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Analysis of Gene Expression Data for Gene Ontology
ANALYSIS OF GENE EXPRESSION DATA FOR GENE ONTOLOGY BASED PROTEIN FUNCTION PREDICTION A Thesis Presented to The Graduate Faculty of The University of Akron In Partial Fulfillment of the Requirements for the Degree Master of Science Robert Daniel Macholan May 2011 ANALYSIS OF GENE EXPRESSION DATA FOR GENE ONTOLOGY BASED PROTEIN FUNCTION PREDICTION Robert Daniel Macholan Thesis Approved: Accepted: _______________________________ _______________________________ Advisor Department Chair Dr. Zhong-Hui Duan Dr. Chien-Chung Chan _______________________________ _______________________________ Committee Member Dean of the College Dr. Chien-Chung Chan Dr. Chand K. Midha _______________________________ _______________________________ Committee Member Dean of the Graduate School Dr. Yingcai Xiao Dr. George R. Newkome _______________________________ Date ii ABSTRACT A tremendous increase in genomic data has encouraged biologists to turn to bioinformatics in order to assist in its interpretation and processing. One of the present challenges that need to be overcome in order to understand this data more completely is the development of a reliable method to accurately predict the function of a protein from its genomic information. This study focuses on developing an effective algorithm for protein function prediction. The algorithm is based on proteins that have similar expression patterns. The similarity of the expression data is determined using a novel measure, the slope matrix. The slope matrix introduces a normalized method for the comparison of expression levels throughout a proteome. The algorithm is tested using real microarray gene expression data. Their functions are characterized using gene ontology annotations. The results of the case study indicate the protein function prediction algorithm developed is comparable to the prediction algorithms that are based on the annotations of homologous proteins. -
A Computational Approach for Defining a Signature of Β-Cell Golgi Stress in Diabetes Mellitus
Page 1 of 781 Diabetes A Computational Approach for Defining a Signature of β-Cell Golgi Stress in Diabetes Mellitus Robert N. Bone1,6,7, Olufunmilola Oyebamiji2, Sayali Talware2, Sharmila Selvaraj2, Preethi Krishnan3,6, Farooq Syed1,6,7, Huanmei Wu2, Carmella Evans-Molina 1,3,4,5,6,7,8* Departments of 1Pediatrics, 3Medicine, 4Anatomy, Cell Biology & Physiology, 5Biochemistry & Molecular Biology, the 6Center for Diabetes & Metabolic Diseases, and the 7Herman B. Wells Center for Pediatric Research, Indiana University School of Medicine, Indianapolis, IN 46202; 2Department of BioHealth Informatics, Indiana University-Purdue University Indianapolis, Indianapolis, IN, 46202; 8Roudebush VA Medical Center, Indianapolis, IN 46202. *Corresponding Author(s): Carmella Evans-Molina, MD, PhD ([email protected]) Indiana University School of Medicine, 635 Barnhill Drive, MS 2031A, Indianapolis, IN 46202, Telephone: (317) 274-4145, Fax (317) 274-4107 Running Title: Golgi Stress Response in Diabetes Word Count: 4358 Number of Figures: 6 Keywords: Golgi apparatus stress, Islets, β cell, Type 1 diabetes, Type 2 diabetes 1 Diabetes Publish Ahead of Print, published online August 20, 2020 Diabetes Page 2 of 781 ABSTRACT The Golgi apparatus (GA) is an important site of insulin processing and granule maturation, but whether GA organelle dysfunction and GA stress are present in the diabetic β-cell has not been tested. We utilized an informatics-based approach to develop a transcriptional signature of β-cell GA stress using existing RNA sequencing and microarray datasets generated using human islets from donors with diabetes and islets where type 1(T1D) and type 2 diabetes (T2D) had been modeled ex vivo. To narrow our results to GA-specific genes, we applied a filter set of 1,030 genes accepted as GA associated. -
Silkworm Z Chromosome Is Enriched in Testis-Specific Genes
Supporting Information http://www.genetics.org/cgi/content/full/genetics.108.099994/DC1 Silkworm Z Chromosome is Enriched in Testis-Specific Genes K. P. Arunkumar, Kazuei Mita and J. Nagaraju Copyright © 2009 by the Genetics Society of America DOI: 10.1534/genetics.108.099994 2 SI K. Arunkumar et al. File S1 Gene Ontology annotation GO annotation generates a dynamic controlled vocabulary that can be applied to all organisms, even while knowledge of gene and protein roles in cells is still accumulating and changing. To this end, the Seqdblite FASTA sequence flat file was downloaded from the GO database. By running BLAST against Seqdblite, closest homologue was identified. From BLAST output, molecular functions, biological processes and cellular localisation were parsed by building an in-house GO database in MySQL from the GO-term-database flat file, downloaded from Gene Ontology Database Downloads (http://www.godatabase.org/dev/). The Perl-DBI was used to interface with MySQL, to extract the parent terms of each individual GO term that are obtained by parsing BLAST output. The output was then represented graphically. All ESTs were assigned a biological process, molecular function and cellular component using Gene Ontology (GO) database. The closest annotated homologue in the GO database was used for assigning these categories. The results of the GO annotation are graphically represented in Figures S1-3. Many of the gene products were found to be localized in cell (42%). In cell, gene products were predominant in intracellular region (78%) which comprised of localizations in intracellular organelle (38%) and cytoplasm (29%). The other localizations were organelle (29%) followed by protein complex (18%) (Figure S1). -
Essential Genes and Their Role in Autism Spectrum Disorder
University of Pennsylvania ScholarlyCommons Publicly Accessible Penn Dissertations 2017 Essential Genes And Their Role In Autism Spectrum Disorder Xiao Ji University of Pennsylvania, [email protected] Follow this and additional works at: https://repository.upenn.edu/edissertations Part of the Bioinformatics Commons, and the Genetics Commons Recommended Citation Ji, Xiao, "Essential Genes And Their Role In Autism Spectrum Disorder" (2017). Publicly Accessible Penn Dissertations. 2369. https://repository.upenn.edu/edissertations/2369 This paper is posted at ScholarlyCommons. https://repository.upenn.edu/edissertations/2369 For more information, please contact [email protected]. Essential Genes And Their Role In Autism Spectrum Disorder Abstract Essential genes (EGs) play central roles in fundamental cellular processes and are required for the survival of an organism. EGs are enriched for human disease genes and are under strong purifying selection. This intolerance to deleterious mutations, commonly observed haploinsufficiency and the importance of EGs in pre- and postnatal development suggests a possible cumulative effect of deleterious variants in EGs on complex neurodevelopmental disorders. Autism spectrum disorder (ASD) is a heterogeneous, highly heritable neurodevelopmental syndrome characterized by impaired social interaction, communication and repetitive behavior. More and more genetic evidence points to a polygenic model of ASD and it is estimated that hundreds of genes contribute to ASD. The central question addressed in this dissertation is whether genes with a strong effect on survival and fitness (i.e. EGs) play a specific oler in ASD risk. I compiled a comprehensive catalog of 3,915 mammalian EGs by combining human orthologs of lethal genes in knockout mice and genes responsible for cell-based essentiality. -
Cellular and Molecular Signatures in the Disease Tissue of Early
Cellular and Molecular Signatures in the Disease Tissue of Early Rheumatoid Arthritis Stratify Clinical Response to csDMARD-Therapy and Predict Radiographic Progression Frances Humby1,* Myles Lewis1,* Nandhini Ramamoorthi2, Jason Hackney3, Michael Barnes1, Michele Bombardieri1, Francesca Setiadi2, Stephen Kelly1, Fabiola Bene1, Maria di Cicco1, Sudeh Riahi1, Vidalba Rocher-Ros1, Nora Ng1, Ilias Lazorou1, Rebecca E. Hands1, Desiree van der Heijde4, Robert Landewé5, Annette van der Helm-van Mil4, Alberto Cauli6, Iain B. McInnes7, Christopher D. Buckley8, Ernest Choy9, Peter Taylor10, Michael J. Townsend2 & Costantino Pitzalis1 1Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, Charterhouse Square, London EC1M 6BQ, UK. Departments of 2Biomarker Discovery OMNI, 3Bioinformatics and Computational Biology, Genentech Research and Early Development, South San Francisco, California 94080 USA 4Department of Rheumatology, Leiden University Medical Center, The Netherlands 5Department of Clinical Immunology & Rheumatology, Amsterdam Rheumatology & Immunology Center, Amsterdam, The Netherlands 6Rheumatology Unit, Department of Medical Sciences, Policlinico of the University of Cagliari, Cagliari, Italy 7Institute of Infection, Immunity and Inflammation, University of Glasgow, Glasgow G12 8TA, UK 8Rheumatology Research Group, Institute of Inflammation and Ageing (IIA), University of Birmingham, Birmingham B15 2WB, UK 9Institute of -
Proteome-Wide Survey of the Autoimmune Target Repertoire In
www.nature.com/scientificreports OPEN Proteome-wide survey of the autoimmune target repertoire in autoimmune polyendocrine Received: 28 October 2015 Accepted: 23 December 2015 syndrome type 1 Published: 01 February 2016 Nils Landegren1,2,*, Donald Sharon3,4,*, Eva Freyhult2,5,6, Åsa Hallgren1,2, Daniel Eriksson1,2, Per-Henrik Edqvist7, Sophie Bensing8, Jeanette Wahlberg9, Lawrence M. Nelson10, Jan Gustafsson11, Eystein S Husebye12, Mark S Anderson13, Michael Snyder3 & Olle Kämpe1,2 Autoimmune polyendocrine syndrome type 1 (APS1) is a monogenic disorder that features multiple autoimmune disease manifestations. It is caused by mutations in the Autoimmune regulator (AIRE) gene, which promote thymic display of thousands of peripheral tissue antigens in a process critical for establishing central immune tolerance. We here used proteome arrays to perform a comprehensive study of autoimmune targets in APS1. Interrogation of established autoantigens revealed highly reliable detection of autoantibodies, and by exploring the full panel of more than 9000 proteins we further identified MAGEB2 and PDILT as novel major autoantigens in APS1. Our proteome-wide assessment revealed a marked enrichment for tissue-specific immune targets, mirroringAIRE ’s selectiveness for this category of genes. Our findings also suggest that only a very limited portion of the proteome becomes targeted by the immune system in APS1, which contrasts the broad defect of thymic presentation associated with AIRE-deficiency and raises novel questions what other factors are needed for break of tolerance. Autoimmune responses can ultimately be defined at the molecular level by the specific interaction between T- or B-cell receptors and a distinct self-molecule. In tissue-specific autoimmune disorders the immune system typically target molecules that are exclusively expressed in the affected tissue and involve a combined cellular and humoral response with cognate specificities1–3. -
Molecular Characterization of Acquired Tolerance of Tumor Cells to Picropodophyllin (PPP)
Molecular Characterization of Acquired Tolerance of Tumor Cells to Picropodophyllin (PPP) Jamileh Hashemi1*, Claire Worrall2, Daiana Vasilcanu2,Ma˚rten Frykna¨s3, Luqman Sulaiman1, Mohsen Karimi1, Wen-Hui Weng1¤a, Weng-Onn Lui1, Christina Rudduck1¤b, Magnus Axelson1, Helena Jernberg-Wiklund3, Leonard Girnita2, Olle Larsson2, Catharina Larsson1 1 Department of Molecular Medicine and Surgery, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, CMM L8:01, Stockholm, Sweden, 2 Department of Oncology-Pathology, Karolinska Institutet, Karolinska University Hospital, CCK R8:04, Stockholm, Sweden, 3 Department of Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden Abstract Background: Picropodophyllin (PPP) is a promising novel anti-neoplastic agent that efficiently kills tumor cells in vitro and causes tumor regression and increased survival in vivo. We have previously reported that PPP treatment induced moderate tolerance in two out of 10 cell lines only, and here report the acquired genomic and expression alterations associated with PPP selection over 1.5 years of treatment. Methodology/Principal Findings: Copy number alterations monitored using metaphase and array-based comparative genomic hybridization analyses revealed largely overlapping alterations in parental and maximally tolerant cells. Gain/ amplification of the MYC and PVT1 loci in 8q24.21 were verified on the chromosome level. Abnormalities observed in connection to PPP treatment included regular gains and losses, as well as homozygous losses in 10q24.1-q24.2 and 12p12.3- p13.2 in one of the lines and amplification at 5q11.2 in the other. Abnormalities observed in both tolerant derivatives include amplification/gain of 5q11.2, gain of 11q12.1-q14.3 and gain of 13q33.3-qter. -
75 2. INTRODUCTION Triple-Negative Breast Cancer (TNBC)
[Frontiers in Bioscience, Scholar, 11, 75-88, March 1, 2019] The persisting puzzle of racial disparity in triple negative breast cancer: looking through a new lens Chakravarthy Garlapati1, Shriya Joshi1, Bikram Sahoo1, Shobhna Kapoor2, Ritu Aneja1 1Department of Biology, Georgia State University, Atlanta, GA, USA, 2Department of Chemistry, Indian Institute of Technology Bombay, Powai, India TABLE OF CONTENTS 1. Abstract 2. Introduction 3. Dissecting the TNBC racially disparate burden 3.1. Does race influence TNBC onset and progression? 3.2. Tumor microenvironment in TNBC and racial disparity 3.3. Differential gene signatures and pathways in racially distinct TNBC 3.4. Our Perspective: Looking racial disparity through a new lens 4. Conclusion 5. Acknowledgement 6. References 1. ABSTRACT 2. INTRODUCTION Triple-negative breast cancer (TNBC) Triple-negative breast cancer (TNBC), is characterized by the absence of estrogen a subtype of breast cancer (BC), accounts for and progesterone receptors and absence 15-20% of all BC diagnoses in the US. It has of amplification of human epidermal growth been recognized that women of African descent factor receptor (HER2). This disease has no are twice as likely to develop TNBC than approved treatment with a poor prognosis women of European descent (1). As the name particularly in African-American (AA) as foretells, TNBCs lack estrogen, progesterone, compared to European-American (EA) and human epidermal growth factor receptors. patients. Gene ontology analysis showed Unfortunately, TNBCs are defined by what they specific gene pathways that are differentially “lack” rather than what they “have” and thus this regulated and gene signatures that are negative nomenclature provides no actionable differentially expressed in AA as compared to information on “druggable” targets. -
Deletion of 11Q in Neuroblastomas Drives Sensitivity to PARP Inhibition Elena Sanmartín1,2, Lisandra Munoz~ 1,2, Marta Piqueras3, J
Published OnlineFirst August 22, 2017; DOI: 10.1158/1078-0432.CCR-17-0593 Personalized Medicine and Imaging Clinical Cancer Research Deletion of 11q in Neuroblastomas Drives Sensitivity to PARP Inhibition Elena Sanmartín1,2, Lisandra Munoz~ 1,2, Marta Piqueras3, J. Antoni Sirerol1,2, Pablo Berlanga2,4, Adela Canete~ 2,4, Victoria Castel2,4, and Jaime Font de Mora1,2 Abstract Purpose: Despite advances in multimodal therapy, neuroblas- define a subgroup of neuroblastomas with higher sensitivity to tomas with hemizygous deletion in chromosome 11q (20%– PARP inhibitors. Noteworthy, concomitant treatment with ola- 30%) undergo consecutive recurrences with poor outcome. We parib and DNA alkylating agent temozolomide potently inhibited hypothesized that patients with 11q-loss may share a druggable growth of cell lines harboring 11q-loss. This drug synergism was molecular target(s) that can be exploited for a precision medicine less potent when temozolomide was exchanged for cisplatin or strategy to improve treatment outcome. irinotecan. Intact 11q cells concomitantly treated with ATM Experimental Design: SNP arrays were combined with next- inhibitor displayed growth arrest and enhanced apoptosis, reveal- generation sequencing (NGS) to precisely define the deleted ing a role for ATM in the mechanism that mediates sensitivity to region in 17 primary 11q-loss neuroblastomas and identify allelic temozolomide–olaparib. Interestingly, functional TP53 is variants in genes relevant for neuroblastoma etiology. We required for efficacy of this treatment. In an in vivo model, assessed PARP inhibitor olaparib in combination with other coadministration of temozolomide–olaparib resulted in sus- chemotherapy medications using both in vitro and in vivo models. tained xenograft regression. -
Utpa and Utpb Chaperone Nascent Pre-Ribosomal RNA and U3 Snorna to Initiate Eukaryotic Ribosome Assembly
ARTICLE Received 6 Apr 2016 | Accepted 27 May 2016 | Published 29 Jun 2016 DOI: 10.1038/ncomms12090 OPEN UtpA and UtpB chaperone nascent pre-ribosomal RNA and U3 snoRNA to initiate eukaryotic ribosome assembly Mirjam Hunziker1,*, Jonas Barandun1,*, Elisabeth Petfalski2, Dongyan Tan3, Cle´mentine Delan-Forino2, Kelly R. Molloy4, Kelly H. Kim5, Hywel Dunn-Davies2, Yi Shi4, Malik Chaker-Margot1,6, Brian T. Chait4, Thomas Walz5, David Tollervey2 & Sebastian Klinge1 Early eukaryotic ribosome biogenesis involves large multi-protein complexes, which co-transcriptionally associate with pre-ribosomal RNA to form the small subunit processome. The precise mechanisms by which two of the largest multi-protein complexes—UtpA and UtpB—interact with nascent pre-ribosomal RNA are poorly understood. Here, we combined biochemical and structural biology approaches with ensembles of RNA–protein cross-linking data to elucidate the essential functions of both complexes. We show that UtpA contains a large composite RNA-binding site and captures the 50 end of pre-ribosomal RNA. UtpB forms an extended structure that binds early pre-ribosomal intermediates in close proximity to architectural sites such as an RNA duplex formed by the 50 ETS and U3 snoRNA as well as the 30 boundary of the 18S rRNA. Both complexes therefore act as vital RNA chaperones to initiate eukaryotic ribosome assembly. 1 Laboratory of Protein and Nucleic Acid Chemistry, The Rockefeller University, New York, New York 10065, USA. 2 Wellcome Trust Centre for Cell Biology, University of Edinburgh, Michael Swann Building, Max Born Crescent, Edinburgh EH9 3BF, UK. 3 Department of Cell Biology, Harvard Medical School, Boston, Massachusetts 02115, USA. -
The Complete Structure of the Small-Subunit Processome
ARTICLES The complete structure of the small-subunit processome Jonas Barandun1,4 , Malik Chaker-Margot1,2,4 , Mirjam Hunziker1,4 , Kelly R Molloy3, Brian T Chait3 & Sebastian Klinge1 The small-subunit processome represents the earliest stable precursor of the eukaryotic small ribosomal subunit. Here we present the cryo-EM structure of the Saccharomyces cerevisiae small-subunit processome at an overall resolution of 3.8 Å, which provides an essentially complete near-atomic model of this assembly. In this nucleolar superstructure, 51 ribosome-assembly factors and two RNAs encapsulate the 18S rRNA precursor and 15 ribosomal proteins in a state that precedes pre-rRNA cleavage at site A1. Extended flexible proteins are employed to connect distant sites in this particle. Molecular mimicry and steric hindrance, as well as protein- and RNA-mediated RNA remodeling, are used in a concerted fashion to prevent the premature formation of the central pseudoknot and its surrounding elements within the small ribosomal subunit. Eukaryotic ribosome assembly is a highly dynamic process involving during which the four rRNA domains of the 18S rRNA (5′, central, in excess of 200 non-ribosomal proteins and RNAs. This process 3′ major and 3′ minor) are bound by a set of specific ribosome-assem- starts in the nucleolus where rRNAs for the small ribosomal subunit bly factors7,8. Biochemical studies indicated that these factors and the (18S rRNA) and the large ribosomal subunit (25S and 5.8S rRNA) 5′-ETS particle probably contribute to the independent maturation are initially transcribed as part of a large 35S pre-rRNA precursor of the domains of the SSU7,8. -
Supplemental Figure and Table Legends
Supplemental figure and table legends Supplementary Figure 1: KIAA1841 is well conserved among vertebrates. NCBI HomoloGene pairwise alignment scores of human KIAA1841 sequence compared to other vertebrate orthologs. Supplementary Figure 2: µ-germline transcripts (GLT) and AID mRNA expression are not affected by overexpression of KIAA1841. Splenic B cells were isolated from wild-type mice, and transduced with retroviral vector control (pMIG) or a vector expressing KIAA1841. Levels of µ-GLT and AID mRNA were determined at 72h post-infection by RT-qPCR, and normalized to -actin mRNA and the pMIG control. The mean of three independent experiments +/- SD is shown. NS, p = not significant, p 0.05, two-tailed paired student’s t-test. Supplementary Figure 3: Overexpression of untagged and Xpress-tagged KIAA1841 does not affect cell proliferation. Splenic B cells were isolated from wild-type mice, stimulated with LPS+IL4, and transduced with retroviral vector control (pMIG) or a vector expressing KIAA1841 or Xpress (Xp)-tagged KIAA1841. Cells are labeled with seminaphthorhodafluor (SNARF) cell tracking dye and SNARF intensity was measured at 0h, 24h, and 48h after retroviral infection. Histograms of transduced cells (GFP+) for pMIG control, KIAA1841 and Xp-KIAA1841 were superimposed at each time point. Three independent retroviral infection experiments are shown. Supplementary Figure 4: Sequence alignment of the putative SANT domain of KIAA1841 with the SANT domain of SWI3. Alignment was performed using ClustalOmega; *, conserved residue, :, strongly similar residues, ., weakly similar residues. Numbers indicate amino acid residues in each sequence. Helix 3, which has been reported to be important for the chromatin remodeling function of SWI3 (Boyer et.