Digital Commons Network^™

Fine-Grained Patient Similarity Measuring Using Contrastive Graph Similarity Networks, Yuxi Liu, Zhenhao Zhang, Shaowen Qin, Flora D Salim, Jiang Bian, Antonio Jimeno Yepes

Faculty, Staff and Student Publications

Predictive analytics using Electronic Health Records (EHRs) have become an active research area in recent years, especially with the development of deep learning techniques. A popular EHR data analysis paradigm in deep learning is patient representation learning, which aims to learn a condensed mathematical representation of individual patients. However, EHR data are often inherently irregular, i.e., data entries were captured at different times as well as with different contents due to the individualized needs of each patient. Most of the work focused on the provision of deep neural networks with attention mechanisms that generate complete patient representations that can be …

Evaluating Generative Models In Medical Imaging, Liyue Fan, Ashley Bang, Luca Bonomi

Faculty, Staff and Student Publications

Data synthesis can address important data availability challenges in biomedical informatics. Quantitative evaluation of generative models may help understand their applications to synthesizing biomedical data. This poster paper examines state-of-the-art generative models used in medical imaging, such as StyleGAN and DDPM models, and evaluates their performance in learning data manifolds and in the visible features of generated samples. Results show that existing generative models have much to improve based on the studied measures.

Stratification Of Glioma Based On Stemness Scores In Bulk And Single-Cell Transcriptomes, Zeinab Abdelrahman, Alaa Abdelatty, Jiangti Luo, Amy Jayne Mcknight, Xiaosheng Wang

Faculty, Staff and Student Publications

Background: Brain tumours are known to have a high mortality and morbidity rate due to their localised and frequent invasive growth. The concept that glioma resistance could originate from the dissimilarity in the vulnerability of clonogenic glial stem cells to chemotherapeutic drugs and radiation has driven the scientific community to reexamine the comprehension of glioma growth and strategies that target these cells or modify their stemness.

Methods: Based on the enrichment scores of 12 stemness signatures, we identified glioma subtypes in both tumour bulks and single cells by clustering analysis. Furthermore, we comprehensively compared molecular and clinical features among the …

Evaluations Of An Early Change In Tumor Pathophysiology In Response To Radiotherapy With Oxygen Enhanced Electron Paramagnetic Resonance Imaging (Oe Epri), Tianzhe Li, Grace A Murley, Xiaofei Liang, Renee L Chin, Jorge De La Cerda, F William Schuler, Mark D Pagel

Faculty, Staff and Student Publications

Purpose: Electron Paramagnetic Resonance Imaging (EPRI) can image the partial pressure of oxygen (pO2) within in vivo tumor models. We sought to develop Oxygen Enhanced (OE) EPRI that measures tumor pO2 with breathing gases of 21% O2 (pO221%) and 100% O2 (pO2100%), and the differences in pO2 between breathing gases (ΔpO2). We applied OE EPRI to study the early change in tumor pathophysiology in response to radiotherapy in two tumor models of pancreatic cancer.

Procedures: We developed a protocol that intraperitoneally administered OX071, a trityl radical contrast agent, and then acquired anatomical MR images to localize the tumor. Subsequently, we …

Outcome Of Patients With Relapsed Acute Promyelocytic Leukemia, Koji Sasaki, Farhad Ravandi, Tapan Kadia, Courtney D Dinardo, Musa Yilmaz, Nicholas Short, Elias Jabbour, Keyur P Patel, Sanam Loghavi, Sherry Pierce, Gautam Borthakur, Hagop Kantarjian

Faculty, Staff and Student Publications

Background: The outcome of patients with acute promyelocytic leukemia (APL) has improved significantly since the introduction of all-trans retinoic acid (ATRA) and arsenic trioxide (ATO) as APL therapies. The optimal therapy for APL relapse is believed to require autologous or allogeneic stem cell transplantation (SCT) based on historical experience.

Study aims: To evaluate the outcome of patients with relapsed APL before and after the era of ATRA-ATO.

Patients and methods: We reviewed 61 patients with relapsed APL treated from November 1991 to June 2023; 31 patients (51%) received modern therapy with the combination of ATRA and ATO with and without …

Germline Predisposition In Hematologic Malignancies: Testing, Management, And Implications, Lucy A Godley, Courtney D Dinardo, Kelly Bolton

Faculty, Staff and Student Publications

Although numerous barriers for clinical germline cancer predisposition testing exist, the increasing recognition of deleterious germline DNA variants contributing to myeloid malignancy risk is yielding steady improvements in referrals for testing and testing availability. Many germline predisposition alleles are common in populations, and the increasing number of recognized disorders makes inherited myeloid malignancy risk an entity worthy of consideration for all patients regardless of age at diagnosis. Germline testing is facilitated by obtaining DNA from cultured skin fibroblasts or hair bulbs, and cascade testing is easily performed via buccal swab, saliva, or blood. Increasingly as diagnostic criteria and clinical management …

Plasmacytoid Urothelial Carcinoma Of The Urinary Bladder-A Clinicopathological And Molecular Analysis Of 52 Cases, Lan Zheng, Hui Chen, Jianping Zhao, Sinchita Roy-Chowdhuri, Ashish M Kamat, Omar Alhalabi, Jianjun Gao, Arlene Siefker-Radtke, Donna E Hansel, Bogdan Czerniak, Charles C Guo

Faculty, Staff and Student Publications

Plasmacytoid urothelial carcinoma (UC) is a rare histologic subtype of bladder cancer that is associated with an aggressive clinical behavior. We analyzed the clinicopathologic and molecular features of plasmacytoid UC in 52 patients from a single institute. The patients included 44 men and 8 women, with a mean age of 64 years (range, 41-91 years). All bladder cancers were high-grade UC, and plasmacytoid component accounted for a mean of 47% of bladder tumors (range, 5-100%). Distinct gene mutations were found in most plasmacytoid UCs (n = 49); the most common mutations were TP53 (n = 30), followed by TERT (n …

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 …

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 …

Summaries Of Arkansas Cotton Research 2023, Fred Bourland

Arkansas Agricultural Experiment Station Research Series

With current production costs and cotton prices, either record or near-record yields are needed for profitable cotton production in Arkansas. As usual, price volatility in 2023 added another level of difficulty in the quest for being profitable. Cotton futures traded between 80 and 90 cents per pound in 2023, with brief times below 80 cents and above 90 cents. In April, cotton futures dropped below 80 cents per pound, the lowest level in almost four months. This was due to an increase in certificated stocks, declining demand, and a growing world carryover. The average cotton price received by U.S. growers …

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 …

Consistency Of Metabolite Associations With Measured Glomerular Filtration Rate In Children And Adults., Taibo Li, Morgan E. Grams, Lesley A. Inker, Jingsha Chen, Eugene P. Rhee, Bradley A. Warady, Andrew S. Levey, Michelle R. Denburg, Susan L. Furth, Vasan S. Ramachandran, Paul L. Kimmel, Josef Coresh

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: There is interest in identifying novel filtration markers that lead to more accurate GFR estimates than current markers (creatinine and cystatin C) and are more consistent across demographic groups. We hypothesize that large-scale metabolomics can identify serum metabolites that are strongly influenced by glomerular filtration rate (GFR) and are more consistent across demographic variables than creatinine, which would be promising filtration markers for future investigation.

METHODS: We evaluated the consistency of associations between measured GFR (mGFR) and 887 common, known metabolites quantified by an untargeted chromatography- and spectroscopy-based metabolomics platform (Metabolon) performed on frozen blood samples from 580 participants …

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 …

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 …

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. …