Medicine and Health Sciences Commons^™

Integrating Mechanism-Based Modeling With Biomedical Imaging To Build Practical Digital Twins For Clinical Oncology, Chengyue Wu, Guillermo Lorenzo, David A Hormuth, Ernesto A B F Lima, Kalina P Slavkova, Julie C Dicarlo, John Virostko, Caleb M Phillips, Debra Patt, Caroline Chung, Thomas E Yankeelov

Faculty, Staff and Student Publications

Digital twins employ mathematical and computational models to virtually represent a physical object (e.g., planes and human organs), predict the behavior of the object, and enable decision-making to optimize the future behavior of the object. While digital twins have been widely used in engineering for decades, their applications to oncology are only just emerging. Due to advances in experimental techniques quantitatively characterizing cancer, as well as advances in the mathematical and computational sciences, the notion of building and applying digital twins to understand tumor dynamics and personalize the care of cancer patients has been increasingly appreciated. In this review, we …

A First-In-Human Phase I Trial Of The Oral P-Stat3 Inhibitor Wp1066 In Patients With Recurrent Malignant Glioma, John De Groot, Martina Ott, Jun Wei, Cynthia Kassab, Dexing Fang, Hinda Najem, Barbara O'Brien, Shiao-Pei Weathers, Carlos Kamiya Matsouka, Nazanin K Majd, Rebecca A Harrison, Gregory N Fuller, Jason T Huse, James P Long, Raymond Sawaya, Ganesh Rao, Tobey J Macdonald, Waldemar Priebe, Michael Decuypere, Amy B Heimberger

Faculty, Staff and Student Publications

No abstract provided.

Differential Effects Of Dietary Macronutrients On The Development Of Oncogenic Kras-Mediated Pancreatic Ductal Adenocarcinoma, Liang Zhu, Juntao Ji, Jianjia Ma, Dan Wang, Muyun Liu, James Xianxing Du, Rong Chen, Wei Hou, James L Abbruzzese, Craig D Logsdon, Vincent W Yang, Yongde Luo, Weiqin Lu

Faculty, Staff and Student Publications

KRAS mutations are prevalent in patients with pancreatic ductal adenocarcinoma (PDAC) and are critical to fostering tumor growth in part by aberrantly rewiring glucose, amino acid, and lipid metabolism. Obesity is a modifiable risk factor for pancreatic cancer. Corroborating this epidemiological observation, mice harboring mutant KRAS are highly vulnerable to obesogenic high-fat diet (HFD) challenges leading to the development of PDAC with high penetrance. However, the contributions of other macronutrient diets, such as diets rich in carbohydrates that are regarded as a more direct source to fuel glycolysis for cancer cell survival and proliferation than HFD, to pancreatic tumorigenesis remain …

Tumor Immunology And Immunotherapy Of Non-Small-Cell Lung Cancer, Tina Cascone, Jared Fradette, Monika Pradhan, Don L Gibbons

Faculty, Staff and Student Publications

Historically, non-small-cell lung cancer (NSCLC) has been regarded as a nonimmunogenic tumor; however, recent studies have shown that NSCLCs are among the most responsive cancers to monoclonal antibody immune checkpoint inhibitors (ICIs). ICIs have dramatically improved clinical outcomes for a subset of patients (∼20%) with locally advanced and metastatic NSCLC, and they have also demonstrated promise as neoadjuvant therapy for early-stage resectable disease. Nevertheless, the majority of patients with NSCLC are refractory to ICIs for reasons that are poorly understood. Thus, major questions are: how do we initially identify the patients most likely to derive significant clinical benefit from these …

Characteristics And Outcomes Of Patients With Blastic Plasmacytoid Dendritic Cell Neoplasm Treated With Frontline Hcvad, Naveen Pemmaraju, Nathaniel R Wilson, Guillermo Garcia-Manero, Koji Sasaki, Joseph D Khoury, Nitin Jain, Gautam Borthakur, Farhad Ravandi, Naval Daver, Tapan Kadia, Courtney Dinardo, Elias Jabbour, Sherry Pierce, Muzaffar Qazilbash, Marina Konopleva, Hagop Kantarjian

Faculty, Staff and Student Publications

Blastic plasmacytoid dendritic cell neoplasm (BPDCN) is a clinically aggressive blood cancer, often involving the skin, bone marrow, lymph nodes, and central nervous system (CNS) in 20% to 30% of patients. Despite significant progress in CD123- and BCL-2-targeted therapy, most patients are not cured without hematopoietic stem cell transplant (HSCT), and CNS relapses occur quite frequently. Combination approaches with targeted and chemotherapy agents plus incorporation of prophylactic CNS-directed therapy are urgently needed. In this setting, we sought to analyze outcomes using the cytotoxic chemotherapy backbone regimen hyperfractionated cyclophosphamide, vincristine, adriamycin, and dexamethasone (HCVAD). We conducted a retrospective analysis of patients …

Impact Of Estrogen Receptor Expression On Prognosis Of Ovarian Cancer According To Antibody Clone Used For Immunohistochemistry: A Meta-Analysis, Chun Wai Ng, Kwong-Kwok Wong

Faculty, Staff and Student Publications

Background: The prognostic value of the expression of estrogen receptor (ER) subtypes ER⍺ and ERβ in ovarian cancer has previously been evaluated by meta-analyses. However, the results are contradictory and controversial.

Methods: We conducted an updated meta-analysis with stringent inclusion criteria to ensure homogeneous studies to determine the effect of ER subtypes on ovarian cancer prognosis. Articles were retrieved by systematic search of PubMed and Web of Science for articles dated up to June 2021. Only studies with known hazard ratio (HR) and antibody clone for immunochemistry (IHC) were included. Pooled HRs with the corresponding 95% confidence intervals (CIs) were …

Tissue-Specific Variations In Transcription Factors Elucidate Complex Immune System Regulation, Hengwei Lu, Yi-Ching Tang, Assaf Gottlieb

Faculty, Staff and Student Publications

Gene expression plays a key role in health and disease. Estimating the genetic components underlying gene expression can thus help understand disease etiology. Polygenic models termed "transcriptome imputation" are used to estimate the genetic component of gene expression, but these models typically consider only the cis regions of the gene. However, these cis-based models miss large variability in expression for multiple genes. Transcription factors (TFs) that regulate gene expression are natural candidates for looking for additional sources of the missing variability. We developed a hypothesis-driven approach to identify second-tier regulation by variability in TFs. Our approach tested two models …

A Crosstalk Between Gut And Brain In Sepsis-Induced Cognitive Decline\, Vijayasree V Giridharan, Jaqueline S Generoso, Leonardo Lence, Gabriela Candiotto, Emílio Streck, Fabricia Petronilho, Anilkumar Pillai, Tarek Sharshar, Felipe Dal-Pizzol, Tatiana Barichello

Faculty, Staff and Student Publications

BACKGROUND: Sepsis is a potentially fatal disease characterized by acute organ failure that affects more than 30 million people worldwide. Inflammation is strongly associated with sepsis, and patients can experience impairments in memory, concentration, verbal fluency, and executive functioning after being discharged from the hospital. We hypothesize that sepsis disrupts the microbiota-gut-brain axis homeostasis triggering cognitive impairment. This immune activation persists during treatment, causing neurological dysfunction in sepsis survivors.

METHODS: To test our hypothesis, adult Wistar rats were subjected to cecal-ligation and perforation (CLP) or sham (non-CLP) surgeries. The animals were subjected to the [

RESULTS: Compared to the control …

Enzymatic Characterization Of In Vitro Activity Of Rna Methyltransferase Pcif1 On Dna, Dan Yu, Jujun Zhou, Qin Chen, Tao Wu, Robert M Blumenthal, Xing Zhang, Xiaodong Cheng

Faculty, Staff and Student Publications

PCIF1 and FTO are a pair of human mRNA cap-specific modification enzymes that have opposing activities. PCIF1 adds a methyl group to the N6-position of 2′O-methyladenosine (Am), generating N6, 2′O-dimethyladenosine (m6Am), when Am is the cap-proximal nucleotide. FTO removes the N6-methyl group from m6Am. In addition, FTO has a demethylase activity on a broad spectrum of various RNA substrates, as well as on DNA N6-methyldeoxyadenosine (m6dA). While the existence of m6dA in mammalian DNA remains controversial, we show here that PCIF1 has significant methylation activity on single stranded DNA deoxyadenosine, double stranded RNA/DNA hybrids, and double …

Dedifferentiation-Mediated Stem Cell Niche Maintenance In Early-Stage Ductal Carcinoma In Situ Progression: Insights From A Multiscale Modeling Study, Joseph D Butner, Prashant Dogra, Caroline Chung, Javier Ruiz-Ramírez, Sara Nizzero, Marija Plodinec, Xiaoxian Li, Ping-Ying Pan, Shu-Hsia Chen, Vittorio Cristini, Bulent Ozpolat, George A Calin, Zhihui Wang

Faculty, Staff and Student Publications

We present a multiscale agent-based model of ductal carcinoma in situ (DCIS) to study how key phenotypic and signaling pathways are involved in the early stages of disease progression. The model includes a phenotypic hierarchy, and key endocrine and paracrine signaling pathways, and simulates cancer ductal growth in a 3D lattice-free domain. In particular, by considering stochastic cell dedifferentiation plasticity, the model allows for study of how dedifferentiation to a more stem-like phenotype plays key roles in the maintenance of cancer stem cell populations and disease progression. Through extensive parameter perturbation studies, we have quantified and ranked how DCIS is …

Mutational Activation Of The Nrf2 Pathway Upregulates Kynureninase Resulting In Tumor Immunosuppression And Poor Outcome In Lung Adenocarcinoma, Johannes F Fahrmann, Ichidai Tanaka, Ehsan Irajizad, Xiangying Mao, Jennifer B Dennison, Eunice Murage, Julian Casabar, Jeffrey Mayo, Qian Peng, Muge Celiktas, Jody V Vykoukal, Soyoung Park, Ayumu Taguchi, Oliver Delgado, Satyendra C Tripathi, Hiroyuki Katayama, Luisa Maren Solis Soto, Jaime Rodriguez-Canales, Carmen Behrens, Ignacio Wistuba, Samir Hanash, Edwin J Ostrin

Faculty, Staff and Student Publications

Activation of the NRF2 pathway through gain-of-function mutations or loss-of-function of its suppressor KEAP1 is a frequent finding in lung cancer. NRF2 activation has been reported to alter the tumor microenvironment. Here, we demonstrated that NRF2 alters tryptophan metabolism through the kynurenine pathway that is associated with a tumor-promoting, immune suppressed microenvironment. Specifically, proteomic profiles of 47 lung adenocarcinoma (LUAD) cell lines (11 KEAP1 mutant and 36 KEAP1 wild-type) revealed the tryptophan-kynurenine enzyme kynureninase (KYNU) as a top overexpressed protein associated with activated NRF2. The siRNA-mediated knockdown of NFE2L2, the gene encoding for NRF2, or activation of the NRF2 …

Three-Dimensional Evaluation Of Isodose Radiation Volumes In Cases Of Severe Mandibular Osteoradionecrosis For The Prediction Of Recurrence After Segmental Resection, Haye H Glas, Joep Kraeima, Silke Tribius, Frank K J Leusink, Carsten Rendenbach, Max Heiland, Carmen Stromberger, Ashkan Rashad, Clifton D Fuller, Abdallah S R Mohamed, Stephen Y Lai, Max J H Witjes

Faculty, Staff and Student Publications

Background: Pre-operative margin planning for the segmental resection of affected bone in mandibular osteoradionecrosis (ORN) is difficult. The aim of this study was to identify a possible relation between the received RT dose, exposed bone volume and the progression of ORN after segmental mandibular resection.

Method: Patients diagnosed with grade 3-4 ORN for which a segmental resection was performed were included in the study. Three-dimensional reconstructions of RT isodose volumes were fused with postoperative imaging. The primary outcome was the recurrence of ORN after segmental resection. Subsequently, RT exposed mandibular bone volumes were calculated and the location of the bone …

Tite-Boin12: A Bayesian Phase I/Ii Trial Design To Find The Optimal Biological Dose With Late-Onset Toxicity And Efficacy, Yanhong Zhou, Ruitao Lin, J Jack Lee, Daniel Li, Li Wang, Ruobing Li, Ying Yuan

Faculty, Staff and Student Publications

In the era of immunotherapies and targeted therapies, the focus of early phase clinical trials has shifted from finding the maximum tolerated dose to identifying the optimal biological dose (OBD), which maximizes the toxicity-efficacy trade-off. One major impediment to using adaptive designs to find OBD is that efficacy or/and toxicity are often late-onset, hampering the designs’ real-time decision rules for treating new patients. To address this issue, we propose the model-assisted TITE-BOIN12 design to find OBD with late-onset toxicity and efficacy. As an extension of the BOIN12 design, the TITE-BOIN12 design also uses utility to quantify the toxicity-efficacy trade-off. We …

Gli1 Activates Pro-Fibrotic Pathways In Myelofibrosis Fibrocytes, Taghi Manshouri, Ivo Veletic, Ping Li, C Cameron Yin, Sean M Post, Srdan Verstovsek, Zeev Estrov

Faculty, Staff and Student Publications

Bone marrow (BM) fibrosis was thought to be induced exclusively by mesenchymal stromal cells (MSCs). However, we and others found that neoplastic fibrocytes induce BM fibrosis in myelofibrosis (MF). Because glioma-associated oncogene-1 (GLI1), an effector of the Hedgehog pathway, plays a role in the induction of BM fibrosis, we wondered whether GLI1 affects fibrocyte-induced BM fibrosis in MF. Multiplexed fluorescence immunohistochemistry analysis of MF patients' BM detected high levels of GLI1 in MF fibrocytes compared to MSCs or normal fibrocytes. Immunostaining, RNA in situ hybridization, gene expression analysis, and western immunoblotting detected high levels of GLI1 and GLI1-induced matrix metalloproteases …

Pirtobrutinib Inhibits Wild-Type And Mutant Bruton’S Tyrosine Kinase-Mediated Signaling In Chronic Lymphocytic Leukemia, Burcu Aslan, Gorkem Kismali, Lakesla R Iles, Ganiraju C Manyam, Mary L Ayres, Lisa S Chen, Mihai Gagea, Maria Teresa Sabrina Bertilaccio, William G Wierda, Varsha Gandhi

Faculty, Staff and Student Publications

Pirtobrutinib (LOXO-305), a reversible inhibitor of Bruton's tyrosine kinase (BTK), was designed as an alternative strategy to treat ibrutinib-resistant disease that develops due to C481 kinase domain mutations. The clinical activity of pirtobrutinib has been demonstrated in CLL, but the mechanism of action has not been investigated. We evaluated pirtobrutinib in 4 model systems: first, MEC-1, a CLL cell line overexpressing BTKWT, BTKC481S, or BTKC481R; second, murine models driven by MEC-1 overexpressing BTKWT or BTKC481S; third, in vitro incubations of primary CLL cells; and finally, CLL patients during pirtobrutinib therapy (NCT03740529, ClinicalTrials.gov). Pirtobrutinib inhibited BTK activation as well …

Inhibition Of Mitochondrial Complex I Reverses Notch1-Driven Metabolic Reprogramming In T-Cell Acute Lymphoblastic Leukemia, Natalia Baran, Alessia Lodi, Yogesh Dhungana, Shelley Herbrich, Meghan Collins, Shannon Sweeney, Renu Pandey, Anna Skwarska, Shraddha Patel, Mathieu Tremblay, Vinitha Mary Kuruvilla, Antonio Cavazos, Mecit Kaplan, Marc O Warmoes, Diogo Troggian Veiga, Ken Furudate, Shanti Rojas-Sutterin, Andre Haman, Yves Gareau, Anne Marinier, Helen Ma, Karine Harutyunyan, May Daher, Luciana Melo Garcia, Gheath Al-Atrash, Sujan Piya, Vivian Ruvolo, Wentao Yang, Sriram Saravanan Shanmugavelandy, Ningping Feng, Jason Gay, Di Du, Jun J Yang, Fieke W Hoff, Marcin Kaminski, Katarzyna Tomczak, R Eric Davis, Daniel Herranz, Adolfo Ferrando, Elias J Jabbour, M Emilia Di Francesco, David T Teachey, Terzah M Horton, Steven Kornblau, Katayoun Rezvani, Guy Sauvageau, Mihai Gagea, Michael Andreeff, Koichi Takahashi, Joseph R Marszalek, Philip L Lorenzi, Jiyang Yu, Stefano Tiziani, Trang Hoang, Marina Konopleva

Faculty, Staff and Student Publications

T-cell acute lymphoblastic leukemia (T-ALL) is commonly driven by activating mutations in NOTCH1 that facilitate glutamine oxidation. Here we identify oxidative phosphorylation (OxPhos) as a critical pathway for leukemia cell survival and demonstrate a direct relationship between NOTCH1, elevated OxPhos gene expression, and acquired chemoresistance in pre-leukemic and leukemic models. Disrupting OxPhos with IACS-010759, an inhibitor of mitochondrial complex I, causes potent growth inhibition through induction of metabolic shut-down and redox imbalance in NOTCH1-mutated and less so in NOTCH1-wt T-ALL cells. Mechanistically, inhibition of OxPhos induces a metabolic reprogramming into glutaminolysis. We show that pharmacological blockade of OxPhos combined with …

Making National Cancer Institute-Designated Comprehensive Cancer Center Knowledge Accessible To Community Oncologists Via An Online Tumor Board: Longitudinal Observational Study, Maitri Kalra, Elizabeth Henry, Kelly Mccann, Meghan S Karuturi, Jean G Bustamante Alvarez, Amanda Parkes, Robert Wesolowski, Mei Wei, Sarah S Mougalian, Gregory Durm, Angel Qin, Caitlin Schonewolf, Meghna Trivedi, Avan J Armaghani, Frederick H Wilson, Wade T Iams, Anita A Turk, Praveen Vikas, Michael Cecchini, Sam Lubner, Priyadarshini Pathak, Kristen Spencer, Vadim S Koshkin, Matthew K Labriola, Catherine H Marshall, Katy E Beckermann, Marina N Sharifi, Anthony C Bejjani, Varsha Hotchandani, Samir Housri, Nadine Housri

Faculty, Staff and Student Publications

Background: Expert knowledge is often shared among multidisciplinary academic teams at tumor boards (TBs) across the country, but these conversations exist in silos and do not reach the wider oncology community.

Objective: Using an oncologist-only question and answer (Q&A) website, we sought to document expert insights from TBs at National Cancer Institute-designated Comprehensive Cancer Centers (NCI-CCCs) to provide educational benefits to the oncology community.

Methods: We designed a process with the NCI-CCCs to document and share discussions from the TBs focused on areas of practice variation on theMednet, an interactive Q&A website of over 13,000 US oncologists. The faculty translated …

Platelets Increase The Expression Of Pd-L1 In Ovarian Cancer, Min Soon Cho, Hani Lee, Ricardo Gonzalez-Delgado, Dan Li, Tomoyuki Sasano, Wendolyn Carlos-Alcalde, Qing Ma, Jinsong Liu, Anil K Sood, Vahid Afshar-Kharghan

Faculty, Staff and Student Publications

The interactions between platelets and cancer cells activate platelets and enhance tumor growth. Platelets increase proliferation and epithelial-mesenchymal transition in cancer cells, inhibit anoikis, enhance the extravasation of cancer cells, and protect circulating tumor cells against natural killer cells. Here, we have identified another mechanism by which platelets dampen the immune attack on cancer cells. We found that platelets can blunt the antitumor immune response by increasing the expression of inhibitory immune checkpoint (PD-L1) on ovarian cancer cells in vitro and in vivo. Platelets increased PD-L1 in cancer cells via contact-dependent (through NF-κB signaling) and contact-independent (through TFGβR1/Smad signaling) pathways. …

A Weakened Recurrent Circuit In The Hippocampus Of Rett Syndrome Mice Disrupts Long-Term Memory Representations, Lingjie He, Matthew S Caudill, Junzhan Jing, Wei Wang, Yaling Sun, Jianrong Tang, Xiaolong Jiang, Huda Y Zoghbi

Duncan NRI Faculty and Staff Publications

Successful recall of a contextual memory requires reactivating ensembles of hippocampal cells that were allocated during memory formation. Altering the ratio of excitation-to-inhibition (E/I) during memory retrieval can bias cell participation in an ensemble and hinder memory recall. In the case of Rett syndrome (RTT), a neurological disorder with severe learning and memory deficits, the E/I balance is altered, but the source of this imbalance is unknown. Using in vivo imaging during an associative memory task, we show that during long-term memory retrieval, RTT CA1 cells poorly distinguish mnemonic context and form larger ensembles than wild-type mouse cells. Simultaneous multiple …

One-Pot, One-Step Synthesis Of Drug-Loaded Magnetic Multimicelle Aggregates, Chang Soo Kim, Dmitry Nevozhay, Rebeca Romero Aburto, Ashok Pehere, Lan Pang, Rebecca Dillard, Ziqiu Wang, Clayton Smith, Kelsey Boitnott Mathieu, Marie Zhang, John D Hazle, Robert C Bast, Konstantin Sokolov

Faculty, Staff and Student Publications

Lipid-based formulations provide a nanotechnology platform that is widely used in a variety of biomedical applications because it has several advantageous properties including biocompatibility, reduced toxicity, relative ease of surface modifications, and the possibility for efficient loading of drugs, biologics, and nanoparticles. A combination of lipid-based formulations with magnetic nanoparticles such as iron oxide was shown to be highly advantageous in a growing number of applications including magnet-mediated drug delivery and image-guided therapy. Currently, lipid-based formulations are prepared by multistep protocols. Simplification of the current multistep procedures can lead to a number of important technological advantages including significantly decreased processing …

Cardiovascular Disease Prevention Education Using A Virtual Environment In Sexual-Minority Men Of Color With Hiv: Protocol For A Sequential, Mixed Method, Waitlist Randomized Controlled Trial, S Raquel Ramos, Constance Johnson, Gail Melkus, Trace Kershaw, Marya Gwadz, Harmony Reynolds, Allison Vorderstrasse

Faculty, Staff and Student Publications

Background: It is estimated that 70% of all deaths each year in the United States are due to chronic conditions. Cardiovascular disease (CVD), a chronic condition, is the leading cause of death in ethnic and racial minority males. It has been identified as the second most common cause of death in persons with HIV. By the year 2030, it is estimated that 78% of persons with HIV will be diagnosed with CVD.

Objective: We propose the first technology-based virtual environment intervention to address behavioral, modifiable risk factors associated with cardiovascular and metabolic comorbidities in sexual-minority men of color with HIV. …

An Observational Retrospective Study Of Adverse Events And Behavioral Outcomes During Pediatric Dental Sedation, Kawtar Zouaidi, Gregory Olson, Helen H Lee, Elsbeth Kalenderian, Muhammad F Walji

Faculty, Staff and Student Publications

Purpose: The purpose of this study was to examine a university-based dental electronic health records (EHR) database to identify sedation-related adverse events (AEs) and assess patients' behavioral outcomes during routine pediatric dental sedations (PDSs) in a dental school clinic.

Methods: A database was screened for patients younger than 18 years old who had received dental sedation in 2019. The qualifying EHRs were then accessed and sedations were reviewed for AEs, which were categorized using a 12-point classification system and the Tracking and Reporting Outcomes of Procedural Sedation Tool. Patient behaviors were assessed using provider progress notes and categorized as presence/ …

An Evidence-Based Lexical Pattern Approach For Quality Assurance Of Gene Ontology Relations, Rashmie Abeysinghe, Yuntao Yang, Mason Bartels, W Jim Zheng, Licong Cui

Faculty, Staff and Student Publications

Gene Ontology (GO) is widely used in the biological domain. It is the most comprehensive ontology providing formal representation of gene functions (GO concepts) and relations between them. However, unintentional quality defects (e.g. missing or erroneous relations) in GO may exist due to the large size of GO concepts and complexity of GO structures. Such quality defects would impact the results of GO-based analyses and applications. In this work, we introduce a novel evidence-based lexical pattern approach for quality assurance of GO relations. We leverage two layers of evidence to suggest potentially missing relations in GO as follows. We first …

Relational Graph Convolutional Networks For Predicting Blood-Brain Barrier Penetration Of Drug Molecules, Yan Ding, Xiaoqian Jiang, Yejin Kim

Faculty, Staff and Student Publications

MOTIVATION: Evaluating the blood-brain barrier (BBB) permeability of drug molecules is a critical step in brain drug development. Traditional methods for the evaluation require complicated in vitro or in vivo testing. Alternatively, in silico predictions based on machine learning have proved to be a cost-efficient way to complement the in vitro and in vivo methods. However, the performance of the established models has been limited by their incapability of dealing with the interactions between drugs and proteins, which play an important role in the mechanism behind the BBB penetrating behaviors. To address this limitation, we employed the relational graph convolutional …

Rapid Acceleration Of Kras-Mutant Pancreatic Carcinogenesis Via Remodeling Of Tumor Immune Microenvironment By Pparδ, Yi Liu, Yasunori Deguchi, Daoyan Wei, Fuyao Liu, Micheline J Moussalli, Eriko Deguchi, Donghui Li, Huamin Wang, Lovie Ann Valentin, Jennifer K Colby, Jing Wang, Xiaofeng Zheng, Haoqiang Ying, Mihai Gagea, Baoan Ji, Jiaqi Shi, James C Yao, Xiangsheng Zuo, Imad Shureiqi

Faculty, Staff and Student Publications

Pancreatic intraepithelial neoplasia (PanIN) is a precursor of pancreatic ductal adenocarcinoma (PDAC), which commonly occurs in the general populations with aging. Although most PanIN lesions (PanINs) harbor oncogenic KRAS mutations that initiate pancreatic tumorigenesis; PanINs rarely progress to PDAC. Critical factors that promote this progression, especially targetable ones, remain poorly defined. We show that peroxisome proliferator-activated receptor-delta (PPARδ), a lipid nuclear receptor, is upregulated in PanINs in humans and mice. Furthermore, PPARδ ligand activation by a high-fat diet or GW501516 (a highly selective, synthetic PPARδ ligand) in mutant KRASG12D (KRASmu) pancreatic epithelial cells strongly accelerates PanIN progression to PDAC. This …

Targeting A Chemo-Induced Adaptive Signaling Circuit Confers Therapeutic Vulnerabilities In Pancreatic Cancer, Xu Feng, Mengfan Tang, Merve Dede, Dan Su, Guangsheng Pei, Dadi Jiang, Chao Wang, Zhen Chen, Mi Li, Litong Nie, Yun Xiong, Siting Li, Jeong-Min Park, Huimin Zhang, Min Huang, Klaudia Szymonowicz, Zhongming Zhao, Traver Hart, Junjie Chen

Faculty, Staff and Student Publications

Exploiting cancer vulnerabilities is critical for the discovery of anticancer drugs. However, tumor suppressors cannot be directly targeted because of their loss of function. To uncover specific vulnerabilities for cells with deficiency in any given tumor suppressor(s), we performed genome-scale CRISPR loss-of-function screens using a panel of isogenic knockout cells we generated for 12 common tumor suppressors. Here, we provide a comprehensive and comparative dataset for genetic interactions between the whole-genome protein-coding genes and a panel of tumor suppressor genes, which allows us to uncover known and new high-confidence synthetic lethal interactions. Mining this dataset, we uncover essential paralog gene …

Chronic Lymphocytic Leukemia Progression Diagnosis With Intrinsic Cellular Patterns Via Unsupervised Clustering, Pingjun Chen, Siba El Hussein, Fuyong Xing, Muhammad Aminu, Aparajith Kannapiran, John D Hazle, L Jeffrey Medeiros, Ignacio I Wistuba, David Jaffray, Joseph D Khoury, Jia Wu

Faculty, Staff and Student Publications

Identifying the progression of chronic lymphocytic leukemia (CLL) to accelerated CLL (aCLL) or transformation to diffuse large B-cell lymphoma (Richter transformation; RT) has significant clinical implications as it prompts a major change in patient management. However, the differentiation between these disease phases may be challenging in routine practice. Unsupervised learning has gained increased attention because of its substantial potential in data intrinsic pattern discovery. Here, we demonstrate that cellular feature engineering, identifying cellular phenotypes via unsupervised clustering, provides the most robust analytic performance in analyzing digitized pathology slides (accuracy = 0.925, AUC = 0.978) when compared to alternative approaches, such …

Factors Associated With Covid-19 Death In The United States: Cohort Study, Uan-I Chen, Hua Xu, Trudy Millard Krause, Raymond Greenberg, Xiao Dong, Xiaoqian Jiang

Faculty, Staff and Student Publications

BACKGROUND: Since the initial COVID-19 cases were identified in the United States in February 2020, the United States has experienced a high incidence of the disease. Understanding the risk factors for severe outcomes identifies the most vulnerable populations and helps in decision-making.

OBJECTIVE: This study aims to assess the factors associated with COVID-19-related deaths from a large, national, individual-level data set.

METHODS: A cohort study was conducted using data from the Optum de-identified COVID-19 electronic health record (EHR) data set; 1,271,033 adult participants were observed from February 1, 2020, to August 31, 2020, until their deaths due to COVID-19, deaths …

Prioritization Of Risk Genes In Multiple Sclerosis By A Refined Bayesian Framework Followed By Tissue-Specificity And Cell Type Feature Assessment, Andi Liu, Astrid M Manuel, Yulin Dai, Zhongming Zhao

Faculty, Staff and Student Publications

BACKGROUND: Multiple sclerosis (MS) is a debilitating immune-mediated disease of the central nervous system that affects over 2 million people worldwide, resulting in a heavy burden to families and entire communities. Understanding the genetic basis underlying MS could help decipher the pathogenesis and shed light on MS treatment. We refined a recently developed Bayesian framework, Integrative Risk Gene Selector (iRIGS), to prioritize risk genes associated with MS by integrating the summary statistics from the largest GWAS to date (n = 115,803), various genomic features, and gene-gene closeness.

RESULTS: We identified 163 MS-associated prioritized risk genes (MS-PRGenes) through the Bayesian framework. …

The Technical Landscape For Patient-Centered Cds: Progress, Gaps, And Challenges, Prashila Dullabh, Krysta Heaney-Huls, David F Lobach, Lauren S Hovey, Shana F Sandberg, Priyanka J Desai, Edwin Lomotan, James Swiger, Michael I Harrison, Chris Dymek, Dean F Sittig, Aziz Boxwala

Faculty, Staff and Student Publications

Supporting healthcare decision-making that is patient-centered and evidence-based requires investments in the development of tools and techniques for dissemination of patient-centered outcomes research findings via methods such as clinical decision support (CDS). This article explores the technical landscape for patient-centered CDS (PC CDS) and the gaps in making PC CDS more shareable, standards-based, and publicly available, with the goal of improving patient care and clinical outcomes. This landscape assessment used: (1) a technical expert panel; (2) a literature review; and (3) interviews with 18 CDS stakeholders. We identified 7 salient technical considerations that span 5 phases of PC CDS development. …