Medicine and Health Sciences Commons^™

Pathways To Therapy Resistance: The Sheltering Effect Of The Bone Marrow Microenvironment To Multiple Myeloma Cells, Kuntal Bhowmick, Max Von Suskil, Omar Al-Odat, Weam Othman Elbezanti, Subash C. Jonnalagadda, Tulin Budak-Alpdogan, Manoj K. Pandey

College of Science & Mathematics Departmental Research

Multiple Myeloma (MM) is a malignant expansion of plasma cells in the bone marrow (BM), resulting in a disease characterized by symptoms of end organ damage from light chain secretion, crowding of the BM, and bone lesions. Although the past two decades have been characterized by numerous novel therapies emerging, the disease remains incurable due to intrinsic or acquired drug resistance. A major player in MM's drug resistance arises from its intimate relationship with the BM microenvironment (BMME). Through stress-inducing conditions, soluble messengers, and physical adhesion to BM elements, the BMME activates numerous pathways in the myeloma cell. This not …

Noninvasive Assessment Of The Lung Inflammation-Fibrosis Axis By Targeted Imaging Of Cmklr1, Philip Z Mannes, Taylor S Adams, Samaneh Farsijani, Clayton E Barnes, Joseph D Latoche, Kathryn E Day, Jessie R Nedrow, Farida Ahangari, Naftali Kaminski, Janet S Lee, Sina Tavakoli

2020-Current year OA Pubs

Precision management of fibrotic lung diseases is challenging due to their diverse clinical trajectories and lack of reliable biomarkers for risk stratification and therapeutic monitoring. Here, we validated the accuracy of CMKLR1 as an imaging biomarker of the lung inflammation-fibrosis axis. By analyzing single-cell RNA sequencing datasets, we demonstrated

The Relationship Between Medication Beliefs, Patient Activation, And Self-Rated Health In Patients Taking Oral Anticancer Agents, Misun Hwang, Youmin Cho, Yang Gong, Yun Jiang

Faculty, Staff and Student Publications

Purpose: Patients on oral anticancer agent (OAA) therapies have the autonomy to manage their cancer treatments in home settings. However, patients may not have adequate knowledge, confidence, or ability to effectively manage OAA-related consequences, which can significantly impact their treatment and health outcomes. This study aims to identify the associations between medication beliefs, patient activation, and self-rated health (SRH) among oncology patients taking OAAs and explore the potential mediation effects of patient activation on the relationship between medication beliefs and SRH.

Methods: A secondary data analysis was conducted on cross-sectional data from 114 patients who were diagnosed with breast, colorectal, …

Discovery Of Runs-Of-Homozygosity Diplotype Clusters And Their Associations With Diseases In Uk Biobank, Ardalan Naseri, Degui Zhi, Shaojie Zhang

Faculty, Staff and Student Publications

Runs-of-homozygosity (ROH) segments, contiguous homozygous regions in a genome were traditionally linked to families and inbred populations. However, a growing literature suggests that ROHs are ubiquitous in outbred populations. Still, most existing genetic studies of ROH in populations are limited to aggregated ROH content across the genome, which does not offer the resolution for mapping causal loci. This limitation is mainly due to a lack of methods for the efficient identification of shared ROH diplotypes. Here, we present a new method, ROH-DICE (runs-of-homozygous diplotype cluster enumerator), to find large ROH diplotype clusters, sufficiently long ROHs shared by a sufficient number …

Riluzole For Degenerative Cervical Myelopathy: A Secondary Analysis Of The Csm-Protect Trial, Michael G. Fehlings, Karlo M. Pedro, Mohammed Ali Alvi, Jetan H. Badhiwala, Henry Ahn, H. Francis Farhadi, Christopher I. Shaffrey, Ahmad Nassr, Praveen Mummaneni, Paul M. Arnold, Bradley Jacobs, K. Daniel Riew, Michael Kelly, Darrel S. Brodke, Alexander R. Vaccaro, Alan S. Hilibrand, Jason Wilson, James S. Harrop, S. Timm Yoon, Kee D. Kim, Daryl R. Fourney, Carlo Santaguida, Eric M. Massicotte, Peng Huang

School of Medicine Faculty Publications

Importance: The modified Japanese Orthopaedic Association (mJOA) scale is the most common scale used to represent outcomes of degenerative cervical myelopathy (DCM); however, it lacks consideration for neck pain scores and neglects the multidimensional aspect of recovery after surgery. Objective: To use a global statistical approach that incorporates assessments of multiple outcomes to reassess the efficacy of riluzole in patients undergoing spinal surgery for DCM. Design, Setting, and Participants: This was a secondary analysis of prespecified secondary end points within the Efficacy of Riluzole in Surgical Treatment for Cervical Spondylotic Myelopathy (CSM-PROTECT) trial, a multicenter, double-blind, phase 3 randomized clinical …

Novel Adaptations In Iron Regulation Acquired During Chronic Fungal Cf Infections, Daniel R. Murante

Dartmouth College Ph.D Dissertations

Chronic fungal infections are highly recalcitrant to treatment; we postulated that as populations persist, increasing genetic diversity is reflected in phenotypic heterogeneity, contributing to treatment inefficacies. The study of evolutionary patterns is underrepresented in chronic fungal infections, and to supplement this body of knowledge, we leveraged isolates acquired from four individuals with chronic fungal-dominated cystic fibrosis infections. We evaluated in-host evolution through a whole-genome sequencing approach, comparing multiple isolates obtained from each subject's sputum and bronchoalveolar lavage fluid. Our analysis found non-synonymous mutations that arose in parallel across the independent infections in the gene MRS4, which encodes a mitochondrial …

Clinical Prediction For Surgical Versus Nonsurgical Interventions In Patients With Vertebral Osteomyelitis And Discitis, Jennifer Lee, Miguel A. Ruiz-Cardozo, Rujvee P. Patel, Saad Javeed, Raj Swaroop Lavadi, Catherine Newsom-Stewart, Anton Alyakin, Camilo A. Molina, Nitin Agarwal, Wilson Z. Ray, Michele Santacatterina, Brenton H. Pennicooke

2020-Current year OA Pubs

BACKGROUND: Vertebral osteomyelitis and discitis (VOD), an infection of intervertebral discs, often requires spine surgical intervention and timely management to prevent adverse outcomes. Our study aims to develop a machine learning (ML) model to predict the indication for surgical intervention (during the same hospital stay) versus nonsurgical management in patients with VOD.

METHODS: This retrospective study included adult patients (≥18 years) with VOD (ICD-10 diagnosis codes M46.2,3,4,5) treated at a single institution between 01/01/2015 and 12/31/2019. The primary outcome studied was surgery. Candidate predictors were age, sex, race, Elixhauser comorbidity index, first-recorded lab values, first-recorded vital signs, and admit diagnosis. …

Defining Cis-Regulatory Elements And Transcription Factors That Control Human Cortical Interneuron Development, Gareth Chapman, Julianna Determan, Haley Jetter, Komal Kaushik, Ramachandran Prakasam, Kristen L Kroll

2020-Current year OA Pubs

Although human cortical interneurons (cINs) are a minority population in the cerebral cortex, disruption of interneuron development is a frequent contributor to neurodevelopmental disorders. Here, we utilized a model for deriving cINs from human embryonic stem cells to profile chromatin state changes and generate an atlas of

Aso Author Reflections: Isolated Margin Positivity In Localized Pancreatic Ductal Adenocarcinoma And Operative Margin Revision, Lee M. Ocuin

Faculty Scholarship

No abstract provided.

Multiple Omics Levels Of Chronic Lymphocytic Leukemia, Aleksander Turk, Eva Čeh, George A Calin, Tanja Kunej

Faculty, Staff and Student Publications

Chronic lymphocytic leukemia (CLL) is a lymphoproliferative malignancy characterized by the proliferation of functionally mature but incompetent B cells. It is the most prevalent type of leukemia in Western populations, accounting for approximately 25% of new leukemia cases. While recent advances, such as ibrutinib and venetoclax treatment have improved patient outlook, aggressive forms of CLL such as Richter transformation still pose a significant challenge. This discrepancy may be due to the heterogeneity of factors contributing to CLL development at multiple -omics levels. However, information on the omics of CLL is fragmented, hindering multi-omics-based research into potential treatment options. To address …

Study Of Prognostic Splicing Factors In Cancer Using Machine Learning Approaches, Mengyuan Yang, Jiajia Liu, Pora Kim, Xiaobo Zhou

Faculty, Staff and Student Publications

Splicing factors (SFs) are the major RNA-binding proteins (RBPs) and key molecules that regulate the splicing of mRNA molecules through binding to mRNAs. The expression of splicing factors is frequently deregulated in different cancer types, causing the generation of oncogenic proteins involved in cancer hallmarks. In this study, we investigated the genes that encode RNA-binding proteins and identified potential splicing factors that contribute to the aberrant splicing applying a random forest classification model. The result suggested 56 splicing factors were related to the prognosis of 13 cancers, two SF complexes in liver hepatocellular carcinoma, and one SF complex in esophageal …

Protocol For Seahorse Analysis Of Ex Vivo Mouse Brown And White Adipose Tissues, Fenfen Wang, Phu M Huynh, Yu A An

Faculty, Staff and Student Publications

The mitochondrial stress test is a gold-standard approach for assessing adipose tissue physiological functions and pathological changes. Here, we present a protocol for conducting Seahorse assays using ex vivo mouse brown and white adipose depots. We describe steps for rehydrating the cartridge, preparing freshly harvested fat depots, placing them onto an islet capture plate, and incubating them in a non-CO2 incubator. We then detail procedures for adding mitochondrial stressor solutions and conducting the mitochondrial stress test using the Seahorse XFe24 Analyzer. For complete details on the use and execution of this protocol, please refer to An et al.1.

Investigating Risk Factors For Racial Disparity In E-Cigarette Use With Path Study, Amy Liu, Kennedy Dorsey, Almetra Granger, Ty Runet Bryant, Tung Sung Tseng, Michael Celestin, Qingzhao Yu

School of Public Health Faculty Publications

Background: Previous research has identified differences in e-cigarette use and socioeconomic factors between different racial groups However, there is little research examining specific risk factors contributing to the racial differences. Objective: This study sought to identify racial disparities in e-cigarette use and to determine risk factors that help explain these differences. Methods: We used Wave 5 (2018–2019) of the Adult Population Assessment of Tobacco and Health (PATH) Study. First, we conducted descriptive statistics of e-smoking across our risk factor variables. Next, we used multiple logistic regression to check the risk effects by adjusting all covariates. Finally, we conducted a mediation …

Adolescent Obesogenic Behaviors: The Influence Of Race/Ethnicity, Generation Status, Acculturation, And Tme Lived Outside The United States, Tien D. Vo, Alisha H. Redelfs, Mackay Graper, Lori A. Spruance

Journal of Social, Behavioral, and Health Sciences

Children living with obesity are at higher risk for chronic disease. Dietary behaviors, sedentary time, and physical activity contribute to the risk of developing obesity. The purpose of this research was to identify associations between acculturation and race/ethnicity influences on obesogenic behaviors in middle school students. A national convenience sample of diverse U.S. children (11–14) was recruited to participate in an online survey (N = 615). Dietary behaviors, including fruit and vegetable consumption (F/V) and sugar-sweetened beverage consumption (SSB), as well as screen time and physical activity, were quantified. Multivariable regression models (linear and logistic) were built. We analyzed …

Immunogenicity Of A Plasmodium Vivax Circumsporozoite Protein Vaccine, Eric Cruz Murphy

USF Tampa Graduate Theses and Dissertations

Malaria is a disease of global public health importance. Improving treatment methods focus on novel antimalarial drugs to combat parasite resistance and the development of vaccines with effective adjuvants. The current vaccine RTS,S/AS01 is moderately effective only against Plasmodium falciparum. There is no vaccine for Plasmodium vivax to date. The development and implementation of a vaccine against P. vivax would inhibit sporozoite infection of hepatocytes, block development into the blood stage and confer future immune protection. The circumsporozoite protein (CSP) is the most abundant on the surface of sporozoites and protein variants VK210 and VK247 are leading vaccine candidates for …

Elucidating Immune-Related Gene Transcriptional Programs Via Factorization Of Large-Scale Rna-Profiles, Shan He, Matthew M Gubin, Hind Rafei, Rafet Basar, Merve Dede, Xianli Jiang, Qingnan Liang, Yukun Tan, Kunhee Kim, Maura L Gillison, Katayoun Rezvani, Weiyi Peng, Cara Haymaker, Sharia Hernandez, Luisa M Solis, Vakul Mohanty, Ken Chen

Faculty, Staff and Student Publications

Recent developments in immunotherapy, including immune checkpoint blockade (ICB) and adoptive cell therapy (ACT), have encountered challenges such as immune-related adverse events and resistance, especially in solid tumors. To advance the field, a deeper understanding of the molecular mechanisms behind treatment responses and resistance is essential. However, the lack of functionally characterized immune-related gene sets has limited data-driven immunological research. To address this gap, we adopted non-negative matrix factorization on 83 human bulk RNA sequencing (RNA-seq) datasets and constructed 28 immune-specific gene sets. After rigorous immunologist-led manual annotations and orthogonal validations across immunological contexts and functional omics data, we demonstrated …

A Cocktail Nanovaccine Targeting Key Entry Glycoproteins Elicits High Neutralizing Antibody Levels Against Ebv Infection, Ling Zhong, Wanlin Zhang, Hong Liu, Xinyu Zhang, Zeyu Yang, Zhenfu Wen, Ling Chen, Haolin Chen, Yanran Luo, Yanhong Chen, Qisheng Feng, Mu-Sheng Zeng, Qinjian Zhao, Lixin Liu, Claude Krummenacher, Yi-Xin Zeng, Yongming Chen, Miao Xu, Xiao Zhang

Faculty, Staff and Student Publications

Epstein-Barr virus (EBV) infects more than 95% of adults worldwide and is closely associated with various malignancies. Considering the complex life cycle of EBV, developing vaccines targeting key entry glycoproteins to elicit robust and durable adaptive immune responses may provide better protection. EBV gHgL-, gB- and gp42-specific antibodies in healthy EBV carriers contributed to sera neutralizing abilities in vitro, indicating that they are potential antigen candidates. To enhance the immunogenicity of these antigens, we formulate three nanovaccines by co-delivering molecular adjuvants (CpG and MPLA) and antigens (gHgL, gB or gp42). These nanovaccines induce robust humoral and cellular responses through efficient …

Association Between Obstructive Sleep Apnea And Risk Of Benign Vocal Fold Lesions: A Nationwide 9-Year Follow-Up Cohort Study, Yong Tae Hong, Min Gu Kang, Min Gyu Lee, Sang Woo Yeom, Jong Seung Kim

Faculty, Staff and Student Publications

Since obstructive sleep apnea (OSA) affects various parts of the body, there has been little interest about the effect of OSA on voice. The objective of this study was to evaluate the risk of benign vocal fold lesions (BVFL) in OSA patients. This study used data from the National Health Insurance Service (NHIS) database. The study group was defined as the group diagnosed with OSA between 2008 and 2011. Non-OSA groups were selected based on propensity score (PS) matching. Incidence of BVFL among participants during the follow-up was analyzed. Cox proportional hazard regression analyses were performed to evaluate the association …

Protocol For Optical, Aqueous-Based Clearing Of Murine Tissues Using Ez Clear, Taeyong Ahn, Gabrielle E Largoza, Julia Younis, Mary E Dickinson, Chih-Wei Hsu, Joshua D Wythe

Faculty, Staff and Students Publications

Tissue clearing is an essential prerequisite for 3D volumetric imaging of larger tissues or organs. Here, we present a detailed protocol for optical, aqueous-based clearing of adult murine tissues using EZ Clear. We describe steps to ensure successful perfusion and fixation of organs from the adult mouse and supply guidelines for optimal lipid removal, refractive index matching, and tissue clearing. Finally, we provide imaging parameters for visualizing both exogenous perfused fluorescent dyes and endogenous fluorescence reporters in the adult mouse. For complete details on the use and execution of this protocol, please refer to Hsu et al.

Identifying Interventions To Improve Diagnostic Safety In Emergency Departments: Protocol For A Participatory Design Study, Woosuk Seo, Sun Young Park, Zhan Zhang, Hardeep Singh, Kalyan Pasupathy, Prashant Mahajan

Faculty, Staff and Students Publications

Background: Emergency departments (EDs) are complex and fast-paced clinical settings where a diagnosis is made in a time-, information-, and resource-constrained context. Thus, it is predisposed to suboptimal diagnostic outcomes, leading to errors and subsequent patient harm. Arriving at a timely and accurate diagnosis is an activity that occurs after an effective collaboration between the patient or caregiver and the clinical team within the ED. Interventions such as novel sociotechnical solutions are needed to mitigate errors and risks.

Objective: This study aims to identify challenges that frontline ED health care providers and patients face in the ED diagnostic process and …

Initiation Of Hnrnpa1 Low-Complexity Domain Condensation Monitored By Dynamic Light Scattering, Phoebe S Tsoi, Josephine C Ferreon, Allan Chris M Ferreon

Faculty, Staff and Students Publications

Biomolecular condensates (BMCs) exhibit physiological and pathological relevance in biological systems. Both liquid and solid condensates play significant roles in the spatiotemporal regulation and organization of macromolecules and their biological activities. Some pathological solid condensates, such as Lewy Bodies and other fibrillar aggregates, have been hypothesized to originate from liquid condensates. With the prevalence of BMCs having functional and dysfunctional roles, it is imperative to understand the mechanism of biomolecular condensate formation and initiation. Using the low-complexity domain (LCD) of heterogenous ribonuclear protein A1 (hnRNPA1) as our model, we monitored initial assembly events using dynamic light scattering (DLS) while modulating …

Alzheimer's Disease Risk Gene Cd2ap Is A Dose-Sensitive Determinant Of Synaptic Structure And Plasticity, Taeyong Ahn, Gabrielle E Largoza, Julia Younis, Mary E Dickinson, Chih-Wei Hsu, Joshua D Wythe

Faculty, Staff and Students Publications

Tissue clearing is an essential prerequisite for 3D volumetric imaging of larger tissues or organs. Here, we present a detailed protocol for optical, aqueous-based clearing of adult murine tissues using EZ Clear. We describe steps to ensure successful perfusion and fixation of organs from the adult mouse and supply guidelines for optimal lipid removal, refractive index matching, and tissue clearing. Finally, we provide imaging parameters for visualizing both exogenous perfused fluorescent dyes and endogenous fluorescence reporters in the adult mouse. For complete details on the use and execution of this protocol, please refer to Hsu et al.

Protocol For Preclinical Evaluation Of Locoregionally Delivered Car T Cells In Patient-Derived Xenograft Models Of Brain Tumors, Benjamin Draper, Chantelle Bowers, Eleni Vassalou, Ailsa Greppi, John Anderson, Nabil Ahmed, Michael D Taylor, Laura K Donovan

Faculty, Staff and Students Publications

Here, we present a protocol for preclinical evaluation of locoregionally delivered CAR T cells in patient-derived xenograft models of primary, metastatic, and recurrent brain tumors. We provide instructions for isolating peripheral blood mononuclear cells (PBMCs), producing CAR T cells in conjunction with locoregional delivery, and preclinical trial design and analysis involving CAR T cells. Additionally, we describe comprehensive preclinical readouts and guidelines for critical endpoint sample collections. In line with clinical trial procedures, our protocol broadens available treatment modalities for direct clinical translation. For complete details on the use and execution of this protocol, please refer to Donovan et al …

Analyzing Efficiency Of A Lentiviral Shrna Knockdown System In Human Enteroids Using Western Blot And Flow Cytometry, Adam P Wilson, Karni S Moshal, Addison P Franca, Sasirekha Ramani, Randle Gallucci, Hala Chaaban, Kathryn Y Burge

Faculty, Staff and Students Publications

Enteroids are in vitro models to study gastrointestinal pathologies and test personalized therapeutics; however, the inherent complexity of enteroids often renders standard gene editing approaches ineffective. Here, we introduce a refined lentiviral transfection protocol, ensuring sufficient lentiviral engagement with enteroids while considering spatiotemporal growth variability throughout the extracellular matrix. Additionally, we highlight a selection process for transduced cells, introduce a protocol to accurately measure transduction efficiency, and explore methodologies to gauge effects of gene knockdown on biological processes.

Esr1 And P53 Interactome Alteration Defines Mechanisms Of Tamoxifen Response In Luminal Breast Cancer, Chetan C Oturkar, Spencer R Rosario, Alan D Hutson, Adrianne Groman, Stephen B Edge, Carl D Morrison, Wendy M Swetzig, Jianmin Wang, Jun Hyoung Park, Benny Abraham Kaipparettu, Prashant K Singh, Shicha Kumar, Helen H Cappuccino, Manish Ranjan, Araba Adjei, Mohammad Ghasemi, Andrew K L Goey, Swati Kulkarni, Gokul M Das

Faculty, Staff and Students Publications

The canonical mechanism behind tamoxifen's therapeutic effect on estrogen receptor α/ESR1+ breast cancers is inhibition of ESR1-dependent estrogen signaling. Although ESR1+ tumors expressing wild-type p53 were reported to be more responsive to tamoxifen (Tam) therapy, p53 has not been factored into choice of this therapy and the mechanism underlying the role of p53 in Tam response remains unclear. In a window-of-opportunity trial on patients with newly diagnosed stage I-III ESR1+/HER2/wild-type p53 breast cancer who were randomized to arms with or without Tam prior to surgery, we reveal that the ESR1-p53 interaction in tumors was inhibited by Tam. This resulted in …

Comprehensive Single-Cell Atlas Of The Mouse Retina, Jin Li, Jongsu Choi, Xuesen Cheng, Justin Ma, Shahil Pema, Joshua R Sanes, Graeme Mardon, Benjamin J Frankfort, Nicholas M Tran, Yumei Li, Rui Chen

Faculty, Staff and Students Publications

Single-cell RNA sequencing (scRNA-seq) has advanced our understanding of cellular heterogeneity by characterizing cell types across tissues and species. While several mouse retinal scRNA-seq datasets exist, each dataset is either limited in cell numbers or focused on specific cell classes, thereby hindering comprehensive gene expression analysis across all retina types. To fill the gap, we generated the largest retinal scRNA-seq dataset to date, comprising approximately 190,000 single cells from C57BL/6J mouse retinas, enriched for rare population cells via antibody-based magnetic cell sorting. Integrating this dataset with public datasets, we constructed the Mouse Retina Cell Atlas (MRCA) for wild-type mice, encompassing …

Harmonized Cross-Species Cell Atlases Of Trigeminal And Dorsal Root Ganglia, Shamsuddin A Bhuiyan, Lite Yang, Lisa A Mcilvried, Bryan A Copits, Zachariah Bertels, John S Del Rosario, Allie J Widman, Richard A Slivicki, Jiwon Yi, Robert W Gereau Iv, Et Al.

2020-Current year OA Pubs

Sensory neurons in the dorsal root ganglion (DRG) and trigeminal ganglion (TG) are specialized to detect and transduce diverse environmental stimuli to the central nervous system. Single-cell RNA sequencing has provided insights into the diversity of sensory ganglia cell types in rodents, nonhuman primates, and humans, but it remains difficult to compare cell types across studies and species. We thus constructed harmonized atlases of the DRG and TG that describe and facilitate comparison of 18 neuronal and 11 non-neuronal cell types across six species and 31 datasets. We then performed single-cell/nucleus RNA sequencing of DRG from both human and the …

Moral Distress And Pediatric Palliative Care., Sunny Jeong, Angie Knackstedt, Jennifer Linebarger, Brian S. Carter

Manuscripts, Articles, Book Chapters and Other Papers

Moral distress is a complex phenomenon whereby a person feels tension, constraint, or conflict with an action or circumstance because it goes against their individual or the perceived collective (e.g., community, organizational, or professional association's) moral stance. In pediatric healthcare settings, managing and mitigating feelings of moral distress can be particularly difficult to navigate through because of the intricate dynamics between the pediatric patient, parent and/or legal guardians, and clinicians. The proactive integration of an experienced pediatric palliative care (PPC) team can be an appropriate step toward reducing clinicians feeling overwhelmed by various case-specific and team management issues that contribute …

Potent And Selective Small Molecule Mcl-1 Inhibitor Demonstrates Anti-Myeloma Activity And Overcomes Chemotherapy Resistance, Omar Sami Faleh Al-Odat

Theses and Dissertations

Despite a record number of clinical studies investigating various anti-myeloma treatments, the 5-year survival rate for multiple myeloma (MM) patients in the US is only 55%, and nearly all patients relapse. Poor patient outcomes demonstrate that myeloma cells are "born to survive” which means they can adapt and evolve following treatment. Thus, new therapeutic approaches to combat survival mechanisms and target treatment resistance are required. Importantly, Mcl-1, anti-apoptotic protein, is required for the development of MM and treatment resistance. This study looks at the possibility of KS18, a selective Mcl-1 inhibitor, to treat MM and overcome resistance. Our investigation demonstrates …

Development Of An Effective Predictive Screening Tool For Prostate Cancer Using The Claritydx Machine Learning Platform, M Eric Hyndman, Robert J Paproski, Adam Kinnaird, Adrian Fairey, Leonard Marks, Christian P Pavlovich, Sean A Fletcher, Roman Zachoval, Vanda Adamcova, Jiri Stejskal, Armen Aprikian, Christopher J D Wallis, Desmond Pink, Catalina Vasquez, Perrin H Beatty, John D Lewis

Faculty, Staff and Student Publications

The current prostate cancer (PCa) screen test, prostate-specific antigen (PSA), has a high sensitivity for PCa but low specificity for high-risk, clinically significant PCa (csPCa), resulting in overdiagnosis and overtreatment of non-csPCa. Early identification of csPCa while avoiding unnecessary biopsies in men with non-csPCa is challenging. We built an optimized machine learning platform (ClarityDX) and showed its utility in generating models predicting csPCa. Integrating the ClarityDX platform with blood-based biomarkers for clinically significant PCa and clinical biomarker data from a 3448-patient cohort, we developed a test to stratify patients' risk of csPCa; called ClarityDX Prostate. When predicting high risk cancer …