Digital Commons Network^™

Incidence And Factors In Delayed Neurological Deficits After Subarachnoid Hemorrhage In Mice, William Wroe, Ari Dienel, Sungha Hong, Kanako Matsumura, Jose Guzman, Kiara Torres, Angelica Bernal, Hussein A Zeineddine, Peeyush Thankamani Pandit, Spiros L Blackburn, Devin W Mcbride

Faculty, Staff and Student Publications

Background: Delayed cerebral ischemia (DCI) is one of the most feared complications in aneurysmal subarachnoid hemorrhage (SAH). Animal models are crucial to studying the disease mechanisms and potential treatments. DCI in rodents was thought to not exist; herein we examine literature and our experience with DCI in rodents.

Methods: Daily behavioral performance was assessed every day from day 1 to up to 7 days post-SAH on mice from 5 different studies that used the endovascular perforation model. Performance was graded using an 8-test sensorimotor neuroscore previously described. The daily neuroscore was then used to identify the incidence and timing of …

Endothelial-Specific Telomerase Inactivation Causes Telomere-Independent Cell Senescence And Multi-Organ Dysfunction Characteristic Of Aging, Zhanguo Gao, Rafael Bravo Santos, Joseph Rupert, Rachel Van Drunen, Yongmei Yu, Kristin Eckel-Mahan, Mikhail G Kolonin

Faculty, Staff and Student Publications

It has remained unclear how aging of endothelial cells (EC) contributes to pathophysiology of individual organs. Cell senescence results in part from inactivation of telomerase (TERT). Here, we analyzed mice with Tert knockout specifically in EC. Tert loss in EC induced transcriptional changes indicative of senescence and tissue hypoxia in EC and in other cells. We demonstrate that EC-Tert-KO mice have leaky blood vessels. The blood-brain barrier of EC-Tert-KO mice is compromised, and their cognitive function is impaired. EC-Tert-KO mice display reduced muscle endurance and decreased expression of enzymes responsible for oxidative metabolism. Our data indicate that Tert-KO EC have …

The Unusual Substrate Specificity Of Escherichia Coli Cardiolipin Synthase C Does Not Require The Product Of The Transcriptionally Engaged Ymdb Gene, Katsuhiro Sawasato, Mikhail Bogdanov

Faculty, Staff and Student Publications

Polycistronic transcription and translation of ymdB-clsC have been thought to be required for full activity of ClsC. The authentic initiation codon of the clsC gene is present within the open reading frame of the upstream located ymdB gene. ClsC translated from authentic initiation codon drives cardiolipin (CL) synthesis without transcriptionally paired YmdB. YmdB is not necessary for the substrate specificity of ClsC utilizing phosphatidylethanolamine (PE) as a co-substrate.

Unveiling Myeloid Transformation: T-Lgll With Eosinophilia Masking Myeloid-Associated Stat5b Mutation Culminating In Aml, Qianze Dong, Yang Wang, Yan Xiu, Xiaogang Wu, Stacey O'Neill, Howard Meyerson, Tobias Suske, Richard Moriggl, Shimin Hu, Wei Wang, Chen Zhao

Faculty, Staff and Student Publications

No abstract provided.

Flow Cytometry Profiling Of Plasmacytoid Dendritic Cell Neoplasms, Siba El Hussein, Wei Wang

Faculty, Staff and Student Publications

In this review, we aim to provide a summary of the diverse immunophenotypic presentations of distinct entities associated with plasmacytoid dendritic cell (pDC) proliferation. These entities include the following: (1) blastic plasmacytoid dendritic cell neoplasm (BPDCN); (2) mature pDC proliferation (MPDCP), most commonly seen in chronic myelomonocytic leukemia (CMML); and (3) myeloid neoplasms with pDC differentiation, in which pDCs show a spectrum of maturation from early immature pDCs to mature forms, most commonly seen in acute myeloid leukemia (pDC-AML). Our aim is to provide a flow cytometry diagnostic approach to these distinct and sometimes challenging entities and to clarify the …

A Prospective Observational Study Of Disease Severity And Mortality In Hispanic American Patients With Systemic Sclerosis, Bochra Jandali, Marka Lyons, Julio Charles, Meng Zhang, Samuel Theodore, Claudia Pedroza, Maureen D Mayes, Shervin Assassi

Faculty, Staff and Student Publications

Objective: To characterize disease manifestations in Hispanic American patients with systemic sclerosis (SSc) in comparison with non-Hispanic White and Black patients.

Methods: Longitudinal clinical characteristics were collected prospectively in the Genetics versus Environment in Scleroderma Outcome Study cohort. All patients fulfilled the classification criteria for SSc and had a disease duration less than five years at enrollment.

Results: A cohort of 427 patients, consisting of 124 Hispanic, 220 non-Hispanic White, and 83 non-Hispanic Black participants were examined. At enrollment, Hispanic patients were significantly younger but had longer disease duration, higher frequency of U1-RNP positivity as well as concurrent systemic lupus …

Development Of An Antioxidant-Rich Sugar-Free Plantain Candy And Assessment Of Its Shelf Life In A Flexible Laminate, Poulami Sarkar, Paramita Bhattacharjee, Bidhan Das

Faculty, Staff and Student Publications

RESEARCH BACKGROUND: Candy is a popular confection worldwide, and it would be beneficial to society if it were converted into a source of antioxidant molecules to eliminate its adverse health effects. The amount of antioxidants available even in fruit candies is questionable due to the high thermal processing losses they undergo and the presence of various food additives. Plantains (

EXPERIMENTAL APPROACH: To accomplish the first objective, lyophilized plantain powder, sorbitol and mannitol were used as base materials with minimal additives under minimal processing conditions to reduce processing loss. Sensory, proximate, physicochemical and phytochemical properties, including the antioxidant synergy among …

Trends In Shortages Of Lead Chelators From 2001 To 2022, James D Whitledge, Pelayia Soto, Kieran M Glowacki, Diane P Calello, Erin R Fox, Maryann Mazer-Amirshahi

Faculty, Staff and Student Publications

OBJECTIVE: The study aims to describe drug shortages affecting lead chelators in the United States from 2001 through 2022.

METHODS: Drug shortage data were retrieved from the University of Utah Drug Information Service from January 1, 2001, through December 31, 2022. Shortages of first- and second-line lead chelators were analyzed. Drug class, formulation, administration route, shortage reason, shortage duration, generic status, single-source status, and presence of temporally overlapping shortages were examined. Total shortage months, percentages of study period on shortage, and median shortage durations were calculated.

RESULTS: Thirteen lead chelator shortages were reported during the study period. Median duration was …

Novel Cancer Prevention Strategies In Individuals With Hereditary Cancer Syndromes: Focus On Brca1, Brca2, And Lynch Syndrome, Charles M Bowen, Kaitlin Demarest, Eduardo Vilar, Payal D Shah

Faculty, Staff and Student Publications

Germline pathogenic variants (PVs) in the BRCA1 and BRCA2 genes confer elevated risks of breast, ovarian, and other cancers. Lynch syndrome (LS) is associated with increased risks of multiple cancer types including colorectal and uterine cancers. Current cancer risk mitigation strategies have focused on pharmacologic risk reduction, enhanced surveillance, and preventive surgeries. While these approaches can be effective, they stand to be improved on because of either limited efficacy or undesirable impact on quality of life. The current review summarizes ongoing investigational efforts in cancer risk prevention strategies for patients with germline PVs in BRCA1, BRCA2, or LS-associated …

Understanding Nanoparticle-Liver Interactions In Nanomedicine, Yuxin He, Yifan Wang, Lin Wang, Wen Jiang, Stefan Wilhelm

Faculty, Staff and Student Publications

Introduction: Understanding the interactions between administered nanoparticles and the liver is crucial for developing safe and effective nanomedicines. As the liver can sequester up to 99% of these particles due to its major phagocytic role, understanding these interactions is vital for clinical translation.

Areas covered: This review highlights recent studies on nanoparticle-liver interactions, including the influence of nanoparticle physicochemical properties on delivery, strategies to enhance delivery efficiency by modulating liver Kupffer cells, and their potential for treating certain hepatic diseases. Additionally, we discuss how aging impacts the liver's phagocytic functions.

Expert opinion: While liver accumulation can hinder nanomedicine safety and …

Pegvaliase For The Treatment Of Phenylketonuria: Final Results Of A Long-Term Phase 3 Clinical Trial Program, Cary O Harding, Nicola Longo, Hope Northrup, Stephanie Sacharow, Rani Singh, Janet A Thomas, Jerry Vockley, Roberto T Zori, Kaleigh Bulloch Whitehall, Joshua Lilienstein, Kristin Lindstrom, Drew G Levy, Shaun Jones, Barbara K Burton

Faculty, Staff and Student Publications

Phenylketonuria (PKU) is a genetic disorder caused by deficiency of the enzyme phenylalanine hydroxylase (PAH), which results in phenylalanine (Phe) accumulation in the blood and brain, and requires lifelong treatment to keep blood Phe in a safe range. Pegvaliase is an enzyme-substitution therapy approved for individuals with PKU and uncontrolled blood Phe concentrations (>600 μmol/L) despite prior management. Aggregated results from the PRISM clinical trials demonstrated substantial and sustained reductions in blood Phe with a manageable safety profile, but also noted individual variation in time to and dose needed for a first response. This analysis reports longer-term aggregate findings …

Liver Late Effects In Childhood Cancer Survivors Treated With Radiation Therapy: A Pentec Comprehensive Review, Matthew D Hall, Rebecca M Howell, Andrew Jackson, Constance A Owens, Soleil Hernandez, Sharon M Castellino, Cecile M Ronckers, Louis S Constine, Julie A Bradley

Faculty, Staff and Student Publications

Purpose: A pediatric normal tissue effects in the clinic (PENTEC) comprehensive review of patients with childhood cancer who received radiation therapy (RT) to the liver was performed to develop models that may inform RT dose constraints for the liver and improve risk forecasting of toxicities.

Methods and materials: A systematic literature search was performed to identify published data on hepatic toxicities in children. Treatment and outcome data were extracted and used to generate normal tissue complication probability (NTCP) models. Complications from both whole and partial liver irradiation were considered. For whole liver irradiation, total body irradiation and non-total body irradiation …

Pediatric Normal Tissue Effects In The Clinic (Pentec): An International Collaboration To Assess Normal Tissue Radiation Dose-Volume-Response Relationships For Children With Cancer, Louis S Constine, Arthur J Olch, Andrew Jackson, Chia-Ho Hua, Cecile M Ronckers, Michael T Milano, Karen J Marcus, Ellen Yorke, David C Hodgson, Rebecca M Howell, Melissa M Hudson, Jacqueline P Williams, Brian Marples, Leontien C M Kremer, Lawrence B Marks, Søren M Bentzen

Faculty, Staff and Student Publications

No abstract provided.

Endothelial Knockdown Of The Tumor Suppressor, Wwox, Increases Inflammation In Ventilator-Induced Lung Injury, Zhenguo Zeng, Eltyeb Abdelwahid, Weiguo Chen, Christian Ascoli, Trinh Pham, Jeffrey R Jacobson, Steven M Dudek, Viswanathan Natarajan, C Marcelo Aldaz, Roberto F Machado, Sunit Singla

Faculty, Staff and Student Publications

Chronic cigarette smoke exposure decreases lung expression of WWOX which is known to protect the endothelial barrier during infectious models of acute respiratory distress syndrome (ARDS). Proteomic analysis of WWOX-silenced endothelial cells (ECs) was done using tandem mass tag mass spectrometry (TMT-MS). WWOX-silenced ECs as well as those isolated from endothelial cell Wwox knockout (EC Wwox KO) mice were subjected to cyclic stretch (18% elongation, 0.5 Hz, 4 h). Cellular lysates and media supernatant were harvested for assays of cellular signaling, protein expression, and cytokine release. These were repeated with dual silencing of WWOX and zyxin. Control and …

Covid-19 Vaccine Confidence, Concerns, And Uptake In Children Aged 5 And Older In Calgary, Alberta: A Longitudinal Cohort Study, Emily J Doucette, Leah Ricketson, Tarannum Tarannum, Isabella Alatorre, Joslyn Gray, Cora Constantinescu, Susan Kuhn, Jessica K E Dunn, James D Kellner

Faculty, Staff and Student Publications

OBJECTIVES: Beginning early in the pandemic, there was a worldwide effort to develop effective vaccines against the SARS-CoV-2 virus. Before and after the approval and implementation of vaccines, there were concerns about their need as well as their safety and rapid development. We explored child demographic characteristics and parental concerns to identify factors associated with the decision to vaccinate.

METHODS: A cohort of 1035 children from Calgary was assembled in 2020 to participate in 5 visits every 6 months for survey completion and blood sampling for SARS-CoV-2 antibodies. Visits 1 to 2 occurred before approval of vaccines for children; Visits …

Network Meta-Analysis Of Car T-Cell Therapy For The Treatment Of 3l+ R/R Lbcl After Using Published Comparative Studies, Olalekan O Oluwole, Sattva S Neelapu, Markqayne D Ray, Eve H Limbrick-Oldfield, Sally W Wade, Steve Kanters, Anik R Patel, Frederick L Locke

Faculty, Staff and Student Publications

Introduction: Studies have compared chimeric antigen receptor (CAR) T-cell therapies and salvage chemotherapy in relapsed/refractory large B-cell lymphoma (LBCL) patients, but further evidence of their relative effectiveness is warranted.

Methods: Our systematic review identified studies comparing efficacy and safety outcomes of axicabtagene ciloleucel (axi-cel), lisocabtagene maraleucel (liso-cel) and tisagenlecleucel (tisa-cel) trials to salvage chemotherapy cohorts in LBCL patients with ≥2 prior lines of treatment; and an extended evidence network included indirect comparisons comparing CAR T-cell therapies. We conducted network meta-analyzes using Bayesian hierarchical modeling.

Results: Three studies comparing ZUMA-1 (axi-cel), TRANSCEND (liso-cel) and JULIET (tisa-cel) trials to salvage chemotherapy within …

Immune Checkpoint Blockade Resistance In Lung Cancer: Emerging Mechanisms And Therapeutic Opportunities, Jessica M Konen, Haoyi Wu, Don L Gibbons

Faculty, Staff and Student Publications

Immune checkpoint blockade (ICB) therapy works by inhibiting suppressive checkpoints that become upregulated after T cell activation, like PD-1/PD-L1 and CTLA-4. While the initial FDA approvals of ICB have revolutionized cancer therapies and fueled a burgeoning immuno-oncology field, more recent clinical development of new agents has been slow. Here, focusing on lung cancer, we review the latest research uncovering tumor cell intrinsic and extrinsic ICB resistance mechanisms as major hurdles to treatment efficacy and clinical progress. These include genomic and non-genomic tumor cell alterations, along with host and microenvironmental factors like the microbiome, metabolite accumulation, and hypoxia. Together, these factors …

Prostein Expression On Circulating Tumor Cells As A Prognostic Marker In Metastatic Castration-Resistant Prostate Cancer, Zhenchao Zhang, Rui Luo, William K Kelly, Joshua Chen, Shane Donahue, Kevan Ip, Nathan R Handley, William J Tester, Miranda L Tsang, Felix J Kim, Ronald Myers, Grace Lu-Yao, Jian Gu, Jianqing Lin, Bingshan Li, Chun Wang, Hushan Yang

Faculty, Staff and Student Publications

Background: Identification of emerging molecular biomarkers on circulating tumor cells (CTCs) represents an attractive feature of liquid biopsy that facilitates precision and tailored medicine in the management of metastatic castration-resistant prostate cancer (mCRPC). Prostein is an androgen-regulated transmembrane protein with high prostate specificity. Prostein-positive circulating tumor cell (CTC) was recently suggested to have diagnostic potential; however, no study has been conducted to evaluate its prognostic value in mCRPC.

Methods: CTCs from mCRPC patients were enumerated using the CellSearch System. Prostein-positive CTCs were identified by immunostaining results. The relationships between prostein expression on CTCs and PSA response rate, PSA progression-free survival …

Cardiovascular Disease In Childhood, Adolescent, And Young Adult Cancer Survivors: The Impact Of Family History Of Premature Heart Disease, Amy M Berkman, Clark R Andersen, Andrew P Landstrom, Michelle A T Hildebrandt, Susan C Gilchrist, Michael E Roth

Faculty, Staff and Student Publications

No abstract provided.

Impact Of Knockout Of Dual-Specificity Protein Phosphatase 5 On Structural And Mechanical Properties Of Rat Middle Cerebral Arteries: Implications For Vascular Aging, Chengyun Tang, Huawei Zhang, Jane J Border, Yedan Liu, Xing Fang, Joshua R Jefferson, Andrew Gregory, Claire Johnson, Tae Jin Lee, Shan Bai, Ashok Sharma, Seung Min Shin, Hongwei Yu, Richard J Roman, Fan Fan

Faculty, Staff and Student Publications

Vascular aging influences hemodynamics, elevating risks for vascular diseases and dementia. We recently demonstrated that knockout (KO) of Dusp5 enhances cerebral and renal hemodynamics and cognitive function. This improvement correlates with elevated pPKC and pERK1/2 levels in the brain and kidneys. Additionally, we observed that Dusp5 KO modulates the passive mechanical properties of cerebral and renal arterioles, associated with increased myogenic tone at low pressure, enhanced distensibility, greater compliance, and reduced stiffness. The present study evaluates the structural and mechanical properties of the middle cerebral artery (MCA) in Dusp5 KO rats. We found that vascular smooth muscle cell layers and …

Incidence And Mitigation Of Corneal Pseudomicrocysts Induced By Antibody-Drug Conjugates (Adcs), Ethan S Lindgren, Rongshan Yan, Onur Cil, Alan S Verkman, Matilda F Chan, Gerami D Seitzman, Asim V Farooq, Laura A Huppert, Hope S Rugo, Paula R Pohlmann, Janice Lu, Laura J Esserman, Neel D Pasricha

Faculty, Staff and Student Publications

Purpose of review: This study is to highlight the incidence of corneal pseudomicrocysts in FDA-approved antibody-drug conjugates (ADCs), and success of preventive therapies for pseudomicrocysts and related ocular surface adverse events (AEs).

Recent findings: ADCs are an emerging class of selective cancer therapies that consist of a potent cytotoxin connected to a monoclonal antibody (mAb) that targets antigens expressed on malignant cells. Currently, there are 11 FDA-approved ADCs with over 164 in clinical trials. Various AEs have been attributed to ADCs, including ocular surface AEs (keratitis/keratopathy, dry eye, conjunctivitis, blurred vision, corneal pseudomicrocysts). While the severity and prevalence of ADC-induced …

Automated Spontaneous Echo Contrast Detection Using A Multisequence Attention Convolutional Neural Network, Ouwen Huang, Zewei Shi, Naveen Garg, Corey Jensen, Mark L Palmeri

Faculty, Staff and Student Publications

OBJECTIVE: Spontaneous echo contrast (SEC) is a vascular ultrasound finding associated with increased thromboembolism risk. However, identification requires expert determination and clinician time to report. We developed a deep learning model that can automatically identify SEC. Our model can be applied retrospectively without deviating from routine clinical practice. The retrospective nature of our model means future works could scan archival data to opportunistically correlate SEC findings with documented clinical outcomes.

METHODS: We curated a data set of 801 archival acquisitions along the femoral vein from 201 patients. We used a multisequence convolutional neural network (CNN) with ResNetv2 backbone and visualized …

Diagnostic And Prognostic Biomarkers Of Chronic Pancreatitis: A Conceptual Framework Based On The Probe Design, Dhiraj Yadav, Darwin L Conwell, Stephen J Pandol, Hanno Steen, Ziding Feng, Liang Li

Faculty, Staff and Student Publications

No abstract provided.

Dietary Fiber And Gut Bacteria Shape Infection Susceptibility, Aqsa Mohammed, Robert R Jenq

Faculty, Staff and Student Publications

Gut microbiota composition has been reported to affect pathogen susceptibility but its specific effects, the underlying mechanisms and the potential influence of the diet remain unexplored. In their recent study, Desai and colleagues (Wolter et al, 2024), explore the complex interaction between diet, the gut microbiota and pathogen susceptibility, highlighting a diet-dependent role of the mucin-degrading microbe Akkermansia muciniphila.

Predictive Capacity Of Immune-Related Adverse Events And Cytokine Profiling In Neoadjuvant Immune Checkpoint Inhibitor Trials For Head And Neck Squamous Cell Carcinoma\, Angela E Alnemri, Sruti Tekumalla, Annie E Moroco, Ioannis Vathiotis, Madalina Tuluc, Stacey Gargano, Tingting Zhan, David M Cognetti, Joseph M Curry, Athanassios Argiris, Alban Linnenbach, Andrew P South, Larry A Harshyne, Jennifer M Johnson, Adam J Luginbuhl

Faculty, Staff and Student Publications

OBJECTIVES: Certain low-level immune-related adverse events (irAEs) have been associated with survival benefits in patients with various solid tumors on immune checkpoint inhibitors (ICIs). We aimed to investigate the association between irAEs and response to neoadjuvant ICIs in patients with head and neck squamous cell carcinoma (HNSCC) and to identify differences in circulating cytokine levels based on irAE status.

METHODS: This was a retrospective cohort study including three neoadjuvant clinical trials from July 2017 to January 2022: NCT03238365 (nivolumab ± tadalafil), NCT03854032 (nivolumab ± BMS986205), NCT03618654 (durvalumab ± metformin). The presence and type of irAEs, pathologic treatment response, and survival …

Genetic Reprogramming With Stem Cells Regenerates Glomerular Epithelial Podocytes In Alport Syndrome, Valerie S Lebleu, Keizo Kanasaki, Sara Lovisa, Joseph L Alge, Jiha Kim, Yang Chen, Yingqi Teng, Behzad Gerami-Naini, Hikaru Sugimoto, Noritoshi Kato, Ignacio Revuelta, Nicole Grau, Jonathan P Sleeman, Gangadhar Taduri, Akane Kizu, Shahin Rafii, Konrad Hochedlinger, Susan E Quaggin, Raghu Kalluri

Faculty, Staff and Student Publications

Glomerular filtration relies on the type IV collagen (ColIV) network of the glomerular basement membrane, namely, in the triple helical molecules containing the α3, α4, and α5 chains of ColIV. Loss of function mutations in the genes encoding these chains (Col4a3, Col4a4, and Col4a5) is associated with the loss of renal function observed in Alport syndrome (AS). Precise understanding of the cellular basis for the patho-mechanism remains unknown and a specific therapy for this disease does not currently exist. Here, we generated a novel allele for the conditional deletion of Col4a3 in different glomerular cell types …

Stmnd1 Is A Phylogenetically Ancient Stathmin Which Localizes To Motile Cilia And Exhibits Nuclear Translocation That Is Inhibited When Soluble Tubulin Concentration Increases, Xiang Deng, Bryan O Seguinot, Gary Bradshaw, Jong Suk Lee, Shannon Coy, Marian Kalocsay, Sandro Santagata, Timothy Mitchison

Faculty, Staff and Student Publications

Stathmins are small, unstructured proteins that bind tubulin dimers and are implicated in several human diseases, but whose function remains unknown. We characterized a new stathmin, STMND1 (Stathmin Domain Containing 1) as the human representative of an ancient subfamily. STMND1 features a N-terminal myristoylated and palmitoylated motif which directs it to membranes and a tubulin-binding stathmin-like domain (SLD) that contains an internal nuclear localization signal. Biochemistry and proximity labeling showed that STMND1 binds tubulin, and live imaging showed that tubulin binding inhibits translocation from cellular membranes to the nucleus. STMND1 is highly expressed in multiciliated epithelial cells, where it localizes …

A Bayesian Quasi-Likelihood Design For Identifying The Minimum Effective Dose And Maximum Utility Dose In Dose-Ranging Studies, Feng Tian, Ruitao Lin, Li Wang, Ying Yuan

Faculty, Staff and Student Publications

Most existing dose-ranging study designs focus on assessing the dose-efficacy relationship and identifying the minimum effective dose. There is an increasing interest in optimizing the dose based on the benefit-risk tradeoff. We propose a Bayesian quasi-likelihood dose-ranging design that jointly considers safety and efficacy to simultaneously identify the minimum effective dose and the maximum utility dose to optimize the benefit-risk tradeoff. The binary toxicity endpoint is modeled using a beta-binomial model. The efficacy endpoint is modeled using the quasi-likelihood approach to accommodate various types of data (e.g. binary, ordinal or continuous) without imposing any parametric assumptions on the dose-response curve. …

Adaptive Bayesian Information Borrowing Methods For Finding And Optimizing Subgroup-Specific Doses, Jingyi Zhang, Ruitao Lin, Xin Chen, Fangrong Yan

Faculty, Staff and Student Publications

In precision oncology, integrating multiple cancer patient subgroups into a single master protocol allows for the simultaneous assessment of treatment effects in these subgroups and promotes the sharing of information between them, ultimately reducing sample sizes and costs and enhancing scientific validity. However, the safety and efficacy of these therapies may vary across different subgroups, resulting in heterogeneous outcomes. Therefore, identifying subgroup-specific optimal doses in early-phase clinical trials is crucial for the development of future trials. In this article, we review various innovative Bayesian information-borrowing strategies that aim to determine and optimize subgroup-specific doses. Specifically, we discuss Bayesian hierarchical modeling, …

Forecasting Acute Kidney Injury And Resource Utilization In Icu Patients Using Longitudinal, Multimodal Models, Yukun Tan, Merve Dede, Vakul Mohanty, Jinzhuang Dou, Holly Hill, Elmer Bernstam, Ken Chen

Faculty, Staff and Student Publications

Background: Advances in artificial intelligence (AI) have realized the potential of revolutionizing healthcare, such as predicting disease progression via longitudinal inspection of Electronic Health Records (EHRs) and lab tests from patients admitted to Intensive Care Units (ICU). Although substantial literature exists addressing broad subjects, including the prediction of mortality, length-of-stay, and readmission, studies focusing on forecasting Acute Kidney Injury (AKI), specifically dialysis anticipation like Continuous Renal Replacement Therapy (CRRT) are scarce. The technicality of how to implement AI remains elusive.

Objective: This study aims to elucidate the important factors and methods that are required to develop effective predictive models of …