Biomedical Informatics Commons^™

Enzymatic Characterization Of Mrna Cap Adenosine-N6 Methyltransferase Pcif1 Activity On Uncapped Rnas, Dan Yu, Nan Dai, Eric J Wolf, Ivan R Corrêa, Jujun Zhou, Tao Wu, Robert M Blumenthal, Xing Zhang, Xiaodong Cheng

Faculty, Staff and Student Publications

The phosphorylated RNA polymerase II CTD interacting factor 1 (PCIF1) is a methyltransferase that 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. In addition, PCIF1 has ancillary methylation activities on internal adenosines (both A and Am), although with much lower catalytic efficiency relative to that of its preferred cap substrate. The PCIF1 preference for 2′O-methylated Am over unmodified A nucleosides is due mainly to increased binding affinity for Am. Importantly, it was recently reported that PCIF1 can methylate viral RNA. Although some viral RNA can be translated in …

Loss Of Rnf43 Accelerates Kras-Mediated Neoplasia And Remodels The Tumor Immune Microenvironment In Pancreatic Adenocarcinoma, Abdel Nasser Hosein, Gita Dangol, Takashi Okumura, Jason Roszik, Kimal Rajapakshe, Megan Siemann, Mohamed Zaid, Bidyut Ghosh, Maria Monberg, Paola A Guerrero, Aatur Singhi, Cara L Haymaker, Hans Clevers, Lotfi Abou-Elkacem, Sonja M Woermann, Anirban Maitra

Faculty, Staff and Student Publications

Background & aims: RNF43 is an E3 ubiquitin ligase that is recurrently mutated in pancreatic ductal adenocarcinoma (PDAC) and precursor cystic neoplasms of the pancreas. The impact of RNF43 mutations on PDAC is poorly understood and autochthonous models have not been characterized sufficiently. In this study, we describe a genetically engineered mouse model (GEMM) of PDAC with conditional expression of oncogenic Kras and deletion of the catalytic domain of Rnf43 in exocrine cells.

Methods: We generated Ptf1a-Cre;LSL-KrasG12D;Rnf43flox/flox (KRC) and Ptf1a-Cre; LSL-KrasG12D (KC) mice and animal survival was assessed. KRC mice were sacrificed at 2 months, 4 months, and at moribund …

An Efficient Magnetic Resonance Image Data Quality Screening Dashboard, Evan D H Gates, Adrian Celaya, Dima Suki, Dawid Schellingerhout, David Fuentes

Faculty, Staff and Student Publications

Purpose: Complex data processing and curation for artificial intelligence applications rely on high-quality data sets for training and analysis. Manually reviewing images and their associated annotations is a very laborious task and existing quality control tools for data review are generally limited to raw images only. The purpose of this work was to develop an imaging informatics dashboard for the easy and fast review of processed magnetic resonance (MR) imaging data sets; we demonstrated its ability in a large-scale data review.

Methods: We developed a custom R Shiny dashboard that displays key static snapshots of each imaging study and its …

Zanubrutinib For Treatment-Naïve And Relapsed/Refractory Chronic Lymphocytic Leukaemia: Long-Term Follow-Up Of The Phase I/Ii Au-003 Study, Akash Mukherjee, Denái R Milton, Elias J Jabbour, Alison M Gulbis, Tapan Kadia, Nitin Jain, Celina Ledesma, Jan Burger, Alessandra Ferrajoli, William Wierda, L Jeffrey Medeiros, Hagop Kantarjian, Richard Champlin, Issa F Khouri

Faculty, Staff and Student Publications

We aimed to study the risks of graft-versus-host disease (GVHD), non-relapse mortality (NRM) and survival outcomes of allogeneic stem cell transplantation (alloSCT) in patients with chronic lymphocytic leukemia (n = 17), Richter's syndrome (n = 14), or lymphoma (n = 18) after small molecule inhibitors (SMIs). Patients had a median of 4 prior therapies, including ibrutinib (n = 46; 94%), venetoclax (n = 19; 39%), and idelalisib (n = 6; 12%). Twenty-one (43%) had >1 SMI. P53 mutation was detected in 58% of patients. The 3-year overall and progression-free survival rates were 68% and …

Standardisation Of Protocols Can Be Crucial In Long Non-Coding Rna Research, Kinga Németh, George A Calin

Faculty, Staff and Student Publications

In this issue, Traversa et al. [1] reviewed our current knowledge about the role of circular and linear forms of PVT1 non-coding RNA in cancer and human diseases. They highlighted the technical challenges of these studies and raised a potential bias in the publications, which require more attention from researchers.

Myelodysplastic/Myeloproliferative Neoplasms-Unclassifiable With Isolated Isochromosome 17q Represents A Distinct Clinico-Biologic Subset: A Multi-Institutional Collaborative Study From The Bone Marrow Pathology Group, Rashmi Kanagal-Shamanna, Attilio Orazi, Robert P Hasserjian, Daniel A Arber, Kaaren Reichard, Eric D Hsi, Adam Bagg, Heesun Joyce Rogers, Julia Geyer, Faezeh Darbaniyan, Kim-Anh Do, Kyle M Devins, Olga Pozdnyakova, Tracy I George, Paola Dal Cin, Patricia T Greipp, Mark J Routbort, Keyur Patel, Guillermo Garcia-Manero, Srdan Verstovsek, L Jeffrey Medeiros, Sa A Wang, Carlos Bueso-Ramos

Faculty, Staff and Student Publications

Classification of myeloid neoplasms with isolated isochromosome i(17q) [17p deletion with inherent monoallelic TP53 loss plus 17q duplication] is controversial. Most cases fall within the WHO unclassifiable myelodysplastic/myeloproliferative neoplasms (MDS/MPN-U) category. The uniformly dismal outcomes warrant better understanding of this entity. We undertook a multi-institutional retrospective study of 92 adult MDS/MPN-U cases from eight institutions. Twenty-nine (32%) patients had isolated i(17q) [MDS/MPN-i(17q)]. Compared to MDS/MPN without i(17q), MDS/MPN-i(17q) patients were significantly younger, had lower platelet and absolute neutrophil counts, and higher frequency of splenomegaly and circulating blasts. MDS/MPN-i(17q) cases showed frequent bilobed neutrophils (75% vs. 23%; P = 0.03), hypolobated …

Pgc1Α/Β Expression Predicts Therapeutic Response To Oxidative Phosphorylation Inhibition In Ovarian Cancer, Carmen Ghilardi, Catarina Moreira-Barbosa, Laura Brunelli, Paola Ostano, Nicolò Panini, Monica Lupi, Alessia Anastasia, Fabio Fiordaliso, Monica Salio, Laura Formenti, Massimo Russo, Edoardo Arrigoni, Ferdinando Chiaradonna, Giovanna Chiorino, Giulio Draetta, Joseph R Marszalek, Christopher P Vellano, Roberta Pastorelli, Mariarosa Bani, Alessandra Decio, Raffaella Giavazzi

Faculty, Staff and Student Publications

Ovarian cancer is the deadliest gynecologic cancer, and novel therapeutic options are crucial to improve overall survival. Here we provide evidence that impairment of oxidative phosphorylation (OXPHOS) can help control ovarian cancer progression, and this benefit correlates with expression of the two mitochondrial master regulators PGC1α and PGC1β. In orthotopic patient-derived ovarian cancer xenografts (OC-PDX), concomitant high expression of PGC1α and PGC1β (PGC1α/β) fostered a unique transcriptional signature, leading to increased mitochondrial abundance, enhanced tricarboxylic acid cycling, and elevated cellular respiration that ultimately conferred vulnerability to OXPHOS inhibition. Treatment with the respiratory chain complex I inhibitor IACS-010759 caused mitochondrial swelling …

Camk2/Camkii Activates Mlkl In Short-Term Starvation To Facilitate Autophagic Flux, Qionghui Zhan, Jaepyo Jeon, Ying Li, Yu Huang, Jian Xiong, Qiaochu Wang, Tian-Le Xu, Yong Li, Fu-Hai Ji, Guangwei Du, Michael X Zhu

Faculty, Staff and Student Publications

MLKL (mixed lineage kinase domain like pseudokinase) is a well-known core component of necrosome that executes necroptotic cell death upon phosphorylation by RIPK3 (receptor interacting serine/threonine kinase 3). Recent studies also implicate a role of MLKL in endosomal trafficking, which is not always dependent on RIPK3. Using mouse Neuro-2a and L929 as well as human HEK293 and HT29 cells, we show here that MLKL is phosphorylated in response to serum and amino acid deprivation from the culture medium, in a manner that depends on CAMK2/CaMKII (calcium/calmodulin dependent protein kinase II) but not RIPK3. The starvation-induced increase in MLKL phosphorylation was …

The Paradox Of Immunosuppressants And Covid-19, Guang-Shing Cheng, Scott E Evans

Faculty, Staff and Student Publications

Lessons learned from a large registry analysis show worse COVID-19 outcomes for patients previously exposed to glucocorticoids https://bit.ly/306rNrk

Inhibiting Type I Arginine Methyltransferase Activity Promotes T Cell-Mediated Antitumor Immune Responses, Andrew Fedoriw, Leilei Shi, Shane O'Brien, Kimberly N Smitheman, Yunfei Wang, Jiakai Hou, Christian Sherk, Satyajit Rajapurkar, Jenny Laraio, Leila J Williams, Chunyu Xu, Guangchun Han, Qin Feng, Mark T Bedford, Linghua Wang, Olena Barbash, Ryan G Kruger, Patrick Hwu, Helai P Mohammad, Weiyi Peng

Faculty, Staff and Student Publications

Protein arginine methyltransferases (PRMT) are a widely expressed class of enzymes responsible for catalyzing arginine methylation on numerous protein substrates. Among them, type I PRMTs are responsible for generating asymmetric dimethylarginine. By controlling multiple basic cellular processes, such as DNA damage responses, transcriptional regulation, and mRNA splicing, type I PRMTs contribute to cancer initiation and progression. A type I PRMT inhibitor, GSK3368715, has been developed and has entered clinical trials for solid and hematologic malignancies. Although type I PRMTs have been reported to play roles in modulating immune cell function, the immunologic role of tumor-intrinsic pathways controlled by type I …

Comparative Molecular Genomic Analyses Of A Spontaneous Rhesus Macaque Model Of Mismatch Repair-Deficient Colorectal Cancer, Nejla Ozirmak Lermi, Stanton B Gray, Charles M Bowen, Laura Reyes-Uribe, Beth K Dray, Nan Deng, R Alan Harris, Muthuswamy Raveendran, Fernando Benavides, Carolyn L Hodo, Melissa W Taggart, Karen Colbert Maresso, Krishna M Sinha, Jeffrey Rogers, Eduardo Vilar

Faculty, Staff and Student Publications

Colorectal cancer (CRC) remains the third most common cancer in the US with 15% of cases displaying Microsatellite Instability (MSI) secondary to Lynch Syndrome (LS) or somatic hypermethylation of the MLH1 promoter. A cohort of rhesus macaques from our institution developed spontaneous mismatch repair deficient (MMRd) CRC with a notable fraction harboring a pathogenic germline mutation in MLH1 (c.1029C

Effect Of Perfluorocarbon Composition On Activation Of Phase-Changing Ultrasound Contrast Agents, Trevor M Mitcham, Dmitry Nevozhay, Yunyun Chen, Linh D Nguyen, Gianmarco F Pinton, Stephen Y Lai, Konstantin V Sokolov, Richard R Bouchard

Faculty, Staff and Student Publications

BACKGROUND: While microbubble contrast agents (MCAs) are commonly used in ultrasound (US), they are inherently limited to vascular targets due to their size. Alternatively, phase-changing nanodroplet contrast agents (PNCAs) can be delivered as nanoscale agents (i.e., small enough to extravasate), but when exposed to a US field of sufficient mechanical index (MI), they convert to MCAs, which can be visualized with high contrast using nonlinear US.

PURPOSE: To investigate the effect of perfluorocarbon (PFC) core composition and presence of cholesterol in particle coatings on stability and image contrast generated from acoustic activation of PNCAs using high-frequency US suitable for clinical …

Notch-Induced Mdsc Recruitment After Ohsv Virotherapy In Cns Cancer Models Modulates Antitumor Immunotherapy, Yoshihiro Otani, Ji Young Yoo, Cole T Lewis, Samantha Chao, Jessica Swanner, Toshihiko Shimizu, Jin Muk Kang, Sara A Murphy, Kimberly Rivera-Caraballo, Bangxing Hong, Joseph C Glorioso, Hiroshi Nakashima, Sean E Lawler, Yeshavanth Banasavadi-Siddegowda, John D Heiss, Yuanqing Yan, Guangsheng Pei, Michael A Caligiuri, Zhongming Zhao, E Antonio Chiocca, Jianhua Yu, Balveen Kaur

Faculty, Staff and Student Publications

PURPOSE: Oncolytic herpes simplex virus-1 (oHSV) infection of brain tumors activates NOTCH, however the consequences of NOTCH on oHSV-induced immunotherapy is largely unknown. Here we evaluated the impact of NOTCH blockade on virus-induced immunotherapy.

EXPERIMENTAL DESIGN: RNA sequencing (RNA-seq), TCGA data analysis, flow cytometry, Luminex- and ELISA-based assays, brain tumor animal models, and serum analysis of patients with recurrent glioblastoma (GBM) treated with oHSV was used to evaluate the effect of NOTCH signaling on virus-induced immunotherapy.

RESULTS: TCGA data analysis of patients with grade IV glioma and oHSV treatment of experimental brain tumors in mice showed that NOTCH signaling significantly …

Prevalence Of Metabolic Syndrome Among The Adult Population In Western China And The Association With Socioeconomic And Individual Factors: Four Cross-Sectional Studies, Xinyin Xu, Jing Zeng, Wei Yang, Ting Dong, Xin Zhang, Shuwen Cheng, Xiaobo Zhou, Maigeng Zhou, Ling Niu, Guanghui Yi, You Li, Lishi Zhang, Yin Deng, Xianping Wu

Faculty, Staff and Student Publications

Objectives: This study explored the prevalence of and individual influencing factors for metabolic syndrome (MS) as well as associated socioeconomic factors and regional aggregation.

Design: Four cross-sectional surveys were analysed for trends in MS and associations with socioeconomic and individual factors through multilevel logistic regression analyses. The risk associated with nutrient intake was also assessed through a dietary survey in 2015.

Setting: From 2010 to 2018, 8-15 counties/districts of West China were included.

Participants: A total of 28 274 adults were included in the prevalence analysis. A total of 23 708 adults were used to analyse the related factors.

Results: …

Development And Characterization Of Anti-Galectin-9 Antibodies That Protect T Cells From Galectin-9-Induced Cell Death, Riyao Yang, Linlin Sun, Ching-Fei Li, Yu-Han Wang, Weiya Xia, Boning Liu, Yu-Yi Chu, Laura Bover, Long Vien, Mien-Chie Hung

Faculty, Staff and Student Publications

Antibodies that target immune checkpoint proteins such as programmed cell death protein 1, programmed death ligand 1, and cytotoxic T-lymphocyte-associated antigen 4 in human cancers have achieved impressive clinical success; however, a significant proportion of patients fail to respond to these treatments. Galectin-9 (Gal-9), a β-galactoside-binding protein, has been shown to induce T-cell death and facilitate immunosuppression in the tumor microenvironment by binding to immunomodulatory receptors such as T-cell immunoglobulin and mucin domain-containing molecule 3 and the innate immune receptor dectin-1, suggesting that it may have potential as a target for cancer immunotherapy. Here, we report the development of two …

Citation Analysis Of The Most Influential Ependymoma Research Articles Illustrates Improved Knowledge Of The Molecular Biology Of Ependymoma, Nolan J Brown, Bayard Wilson, Brian V Lien, Alexander Himstead, Ali R Tafreshi, Shane Shahrestani, Jack Birkenbeuel, Katelynn Tran, David Horton, Anushka Paladugu, Lydia R Kirillova, Chen Yi Yang, Seth C Ransom, Ronald Sahyouni, Isaac Yang

Faculty, Staff and Student Publications

The history of academic research on ependymoma is expansive. This review summarizes its history with a bibliometric analysis of the 100 most cited articles on ependymoma. In March 2020, we queried the Web of Science database to identify the most cited articles on ependymoma using the terms "ependymoma" or "ependymal tumors," yielding 3145 publications. Results were arranged by the number of times each article was cited in descending order. The top 100 articles spanned across nearly a century; the oldest article was published in 1924, while the most recent was in 2017. These articles were published in 35 unique journals, …

Predictive Radiation Oncology - A New Nci-Doe Scientific Space And Community, Jeffrey C Buchsbaum, David A Jaffray, Demba Ba, Lynn L Borkon, Christine Chalk, Caroline Chung, Matthew A Coleman, C Norman Coleman, Maximilian Diehn, Kelvin K Droegemeier, Heiko Enderling, Michael G Espey, Emily J Greenspan, Christopher M Hartshorn, Thuc Hoang, H Timothy Hsiao, Cynthia Keppel, Nathan W Moore, Fred Prior, Eric A Stahlberg, Georgia Tourassi, Karen E Willcox

Faculty, Staff and Student Publications

With a widely attended virtual kickoff event on January 29, 2021, the National Cancer Institute (NCI) and the Department of Energy (DOE) launched a series of 4 interactive, interdisciplinary workshops-and a final concluding "World Café" on March 29, 2021-focused on advancing computational approaches for predictive oncology in the clinical and research domains of radiation oncology. These events reflect 3,870 human hours of virtual engagement with representation from 8 DOE national laboratories and the Frederick National Laboratory for Cancer Research (FNL), 4 research institutes, 5 cancer centers, 17 medical schools and teaching hospitals, 5 companies, 5 federal agencies, 3 research centers, …

Mutations Of The Dna Repair Gene Pnkp In A Patient With Microcephaly, Seizures, And Developmental Delay (Mcsz) Presenting With A High-Grade Brain Tumor, Bingcheng Jiang, Cameron Murray, Bonnie L Cole, J N Mark Glover, Gordon K Chan, Jean Deschenes, Rajam S Mani, Sudip Subedi, John D Nerva, Anthony C Wang, Christina M Lockwood, Heather C Mefford, Sarah E S Leary, Jeffery G Ojemann, Michael Weinfeld, Chibawanye I Ene

Faculty, Staff and Student Publications

Polynucleotide Kinase-Phosphatase (PNKP) is a bifunctional enzyme that possesses both DNA 3'-phosphatase and DNA 5'-kinase activities, which are required for processing termini of single- and double-strand breaks generated by reactive oxygen species (ROS), ionizing radiation and topoisomerase I poisons. Even though PNKP is central to DNA repair, there have been no reports linking PNKP mutations in a Microcephaly, Seizures, and Developmental Delay (MSCZ) patient to cancer. Here, we characterized the biochemical significance of 2 germ-line point mutations in the PNKP gene of a 3-year old male with MSCZ who presented with a high-grade brain tumor (glioblastoma multiforme) within the cerebellum. …

Cistrome And Transcriptome Analysis Identifies Unique Androgen Receptor (Ar) And Ar-V7 Splice Variant Chromatin Binding And Transcriptional Activities, Paul Basil, Matthew J Robertson, William E Bingman, Amit K Dash, William C Krause, Ayesha A Shafi, Badrajee Piyarathna, Cristian Coarfa, Nancy L Weigel

Faculty, Staff and Students Publications

The constitutively active androgen receptor (AR) splice variant, AR-V7, plays an important role in resistance to androgen deprivation therapy in castration resistant prostate cancer (CRPC). Studies seeking to determine whether AR-V7 is a partial mimic of the AR, or also has unique activities, and whether the AR-V7 cistrome contains unique binding sites have yielded conflicting results. One limitation in many studies has been the low level of AR variant compared to AR. Here, LNCaP and VCaP cell lines in which AR-V7 expression can be induced to match the level of AR, were used to compare the activities of AR and …

Anti-Tumor Activity Of Cetuximab Plus Avelumab In Non-Small Cell Lung Cancer Patients Involves Innate Immunity Activation: Findings From The Cave-Lung Trial, Carminia Maria Della Corte, Morena Fasano, Vincenza Ciaramella, Flora Cimmino, Robert Cardnell, Carl M Gay, Kavya Ramkumar, Lixia Diao, Raimondo Di Liello, Giuseppe Viscardi, Vincenzo Famiglietti, Davide Ciardiello, Giulia Martini, Stefania Napolitano, Concetta Tuccillo, Teresa Troiani, Erika Martinelli, Jing Wang, Lauren Byers, Floriana Morgillo, Fortunato Ciardiello

Faculty, Staff and Student Publications

BACKGROUND: We recently conducted Cetuximab-AVElumab-Lung (CAVE-Lung), a proof-of-concept, translational and clinical trial, to evaluate the combination of two IgG1 monoclonal antibodies (mAb): avelumab, an anti-PD-L1 drug, and cetuximab, an anti-epidermal growth factor receptor (EGFR) drug, as second- or third-line treatment in non-small cell lung cancer (NSCLC) patients. We have reported clinically relevant anti-tumor activity in 6/16 patients. Clinical benefit was accompanied by Natural Killer (NK) cell-mediated antibody-dependent cell cytotoxicity (ADCC). Among the 6 responding patients, 3 had progressed after initial response to a previous treatment with single agent anti-PD-1, nivolumab or pembrolizumab.

METHODS: We report long-term clinical follow-up and additional …

Blinatumomab Maintenance After Allogeneic Hematopoietic Cell Transplantation For B-Lineage Acute Lymphoblastic Leukemia, Mahmoud R Gaballa, Pinaki Banerjee, Denái R Milton, Xianli Jiang, Christina Ganesh, Sajad Khazal, Vandana Nandivada, Sanjida Islam, Mecit Kaplan, May Daher, Rafet Basar, Amin Alousi, Rohtesh Mehta, Gheath Alatrash, Issa Khouri, Betul Oran, David Marin, Uday Popat, Amanda Olson, Priti Tewari, Nitin Jain, Elias Jabbour, Farhad Ravandi, Hagop Kantarjian, Ken Chen, Richard Champlin, Elizabeth Shpall, Katayoun Rezvani, Partow Kebriaei

Faculty, Staff and Student Publications

Patients with B-lineage acute lymphoblastic leukemia (ALL) are at high-risk for relapse after allogeneic hematopoietic cell transplantation (HCT). We conducted a single-center phase 2 study evaluating the feasibility of 4 cycles of blinatumomab administered every 3 months during the first year after HCT in an effort to mitigate relapse in high-risk ALL patients. Twenty-one of 23 enrolled patients received at least 1 cycle of blinatumomab and were included in the analysis. The median time from HCT to the first cycle of blinatumomab was 78 days (range, 44 to 105). Twelve patients (57%) completed all 4 treatment cycles. Neutropenia was the …

Micrornas In Leukemias: A Clinically Annotated Compendium, Aleksander Turk, George A Calin, Tanja Kunej

Faculty, Staff and Student Publications

Leukemias are a group of malignancies of the blood and bone marrow. Multiple types of leukemia are known, however reliable treatments have not been developed for most leukemia types. Furthermore, even relatively reliable treatments can result in relapses. MicroRNAs (miRNAs) are a class of short, noncoding RNAs responsible for epigenetic regulation of gene expression and have been proposed as a source of potential novel therapeutic targets for leukemias. In order to identify central miRNAs for leukemia, we conducted data synthesis using two databases: miRTarBase and DISNOR. A total of 137 unique miRNAs associated with 16 types of leukemia were retrieved …

Paradoxical Effects Of Osteoprotegerin On Vascular Function: Inhibiting Inflammation While Promoting Oxidative Stress?, Nhat-Tu Le, Elizabeth A Olmsted-Davis, Jun-Ichi Abe

Faculty, Staff and Student Publications

Osteoprotegerin (OPG), also known as osteoclastogenesis inhibitory factor or tumor necrosis factor receptor superfamily member 11B, is well known as a modulator of bone remodeling. The contribution of OPG to cardiovascular disease (CVD) has been suggested, but its molecular mechanism is complex and remains unclear. In the present study, Alves-Lopes et al. (Clin. Sci. (Lond.) (2021) 135(20): https://doi.org/10.1042/CS20210643) reported the critical role of syndecan-1 (SDC-1, also known as CD138), a surface protein part of the endothelial glycocalyx, in OPG-induced vascular dysfunction. The authors found that in endothelial cells (ECs), through SDC-1, OPG increased eNOS Thr495 phosphorylation, thereby inhibiting eNOS activity. …

Fusionai, A Dna-Sequence-Based Deep Learning Protocol Reduces The False Positives Of Human Fusion Gene Prediction, Pora Kim, Hua Tan, Jiajia Liu, Himansu Kumar, Xiaobo Zhou

Faculty, Staff and Student Publications

Even though there were many tool developments of fusion gene prediction from NGS data, too many false positives are still an issue. Wise use of the genomic features around the fusion gene breakpoints will be helpful to identify reliable fusion genes efficiently. For this aim, we developed FusionAI, a deep learning pipeline predicting human fusion gene breakpoints from DNA sequence. FusionAI is freely available via https://compbio.uth.edu/FusionGDB2/FusionAI. For complete details on the use and execution of this protocol, please refer to Kim et al. (2021b).

Proteomic Profiling Based Classification Of Cll Provides Prognostication For Modern Therapy And Identifies Novel Therapeutic Targets, Ti'ara L Griffen, Fieke W Hoff, Yihua Qiu, James W Lillard, Alessandra Ferrajoli, Philip Thompson, Endurance Toro, Kevin Ruiz, Jan Burger, William Wierda, Steven M Kornblau

Faculty, Staff and Student Publications

Protein expression for 384 total and post-translationally modified proteins was assessed in 871 CLL and MSBL patients and was integrated with clinical data to identify strategies for improving diagnostics and therapy, making this the largest CLL proteomics study to date. Proteomics identified six recurrent signatures that were highly prognostic of survival and time to first or second treatment at three levels: individual proteins, when grouped into 40 functionally related groups (PFGs), and systemically in signatures (SGs). A novel SG characterized by hairy cell leukemia like proteomics but poor therapy response was discovered. SG membership superseded other prognostic factors (Rai Staging, …

Bigmouth: Development And Maintenance Of A Successful Dental Data Repository, Muhammad F Walji, Heiko Spallek, Krishna Kumar Kookal, Jane Barrow, Britta Magnuson, Tamanna Tiwari, Udochukwu Oyoyo, Michael Brandt, Brian J Howe, Gary C Anderson, Joel M White, Elsbeth Kalenderian

Faculty, Staff and Student Publications

Few clinical datasets exist in dentistry to conduct secondary research. Hence, a novel dental data repository called BigMouth was developed, which has grown to include 11 academic institutions contributing Electronic Health Record data on over 4.5 million patients. The primary purpose for BigMouth is to serve as a high-quality resource for rapidly conducting oral health-related research. BigMouth allows for assessing the oral health status of a diverse US patient population; provides rationale and evidence for new oral health care delivery modes; and embraces the specific oral health research education mission. A data governance framework that encouraged data sharing while controlling …

Blood-Based Biomarker Panel For Personalized Lung Cancer Risk Assessment, Johannes F Fahrmann, Tracey Marsh, Ehsan Irajizad, Nikul Patel, Eunice Murage, Jody Vykoukal, Jennifer B Dennison, Kim-Anh Do, Edwin Ostrin, Margaret R Spitz, Stephen Lam, Sanjay Shete, Rafael Meza, Martin C Tammemägi, Ziding Feng, Samir M Hanash

Faculty, Staff and Student Publications

Purpose: To investigate whether a panel of circulating protein biomarkers would improve risk assessment for lung cancer screening in combination with a risk model on the basis of participant characteristics.

Methods: A blinded validation study was performed using prostate lung colorectal ovarian (PLCO) Cancer Screening Trial data and biospecimens to evaluate the performance of a four-marker protein panel (4MP) consisting of the precursor form of surfactant protein B, cancer antigen 125, carcinoembryonic antigen, and cytokeratin-19 fragment in combination with a lung cancer risk prediction model (PLCOm2012) compared with current US Preventive Services Task Force (USPSTF) screening criteria. The 4MP was …

Measurable Residual Disease Response And Prognosis In Treatment-Naïve Acute Myeloid Leukemia With Venetoclax And Azacitidine, Keith W Pratz, Brian A Jonas, Vinod Pullarkat, Christian Recher, Andre C Schuh, Michael J Thirman, Jacqueline S Garcia, Courtney D Dinardo, Vladimir Vorobyev, Nicola S Fracchiolla, Su-Peng Yeh, Jun Ho Jang, Muhit Ozcan, Kazuhito Yamamoto, Arpad Illes, Ying Zhou, Monique Dail, Brenda Chyla, Jalaja Potluri, Hartmut Döhner

Faculty, Staff and Student Publications

PURPOSE: There is limited evidence on the clinical utility of monitoring measurable residual disease (MRD) in patients with acute myeloid leukemia treated with lower-intensity therapy. Herein, we explored the outcomes of patients treated with venetoclax and azacitidine who achieved composite complete remission (CRc; complete remission + complete remission with incomplete hematologic recovery) and MRD < 10

METHODS: The patients included in this report were treated with venetoclax and azacitidine. Bone marrow aspirate samples for multiparametric flow cytometry assessments were collected for central analysis at baseline, end of cycle 1, and every three cycles thereafter. MRD-negative response was defined as < 1 residual blast per 1,000 leukocytes (< 10

RESULTS: One hundred …

Chromosomal Imbalances Detected Via Rna-Sequencing In 28 Cancers, Zuhal Ozcan, Francis A San Lucas, Justin W Wong, Kyle Chang, Konrad H Stopsack, Jerry Fowler, Yasminka A Jakubek, Paul Scheet

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Motivation: RNA-sequencing (RNA-seq) of tumor tissue is typically only used to measure gene expression. Here, we present a statistical approach that leverages existing RNA-seq data to also detect somatic copy number alterations (SCNAs), a pervasive phenomenon in human cancers, without a need to sequence the corresponding DNA.

Results: We present an analysis of 4942 participant samples from 28 cancers in The Cancer Genome Atlas (TCGA), demonstrating robust detection of SCNAs from RNA-seq. Using genotype imputation and haplotype information, our RNA-based method had a median sensitivity of 85% to detect SCNAs defined by DNA analysis, at high specificity (∼95%). As an …

Use Of The Deep Learning Approach To Measure Alveolar Bone Level, Chun-Teh Lee, Tanjida Kabir, Jiman Nelson, Sally Sheng, Hsiu-Wan Meng, Thomas E Van Dyke, Muhammad F Walji, Xiaoqian Jiang, Shayan Shams

Faculty, Staff and Student Publications

AIM: The goal was to use a deep convolutional neural network to measure the radiographic alveolar bone level to aid periodontal diagnosis.

MATERIALS AND METHODS: A deep learning (DL) model was developed by integrating three segmentation networks (bone area, tooth, cemento-enamel junction) and image analysis to measure the radiographic bone level and assign radiographic bone loss (RBL) stages. The percentage of RBL was calculated to determine the stage of RBL for each tooth. A provisional periodontal diagnosis was assigned using the 2018 periodontitis classification. RBL percentage, staging, and presumptive diagnosis were compared with the measurements and diagnoses made by the …