherman, Judes Fleurimont, Vivian Fonseca, Emily J Gallagher, Jennifer C Gander, Maria Laura Gennaro, Kelly S Gibson, Minjoung Go, Steven N Goodman, Joey P Granger, Frank L Greenway, John W Hafner, Jenny E Han, Michelle S Harkins, Kristine S P Hauser, James R Heath, Carla R Hernandez, On Ho, Matthew K Hoffman, Susan E Hoover, Carol R Horowitz, Harvey Hsu, Priscilla Y Hsue, Brenna L Hughes, Prasanna Jagannathan, Judith A James, Janice John, Sarah Jolley, S E Judd, Joy J Juskowich, Diane G Kanjilal, Elizabeth W Karlson, Stuart D Katz, J Daniel Kelly, Sara W Kelly, Arthur Y Kim, John P Kirwan, Kenneth S Knox, Andre Kumar, Michelle F Lamendola-Essel, Margaret Lanca, Joyce K Lee-Lannotti, R Craig Lefebvre, Bruce D Levy, Janet Y Lin, Brian P Logarbo, Jennifer K Logue, Michele T Longo, Carlos A Luciano, Karen Lutrick, Shahdi K Malakooti, Gail Mallett, Gabrielle Maranga, Jai G Marathe, Vincent C Marconi, Gailen D Marshall, Christopher F Martin, Jeffrey N Martin, Heidi T May, Grace A Mccomsey, Dylan Mcdonald, Hector Mendez-Figueroa, Lucio Miele, Murray A Mittleman, Sindhu Mohandas, Christian Mouchati, Janet M Mullington, Girish N Nadkarni, Erica R Nahin, Robert B Neuman, Lisa T Newman, Amber Nguyen, Janko Z Nikolich, Igho Ofotokun, Princess U Ogbogu, Anna Palatnik, Kristy T S Palomares, Tanyalak Parimon, Samuel Parry, Sairam Parthasarathy, Thomas F Patterson, Ann Pearman, Michael J Peluso, Priscilla Pemu, Christian M Pettker, Beth A Plunkett, Kristen Pogreba-Brown, Athena Poppas, J Zachary Porterfield, John G Quigley, Davin K Quinn, Hengameh Raissy, Candida J Rebello, Uma M Reddy, Rebecca Reece, Harrison T Reeder, Franz P Rischard, Johana M Rosas, Clifford J Rosen, Nadine G Rouphael, Dwight J Rouse, Adam M Ruff, Christina Saint Jean, Grecio J Sandoval, Jorge L Santana, Shannon M Schlater, Frank C Sciurba, Caitlin Selvaggi, Sudha Seshadri, Howard D Sesso, Dimpy P Shah, Eyal Shemesh, Zaki A Sherif, Daniel J Shinnick, Hyagriv N Simhan, Upinder Singh, Amber Sowles, Vignesh Subbian, Jun Sun, Mehul S Suthar, Larissa J Teunis, John M Thorp, Amberly Ticotsky, Alan T N Tita, Robin Tragus, Katherine R Tuttle, Alfredo E Urdaneta, P J Utz, Timothy M Vanwagoner, Andrew Vasey, Suzanne D Vernon, Crystal Vidal, Tiffany Walker, Honorine D Ward, David E Warren, Ryan M Weeks, Steven J Weiner, Jordan C Weyer, Jennifer L Wheeler, Sidney W Whiteheart, Zanthia Wiley, Natasha J Williams, Juan P Wisnivesky, John C Wood, Lynn M Yee, Natalie M Young, Sokratis N Zisis, Andrea S Foulkes Jan 2023

Researching Covid To Enhance Recovery (Recover) Adult Study Protocol: Rationale, Objectives, And Design, Leora I Horwitz, Tanayott Thaweethai, Shari B Brosnahan, Mine S Cicek, Megan L Fitzgerald, Jason D Goldman, Rachel Hess, S L Hodder, Vanessa L Jacoby, Michael R Jordan, Jerry A Krishnan, Adeyinka O Laiyemo, Torri D Metz, Lauren Nichols, Rachel E Patzer, Anisha Sekar, Nora G Singer, Lauren E Stiles, Barbara S Taylor, Shifa Ahmed, Heather A Algren, Khamal Anglin, Lisa Aponte-Soto, Hassan Ashktorab, Ingrid V Bassett, Brahmchetna Bedi, Nahid Bhadelia, Christian Bime, Marie-Abele C Bind, Lora J Black, Andra L Blomkalns, Hassan Brim, Mario Castro, James Chan, Alexander W Charney, Benjamin K Chen, Li Qing Chen, Peter Chen, David Chestek, Lori B Chibnik, Dominic C Chow, Helen Y Chu, Rebecca G Clifton, Shelby Collins, Maged M Costantine, Sushma K Cribbs, Steven G Deeks, John D Dickinson, Sarah E Donohue, Matthew S Durstenfeld, Ivette F Emery, Kristine M Erlandson, Julio C Facelli, Rachael Farah-Abraham, Aloke V Finn, Melinda S Fischer, Valerie J Flaherman, Judes Fleurimont, Vivian Fonseca, Emily J Gallagher, Jennifer C Gander, Maria Laura Gennaro, Kelly S Gibson, Minjoung Go, Steven N Goodman, Joey P Granger, Frank L Greenway, John W Hafner, Jenny E Han, Michelle S Harkins, Kristine S P Hauser, James R Heath, Carla R Hernandez, On Ho, Matthew K Hoffman, Susan E Hoover, Carol R Horowitz, Harvey Hsu, Priscilla Y Hsue, Brenna L Hughes, Prasanna Jagannathan, Judith A James, Janice John, Sarah Jolley, S E Judd, Joy J Juskowich, Diane G Kanjilal, Elizabeth W Karlson, Stuart D Katz, J Daniel Kelly, Sara W Kelly, Arthur Y Kim, John P Kirwan, Kenneth S Knox, Andre Kumar, Michelle F Lamendola-Essel, Margaret Lanca, Joyce K Lee-Lannotti, R Craig Lefebvre, Bruce D Levy, Janet Y Lin, Brian P Logarbo, Jennifer K Logue, Michele T Longo, Carlos A Luciano, Karen Lutrick, Shahdi K Malakooti, Gail Mallett, Gabrielle Maranga, Jai G Marathe, Vincent C Marconi, Gailen D Marshall, Christopher F Martin, Jeffrey N Martin, Heidi T May, Grace A Mccomsey, Dylan Mcdonald, Hector Mendez-Figueroa, Lucio Miele, Murray A Mittleman, Sindhu Mohandas, Christian Mouchati, Janet M Mullington, Girish N Nadkarni, Erica R Nahin, Robert B Neuman, Lisa T Newman, Amber Nguyen, Janko Z Nikolich, Igho Ofotokun, Princess U Ogbogu, Anna Palatnik, Kristy T S Palomares, Tanyalak Parimon, Samuel Parry, Sairam Parthasarathy, Thomas F Patterson, Ann Pearman, Michael J Peluso, Priscilla Pemu, Christian M Pettker, Beth A Plunkett, Kristen Pogreba-Brown, Athena Poppas, J Zachary Porterfield, John G Quigley, Davin K Quinn, Hengameh Raissy, Candida J Rebello, Uma M Reddy, Rebecca Reece, Harrison T Reeder, Franz P Rischard, Johana M Rosas, Clifford J Rosen, Nadine G Rouphael, Dwight J Rouse, Adam M Ruff, Christina Saint Jean, Grecio J Sandoval, Jorge L Santana, Shannon M Schlater, Frank C Sciurba, Caitlin Selvaggi, Sudha Seshadri, Howard D Sesso, Dimpy P Shah, Eyal Shemesh, Zaki A Sherif, Daniel J Shinnick, Hyagriv N Simhan, Upinder Singh, Amber Sowles, Vignesh Subbian, Jun Sun, Mehul S Suthar, Larissa J Teunis, John M Thorp, Amberly Ticotsky, Alan T N Tita, Robin Tragus, Katherine R Tuttle, Alfredo E Urdaneta, P J Utz, Timothy M Vanwagoner, Andrew Vasey, Suzanne D Vernon, Crystal Vidal, Tiffany Walker, Honorine D Ward, David E Warren, Ryan M Weeks, Steven J Weiner, Jordan C Weyer, Jennifer L Wheeler, Sidney W Whiteheart, Zanthia Wiley, Natasha J Williams, Juan P Wisnivesky, John C Wood, Lynn M Yee, Natalie M Young, Sokratis N Zisis, Andrea S Foulkes

Pediatrics Research and Scholarship

IMPORTANCE: SARS-CoV-2 infection can result in ongoing, relapsing, or new symptoms or other health effects after the acute phase of infection; termed post-acute sequelae of SARS-CoV-2 infection (PASC), or long COVID. The characteristics, prevalence, trajectory and mechanisms of PASC are ill-defined. The objectives of the Researching COVID to Enhance Recovery (RECOVER) Multi-site Observational Study of PASC in Adults (RECOVER-Adult) are to: (1) characterize PASC prevalence; (2) characterize the symptoms, organ dysfunction, natural history, and distinct phenotypes of PASC; (3) identify demographic, social and clinical risk factors for PASC onset and recovery; and (4) define the biological mechanisms underlying PASC pathogenesis. …


Force-Plate Derived Predictors Of Lateral Jump Performance In Ncaa Division-I Men's Basketball Players., Charles R Reiter, Carolyn Killelea, Mallory S Faherty, Ryan J Zerega, Caroline Westwood, Timothy C Sell Jan 2023

Force-Plate Derived Predictors Of Lateral Jump Performance In Ncaa Division-I Men's Basketball Players., Charles R Reiter, Carolyn Killelea, Mallory S Faherty, Ryan J Zerega, Caroline Westwood, Timothy C Sell

OhioHealth Research Institute Articles

A lateral jump assessment may provide unique benefits in sports such as basketball that require multidirectional performance optimization. This study aimed to examine selected force-plate derived metrics as predictors of lateral jump task distance in men's basketball players. Twenty-two NCAA Division-I men's basketball players (19.4 ± 1.3 years, 95.0 ± 12.5 kg, 196.5 ± 8.1 cm) each performed six single leg lateral jumps while standing on a force plate (1200 Hz, Kistler Instrument Corp). The lateral jump task involved the subject beginning by standing on the force plate and jumping sideways off one foot and then landing on the floor …


A Critical Evaluation Of Oral Baclofen In Pediatric Patients With Cerebral Palsy., Matthew J. Mclaughlin, Mark T. Fisher Jan 2023

A Critical Evaluation Of Oral Baclofen In Pediatric Patients With Cerebral Palsy., Matthew J. Mclaughlin, Mark T. Fisher

Manuscripts, Articles, Book Chapters and Other Papers

No abstract provided.


Association Of Autologous Tumor Lysate-Loaded Dendritic Cell Vaccination With Extension Of Survival Among Patients With Newly Diagnosed And Recurrent Glioblastoma: A Phase 3 Prospective Externally Controlled Cohort Trial, Linda M Liau, Jian L Campian, George Ansstas, Et Al. Jan 2023

Association Of Autologous Tumor Lysate-Loaded Dendritic Cell Vaccination With Extension Of Survival Among Patients With Newly Diagnosed And Recurrent Glioblastoma: A Phase 3 Prospective Externally Controlled Cohort Trial, Linda M Liau, Jian L Campian, George Ansstas, Et Al.

2020-Current year OA Pubs

IMPORTANCE: Glioblastoma is the most lethal primary brain cancer. Clinical outcomes for glioblastoma remain poor, and new treatments are needed.

OBJECTIVE: To investigate whether adding autologous tumor lysate-loaded dendritic cell vaccine (DCVax-L) to standard of care (SOC) extends survival among patients with glioblastoma.

DESIGN, SETTING, AND PARTICIPANTS: This phase 3, prospective, externally controlled nonrandomized trial compared overall survival (OS) in patients with newly diagnosed glioblastoma (nGBM) and recurrent glioblastoma (rGBM) treated with DCVax-L plus SOC vs contemporaneous matched external control patients treated with SOC. This international, multicenter trial was conducted at 94 sites in 4 countries from August 2007 to …


Inhibition Of Mirna Associated With A Disease-Specific Signature And Secreted Via Extracellular Vesicles Of Systemic Lupus Erythematosus Patients Suppresses Target Organ Inflammation In A Humanized Mouse Model, Nicholas A Young, Emily Schwarz, Braden M Zeno, Shane Bruckner, Rosana A Mesa, Kyle Jablonski, Lai-Chu Wu, Elisha D O Roberson, Wael N Jarjour Jan 2023

Inhibition Of Mirna Associated With A Disease-Specific Signature And Secreted Via Extracellular Vesicles Of Systemic Lupus Erythematosus Patients Suppresses Target Organ Inflammation In A Humanized Mouse Model, Nicholas A Young, Emily Schwarz, Braden M Zeno, Shane Bruckner, Rosana A Mesa, Kyle Jablonski, Lai-Chu Wu, Elisha D O Roberson, Wael N Jarjour

2020-Current year OA Pubs

INTRODUCTION: Distinct, disease-associated intracellular miRNA (miR) expression profiles have been observed in peripheral blood mononuclear cells (PBMCs) of systemic lupus erythematous (SLE) patients. Additionally, we have identified novel estrogenic responses in PBMCs from SLE patients and demonstrated that estrogen upregulates toll-like receptor (TLR)7 and TLR8 expression. TLR7 and TLR8 bind viral-derived single-stranded RNA to stimulate innate inflammatory responses, but recent studies have shown that miR-21, mir-29a, and miR-29b can also bind and activate these receptors when packaged and secreted in extracellular vesicles (EVs). The objective of this study was to evaluate the association of EV-encapsulated small RNA species in SLE …


Genetics Of Vegetarianism: A Genome-Wide Association Study, Nabeel R. Yaseen, Catriona L. K. Barnes, Lingwei Sun, Akiko Takeda, John P. Rice Jan 2023

Genetics Of Vegetarianism: A Genome-Wide Association Study, Nabeel R. Yaseen, Catriona L. K. Barnes, Lingwei Sun, Akiko Takeda, John P. Rice

2020-Current year OA Pubs

A substantial body of evidence points to the heritability of dietary preferences. While vegetarianism has been practiced for millennia in various societies, its practitioners remain a small minority of people worldwide, and the role of genetics in choosing a vegetarian diet is not well understood. Dietary choices involve an interplay between the physiologic effects of dietary items, their metabolism, and taste perception, all of which are strongly influenced by genetics. In this study, we used a genome-wide association study (GWAS) to identify loci associated with strict vegetarianism in UK Biobank participants. Comparing 5,324 strict vegetarians to 329,455 controls, we identified …


System-Dependent Image Distortion Related To Gantry Positions Of A 0.35 T Mrgrt: Characterization And The Corresponding Correction, Shanti Marasini, Benjamin Quinn, Mike Cole, Rocco Flores, Taeho Kim Jan 2023

System-Dependent Image Distortion Related To Gantry Positions Of A 0.35 T Mrgrt: Characterization And The Corresponding Correction, Shanti Marasini, Benjamin Quinn, Mike Cole, Rocco Flores, Taeho Kim

2020-Current year OA Pubs

PURPOSE: MR-guided radiotherapy with high accuracy treatment planning requires addressing MR imaging artifacts that originate from system imperfections. This work presents the characterization and corresponding correction of gantry-related imaging distortions including geometric distortion and isocenter shift in a 0.35 T magnetic resonance imaging (MRI)-guided radiotherapy (MRgRT) system using distortion vector fields (DVFs).

METHODS: Two phantoms, the magnetic resonance imaging distortion in 3D (MRID

RESULTS: Geometric distortion with "mean (± SD) distortion" of 3.2 ± 0.02, 2.9 ± 0.02, and 1.8 ± 0.01 mm and isocenter shift (±SD) of 0.49 ± 0.3, 0.05 ± 0.2, and 0.01 ± 0.03 mm were …


Computerized Electrocardiogram Data Transformation Enables Effective Algorithmic Differentiation Of Wide Qrs Complex Tachycardias, Anthony H Kashou, Sarah Lococo, Preet A Shaikh, Bhavesh B Katbamna, Ojasav Sehrawat, Daniel H Cooper, Sandeep S Sodhi, Phillip S Cuculich, Marye J Gleva, Elena Deych, Ruiwen Zhou, Lei Liu, Abhishek J Deshmukh, Samuel J Asirvatham, Peter A Noseworthy, Christopher V Desimone, Adam M May Jan 2023

Computerized Electrocardiogram Data Transformation Enables Effective Algorithmic Differentiation Of Wide Qrs Complex Tachycardias, Anthony H Kashou, Sarah Lococo, Preet A Shaikh, Bhavesh B Katbamna, Ojasav Sehrawat, Daniel H Cooper, Sandeep S Sodhi, Phillip S Cuculich, Marye J Gleva, Elena Deych, Ruiwen Zhou, Lei Liu, Abhishek J Deshmukh, Samuel J Asirvatham, Peter A Noseworthy, Christopher V Desimone, Adam M May

2020-Current year OA Pubs

BACKGROUND: Accurate automated wide QRS complex tachycardia (WCT) differentiation into ventricular tachycardia (VT) and supraventricular wide complex tachycardia (SWCT) can be accomplished using calculations derived from computerized electrocardiogram (ECG) data of paired WCT and baseline ECGs.

OBJECTIVE: Develop and trial novel WCT differentiation approaches for patients with and without a corresponding baseline ECG.

METHODS: We developed and trialed WCT differentiation models comprised of novel and previously described parameters derived from WCT and baseline ECG data. In Part 1, a derivation cohort was used to evaluate five different classification models: logistic regression (LR), artificial neural network (ANN), Random Forests [RF], support …


The Pace Of Biological Aging Helps Explain The Association Between Insomnia And Chronic Low Back Pain, Edwin N Aroke, Asia M Wiggins, Joanna M Hobson, Vinodh Srinivasasainagendra, Tammie L Quinn, Pooja Kottae, Hemant K Tiwari, Robert E Sorge, Burel R Goodin Jan 2023

The Pace Of Biological Aging Helps Explain The Association Between Insomnia And Chronic Low Back Pain, Edwin N Aroke, Asia M Wiggins, Joanna M Hobson, Vinodh Srinivasasainagendra, Tammie L Quinn, Pooja Kottae, Hemant K Tiwari, Robert E Sorge, Burel R Goodin

2020-Current year OA Pubs

Chronic low back pain (cLBP) is associated with insomnia and advanced age. Emerging evidence suggests that the severity of both sleep disorders (like insomnia) and chronic pain are associated with a faster pace of biological aging. We aimed to determine whether the pace of biological age mediates the relationship between insomnia and the impact of cLBP in a sample of community-dwelling adults ages 19 to 85 years. Participants (49 with no pain, 32 with low-impact pain, and 37 with high-impact pain) completed sociodemographic, pain, insomnia, and short physical performance battery assessments. We calculated the pace of biological aging using DunedinPACE …


Use Of Learner-Driven, Formative, Ad-Hoc, Prospective Assessment Of Competence In Physical Therapist Clinical Education In The United States: A Prospective Cohort Study, Carey Holleran, Jeffrey Konrad, Barbara Norton, Tamara Burlis, Steven Ambler Jan 2023

Use Of Learner-Driven, Formative, Ad-Hoc, Prospective Assessment Of Competence In Physical Therapist Clinical Education In The United States: A Prospective Cohort Study, Carey Holleran, Jeffrey Konrad, Barbara Norton, Tamara Burlis, Steven Ambler

2020-Current year OA Pubs

PURPOSE: The purpose of this project was to implement a process for learner-driven, formative, prospective, ad-hoc, entrustment assessment in Doctor of Physical Therapy clinical education. Our goals were to develop an innovative entrustment assessment tool, and then explore whether the tool detected (1) differences between learners at different stages of development and (2) differences within learners across the course of a clinical education experience. We also investigated whether there was a relationship between the number of assessments and change in performance.

METHODS: A prospective, observational, cohort of clinical instructors (CIs) was recruited to perform learner-driven, formative, ad-hoc, prospective, entrustment assessments. …


A Novel Approach For Assessing Bias During Team-Based Clinical Decision-Making, Natalie Pool, Megan Hebdon, Esther De Groot, Ryan Yee, Kathryn Herrera-Theut, Erika Yee, Larry A Allen, Ayesha Hasan, Joann Lindenfeld, Elizabeth Calhoun, Molly Carnes, Nancy K Sweitzer, Khadijah Breathett Jan 2023

A Novel Approach For Assessing Bias During Team-Based Clinical Decision-Making, Natalie Pool, Megan Hebdon, Esther De Groot, Ryan Yee, Kathryn Herrera-Theut, Erika Yee, Larry A Allen, Ayesha Hasan, Joann Lindenfeld, Elizabeth Calhoun, Molly Carnes, Nancy K Sweitzer, Khadijah Breathett

2020-Current year OA Pubs

Many clinical processes include multidisciplinary group decision-making, yet few methods exist to evaluate the presence of implicit bias during this collective process. Implicit bias negatively impacts the equitable delivery of evidence-based interventions and ultimately patient outcomes. Since implicit bias can be difficult to assess, novel approaches are required to detect and analyze this elusive phenomenon. In this paper, we describe how the de Groot Critically Reflective Diagnoses Protocol (DCRDP) can be used as a data analysis tool to evaluate group dynamics as an essential foundation for exploring how interactions can bias collective clinical decision-making. The DCRDP includes 6 distinct criteria: …


Vigorous-Intensity Exercise As A Modulator Of Cardiac Adipose Tissue In Women With Obesity: A Cross-Sectional And Randomized Pilot Study, Sumsen Thapa, Bharath S Selvaraj, Paige N Davis, Bryan Smith, Amy H Givan, Jose A Perez-Rivera, Pamela K Woodard, Jon D Klingensmith, Maria Fernandez-Del-Valle Jan 2023

Vigorous-Intensity Exercise As A Modulator Of Cardiac Adipose Tissue In Women With Obesity: A Cross-Sectional And Randomized Pilot Study, Sumsen Thapa, Bharath S Selvaraj, Paige N Davis, Bryan Smith, Amy H Givan, Jose A Perez-Rivera, Pamela K Woodard, Jon D Klingensmith, Maria Fernandez-Del-Valle

2020-Current year OA Pubs

Cardiac adipose tissue (CAT) has become an important target for the reduction of disease risk. Supervised exercise programs have shown potential to "significantly" reduce CAT; however, the impact of different exercise modalities is not clear, and the relationships between CAT, physical activity (PA) levels and fitness (PFit) remain unknown. Therefore, the purpose of this study was to analyze the relationships between CAT, PA and PFit, and to explore the effects of different exercise modalities in a group of women with obesity. A total of 26 women (age: 23.41 ± 5.78 years-old) were enrolled in the cross-sectional study. PA, cardiorespiratory fitness, …


Elevated Liver Glycogenolysis Mediates Higher Blood Glucose During Acute Exercise In Barth Syndrome, George G. Schweitzer, Grace L. Ditzenberger, Curtis C. Hughey, Brian N. Finck, Michael R. Martino, Christina A. Pacak, Barry J. Byrne, William Todd Cade Jan 2023

Elevated Liver Glycogenolysis Mediates Higher Blood Glucose During Acute Exercise In Barth Syndrome, George G. Schweitzer, Grace L. Ditzenberger, Curtis C. Hughey, Brian N. Finck, Michael R. Martino, Christina A. Pacak, Barry J. Byrne, William Todd Cade

2020-Current year OA Pubs

UNLABELLED: Barth syndrome (BTHS) is an X-linked recessive genetic disorder due to mutations in the Tafazzin (TAFAZZIN) gene that lead to cardiac and skeletal muscle mitochondrial dysfunction. Previous studies in humans with BTHS demonstrate that the defects in muscle mitochondrial oxidative metabolism result in an enhanced reliance on anaerobic metabolism during exercise to meet energy demands of muscular work. During exercise, the liver normally increases glucose production via glycogenolysis and gluconeogenesis to match the elevated rate of muscle glucose uptake and meet the ATP requirements of working muscle. However, the impact of Tafazzin deficiency on hepatic glucose production and the …


Enhancing Reciprocity, Equity And Quality Of Ethics Review For Multisite Research During Public Health Crises: The Experience Of The Covid-19 Clinical Research Coalition Ethics Working Group, Vasiliki Rahimzadeh, Jennyfer Ambe, Jantina De Vries Jan 2023

Enhancing Reciprocity, Equity And Quality Of Ethics Review For Multisite Research During Public Health Crises: The Experience Of The Covid-19 Clinical Research Coalition Ethics Working Group, Vasiliki Rahimzadeh, Jennyfer Ambe, Jantina De Vries

Center for Medical Ethics and Health Policy Staff Publications

In this paper we report findings from a commissioned report to the COVID-19 Clinical Research Coalition on approaches to streamline multinational REC review/approval during public health emergencies. As currently envisioned in the literature, a system of REC mutual recognition is theoretically possible based on shared procedural REC standards, but raises numerous concerns about perceived inequities and mistrust.


Oncology-Specific Radiation Dose And Image Noise Reference Levels In Adult Abdominal-Pelvic Ct, Moiz Ahmad, Xinming Liu, Ajaykumar C Morani, Dhakshinamoorthy Ganeshan, Marcus R Anderson, Corey T Jensen Jan 2023

Oncology-Specific Radiation Dose And Image Noise Reference Levels In Adult Abdominal-Pelvic Ct, Moiz Ahmad, Xinming Liu, Ajaykumar C Morani, Dhakshinamoorthy Ganeshan, Marcus R Anderson, Corey T Jensen

Faculty, Staff and Student Publications

OBJECTIVES: To provide our oncology-specific adult abdominal-pelvic CT reference levels for image noise and radiation dose from a high-volume, oncologic, tertiary referral center.

METHODS: The portal venous phase abdomen-pelvis acquisition was assessed for image noise and radiation dose in 13,320 contrast-enhanced CT examinations. Patient size (effective diameter) and radiation dose (CTDI

RESULTS: The noise reference level was 11.25 HU with a reference range of 10.25-12.25 HU. The dose reference level at a median effective diameter of 30.7 cm was 26.7 mGy with a reference range of 19.6-37.0 mGy. Dose increased with patient size; however, image noise remained approximately constant within …


Development Of A Clinical Prediction Model For Diabetes In Chronic Pancreatitis: The Predict3c Study, Christie Jeon, Phil A Hart, Liang Li, Yunlong Yang, Eleanor Chang, William E Fisher, Christopher E Forsmark, Walter G Park, Stephen K Van Den Eeden, Santhi Swaroop Vege, Jose Serrano, David C Whitcomb, Dana K Andersen, Darwin L Conwell, Dhiraj Yadav, Mark O Goodarzi Jan 2023

Development Of A Clinical Prediction Model For Diabetes In Chronic Pancreatitis: The Predict3c Study, Christie Jeon, Phil A Hart, Liang Li, Yunlong Yang, Eleanor Chang, William E Fisher, Christopher E Forsmark, Walter G Park, Stephen K Van Den Eeden, Santhi Swaroop Vege, Jose Serrano, David C Whitcomb, Dana K Andersen, Darwin L Conwell, Dhiraj Yadav, Mark O Goodarzi

Faculty, Staff and Student Publications

Objective: Diabetes that arises from chronic pancreatitis (CP) is associated with increased morbidity and mortality. Methods to predict which patients with CP are at greatest risk for diabetes are urgently needed. We aimed to examine independent risk factors for diabetes in a large cohort of patients with CP.

Research design and methods: This cross-sectional study comprised 645 individuals with CP enrolled in the PROCEED study, of whom 276 had diabetes. We conducted univariable and multivariable regression analyses of potential risk factors for diabetes. Model performance was assessed by area under the receiver operating characteristic curve (AUROC) analysis, and accuracy was …


Flecainide For Conversion And Maintenance Of Sinus Rhythm After Mitral Valve Replacement In Rheumatic Atrial Fibrillation, Umesh Tripathi, Aditya Kapoor, Surendra Kumar Agarwal, Prabhat Tewari, Shantanu Pande, Ankit Sahu, Sudeep Kumar, Naveen Garg, Satyendra Tewari Jan 2023

Flecainide For Conversion And Maintenance Of Sinus Rhythm After Mitral Valve Replacement In Rheumatic Atrial Fibrillation, Umesh Tripathi, Aditya Kapoor, Surendra Kumar Agarwal, Prabhat Tewari, Shantanu Pande, Ankit Sahu, Sudeep Kumar, Naveen Garg, Satyendra Tewari

Faculty, Staff and Student Publications

BACKGROUND: Despite successful mitral valve replacement (MVR), many patients remain in AF. Flecainide can be useful in these patients but has not been used because of underlying structural heart disease.

METHODS: We assessed oral flecainide for conversion and maintenance of SR in 25 patients of chronic rheumatic AF following MVR (age 34.4 yrs, mean AF duration: 3.6 yrs). Non-converters underwent DC cardioversion at 24 h and 4 weeks. Patients received flecainide and bb/diltiazem at discharge.

RESULTS: Single oral dose of Flecainide achieved SR in 6/25 (24%) while 19/25 achieved SR after DCC; at24 h 21/25 (84%) were in SR. With …


Impact Of Region-Of-Interest Size On Immune Profiling Using Multiplex Immunofluorescence Tyramide Signal Amplification For Paraffin-Embedded Tumor Tissues, Baohua Sun, Caddie Laberiano-Fernández, Ruth Salazar-Alejo, Jiexin Zhang, Jose Luis Solorzano Rendon, Luisa Maren Solis Soto, Edwin Roger Parra Jan 2023

Impact Of Region-Of-Interest Size On Immune Profiling Using Multiplex Immunofluorescence Tyramide Signal Amplification For Paraffin-Embedded Tumor Tissues, Baohua Sun, Caddie Laberiano-Fernández, Ruth Salazar-Alejo, Jiexin Zhang, Jose Luis Solorzano Rendon, Luisa Maren Solis Soto, Edwin Roger Parra

Faculty, Staff and Student Publications

Introduction: Representative regions of interest (ROIs) analysis from the whole slide images (WSI) are currently being used to study immune markers by multiplex immunofluorescence (mIF) and single immunohistochemistry (IHC). However, the amount of area needed to be analyzed to be representative of the entire tumor in a WSI has not been defined.

Methods: We labeled tumor-associated immune cells by mIF and single IHC in separate cohorts of non-small cell lung cancer (NSCLC) samples and we analyzed them as whole tumor area as well as using different number of ROIs to know how much area will be need to represent the …


Trends And Correlates Of Low Hiv Knowledge Among Ever-Married Women Of Reproductive Age: Evidence From Cross-Sectional Bangladesh Demographic And Health Survey 1996–2014, Md Tariqujjaman, Md Mehedi Hasan, Mohammad Abdullah Heel Kafi, Md Alamgir Hossain, Saad A Khan, Rashidul Azad, Mahfuzur Rahman, Mohammad Bellal Hossain Jan 2023

Trends And Correlates Of Low Hiv Knowledge Among Ever-Married Women Of Reproductive Age: Evidence From Cross-Sectional Bangladesh Demographic And Health Survey 1996–2014, Md Tariqujjaman, Md Mehedi Hasan, Mohammad Abdullah Heel Kafi, Md Alamgir Hossain, Saad A Khan, Rashidul Azad, Mahfuzur Rahman, Mohammad Bellal Hossain

Faculty, Staff and Student Publications

BACKGROUND: The human immunodeficiency virus (HIV) burden has frequently been changing over time due to epidemiological and demographic transitions. To safeguard people, particularly women of reproductive age, who can be exposed to transmitting this burden to the next generation, knowledge regarding this life-threatening virus needs to be increased. This research intends to identify the trends and associated correlates of "low" HIV knowledge among ever-married women of reproductive age in Bangladesh from 1996 to 2014.

METHODS: We analyzed data derived from six surveys of Bangladesh Demographic and Health Surveys conducted in 1996, 1999, 2004, 2007, 2011, and 2014. Analyses were primarily …


Deep Learning-Based Dose Prediction For Automated, Individualized Quality Assurance Of Head And Neck Radiation Therapy Plans, Mary P Gronberg, Beth M Beadle, Adam S Garden, Heath Skinner, Skylar Gay, Wenhua Cao, Christine Chung, David T Fuentes, Clifton D Fuller, Rebecca M Howell, Anuja Jhingran, Tze Yee Lim, Barbara Marquez, Raymond Mumme, Adenike M Olanrewaju, Christine B Peterson, Ivan Vazquez, Thomas J Whitaker, Zachary Wooten, Ming Yang, Laurence E Court Jan 2023

Deep Learning-Based Dose Prediction For Automated, Individualized Quality Assurance Of Head And Neck Radiation Therapy Plans, Mary P Gronberg, Beth M Beadle, Adam S Garden, Heath Skinner, Skylar Gay, Wenhua Cao, Christine Chung, David T Fuentes, Clifton D Fuller, Rebecca M Howell, Anuja Jhingran, Tze Yee Lim, Barbara Marquez, Raymond Mumme, Adenike M Olanrewaju, Christine B Peterson, Ivan Vazquez, Thomas J Whitaker, Zachary Wooten, Ming Yang, Laurence E Court

Faculty, Staff and Student Publications

PURPOSE: This study aimed to use deep learning-based dose prediction to assess head and neck (HN) plan quality and identify suboptimal plans.

METHODS AND MATERIALS: A total of 245 volumetric modulated arc therapy HN plans were created using RapidPlan knowledge-based planning (KBP). A subset of 112 high-quality plans was selected under the supervision of an HN radiation oncologist. We trained a 3D Dense Dilated U-Net architecture to predict 3-dimensional dose distributions using 3-fold cross-validation on 90 plans. Model inputs included computed tomography images, target prescriptions, and contours for targets and organs at risk (OARs). The model's performance was assessed on …


Bayesian Single-To-Double Arm Transition Design Using Both Short-Term And Long-Term Endpoints, Tianlin Xu, Haolun Shi, Ruitao Lin Jan 2023

Bayesian Single-To-Double Arm Transition Design Using Both Short-Term And Long-Term Endpoints, Tianlin Xu, Haolun Shi, Ruitao Lin

Faculty, Staff and Student Publications

The choice between single-arm designs versus randomized double-arm designs has been contentiously debated in the literature of phase II oncology trials. Recently, as a compromise, the single-to-double arm transition design was proposed, combining the two designs into one trial over two stages. Successful implementation of the two-stage transition design requires a suspension period at the end of the first stage to collect the response data of the already enrolled patients. When the evaluation of the primary efficacy endpoint is overly long, the between-stage suspension period may unfavorably prolong the trial duration and cause a delay in treating future eligible patients. …


Hras Mutations Define A Distinct Subgroup In Head And Neck Squamous Cell Carcinoma, Niamh Coleman, Kathrina L Marcelo, Julia F Hopkins, Nusrat Israr Khan, Robyn Du, Edward Park, Mollie Leoni, Curtis Pickering, Jeffrey Myers, John Heymach, Lee A Albacker, David Hong, Maura Gillison, Xiuning Le Jan 2023

Hras Mutations Define A Distinct Subgroup In Head And Neck Squamous Cell Carcinoma, Niamh Coleman, Kathrina L Marcelo, Julia F Hopkins, Nusrat Israr Khan, Robyn Du, Edward Park, Mollie Leoni, Curtis Pickering, Jeffrey Myers, John Heymach, Lee A Albacker, David Hong, Maura Gillison, Xiuning Le

Faculty, Staff and Student Publications

Purpose: In head and neck squamous cell carcinoma (HNSCC), HRAS mutation is a new actionable oncogene driver. We aimed to evaluate HRAS mutational variants, comutation profile, and survival outcomes of this molecularly defined population.

Methods: We leveraged four deidentified patient data sets with HRAS-mutant HNSCC, MD Anderson Cancer Center, Kura Oncology, Inc trial, Foundation Medicine, and American Association for Cancer Research GENIE v.12. Patient demographic information and clinical courses were extracted, when available, in addition to HRAS mutation type and co-occurring mutations. Survival outcomes were analyzed (Kaplan-Meier method).

Results: Two hundred forty-nine patients with HRAS-mutant HNSCC were identified …


Circulating Vitamin D And Breast Cancer Risk: An International Pooling Project Of 17 Cohorts, Kala Visvanathan, Alison M Mondul, Anne Zeleniuch-Jacquotte, Molin Wang, Mitchell H Gail, Stephanie J Weinstein, A Heather Eliassen, Nancy R Cook, Claudia Agnoli, Martin Almquist, Amanda Black, Julie E Buring, Chu Chen, Yu Chen, Tess Clendenen, Laure Dossus, Veronika Fedirko, Gretchen L Gierach, Edward L Giovannucci, Gary E Goodman, Marc T Goodman, Pascal Guénel, Göran Hallmans, Susan E Hankinson, Ronald L Horst, Tao Hou, Wen-Yi Huang, Michael E Jones, Corrine E Joshu, Rudolf Kaaks, Vittorio Krogh, Tilman Kühn, Marina Kvaskoff, I-Min Lee, Yahya Mahamat-Saleh, Johan Malm, Jonas Manjer, Gertraud Maskarinec, Amy E Millen, Toqir K Mukhtar, Marian L Neuhouser, Trude E Robsahm, Minouk J Schoemaker, Sabina Sieri, Malin Sund, Anthony J Swerdlow, Cynthia A Thomson, Giske Ursin, Jean Wactawski-Wende, Ying Wang, Lynne R Wilkens, Yujie Wu, Emilie Zoltick, Walter C Willett, Stephanie A Smith-Warner, Regina G Ziegler Jan 2023

Circulating Vitamin D And Breast Cancer Risk: An International Pooling Project Of 17 Cohorts, Kala Visvanathan, Alison M Mondul, Anne Zeleniuch-Jacquotte, Molin Wang, Mitchell H Gail, Stephanie J Weinstein, A Heather Eliassen, Nancy R Cook, Claudia Agnoli, Martin Almquist, Amanda Black, Julie E Buring, Chu Chen, Yu Chen, Tess Clendenen, Laure Dossus, Veronika Fedirko, Gretchen L Gierach, Edward L Giovannucci, Gary E Goodman, Marc T Goodman, Pascal Guénel, Göran Hallmans, Susan E Hankinson, Ronald L Horst, Tao Hou, Wen-Yi Huang, Michael E Jones, Corrine E Joshu, Rudolf Kaaks, Vittorio Krogh, Tilman Kühn, Marina Kvaskoff, I-Min Lee, Yahya Mahamat-Saleh, Johan Malm, Jonas Manjer, Gertraud Maskarinec, Amy E Millen, Toqir K Mukhtar, Marian L Neuhouser, Trude E Robsahm, Minouk J Schoemaker, Sabina Sieri, Malin Sund, Anthony J Swerdlow, Cynthia A Thomson, Giske Ursin, Jean Wactawski-Wende, Ying Wang, Lynne R Wilkens, Yujie Wu, Emilie Zoltick, Walter C Willett, Stephanie A Smith-Warner, Regina G Ziegler

Faculty, Staff and Student Publications

Laboratory and animal research support a protective role for vitamin D in breast carcinogenesis, but epidemiologic studies have been inconclusive. To examine comprehensively the relationship of circulating 25-hydroxyvitamin D [25(OH)D] to subsequent breast cancer incidence, we harmonized and pooled participant-level data from 10 U.S. and 7 European prospective cohorts. Included were 10,484 invasive breast cancer cases and 12,953 matched controls. Median age (interdecile range) was 57 (42-68) years at blood collection and 63 (49-75) years at breast cancer diagnosis. Prediagnostic circulating 25(OH)D was either newly measured using a widely accepted immunoassay and laboratory or, if previously measured by the cohort, …


A Unified Mediation Analysis Framework For Integrative Cancer Proteogenomics With Clinical Outcomes, Licai Huang, James P Long, Ehsan Irajizad, James D Doecke, Kim-Anh Do Jan 2023

A Unified Mediation Analysis Framework For Integrative Cancer Proteogenomics With Clinical Outcomes, Licai Huang, James P Long, Ehsan Irajizad, James D Doecke, Kim-Anh Do

Faculty, Staff and Student Publications

MOTIVATION: Multilevel molecular profiling of tumors and the integrative analysis with clinical outcomes have enabled a deeper characterization of cancer treatment. Mediation analysis has emerged as a promising statistical tool to identify and quantify the intermediate mechanisms by which a gene affects an outcome. However, existing methods lack a unified approach to handle various types of outcome variables, making them unsuitable for high-throughput molecular profiling data with highly interconnected variables.

RESULTS: We develop a general mediation analysis framework for proteogenomic data that include multiple exposures, multivariate mediators on various scales of effects as appropriate for continuous, binary and survival outcomes. …


Evolutionary History Of Transformation From Chronic Lymphocytic Leukemia To Richter Syndrome, Erin M Parry, Ignaty Leshchiner, Romain Guièze, Connor Johnson, Eugen Tausch, Camilla Lemvigh, Sébastien Hergalant, Conor Messer, Filippo Utro, Chaya Levovitz, Kahn Rhrissorrakrai, Liang Li, Daniel Rosebrock, Shanye Yin, Stephanie Deng, Kara Slowik, Raquel Jacobs, Teddy Huang, Shuqiang Li, Geoff Fell, Robert Redd, Ziao Lin, Binyamin A Knisbacher, Dimitri Livitz, Christof Schneider, Neil Ruthen, Liudmila Elagina, Amaro Taylor-Weiner, Bria Persaud, Aina Martinez, Stacey M Fernandes, Noelia Purroy, Annabelle J Anandappa, Jialin Ma, Julian Hess, Laura Z Rassenti, Thomas J Kipps, Nitin Jain, William Wierda, Florence Cymbalista, Pierre Feugier, Neil E Kay, Kenneth J Livak, Brian P Danysh, Chip Stewart, Donna Neuberg, Matthew S Davids, Jennifer R Brown, Laxmi Parida, Stephan Stilgenbauer, Gad Getz, Catherine J Wu Jan 2023

Evolutionary History Of Transformation From Chronic Lymphocytic Leukemia To Richter Syndrome, Erin M Parry, Ignaty Leshchiner, Romain Guièze, Connor Johnson, Eugen Tausch, Camilla Lemvigh, Sébastien Hergalant, Conor Messer, Filippo Utro, Chaya Levovitz, Kahn Rhrissorrakrai, Liang Li, Daniel Rosebrock, Shanye Yin, Stephanie Deng, Kara Slowik, Raquel Jacobs, Teddy Huang, Shuqiang Li, Geoff Fell, Robert Redd, Ziao Lin, Binyamin A Knisbacher, Dimitri Livitz, Christof Schneider, Neil Ruthen, Liudmila Elagina, Amaro Taylor-Weiner, Bria Persaud, Aina Martinez, Stacey M Fernandes, Noelia Purroy, Annabelle J Anandappa, Jialin Ma, Julian Hess, Laura Z Rassenti, Thomas J Kipps, Nitin Jain, William Wierda, Florence Cymbalista, Pierre Feugier, Neil E Kay, Kenneth J Livak, Brian P Danysh, Chip Stewart, Donna Neuberg, Matthew S Davids, Jennifer R Brown, Laxmi Parida, Stephan Stilgenbauer, Gad Getz, Catherine J Wu

Faculty, Staff and Student Publications

Richter syndrome (RS) arising from chronic lymphocytic leukemia (CLL) exemplifies an aggressive malignancy that develops from an indolent neoplasm. To decipher the genetics underlying this transformation, we computationally deconvoluted admixtures of CLL and RS cells from 52 patients with RS, evaluating paired CLL-RS whole-exome sequencing data. We discovered RS-specific somatic driver mutations (including IRF2BP2, SRSF1, B2M, DNMT3A and CCND3), recurrent copy-number alterations beyond del(9p21)(CDKN2A/B), whole-genome duplication and chromothripsis, which were confirmed in 45 independent RS cases and in an external set of RS whole genomes. Through unsupervised clustering, clonally related RS was largely distinct from diffuse large B cell lymphoma. …


Radiotherapy Reimagined: Integrating Nanomedicines Into Radiotherapy Clinical Trials, Allison N Duross, Jack Phan, Alexander J Lazar, Joshua M Walker, Alexander R Guimaraes, Sunil Krishnan, Conroy Sun, Alexander F Bagley Jan 2023

Radiotherapy Reimagined: Integrating Nanomedicines Into Radiotherapy Clinical Trials, Allison N Duross, Jack Phan, Alexander J Lazar, Joshua M Walker, Alexander R Guimaraes, Sunil Krishnan, Conroy Sun, Alexander F Bagley

Faculty, Staff and Student Publications

Radioenhancing nanoparticles (NPs) are being evaluated in ongoing clinical trials for various cancers including head and neck, lung, esophagus, pancreas, prostate, and soft tissue sarcoma. Supported by decades of preclinical investigation and recent randomized trial data establishing clinical activity, these agents are poised to influence future multimodality treatment paradigms involving radiotherapy. Although the physical interactions between NPs and ionizing radiation are well characterized, less is known about how these agents modify the tumor microenvironment, particularly regarding tumor immunogenicity. In this review, we describe the key multidisciplinary considerations related to radiation, surgery, immunology, and pathology for designing radioenhancing NP clinical trials. …


Computed Tomography: State-Of-The-Art Advancements In Musculoskeletal Imaging, Hamza Ahmed Ibad, Cesar De Cesar Netto, Delaram Shakoor, Alejandro Sisniega, Stephen Z Liu, John A Carrino, Shadpour Demehri Jan 2023

Computed Tomography: State-Of-The-Art Advancements In Musculoskeletal Imaging, Hamza Ahmed Ibad, Cesar De Cesar Netto, Delaram Shakoor, Alejandro Sisniega, Stephen Z Liu, John A Carrino, Shadpour Demehri

Faculty, Staff and Student Publications

Although musculoskeletal magnetic resonance imaging (MRI) plays a dominant role in characterizing abnormalities, novel computed tomography (CT) techniques have found an emerging niche in several scenarios such as trauma, gout, and the characterization of pathologic biomechanical states during motion and weight-bearing. Recent developments and advancements in the field of musculoskeletal CT include 4-dimensional, cone-beam (CB), and dual-energy (DE) CT. Four-dimensional CT has the potential to quantify biomechanical derangements of peripheral joints in different joint positions to diagnose and characterize patellofemoral instability, scapholunate ligamentous injuries, and syndesmotic injuries. Cone-beam CT provides an opportunity to image peripheral joints during weight-bearing, augmenting the …


Stellettin B Sensitizes Glioblastoma To Dna-Damaging Treatments By Suppressing Pi3k-Mediated Homologous Recombination Repair, Xin Peng, Shaolu Zhang, Yingying Wang, Zhicheng Zhou, Zixiang Yu, Liang Zhang, Francois X Claret, Moshe Elkabets, Feng Wang, Fan Sun, Ran Wang, Han Liang, Hou-Wen Lin, Dexin Kong Jan 2023

Stellettin B Sensitizes Glioblastoma To Dna-Damaging Treatments By Suppressing Pi3k-Mediated Homologous Recombination Repair, Xin Peng, Shaolu Zhang, Yingying Wang, Zhicheng Zhou, Zixiang Yu, Liang Zhang, Francois X Claret, Moshe Elkabets, Feng Wang, Fan Sun, Ran Wang, Han Liang, Hou-Wen Lin, Dexin Kong

Faculty, Staff and Student Publications

Glioblastoma (GBM) is the most aggressive type of cancer. Its current first-line postsurgery regimens are radiotherapy and temozolomide (TMZ) chemotherapy, both of which are DNA damage-inducing therapies but show very limited efficacy and a high risk of resistance. There is an urgent need to develop novel agents to sensitize GBM to DNA-damaging treatments. Here it is found that the triterpene compound stellettin B (STELB) greatly enhances the sensitivity of GBM to ionizing radiation and TMZ in vitro and in vivo. Mechanistically, STELB inhibits the expression of homologous recombination repair (HR) factors BRCA1/2 and RAD51 by promoting the degradation of PI3Kα …


Risk Prediction Of Pancreatic Cancer In Patients With Recent-Onset Hyperglycemia: A Machine-Learning Approach, Wansu Chen, Rebecca K Butler, Eva Lustigova, Suresh T Chari, Anirban Maitra, Bechien U Wu Jan 2023

Risk Prediction Of Pancreatic Cancer In Patients With Recent-Onset Hyperglycemia: A Machine-Learning Approach, Wansu Chen, Rebecca K Butler, Eva Lustigova, Suresh T Chari, Anirban Maitra, Bechien U Wu

Faculty, Staff and Student Publications

Background: New-onset diabetes (NOD) has been suggested as an early indicator of pancreatic cancer. However, the definition of NOD by the American Diabetes Association requires 2 simultaneous or consecutive elevated glycemic measures. We aimed to apply a machine-learning approach using electronic health records to predict the risk in patients with recent-onset hyperglycemia.

Materials and methods: In this retrospective cohort study, health plan enrollees 50 to 84 years of age who had an elevated (6.5%+) glycated hemoglobin (HbA1c) tested in January 2010 to September 2018 with recent-onset hyperglycemia were identified. A total of 102 potential predictors were extracted. Ten imputation datasets …


Bayesian Feature Selection For Radiomics Using Reliability Metrics, Katherine Shoemaker, Rachel Ger, Laurence E Court, Hugo Aerts, Marina Vannucci Jan 2023

Bayesian Feature Selection For Radiomics Using Reliability Metrics, Katherine Shoemaker, Rachel Ger, Laurence E Court, Hugo Aerts, Marina Vannucci

Faculty, Staff and Student Publications

Introduction: Imaging of tumors is a standard step in diagnosing cancer and making subsequent treatment decisions. The field of radiomics aims to develop imaging based biomarkers using methods rooted in artificial intelligence applied to medical imaging. However, a challenging aspect of developing predictive models for clinical use is that many quantitative features derived from image data exhibit instability or lack of reproducibility across different imaging systems or image-processing pipelines. Methods: To address this challenge, we propose a Bayesian sparse modeling approach for image classification based on radiomic features, where the inclusion of more reliable features is favored via a probit …