Biomedical Informatics Commons^™

Construction And Validation Of Prognostic Nomogram For Metaplastic Breast Cancer, Yongfeng Li, Daobao Chen, Haojun Xuan, Mihnea P Dragomir, George A Calin, Xuli Meng, Meng Chen, Hongchuan Jin

Faculty, Staff and Student Publications

In this study we aimed to develop nomogram models for predicting the overall survival (OS) and cancer-specific survival (CSS) of patients with metaplastic breast cancer (MBC). Data of patients diagnosed with MBC from 1973 to 2015 were collected from the Surveillance, Epidemiology, and End Results (SEER) database. Univariate and multivariate Cox analyses were performed to identify independent prognostic factors for OS and CSS of MBC patients. The obtained prognostic variables were combined to construct nomogram models for predicting OS and CSS in patients with MBC. Model performance was evaluated using concordance index (C-index) and calibration plots. Data from 1125 patients …

Combined Il-2, Agonistic Cd3 And 4–1bb Stimulation Preserve Clonotype Hierarchy In Propagated Non-Small Cell Lung Cancer Tumor-Infiltrating Lymphocytes, Parin Shah, Marie-Andrée Forget, Meredith L Frank, Peixin Jiang, Donastas Sakellariou-Thompson, Lorenzo Federico, Roohussaba Khairullah, Chantal Alexia Neutzler, Ignacio Wistuba, Chi-Wan B Chow, Yan Long, Junya Fujimoto, Shiaw-Yih Lin, Anirban Maitra, Marcelo V Negrao, Kyle Gregory Mitchell, Annikka Weissferdt, Ara A Vaporciyan, Tina Cascone, Jack A Roth, Jianjun Zhang, Boris Sepesi, Don L Gibbons, John V Heymach, Cara L Haymaker, Daniel J Mcgrail, Alexandre Reuben, Chantale Bernatchez

Faculty, Staff and Student Publications

Background: Adoptive cell transfer (ACT) of tumor-infiltrating lymphocytes (TIL) yielded clinical benefit in patients with checkpoint blockade immunotherapy-refractory non-small cell lung cancer (NSCLC) prompting a renewed interest in TIL-ACT. This preclinical study explores the feasibility of producing a NSCLC TIL product with sufficient numbers and enhanced attributes using an improved culture method.

Methods: TIL from resected NSCLC tumors were initially cultured using (1) the traditional method using interleukin (IL)-2 alone in 24-well plates (TIL 1.0) or (2) IL-2 in combination with agonistic antibodies against CD3 and 4-1BB (Urelumab) in a G-Rex flask (TIL 3.0). TIL subsequently underwent a rapid expansion …

Evaluation Of Programmed Death Ligand 1 Expression In Cytology To Determine Eligibility For Immune Checkpoint Inhibitor Therapy In Patients With Head And Neck Squamous Cell Carcinoma, Zhonghua Liu, Michelle Williams, John Stewart, Bonnie S Glisson, Clifton Fuller, Sinchita Roy-Chowdhuri

Faculty, Staff and Student Publications

Background: Immune checkpoint inhibitors targeting the programmed cell death protein 1 (PD-1)/programmed cell death ligand 1 (PD-L1) pathway have recently emerged as a frontline treatment for head and neck squamous cell carcinoma (HNSCC). The evaluation of PD-L1 expression by immunohistochemistry in histologic samples is used to determine the eligibility of patients with HNSCC for immunotherapy. Patients with newly diagnosed HNSCC are frequently diagnosed by fine-needle aspiration (FNA) of lymph nodes with metastatic disease. However, the evaluation of PD-L1 expression with the proposed combined positive score (CPS) has not been well established in cytology specimens.

Methods: This study retrospectively identified 21 …

Corticosteroid-Refractory Myositis After Dual Braf And Mek Inhibition In A Patient With Braf V600e-Mutant Metastatic Intrahepatic Cholangiocarcinoma, Timothy P Diperi, Mehmet Demirhan, Daniel D Karp, Siqing Fu, David S Hong, Vivek Subbiah, Joann Lim, Leomar Y Ballester, Jean H Tayar, Maria E Suarez-Almazor, Milind Javle, Funda Meric-Bernstam

Faculty, Staff and Student Publications

Intrahepatic cholangiocarcinoma is a rare malignancy, which is rich in actionable alterations. Genomic aberrations in the mitogen-activated protein kinase (MAPK) pathway are common, and

Body Region-Specific 3d Age-Scaling Functions For Scaling Whole-Body Computed Tomography Anatomy For Pediatric Late Effects Studies, Aashish C Gupta, Constance A Owens, Suman Shrestha, Choonsik Lee, Susan A Smith, Rita E Weathers, Tucker Netherton, Peter A Balter, Stephen F Kry, David S Followill, Keith T Griffin, James P Long, Gregory T Armstrong, Rebecca M Howell

Faculty, Staff and Student Publications

Purpose:

Radiation epidemiology studies of childhood cancer survivors treated in the pre-computed tomography (CT) era reconstruct the patients’ treatment fields on computational phantoms. For such studies, the phantoms are commonly scaled to age at the time of radiotherapy treatment because age is the generally available anthropometric parameter. Several reference size phantoms are used in such studies, but reference size phantoms are only available at discrete ages (e.g.: newborn, 1, 5, 10, 15, and Adult). When such phantoms are used for RT dose reconstructions, the nearest discrete-aged phantom is selected to represent a survivor of a specific age. In this work, …

A Mechanistic Modeling Framework Reveals The Key Principles Underlying Tumor Metabolism, Shubham Tripathi, Jun Hyoung Park, Shivanand Pudakalakatti, Pratip K Bhattacharya, Benny Abraham Kaipparettu, Herbert Levine

Faculty, Staff and Student Publications

While aerobic glycolysis, or the Warburg effect, has for a long time been considered a hallmark of tumor metabolism, recent studies have revealed a far more complex picture. Tumor cells exhibit widespread metabolic heterogeneity, not only in their presentation of the Warburg effect but also in the nutrients and the metabolic pathways they are dependent on. Moreover, tumor cells can switch between different metabolic phenotypes in response to environmental cues and therapeutic interventions. A framework to analyze the observed metabolic heterogeneity and plasticity is, however, lacking. Using a mechanistic model that includes the key metabolic pathways active in tumor cells, …

Gene-Gene Interaction Of Ahrwith And Within The Wntcascade Affects Susceptibility To Lung Cancer, Albert Rosenberger, Nils Muttray, Rayjean J Hung, David C Christiani, Neil E Caporaso, Geoffrey Liu, Stig E Bojesen, Loic Le Marchand, Demetrios Albanes, Melinda C Aldrich, Adonina Tardon, Guillermo Fernández-Tardón, Gad Rennert, John K Field, Michael P A Davies, Triantafillos Liloglou, Lambertus A Kiemeney, Philip Lazarus, Bernadette Wendel, Aage Haugen, Shanbeh Zienolddiny, Stephen Lam, Matthew B Schabath, Angeline S Andrew, Eric J Duell, Susanne M Arnold, Gary E Goodman, Chu Chen, Jennifer A Doherty, Fiona Taylor, Angela Cox, Penella J Woll, Angela Risch, Thomas R Muley, Mikael Johansson, Paul Brennan, Maria Teresa Landi, Sanjay S Shete, Christopher I Amos, Heike Bickeböller, Integral-Ilcco Consortium

Faculty, Staff and Student Publications

Background: Aberrant Wnt signalling, regulating cell development and stemness, influences the development of many cancer types. The Aryl hydrocarbon receptor (AhR) mediates tumorigenesis of environmental pollutants. Complex interaction patterns of genes assigned to AhR/Wnt-signalling were recently associated with lung cancer susceptibility.

Aim: To assess the association and predictive ability of AhR/Wnt-genes with lung cancer in cases and controls of European descent.

Methods: Odds ratios (OR) were estimated for genomic variants assigned to the Wnt agonist and the antagonistic genes DKK2, DKK3, DKK4, FRZB, SFRP4 and Axin2. Logistic regression models with variable selection were trained, validated and tested to predict lung …

Identifying The Metabolic Signatures Of Ppard-Overexpressing Gastric Tumors, Shivanand Pudakalakatti, Mark Titus, José S Enriquez, Sumankalai Ramachandran, Niki M Zacharias, Imad Shureiqi, Yi Liu, James C Yao, Xiangsheng Zuo, Pratip K Bhattacharya

Faculty, Staff and Student Publications

Peroxisome proliferator-activated receptor delta (PPARD) is a nuclear receptor known to play an essential role in regulation of cell metabolism, cell proliferation, inflammation, and tumorigenesis in normal and cancer cells. Recently, we found that a newly generated villin-PPARD mouse model, in which PPARD is overexpressed in villin-positive gastric progenitor cells, demonstrated spontaneous development of large, invasive gastric tumors as the mice aged. However, the role of PPARD in regulation of downstream metabolism in normal gastric and tumor cells is elusive. The aim of the present study was to find PPARD-regulated downstream metabolic changes and to determine the potential significance of …

Impact Of Frontline Treatment Approach On Outcomes In Patients With Secondary Aml With Prior Hypomethylating Agent Exposure, Nicholas J Short, Sangeetha Venugopal, Wei Qiao, Tapan M Kadia, Farhad Ravandi, Walid Macaron, Courtney D Dinardo, Naval Daver, Marina Konopleva, Gautam Borthakur, Elizabeth J Shpall, Uday Popat, Richard E Champlin, Rohtesh Mehta, Gheath Al-Atrash, Betul Oran, Elias Jabbour, Guillermo Garcia-Manero, Ghayas C Issa, Guillermo Montalban-Bravo, Musa Yilmaz, Abhishek Maiti, Hagop Kantarjian

Faculty, Staff and Student Publications

BACKGROUND: Treated secondary acute myeloid leukemia (ts-AML)-i.e., AML arising from a previously treated antecedent hematologic disorder-is associated with very poor outcomes. The optimal frontline treatment regimen for these patients is uncertain.

METHODS: We retrospectively analyzed 562 patients who developed AML from preceding myelodysplastic syndrome or chronic myelomonocytic leukemia for which they had received a hypomethylating agent (HMA). Patients with ts-AML were stratified by frontline AML treatment with intensive chemotherapy (IC, n = 271), low-intensity therapy (LIT) without venetoclax (n = 237), or HMA plus venetoclax (n = 54).

RESULTS: Compared with IC or LIT without venetoclax, HMA plus venetoclax resulted …

Transcribed Ultraconserved Regions Are Associated With Clinicopathological Features In Breast Cancer, Erika Pereira Zambalde, Douglas Adamoski, Daniela Fiori Gradia, Iris Rabinovich, Ana Carolina Rodrigues, Cristina Ivan, Enilze M S F Ribeiro, George Adrian Calin, Jaqueline Carvalho De Oliveira

Faculty, Staff and Student Publications

Ultraconserved regions (UCRs) are 481 genome segments, with length longer than 200 bp, that are 100% conserved among humans, mice, and rats. The majority of UCRs are transcriptionally active (T-UCRs) as many of them produce non-coding RNAs. In a previous study, we evaluated the expression level of T-UCRs in breast cancer (BC) patients and found that 63% of transcripts correlated with some clinical and/or molecular parameter of BC. In this study, we delved into the expression levels of 12 T-UCRs and correlated them with clinicopathological parameters, immunohistochemical markers, and overall survival in two breast cancer cohorts: TCGA and Brazilian patients. …

Machine Learning For Predicting Risk Of Early Dropout In A Recovery Program For Opioid Use Disorder, Assaf Gottlieb, Andrea Yatsco, Christine Bakos-Block, James R Langabeer, Tiffany Champagne-Langabeer

Faculty, Staff and Student Publications

BACKGROUND: An increase in opioid use has led to an opioid crisis during the last decade, leading to declarations of a public health emergency. In response to this call, the Houston Emergency Opioid Engagement System (HEROES) was established and created an emergency access pathway into long-term recovery for individuals with an opioid use disorder. A major contributor to the success of the program is retention of the enrolled individuals in the program.

METHODS: We have identified an increase in dropout from the program after 90 and 120 days. Based on more than 700 program participants, we developed a machine learning …

Systematic Decomposition Of Sequence Determinants Governing Crispr/Cas9 Specificity, Rongjie Fu, Wei He, Jinzhuang Dou, Oscar D Villarreal, Ella Bedford, Helen Wang, Connie Hou, Liang Zhang, Yalong Wang, Dacheng Ma, Yiwen Chen, Xue Gao, Martin Depken, Han Xu

Faculty, Staff and Student Publications

The specificity of CRISPR/Cas9 genome editing is largely determined by the sequences of guide RNA (gRNA) and the targeted DNA, yet the sequence-dependent rules underlying off-target effects are not fully understood. To systematically explore the sequence determinants governing CRISPR/Cas9 specificity, here we describe a dual-target system to measure the relative cleavage rate between off- and on-target sequences (off-on ratios) of 1902 gRNAs on 13,314 synthetic target sequences, and reveal a set of sequence rules involving 2 factors in off-targeting: 1) a guide-intrinsic mismatch tolerance (GMT) independent of the mismatch context; 2) an "epistasis-like" combinatorial effect of multiple mismatches, which are …

Efficacy And Safety Of Enasidenib And Azacitidine Combination In Patients With Idh2 Mutated Acute Myeloid Leukemia And Not Eligible For Intensive Chemotherapy, Sangeetha Venugopal, Koichi Takahashi, Naval Daver, Abhishek Maiti, Gautam Borthakur, Sanam Loghavi, Nicholas J Short, Maro Ohanian, Lucia Masarova, Ghayas Issa, Xuemei Wang, Bueso-Ramos Carlos, Musa Yilmaz, Tapan Kadia, Michael Andreeff, Farhad Ravandi, Marina Konopleva, Hagop M Kantarjian, Courtney D Dinardo

Faculty, Staff and Student Publications

Preclinically, enasidenib and azacitidine (ENA + AZA) synergistically enhance cell differentiation, and venetoclax (VEN), a small molecule Bcl2 inhibitor (i) is particularly effective in IDH2 mutated acute myeloid leukemia (IDH2mutAML). This open label phase II trial enrolled patients (pts) with documented IDH2mutAML. All patients received AZA 75 mg/m2/d x 7 d/cycle and ENA 100 mg QD continuously. Concomitant Bcl2i and FLT3i were allowed (NCT03683433).Twenty-six pts received ENA + AZA (median 68 years, range, 24-88); 7 newly diagnosed (ND) and 19 relapsed/refractory (R/R). In R/R AML patients, three had received prior ENA and none had received prior VEN. The …

Iam Hiq-A Novel Pair Of Accuracy Indices For Imputed Genotypes, Albert Rosenberger, Viola Tozzi, Heike Bickeböller, Integral-Ilcco Consortium

Faculty, Staff and Student Publications

BACKGROUND: Imputation of untyped markers is a standard tool in genome-wide association studies to close the gap between directly genotyped and other known DNA variants. However, high accuracy with which genotypes are imputed is fundamental. Several accuracy measures have been proposed and some are implemented in imputation software, unfortunately diversely across platforms. In the present paper, we introduce Iam hiQ, an independent pair of accuracy measures that can be applied to dosage files, the output of all imputation software. Iam (imputation accuracy measure) quantifies the average amount of individual-specific versus population-specific genotype information in a linear manner. hiQ (heterogeneity in …

Neutralizing Interleukin-6 In Tumor-Bearing Mice Does Not Abrogate Behavioral Fatigue Induced By Lewis Lung Carcinoma, Kiersten Scott, Thien Trong Phan, A Phillip West, Cullen M Taniguchi, Robert Dantzer

Faculty, Staff and Student Publications

Tumor growth is associated with metabolic reprogramming of various organs including the liver. This metabolic reprogramming is responsible for the development of behavioral fatigue represented by decreased voluntary wheel running in a murine model of lung cancer. To determine whether interleukin (IL-)6 induced by the tumor is responsible for the metabolic reprogramming, mice injected with Lewis lung carcinoma cells in the flank were treated with an anti-mouse IL-6 monoclonal neutralizing antibody using a 2 × 2 factorial design (+/- tumor and +/- anti-IL-6 antibody). Endpoints were represented by behavioral, metabolic and immune phenotypes. Despite its ability to abrogate the increase …

Neuronal Population Activity Dynamics Reveal A Low-Dimensional Signature Of Operant Learning In Aplysia, Renan M Costa, Douglas A Baxter, John H Byrne

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Learning engages a high-dimensional neuronal population space spanning multiple brain regions. However, it remains unknown whether it is possible to identify a low-dimensional signature associated with operant conditioning, a ubiquitous form of learning in which animals learn from the consequences of behavior. Using single-neuron resolution voltage imaging, here we identify two low-dimensional motor modules in the neuronal population underlying Aplysia feeding. Our findings point to a temporal shift in module recruitment as the primary signature of operant learning. Our findings can help guide characterization of learning signatures in systems in which only a smaller fraction of the relevant neuronal population …

B Cell Receptor Isotypes Differentially Associate With Cell Signaling, Kinetics, And Outcome In Chronic Lymphocytic Leukemia, Andrea N Mazzarello, Eva Gentner-Göbel, Marcus Dühren-Von Minden, Tatyana N Tarasenko, Antonella Nicolò, Gerardo Ferrer, Stefano Vergani, Yun Liu, Davide Bagnara, Kanti R Rai, Jan A Burger, Peter J Mcguire, Palash C Maity, Hassan Jumaa, Nicholas Chiorazzi

Faculty, Staff and Student Publications

In chronic lymphocytic leukemia (CLL), the B cell receptor (BCR) plays a critical role in disease development and progression, as indicated by the therapeutic efficacy of drugs blocking BCR signaling. However, the mechanism(s) underlying BCR responsiveness are not completely defined. Selective engagement of membrane IgM or IgD on CLL cells, each coexpressed by more than 90% of cases, leads to distinct signaling events. Since both IgM and IgD carry the same antigen-binding domains, the divergent actions of the receptors are attributed to differences in immunoglobulin (Ig) structure or the outcome of signal transduction. We showed that IgM, not IgD, level …

Sociodemographic And Clinical Characteristics Associated With Improvements In Quality Of Life For Participants With Opioid Use Disorder, Assaf Gottlieb, Christine Bakos-Block, James R Langabeer, Tiffany Champagne-Langabeer

Faculty, Staff and Student Publications

Background: The Houston Emergency Opioid Engagement System was established to create an access pathway into long-term recovery for individuals with opioid use disorder. The program determines effectiveness across multiple dimensions, one of which is by measuring the participant's reported quality of life (QoL) at the beginning of the program and at successive intervals.

Methods: A visual analog scale was used to measure the change in QoL among participants after joining the program. We then identified sociodemographic and clinical characteristics associated with changes in QoL.

Results: 71% of the participants (n = 494) experienced an increase in their QoL scores, …

A Whole-Exome Case-Control Association Study To Characterize The Contribution Of Rare Coding Variation To Pancreatic Cancer Risk, Yao Yu, Kyle Chang, Jiun-Sheng Chen, Ryan J Bohlender, Jerry Fowler, Di Zhang, Maosheng Huang, Ping Chang, Yanan Li, Justin Wong, Huamin Wang, Jian Gu, Xifeng Wu, Joellen Schildkraut, Lisa Cannon-Albright, Yuanqing Ye, Hua Zhao, Michelle A T Hildebrandt, Jennifer B Permuth, Donghui Li, Paul Scheet, Chad D Huff

Faculty, Staff and Student Publications

Pancreatic cancer is a deadly disease that accounts for approximately 5% of cancer deaths worldwide, with a dismal 5-year survival rate of 10%. Known genetic risk factors explain only a modest proportion of the heritable risk of pancreatic cancer. We conducted a whole-exome case-control sequencing study in 1,591 pancreatic cancer cases and 2,134 cancer-free controls of European ancestry. In our gene-based analysis, ATM ranked first, with a genome-wide significant p value of 1 × 10-8. The odds ratio for protein-truncating variants in ATM was 24, which is substantially higher than prior estimates, although ours includes a broad 95% confidence interval …

Epigenetic Silencing Of Tumor Suppressor Lncrna Nkila: Implication On Nf-Κb Signaling In Non-Hodgkin’S Lymphoma, Min-Yue Zhang, George Calin, Ming-Dan Deng, Rex K H Au-Yeung, Lu-Qian Wang, Chor-Sang Chim

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The long non-coding RNA (lncRNA) NKILA, localized to 20q13.31, is a negative regulator of NF-κB signaling implicated in carcinogenesis. As a CpG island is embedded in the promoter region of NKILA, it is hypothesized as a tumor suppressor lncRNA silenced by promoter DNA methylation in non-Hodgkin’s lymphoma (NHL). By pyrosequencing-verified methylation-specific PCR, NKILA methylation was detected in 1/10 (10%) NHL cell lines, but not in normal peripheral blood buffy coats or tonsils. NKILA methylation correlated with the repression of NKILA in cell lines. Hypomethylation treatment with 5-Aza-2′-deoxycytidine resulted in promoter demethylation and the re-expression of NKILA. In 102 …

Cxcl10 Chemokine Regulates Heterogeneity Of The Cd8+ T Cell Response And Viral Set Point During Chronic Infection, Aleksandra J Ozga, Melvyn T Chow, Mateus E Lopes, Rachel L Servis, Mauro Di Pilato, Philippe Dehio, Jeffrey Lian, Thorsten R Mempel, Andrew D Luster

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CD8+ T cells responding to chronic infection adapt an altered differentiation program that provides some restrain on pathogen replication yet limits immunopathology. This adaptation is imprinted in stem-like cells and propagated to their progeny. Understanding the molecular control of CD8+ T cell differentiation in chronic infection has important therapeutic implications. Here, we found that the chemokine receptor CXCR3 was highly expressed on viral-specific stem-like CD8+ T cells and that one of its ligands, CXCL10, regulated the persistence and heterogeneity of responding CD8+ T cells in spleens of mice chronically infected with lymphocytic choriomeningitis virus. CXCL10 was produced by inflammatory monocytes …

The Allergy Mediator Histamine Confers Resistance To Immunotherapy In Cancer Patients Via Activation Of The Macrophage Histamine Receptor H1, Hongzhong Li, Yi Xiao, Qin Li, Jun Yao, Xiangliang Yuan, Yuan Zhang, Xuedong Yin, Yohei Saito, Huihui Fan, Ping Li, Wen-Ling Kuo, Angela Halpin, Don L Gibbons, Hideo Yagita, Zhongming Zhao, Da Pang, Guosheng Ren, Cassian Yee, J Jack Lee, Dihua Yu

Faculty, Staff and Student Publications

Reinvigoration of antitumor immunity remains an unmet challenge. Our retrospective analyses revealed that cancer patients who took antihistamines during immunotherapy treatment had significantly improved survival. We uncovered that histamine and histamine receptor H1 (HRH1) are frequently increased in the tumor microenvironment and induce T cell dysfunction. Mechanistically, HRH1-activated macrophages polarize toward an M2-like immunosuppressive phenotype with increased expression of the immune checkpoint VISTA, rendering T cells dysfunctional. HRH1 knockout or antihistamine treatment reverted macrophage immunosuppression, revitalized T cell cytotoxic function, and restored immunotherapy response. Allergy, via the histamine-HRH1 axis, facilitated tumor growth and induced immunotherapy resistance in mice and humans. …

The Allergy Mediator Histamine Confers Resistance To Immunotherapy In Cancer Patients Via Activation Of The Macrophage Histamine Receptor H1, Hongzhong Li, Yi Xiao, Qin Li, Jun Yao, Xiangliang Yuan, Yuan Zhang, Xuedong Yin, Yohei Saito, Huihui Fan, Ping Li, Wen-Ling Kuo, Angela Halpin, Don L Gibbons, Hideo Yagita, Zhongming Zhao, Da Pang, Guosheng Ren, Cassian Yee, J Jack Lee, Dihua Yu

Faculty, Staff and Student Publications

Reinvigoration of antitumor immunity remains an unmet challenge. Our retrospective analyses revealed that cancer patients who took antihistamines during immunotherapy treatment had significantly improved survival. We uncovered that histamine and histamine receptor H1 (HRH1) are frequently increased in the tumor microenvironment and induce T cell dysfunction. Mechanistically, HRH1-activated macrophages polarize toward an M2-like immunosuppressive phenotype with increased expression of the immune checkpoint VISTA, rendering T cells dysfunctional. HRH1 knockout or antihistamine treatment reverted macrophage immunosuppression, revitalized T cell cytotoxic function, and restored immunotherapy response. Allergy, via the histamine-HRH1 axis, facilitated tumor growth and induced immunotherapy resistance in mice and humans. …

Lncrnafunc: A Knowledgebase Of Lncrna Function In Human Cancer, Mengyuan Yang, Huifen Lu, Jiajia Liu, Sijia Wu, Pora Kim, Xiaobo Zhou

Faculty, Staff and Student Publications

The long non-coding RNAs associating with other molecules can coordinate several physiological processes and their dysfunction can impact diverse human diseases. To date, systematic and intensive annotations on diverse interaction regulations of lncRNAs in human cancer were not available. Here, we built lncRNAfunc, a knowledgebase of lncRNA function in human cancer at https://ccsm.uth.edu/lncRNAfunc, aiming to provide a resource and reference for providing therapeutically targetable lncRNAs and intensive interaction regulations. To do this, we collected 15 900 lncRNAs across 33 cancer types from TCGA. For individual lncRNAs, we performed multiple interaction analyses of different biomolecules including DNA, RNA, and protein levels. …

Fusiongdb 20: Fusion Gene Annotation Updates Aided By Deep Learning, Pora Kim, Hua Tan, Jiajia Liu, Haeseung Lee, Hyesoo Jung, Himanshu Kumar, Xiaobo Zhou

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A knowledgebase of the systematic functional annotation of fusion genes is critical for understanding genomic breakage context and developing therapeutic strategies. FusionGDB is a unique functional annotation database of human fusion genes and has been widely used for studies with diverse aims. In this study, we report fusion gene annotation updates aided by deep learning (FusionGDB 2.0) available at https://compbio.uth.edu/FusionGDB2/. FusionGDB 2.0 has substantial updates of contents such as up-to-date human fusion genes, fusion gene breakage tendency score with FusionAI deep learning model based on 20 kb DNA sequence around BP, investigation of overlapping between fusion breakpoints with 44 human …

Sensei: How Many Samples To Tell A Change In Cell Type Abundance?, Shaoheng Liang, Jason Willis, Jinzhuang Dou, Vakul Mohanty, Yuefan Huang, Eduardo Vilar, Ken Chen

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Cellular heterogeneity underlies cancer evolution and metastasis. Advances in single-cell technologies such as single-cell RNA sequencing and mass cytometry have enabled interrogation of cell type-specific expression profiles and abundance across heterogeneous cancer samples obtained from clinical trials and preclinical studies. However, challenges remain in determining sample sizes needed for ascertaining changes in cell type abundances in a controlled study. To address this statistical challenge, we have developed a new approach, named Sensei, to determine the number of samples and the number of cells that are required to ascertain such changes between two groups of samples in single-cell studies. Sensei expands …

Venetoclax Plus Azacitidine In Japanese Patients With Untreated Acute Myeloid Leukemia Ineligible For Intensive Chemotherapy, Kazuhito Yamamoto, Atsushi Shinagawa, Courtney D Dinardo, Keith W Pratz, Kenichi Ishizawa, Toshihiro Miyamoto, Norio Komatsu, Yasuhiro Nakashima, Chikashi Yoshida, Noriko Fukuhara, Kensuke Usuki, Takahiro Yamauchi, Noboru Asada, Norio Asou, Ilseung Choi, Yasushi Miyazaki, Hideyuki Honda, Sumiko Okubo, Misaki Kurokawa, Ying Zhou, Jiuhong Zha, Jalaja Potluri, Itaru Matsumura

Faculty, Staff and Student Publications

Background: The phase 3 VIALE-A trial (NCT02993523) reported that venetoclax-azacitidine significantly prolonged overall survival compared with placebo-azacitidine in patients with newly diagnosed acute myeloid leukemia ineligible for intensive chemotherapy. Herein, efficacy and safety of venetoclax-azacitidine are analyzed in the Japanese subgroup of VIALE-A patients.

Methods: Eligible Japanese patients were randomized 2:1 to venetoclax-azacitidine (N = 24) or placebo-azacitidine (N = 13). Primary endpoints for Japan were overall survival and complete response (CR) + CR with incomplete hematologic recovery (CRi). Venetoclax (target dose 400 mg) was given orally once daily. Azacitidine (75 mg/m2) was administered subcutaneously or intravenously on …

Improving Pharmacovigilance Signal Detection From Clinical Notes With Locality Sensitive Neural Concept Embeddings, Justin Mower, Elmer Bernstam, Hua Xu, Sahiti Myneni, Devika Subramanian, Trevor Cohen

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Although pharmaceutical products undergo clinical trials to profile efficacy and safety, some adverse drug reactions (ADRs) are only discovered after release to market. Post-market drug safety surveillance - pharmacovigilance - leverages information from various sources to proactively identify such ADRs. Clinical notes are one source of observational data that could assist this process, but their inherent complexity can obfuscate possible ADR signals. In previous research, embeddings trained on observational reports have improved detection of such signals over commonly used statistical measures. Moreover, neural embedding methods which further encode juxtapositional information have shown promise on analogical retrieval tasks, suggesting proximity-based alternatives …

A Novel Framework To Estimate Cognitive Impairment Via Finger Interaction With Digital Devices, Ashley A Holmes, Shikha Tripathi, Emily Katz, Ijah Mondesire-Crump, Rahul Mahajan, Aaron Ritter, Teresa Arroyo-Gallego, Luca Giancardo

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Measuring cognitive function is essential for characterizing brain health and tracking cognitive decline in Alzheimer's Disease and other neurodegenerative conditions. Current tools to accurately evaluate cognitive impairment typically rely on a battery of questionnaires administered during clinical visits which is essential for the acquisition of repeated measurements in longitudinal studies. Previous studies have shown that the remote data collection of passively monitored daily interaction with personal digital devices can measure motor signs in the early stages of synucleinopathies, as well as facilitate longitudinal patient assessment in the real-world scenario with high patient compliance. This was achieved by the automatic discovery …

Quantification Of Infarct Core Signal Using Ct Imaging In Acute Ischemic Stroke, Uma Maria Lal-Trehan Estrada, Grant Meeks, Sergio Salazar-Marioni, Fabien Scalzo, Mudassir Farooqui, Juan Vivanco-Suarez, Santiago Ortega Gutierrez, Sunil A Sheth, Luca Giancardo

Faculty, Staff and Student Publications

In stroke care, the extent of irreversible brain injury, termed infarct core, plays a key role in determining eligibility for acute treatments, such as intravenous thrombolysis and endovascular reperfusion therapies. Many of the pivotal randomized clinical trials testing those therapies used MRI Diffusion-Weighted Imaging (DWI) or CT Perfusion (CTP) to define infarct core. Unfortunately, these modalities are not available 24/7 outside of large stroke centers. As such, there is a need for accurate infarct core determination using faster and more widely available imaging modalities including Non-Contrast CT (NCCT) and CT Angiography (CTA). Prior studies have suggested that CTA provides improved …