Biomedical Informatics Commons^™

Obif: An Omics-Based Interaction Framework To Reveal Molecular Drivers Of Synergy, Jezreel Pantaleón García, Vikram V Kulkarni, Tanner C Reese, Shradha Wali, Saima J Wase, Jiexin Zhang, Ratnakar Singh, Mauricio S Caetano, Humam Kadara, Seyed Javad Moghaddam, Faye M Johnson, Jing Wang, Yongxing Wang, Scott E Evans

Faculty, Staff and Student Publications

Bioactive molecule library screening may empirically identify effective combination therapies, but molecular mechanisms underlying favorable drug-drug interactions often remain unclear, precluding further rational design. In the absence of an accepted systems theory to interrogate synergistic responses, we introduce Omics-Based Interaction Framework (OBIF) to reveal molecular drivers of synergy through integration of statistical and biological interactions in synergistic biological responses. OBIF performs full factorial analysis of feature expression data from single versus dual exposures to identify molecular clusters that reveal synergy-mediating pathways, functions and regulators. As a practical demonstration, OBIF analyzed transcriptomic and proteomic data of a dyad of immunostimulatory molecules …

Comprehensive Quantitative Evaluation Of Variability In Magnetic Resonance-Guided Delineation Of Oropharyngeal Gross Tumor Volumes And High-Risk Clinical Target Volumes: An R-Ideal Stage 0 Prospective Study, Carlos E Cardenas, Sanne E Blinde, Abdallah S R Mohamed, Sweet Ping Ng, Cornelis Raaijmakers, Marielle Philippens, Alexis Kotte, Abrahim A Al-Mamgani, Irene Karam, David J Thomson, Jared Robbins, Kate Newbold, Clifton D Fuller, Chris Terhaard

Faculty, Staff and Student Publications

Purpose: Tumor and target volume manual delineation remains a challenging task in head and neck cancer radiation therapy. The purpose of this study was to conduct a multi-institutional evaluation of manual delineations of gross tumor volume (GTV), high-risk clinical target volume (CTV), parotids, and submandibular glands on treatment simulation magnetic resonance scans of patients with oropharyngeal cancer.

Methods and materials: We retrospectively collected pretreatment T1-weighted, T1-weighted with gadolinium contrast, and T2-weighted magnetic resonance imaging scans for 4 patients with oropharyngeal cancer under an institution review board-approved protocol. We provided the scans to 26 radiation oncologists from 7 international cancer centers …

Diversity Of Two-Pore Channels And The Accessory Naadp Receptors In Intracellular Ca2+ Signaling, Kunal R Shah, Xin Guan, Jiusheng Yan

Faculty, Staff and Student Publications

Intracellular Ca2+ signaling via changes or oscillation in cytosolic Ca2+ concentration controls almost every aspect of cellular function and physiological processes, such as gene transcription, cell motility and proliferation, muscle contraction, and learning and memory. Two-pore channels (TPCs) are a class of eukaryotic cation channels involved in intracellular Ca2+ signaling, likely present in a multitude of organisms from unicellular organisms to mammals. Accumulated evidence indicates that TPCs play a critical role in Ca2+ mobilization from intracellular stores mediated by the second messenger molecule, nicotinic acid adenine dinucleotide phosphate (NAADP). In recent years, significant progress has been made regarding our understanding …

A Prospective Randomized Study Comparing Ceftolozane/Tazobactam To Standard Of Care In The Management Of Neutropenia And Fever In Patients With Hematological Malignancies, Anne-Marie Chaftari, Ray Hachem, Alexandre E Malek, Victor E Mulanovich, Ariel D Szvalb, Ying Jiang, Ying Yuan, Shahnoor Ali, Rita Deeba, Patrick Chaftari, Issam Raad

Faculty, Staff and Student Publications

Background: With increased use of antibiotics in high-risk patients, the investigation of new antibiotics to cover potentially resistant pathogens is warranted. In this prospective randomized trial, we compared ceftolozane/tazobactam (C/T), a new cephalosporin/β-lactamase inhibitor, to the standard of care (SOC) for the empiric treatment of neutropenia and fever in patients with hematological malignancies.

Methods: We enrolled 100 patients to receive intravenous (IV) C/T or SOC antibiotics (cefepime, piperacillin/tazobactam, or meropenem) in combination with gram-positive antibacterial agents. We evaluated responses at the end of IV therapy (EOIV), test of cure (TOC; days 21-28), and late follow-up (LFU; days 35-42).

Results: We …

Success And Outcomes Following A Second Salvage Attempt For Free Flap Compromise In Patients Undergoing Head And Neck Reconstruction, Allison A Slijepcevic, Gavin Young, Justin Shinn, Steven B Cannady, Matthew Hanasono, Matthew Old, Jeewanjot S Grewal, Tamer Ghanem, Yadranko Ducic, Joseph M Curry, Mark K Wax

Faculty, Staff and Student Publications

Importance: Incidence of perioperative free flap compromise is low, with successful salvage in up to 70%. When the flap is compromised a second time, the value of intervening is unknown.

Objective: To assess the outcomes of a second revascularization attempt for compromised free flaps.

Design, setting, and participants: This multicenter retrospective medical record review included patients undergoing head and neck reconstruction with free flaps at 6 US medical centers from January 1, 2000, through December 30, 2020. Patients were 18 years or older with a history of head and neck defects from cancer, osteoradionecrosis, or other wounds. Of 3510 flaps …

The Life Cycle Of Polyploid Giant Cancer Cells And Dormancy In Cancer: Opportunities For Novel Therapeutic Interventions, Jinsong Liu, Na Niu, Xiaoran Li, Xudong Zhang, Anil K Sood

Faculty, Staff and Student Publications

Recent data suggest that most genotoxic agents in cancer therapy can lead to shock of genome and increase in cell size, which leads whole genome duplication or multiplication, formation of polyploid giant cancer cells, activation of an early embryonic program, and dedifferentiation of somatic cells. This process is achieved via the giant cell life cycle, a recently proposed mechanism for malignant transformation of somatic cells. Increase in both cell size and ploidy allows cells to completely or partially restructures the genome and develop into a blastocyst-like structure, similar to that observed in blastomere-stage embryogenesis. Although blastocyst-like structures with reprogrammed genome …

Atf4/Txnip/Redd1/Mtor Signaling Mediates The Antitumor Activities Of Liver X Receptor In Pancreatic Cancers, Zhikang Chen, Xiaobo Lai, Hui Ding, Aijun Zhang, Yufei Sun, Jianhua Ling, Paul J Chiao, Zihua Chen, Xuefeng Xia

Faculty, Staff and Student Publications

Background: Limited by difficulties in early detection and availabilities of effective treatments, pancreatic cancer is a highly malignant disease with poor prognosis. Nuclear receptors are a family of ligand-dependent transcription factors that are highly druggable therapeutic targets playing critical roles in human physiological and pathological development, including cancer. In this study, we explored the therapeutic potential as well as the molecular mechanisms of liver X receptor (LXR) agonist GW3965 in pancreatic cancer.

Methods: Soft-agar colony formation assay, xenograft tumors, Oligonucleotide microarray, Reverse transcription real-time polymerase chain reaction, Western immunoblotting and Immunohistochemistry were used in this study.

Results: We demonstrated pleotropic …

Cooking After Cancer: The Structure And Implementation Of A Community-Based Cooking Program For Cancer Survivors, Margaret Raber, Molly Costigan, Joya Chandra, Karen Basen-Engquist

Faculty, Staff and Student Publications

Cancer survivors are a growing population that may particularly benefit from nutrition and lifestyle interventions. Community-based programs teaching healthy cooking skills are increasingly popular and offer an opportunity to support survivors within communities. The objective of this study is to describe the curriculum and implementation of a cooking class program designed for cancer survivors, housed within an established community-based organization. First, we evaluated the class curriculum for specific constructs. An evidence-based measure of healthy cooking constructs, the Healthy Cooking Index (HCI), was used to analyze included recipes and revealed both summative cooking quality scores and individual constructs underlying the overall …

A Phase 1 Trial Of 8-Chloro-Adenosine In Relapsed/Refractory Acute Myeloid Leukemia: An Evaluation Of Safety And Pharmacokinetics, Rong Chen, Yuling Chen, Ping Xiong, Daniella Zheleva, David Blake, Michael J Keating, William G Wierda, William Plunkett

Faculty, Staff and Student Publications

Fadraciclib (CYC065) is a second-generation aminopurine CDK2/9 inhibitor with increased potency and selectivity toward CDK2 and CDK9 compared to seliciclib (R-roscovitine). In chronic lymphocytic leukemia (CLL), a disease that depends on the over-expression of anti-apoptotic proteins for its survival, inhibition of CDK9 by fadraciclib reduced phosphorylation of the C-terminal domain of RNA polymerase II and blocked transcription in vitro; these actions depleted the intrinsically short-lived anti-apoptotic protein Mcl-1 and induced apoptosis. While the simulated bone marrow and lymph node microenvironments induced Mcl-1 expression and protected CLL cells from apoptosis, these conditions did not prolong the turnover rate of Mcl-1, and …

The Androgen Receptor Is A Therapeutic Target In Desmoplastic Small Round Cell Sarcoma, Salah-Eddine Lamhamedi-Cherradi, Mayinuer Maitituoheti, Brian A Menegaz, Sandhya Krishnan, Amelia M Vetter, Pamela Camacho, Chia-Chin Wu, Hannah C Beird, Robert W Porter, Davis R Ingram, Vandhana Ramamoorthy, Sana Mohiuddin, David Mccall, Danh D Truong, Branko Cuglievan, P Andrew Futreal, Alejandra Ruiz Velasco, Nazanin Esmaeili Anvar, Budi Utama, Mark Titus, Alexander J Lazar, Wei-Lien Wang, Cristian Rodriguez-Aguayo, Ravin Ratan, J Andrew Livingston, Kunal Rai, A Robert Macleod, Najat C Daw, Andrea Hayes-Jordan, Joseph A Ludwig

Faculty, Staff and Student Publications

Desmoplastic small round cell tumor (DSRCT) is an aggressive, usually incurable sarcoma subtype that predominantly occurs in post-pubertal young males. Recent evidence suggests that the androgen receptor (AR) can promote tumor progression in DSRCTs. However, the mechanism of AR-induced oncogenic stimulation remains undetermined. Herein, we demonstrate that enzalutamide and AR-directed antisense oligonucleotides (AR-ASO) block 5α-dihydrotestosterone (DHT)-induced DSRCT cell proliferation and reduce xenograft tumor burden. Gene expression analysis and chromatin immunoprecipitation sequencing (ChIP-seq) were performed to elucidate how AR signaling regulates cellular epigenetic programs. Remarkably, ChIP-seq revealed novel DSRCT-specific AR DNA binding sites adjacent to key oncogenic regulators, including WT1 (the …

Association Of Driver Oncogene Variations With Outcomes In Patients With Locally Advanced Non-Small Cell Lung Cancer Treated With Chemoradiation And Consolidative Durvalumab, Yufei Liu, Zhe Zhang, Waree Rinsurongkawong, Carl M Gay, Xiuning Le, Matthew S Ning, Jeff Lewis, Vadeerat Rinsurongkawong, J Jack Lee, Jack Roth, Stephen Swisher, Saumil Gandhi, Percy P Lee, Don L Gibbons, Ara A Vaporciyan, John V Heymach, Jianjun Zhang, Steven H Lin

Faculty, Staff and Student Publications

Importance: Consolidative durvalumab after definitive chemoradiation for unresectable locally advanced non-small cell lung cancer (NSCLC) can significantly improve progression-free survival (PFS) and overall survival (OS), as shown in the PACIFIC trial. However, whether patients with driver variations derive equal benefit from this regimen remains unclear.

Objectives: To compare outcomes of patients with locally advanced NSCLC with and without driver variations treated with the PACIFIC regimen.

Design, setting, and participants: This cohort study examined 104 patients with unresectable locally advanced NSCLC with mutational profiling treated at a tertiary cancer center with definitive chemoradiation and consolidative durvalumab from June 2017 through May …

Outcomes After Definitive Surgery For Mandibular Osteoradionecrosis, Kevin J Contrera, Steven B Chinn, Randal S Weber, Dianna Roberts, Jeffery N Myers, Stephen Y Lai, Carol M Lewis, Amy C Hessel, Ann M Gillenwater, Collin F Mulcahy, Peirong Yu, Matthew M Hanasono, Clifton D Fuller, Mark S Chambers, Mark E Zafereo

Faculty, Staff and Student Publications

Objectives: To analyze charges, complications, survival, and functional outcomes for definitive surgery of mandibular osteoradionecrosis (ORN).

Materials and methods: Retrospective analysis of 76 patients who underwent segmental mandibulectomy with reconstruction from 2000 to 2009.

Results: Complications occurred in 49 (65%) patients and were associated with preoperative drainage (odds ratio [OR] 4.40, 95% confidence interval [CI] 1.01-19.27). The adjusted median charge was $343 000, and higher charges were associated with double flap reconstruction (OR 8.15, 95% CI 2.19-30.29) and smoking (OR 5.91, 95% CI 1.69-20.72). Improved swallow was associated with age <67 years (OR 3.76, 95% CI 1.16-12.17) and preoperative swallow (OR 3.42, 95% CI 1.23-9.51). Five-year ORN-recurrence-free survival was 93% while overall survival was 63% and associated with pulmonary disease (HR [hazard ratio] 3.57, 95% CI 1.43-8.94).

Conclusions: Although recurrence of ORN is rare, surgical complications are …

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 …

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 …

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 …

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 …

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 …

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 …

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. …

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 …

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 …

Ezh2 Engages Tgfβ Signaling To Promote Breast Cancer Bone Metastasis Via Integrin Β1-Fak Activation, Lin Zhang, Jingkun Qu, Yutao Qi, Yimin Duan, Yu-Wen Huang, Zhifen Zhou, Ping Li, Jun Yao, Beibei Huang, Shuxing Zhang, Dihua Yu

Faculty, Staff and Student Publications

Bone metastases occur in 50-70% of patients with late-stage breast cancers and effective therapies are needed. The expression of enhancer of zeste homolog 2 (EZH2) is correlated with breast cancer metastasis, but its function in bone metastasis hasn't been well-explored. Here we report that EZH2 promotes osteolytic metastasis of breast cancer through regulating transforming growth factor beta (TGFβ) signaling. EZH2 induces cancer cell proliferation and osteoclast maturation, whereas EZH2 knockdown decreases bone metastasis incidence and outgrowth in vivo. Mechanistically, EZH2 transcriptionally increases ITGB1, which encodes for integrin β1. Integrin β1 activates focal adhesion kinase (FAK), which phosphorylates TGFβ receptor type …

Racial And Ethnic Differences In Genomic Profiling Of Early Onset Colorectal Cancer, David M Hein, Weiye Deng, Marylena Bleile, Syed Ali Kazmi, Brooke Rhead, Francisco M De La Vega, Amy L Jones, Radhika Kainthla, Wen Jiang, Brandi Cantarel, Nina N Sanford

Faculty, Staff and Student Publications

The incidence and mortality of early onset colorectal cancer (EOCRC) is rising; outcomes appear to differ by race and ethnicity. We aimed to assess differences in mutational landscape and gene expression of EOCRC by racial and ethnic groups (non-Hispanic Asian, non-Hispanic Black, non-Hispanic White, White Hispanic) using data from the American Association for Cancer Research Project GENIE (10.2) and University of Texas Southwestern, the latter enriched in Hispanic patients. All statistical tests were 2-sided. Of 1752 EOCRC patients, non-Hispanic Black patients had higher rates of KRAS mutations (60.9%; P = .001, q = 0.015), and non-Hispanic White and non-Hispanic Black …

Bi-Order Multimodal Integration Of Single-Cell Data, Jinzhuang Dou, Shaoheng Liang, Vakul Mohanty, Qi Miao, Yuefan Huang, Qingnan Liang, Xuesen Cheng, Sangbae Kim, Jongsu Choi, Yumei Li, Li Li, May Daher, Rafet Basar, Katayoun Rezvani, Rui Chen, Ken Chen

Faculty, Staff and Student Publications

Integration of single-cell multiomics profiles generated by different single-cell technologies from the same biological sample is still challenging. Previous approaches based on shared features have only provided approximate solutions. Here, we present a novel mathematical solution named bi-order canonical correlation analysis (bi-CCA), which extends the widely used CCA approach to iteratively align the rows and the columns between data matrices. Bi-CCA is generally applicable to combinations of any two single-cell modalities. Validations using co-assayed ground truth data and application to a CAR-NK study and a fetal muscle atlas demonstrate its capability in generating accurate multimodal co-embeddings and discovering cellular identity.

Central Nervous System Immune Interactome Is A Function Of Cancer Lineage, Tumor Microenvironment, And Stat3 Expression, Hinda Najem, Martina Ott, Cynthia Kassab, Arvind Rao, Ganesh Rao, Anantha Marisetty, Adam M Sonabend, Craig Horbinski, Roel Verhaak, Anand Shankar, Santhoshi N Krishnan, Frederick S Varn, Víctor A Arrieta, Pravesh Gupta, Sherise D Ferguson, Jason T Huse, Gregory N Fuller, James P Long, Daniel E Winkowski, Ben A Freiberg, Charles David James, Leonidas C Platanias, Maciej S Lesniak, Jared K Burks, Amy B Heimberger

Faculty, Staff and Student Publications

BACKGROUND

Immune cell profiling of primary and metastatic CNS tumors has been focused on the tumor, not the tumor microenvironment (TME), or has been analyzed via biopsies.

METHODS

En bloc resections of gliomas (n = 10) and lung metastases (n = 10) were analyzed via tissue segmentation and high-dimension Opal 7-color multiplex imaging. Single-cell RNA analyses were used to infer immune cell functionality.

RESULTS

Within gliomas, T cells were localized in the infiltrating edge and perivascular space of tumors, while residing mostly in the stroma of metastatic tumors. CD163⁺ macrophages were evident throughout the TME of metastatic …

A Bayesian Group Sequential Design For Randomized Biosimilar Clinical Trials With Adaptive Information Borrowing From Historical Data, Wen Zhang, Zhiying Pan, Ying Yuan

Faculty, Staff and Student Publications

At the time of developing a biosimilar, the reference product has been on market for years and thus ample data are available on its efficacy and characteristics. We develop a Bayesian adaptive design for randomized biosimilar clinical trials to leverage the rich historical data on the reference product. This design takes a group sequential approach. At each interim, we employ the elastic meta-analytic-predictive (EMAP) prior methodology to adaptively borrow information from the historical data of the reference product to make go/no-go decision based on Bayesian posterior probabilities. In addition, the randomization ratio between the test and reference arms is adaptively …