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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. -
Proteomic Analysis of Thioredoxin-Targeted Proteins in Escherichia Coli
Proteomic analysis of thioredoxin-targeted proteins in Escherichia coli Jaya K. Kumar, Stanley Tabor, and Charles C. Richardson* Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115 Contributed by Charles C. Richardson, December 29, 2003 Thioredoxin, a ubiquitous and evolutionarily conserved protein, mod- inactivates the apoptosis signaling kinase-1 (ASK-1) (18). This ulates the structure and activity of proteins involved in a spectrum of mode of regulation is incumbent on stringent protein interac- processes, such as gene expression, apoptosis, and the oxidative tions, because these thioredoxin-linked proteins do not contain stress response. Here, we present a comprehensive analysis of the regulatory cysteines. thioredoxin-linked Escherichia coli proteome by using tandem affinity To identify the regulatory pathways in which thioredoxin partic- purification and nanospray microcapillary tandem mass spectrome- ipates, we have characterized the thioredoxin-associated E. coli try. We have identified a total of 80 proteins associated with thiore- proteome. A genomic tandem affinity purification (TAP) tag (19) doxin, implicating the involvement of thioredoxin in at least 26 was appended to thioredoxin, and proteins associated with TAP- distinct cellular processes that include transcription regulation, cell tagged thioredoxin were identified by MS. division, energy transduction, and several biosynthetic pathways. We also found a number of proteins associated with thioredoxin that Methods either participate directly (SodA, HPI, and AhpC) or have key regula- TAP Tagging of trxA. The DNA sequence encoding the TAP tory functions (Fur and AcnB) in the detoxification of the cell. Tran- cassette from plasmid pFA6a-CTAP (20) was fused to the C scription factors NusG, OmpR, and RcsB, not considered to be under terminus of the sequence encoding thioredoxin in plasmid redox control, are also associated with thioredoxin. -
Supporting Information
Supporting Information Figure S1. The functionality of the tagged Arp6 and Swr1 was confirmed by monitoring cell growth and sensitivity to hydeoxyurea (HU). Five-fold serial dilutions of each strain were plated on YPD with or without 50 mM HU and incubated at 30°C or 37°C for 3 days. Figure S2. Localization of Arp6 and Swr1 on chromosome 3. The binding of Arp6-FLAG (top), Swr1-FLAG (middle), and Arp6-FLAG in swr1 cells (bottom) are compared. The position of Tel 3L, Tel 3R, CEN3, and the RP gene are shown under the panels. Figure S3. Localization of Arp6 and Swr1 on chromosome 4. The binding of Arp6-FLAG (top), Swr1-FLAG (middle), and Arp6-FLAG in swr1 cells (bottom) in the whole chromosome region are compared. The position of Tel 4L, Tel 4R, CEN4, SWR1, and RP genes are shown under the panels. Figure S4. Localization of Arp6 and Swr1 on the region including the SWR1 gene of chromosome 4. The binding of Arp6- FLAG (top), Swr1-FLAG (middle), and Arp6-FLAG in swr1 cells (bottom) are compared. The position and orientation of the SWR1 gene is shown. Figure S5. Localization of Arp6 and Swr1 on chromosome 5. The binding of Arp6-FLAG (top), Swr1-FLAG (middle), and Arp6-FLAG in swr1 cells (bottom) are compared. The position of Tel 5L, Tel 5R, CEN5, and the RP genes are shown under the panels. Figure S6. Preferential localization of Arp6 and Swr1 in the 5′ end of genes. Vertical bars represent the binding ratio of proteins in each locus. -
Supplementary Tables
Supplementary Tables Supplementary Table S1: Preselected miRNAs used in feature selection Univariate Cox proportional hazards regression analysis of the endpoint freedom from recurrence in the training set (DKTK-ROG sample) allowed the pre-selection of 524 miRNAs (P< 0.5), which were used in the feature selection. P-value was derived from log-rank test. miRNA p-value miRNA p-value miRNA p-value miRNA p-value hsa-let-7g-3p 0.0001520 hsa-miR-1304-3p 0.0490161 hsa-miR-7108-5p 0.1263245 hsa-miR-6865-5p 0.2073121 hsa-miR-6825-3p 0.0004257 hsa-miR-4298 0.0506194 hsa-miR-4453 0.1270967 hsa-miR-6893-5p 0.2120664 hsa-miR-668-3p 0.0005188 hsa-miR-484 0.0518625 hsa-miR-200a-5p 0.1276345 hsa-miR-25-3p 0.2123829 hsa-miR-3622b-3p 0.0005885 hsa-miR-6851-3p 0.0531446 hsa-miR-6090 0.1278692 hsa-miR-3189-5p 0.2136060 hsa-miR-6885-3p 0.0006452 hsa-miR-1276 0.0557418 hsa-miR-148b-3p 0.1279811 hsa-miR-6073 0.2139702 hsa-miR-6875-3p 0.0008188 hsa-miR-3173-3p 0.0559962 hsa-miR-4425 0.1288330 hsa-miR-765 0.2141536 hsa-miR-487b-5p 0.0011381 hsa-miR-650 0.0564616 hsa-miR-6798-3p 0.1293342 hsa-miR-338-5p 0.2153079 hsa-miR-210-5p 0.0012316 hsa-miR-6133 0.0571407 hsa-miR-4472 0.1300006 hsa-miR-6806-5p 0.2173515 hsa-miR-1470 0.0012822 hsa-miR-4701-5p 0.0571720 hsa-miR-4465 0.1304841 hsa-miR-98-5p 0.2184947 hsa-miR-6890-3p 0.0016539 hsa-miR-202-3p 0.0575741 hsa-miR-514b-5p 0.1308790 hsa-miR-500a-3p 0.2185577 hsa-miR-6511b-3p 0.0017165 hsa-miR-4733-5p 0.0616138 hsa-miR-378c 0.1317442 hsa-miR-4515 0.2187539 hsa-miR-7109-3p 0.0021381 hsa-miR-595 0.0629350 hsa-miR-3121-3p -
(Ubl-Ptms): Small Peptides with Huge Impact in Liver Fibrosis
cells Review Ubiquitin-Like Post-Translational Modifications (Ubl-PTMs): Small Peptides with Huge Impact in Liver Fibrosis 1 1, 1, Sofia Lachiondo-Ortega , Maria Mercado-Gómez y, Marina Serrano-Maciá y , Fernando Lopitz-Otsoa 2, Tanya B Salas-Villalobos 3, Marta Varela-Rey 1, Teresa C. Delgado 1,* and María Luz Martínez-Chantar 1 1 Liver Disease Lab, CIC bioGUNE, Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 48160 Derio, Spain; [email protected] (S.L.-O.); [email protected] (M.M.-G.); [email protected] (M.S.-M.); [email protected] (M.V.-R.); [email protected] (M.L.M.-C.) 2 Liver Metabolism Lab, CIC bioGUNE, 48160 Derio, Spain; fl[email protected] 3 Department of Biochemistry and Molecular Medicine, School of Medicine, Autonomous University of Nuevo León, Monterrey, Nuevo León 66450, Mexico; [email protected] * Correspondence: [email protected]; Tel.: +34-944-061318; Fax: +34-944-061301 These authors contributed equally to this work. y Received: 6 November 2019; Accepted: 1 December 2019; Published: 4 December 2019 Abstract: Liver fibrosis is characterized by the excessive deposition of extracellular matrix proteins including collagen that occurs in most types of chronic liver disease. Even though our knowledge of the cellular and molecular mechanisms of liver fibrosis has deeply improved in the last years, therapeutic approaches for liver fibrosis remain limited. Profiling and characterization of the post-translational modifications (PTMs) of proteins, and more specifically NEDDylation and SUMOylation ubiquitin-like (Ubls) modifications, can provide a better understanding of the liver fibrosis pathology as well as novel and more effective therapeutic approaches. -
A Systematic Analysis of Nuclear Heat Shock Protein 90 (Hsp90) Reveals A
Max Planck Institute of Immunobiology und Epigenetics Freiburg im Breisgau A systematic analysis of nuclear Heat Shock Protein 90 (Hsp90) reveals a novel transcriptional regulatory role mediated by its interaction with Host Cell Factor-1 (HCF-1) Inaugural-Dissertation to obtain the Doctoral Degree Faculty of Biology, Albert-Ludwigs-Universität Freiburg im Breisgau presented by Aneliya Antonova born in Bulgaria Freiburg im Breisgau, Germany March 2019 Dekanin: Prof. Dr. Wolfgang Driever Promotionsvorsitzender: Prof. Dr. Andreas Hiltbrunner Betreuer der Arbeit: Referent: Dr. Ritwick Sawarkar Koreferent: Prof. Dr. Rudolf Grosschedl Drittprüfer: Prof. Dr. Andreas Hecht Datum der mündlichen Prüfung: 27.05.2019 ii AFFIDAVIT I herewith declare that I have prepared the present work without any unallowed help from third parties and without the use of any aids beyond those given. All data and concepts taken either directly or indirectly from other sources are so indicated along with a notation of the source. In particular I have not made use of any paid assistance from exchange or consulting services (doctoral degree advisors or other persons). No one has received remuneration from me either directly or indirectly for work which is related to the content of the present dissertation. The work has not been submitted in this country or abroad to any other examination board in this or similar form. The provisions of the doctoral degree examination procedure of the faculty of Biology of the University of Freiburg are known to me. In particular I am aware that before the awarding of the final doctoral degree I am not entitled to use the title of Dr. -
Exploring Intrinsically Disordered Proteins in Chlamydomonas
www.nature.com/scientificreports Correction: Author Correction OPEN Exploring intrinsically disordered proteins in Chlamydomonas reinhardtii Received: 4 January 2018 Yizhi Zhang1, Hélène Launay 1, Antoine Schramm2, Régine Lebrun3 & Brigitte Gontero 1 Accepted: 26 March 2018 The content of intrinsically disordered protein (IDP) is related to organism complexity, evolution, and Published: xx xx xxxx regulation. In the Plantae, despite their high complexity, experimental investigation of IDP content is lacking. We identifed by mass spectrometry 682 heat-resistant proteins from the green alga, Chlamydomonas reinhardtii. Using a phosphoproteome database, we found that 331 of these proteins are targets of phosphorylation. We analyzed the fexibility propensity of the heat-resistant proteins and their specifc features as well as those of predicted IDPs from the same organism. Their mean percentage of disorder was about 20%. Most of the IDPs (~70%) were addressed to other compartments than mitochondrion and chloroplast. Their amino acid composition was biased compared to other classic IDPs. Their molecular functions were diverse; the predominant ones were nucleic acid binding and unfolded protein binding and the less abundant one was catalytic activity. The most represented proteins were ribosomal proteins, proteins associated to fagella, chaperones and histones. We also found CP12, the only experimental IDP from C. reinhardtii that is referenced in disordered protein database. This is the frst experimental investigation of IDPs in C. reinhardtii that also combines in silico analysis. Some biologically active proteins have no well-defned tertiary structure in their native state and are known as intrinsically disordered proteins (IDPs) while other proteins possess structural elements with some disordered (fexible) regions (IDRs)1–3. -
Regulation of Human 69-Kda Choline Acetyltransferase Protein Stability and Function by Molecular Chaperones and the Ubiquitin- Proteasome System
Western University Scholarship@Western Electronic Thesis and Dissertation Repository 1-25-2017 2:00 PM Regulation of Human 69-kDa Choline Acetyltransferase Protein Stability and Function by Molecular Chaperones and the Ubiquitin- Proteasome System Trevor M. Morey The University of Western Ontario Supervisor Rylett, R. Jane The University of Western Ontario Graduate Program in Physiology A thesis submitted in partial fulfillment of the equirr ements for the degree in Doctor of Philosophy © Trevor M. Morey 2017 Follow this and additional works at: https://ir.lib.uwo.ca/etd Part of the Molecular and Cellular Neuroscience Commons Recommended Citation Morey, Trevor M., "Regulation of Human 69-kDa Choline Acetyltransferase Protein Stability and Function by Molecular Chaperones and the Ubiquitin-Proteasome System" (2017). Electronic Thesis and Dissertation Repository. 5218. https://ir.lib.uwo.ca/etd/5218 This Dissertation/Thesis is brought to you for free and open access by Scholarship@Western. It has been accepted for inclusion in Electronic Thesis and Dissertation Repository by an authorized administrator of Scholarship@Western. For more information, please contact [email protected]. ABSTRACT: The enzyme choline acetyltransferase (ChAT) mediates synthesis of the neurotransmitter acetylcholine required for cholinergic neurotransmission. ChAT mutations are linked to congenital myasthenic syndrome (CMS), a rare neuromuscular disorder. One CMS-related mutation, V18M, reduces ChAT enzyme activity and cellular protein levels, and is located within a highly-conserved N-terminal proline-rich motif at residues 14PKLPVPP20. It is currently unknown if this motif regulates ChAT function. In this thesis, I demonstrate that disruption of this proline-rich motif in mouse cholinergic SN56 cells reduces both the protein levels and cellular enzymatic activity of mutated P17A/P19A- and V18M-ChAT. -
Mrvr, a Group B Streptococcus Transcription Factor That Controls Multiple Virulence Traits
bioRxiv preprint doi: https://doi.org/10.1101/2020.11.17.386367; this version posted November 17, 2020. The copyright holder for this preprint (which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under aCC-BY 4.0 International license. 1 2 3 4 MrvR, a Group B Streptococcus Transcription Factor that Controls Multiple Virulence Traits 5 6 Allison N. Dammann1, Anna B. Chamby2, Andrew J. Catomeris3, Kyle M. Davidson4, Hervé 7 Tettelin5,6, Jan-Peter van Pijkeren7, Kathyayini P. Gopalakrishna4, Mary F. Keith4, Jordan L. 8 Elder4, Adam J. Ratner1,8, Thomas A. Hooven4,9* 9 10 1 Department of Pediatrics, New York University School of Medicine, New York, NY, USA 11 12 2 University of Vermont Larner College of Medicine, Burlington, VT, USA 13 14 3 Georgetown University School of Medicine, Washington, DC, USA 15 16 4 Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA 17 18 5 Department of Microbiology and Immunology, University of Maryland School of Medicine, 19 Baltimore, MD, USA 20 21 6 Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 22 USA 23 24 7 Department of Food Science, University of Wisconsin, Madison, WI, USA 25 26 8 Department of Microbiology, New York University, New York, NY, USA 27 28 9 Richard King Mellon Institute for Pediatric Research, UPMC Children’s Hospital of Pittsburgh, 29 Pittsburgh, PA, USA 30 31 * Corresponding author 32 E-mail: [email protected] 33 bioRxiv preprint doi: https://doi.org/10.1101/2020.11.17.386367; this version posted November 17, 2020. -
The Effect of the URM1 Pathway on Translation by Thiolation of Specific Trnas
Research Collection Doctoral Thesis The effect of the URM1 pathway on translation by thiolation of specific tRNAs Author(s): Rezgui, Vanessa Anissa Nathalie Publication Date: 2012 Permanent Link: https://doi.org/10.3929/ethz-a-007624233 Rights / License: In Copyright - Non-Commercial Use Permitted This page was generated automatically upon download from the ETH Zurich Research Collection. For more information please consult the Terms of use. ETH Library DISS. ETH NO. 20870 The effect of the URM1 pathway on translation by thiolation of specific tRNAs A dissertation submitted to ETH ZURICH for the degree of Doctor of Sciences presented by Vanessa Anissa Nathalie Rezgui M.Sc. University of Geneva born on April, 28th 1981 citizen of Switzerland (Zurich) accepted on the recommendation of Prof. Matthias Peter – examiner Prof. André Gerber – co-examiner Prof. Paola Picotti – co-examiner 2012 TABLE OF CONTENTS SUMMARY ........................................................................................................ 4 RESUMÉ ............................................................................................................ 5 1 Introduction. ............................................................................................... 6 1.1 Translation............................................................................................................................................ 6 1.2 Translation regulation...................................................................................................................... -
Insights Into the Role and Mechanism of the AAA+ Adaptor Clps
Insights into the role and mechanism of the AAA+ adaptor ClpS by Jennifer Yuan Hou Sc.B. Biochemistry Brown University, 2002 SUBMITTED TO THE DEPARTMENT OF BIOLOGY IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY AT THE MASSACHUSETTS INSTITUTE OF TECHNOLOGY JUNE 2009 © 2009 Jennifer Yuan Hou. All Rights Reserved. The author hereby grants to MIT permission to reproduce and to distribute publicly paper and electronic copies of this thesis document in whole or in part in any medium now known or hereafter created. Signature of Author:_______________________________________________________ Department of Biology May 22, 2009 Certified by:_____________________________________________________________ Tania A. Baker E. C. Whitehead Professor of Biology Thesis Supervisor Accepted by:_____________________________________________________________ Stephen P. Bell Professor of Biology Co-Chair, Graduate Committee 1 2 Insights into the role and mechanism of the AAA+ adaptor ClpS by Jennifer Yuan Hou Submitted to the Department of Biology on May 22, 2009 in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy at the Massachusetts Institute of Technology ABSTRACT Protein degradation is a vital process in cells for quality control and participation in regulatory pathways. Intracellular ATP-dependent proteases are responsible for regulated degradation and are highly controlled in their function, especially with respect to substrate selectivity. Adaptor proteins that can associate with the proteases add an additional layer of control to substrate selection. Thus, understanding the mechanism and role of adaptor proteins is a critical component to understanding how proteases choose their substrates. In this thesis, I examine the role of the intracellular protease ClpAP and its adaptor ClpS in Escherichia coli.