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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. -
Novel LRPPRC Compound Heterozygous Mutation in a Child
Piro et al. Italian Journal of Pediatrics (2020) 46:140 https://doi.org/10.1186/s13052-020-00903-7 CASE REPORT Open Access Novel LRPPRC compound heterozygous mutation in a child with early-onset Leigh syndrome French-Canadian type: case report of an Italian patient Ettore Piro1* , Gregorio Serra1, Vincenzo Antona1, Mario Giuffrè1, Elisa Giorgio2, Fabio Sirchia3, Ingrid Anne Mandy Schierz1, Alfredo Brusco2 and Giovanni Corsello1 Abstract Background: Mitochondrial diseases, also known as oxidative phosphorylation (OXPHOS) disorders, with a prevalence rate of 1:5000, are the most frequent inherited metabolic diseases. Leigh Syndrome French Canadian type (LSFC), is caused by mutations in the nuclear gene (2p16) leucine-rich pentatricopeptide repeat-containing (LRPPRC). It is an autosomal recessive neurogenetic OXPHOS disorder, phenotypically distinct from other types of Leigh syndrome, with a carrier frequency up to 1:23 and an incidence of 1:2063 in the Saguenay-Lac-St Jean region of Quebec. Recently, LSFC has also been reported outside the French-Canadian population. Patient presentation: We report a male Italian (Sicilian) child, born preterm at 28 + 6/7 weeks gestation, carrying a novel LRPPRC compound heterozygous mutation, with facial dysmorphisms, neonatal hypotonia, non-epileptic paroxysmal motor phenomena, and absent sucking-swallowing-breathing coordination requiring, at 4.5 months, a percutaneous endoscopic gastrostomy tube placement. At 5 months brain Magnetic Resonance Imagingshoweddiffusecortical atrophy, hypoplasia of corpus callosum, cerebellar vermis hypoplasia, and unfolded hippocampi. Both auditory and visual evoked potentials were pathological. In the following months Video EEG confirmed the persistence of sporadic non epileptic motor phenomena. No episode of metabolic decompensation, acidosis or ketosis, frequently observed in LSFC has been reported. -
Building the Vertebrate Codex Using the Gene Breaking Protein Trap Library
Genetics, Development and Cell Biology Publications Genetics, Development and Cell Biology 2020 Building the vertebrate codex using the gene breaking protein trap library Noriko Ichino Mayo Clinic Gaurav K. Varshney National Institutes of Health Ying Wang Iowa State University Hsin-kai Liao Iowa State University Maura McGrail Iowa State University, [email protected] See next page for additional authors Follow this and additional works at: https://lib.dr.iastate.edu/gdcb_las_pubs Part of the Molecular Genetics Commons, and the Research Methods in Life Sciences Commons The complete bibliographic information for this item can be found at https://lib.dr.iastate.edu/ gdcb_las_pubs/261. For information on how to cite this item, please visit http://lib.dr.iastate.edu/howtocite.html. This Article is brought to you for free and open access by the Genetics, Development and Cell Biology at Iowa State University Digital Repository. It has been accepted for inclusion in Genetics, Development and Cell Biology Publications by an authorized administrator of Iowa State University Digital Repository. For more information, please contact [email protected]. Building the vertebrate codex using the gene breaking protein trap library Abstract One key bottleneck in understanding the human genome is the relative under-characterization of 90% of protein coding regions. We report a collection of 1200 transgenic zebrafish strains made with the gene- break transposon (GBT) protein trap to simultaneously report and reversibly knockdown the tagged genes. Protein trap-associated mRFP expression shows previously undocumented expression of 35% and 90% of cloned genes at 2 and 4 days post-fertilization, respectively. Further, investigated alleles regularly show 99% gene-specific mRNA knockdown. -
SNARE[I] Gene in Plant and Expression Pattern Of
Genome-wide identification of SNARE gene in plant and expression pattern of TaSNARE in wheat Guanghao Wang Equal first author, 1 , Deyu Long Equal first author, 1 , Fagang Yu 1 , Hong Zhang 1 , Chunhuan Chen 1 , Wanquan Ji Corresp., 1 , Yajuan Wang Corresp. 1 1 College of Agronomy, Northwest A&F University, Yangling, No.3 Taicheng Road, China Corresponding Authors: Wanquan Ji, Yajuan Wang Email address: [email protected], [email protected] SNARE (Soluble N - ethylmaleimide - sensitive - factor attachment protein receptor) proteins are mainly mediated eukaryotic cell membrane fusion of vesicles transportation, also play an important role in plant resistance to fungal infection. In this study, 1342 SNARE proteins were identified in 18 plants. According to the reported research, it was splited into 5 subfamilies (Qa, Qb, Qc, Qb+Qc and R) and 21 classes. The number of SYP1 small classes in Qa is the largest (227), and Qb+Qc is the smallest (67). Secondly, through the analysis of phylogenetic trees, it was shown that the most SNAREs of 18 plants were distributed in 21 classes. Further analysis of the genetic structure showed that there was a large difference of 21 classes, and the structure of the same group was similar except for individual genes. In wheat, 173 SNARE proteins were identified, except for the first homologous group (14), and the number of others homologous groups were similar. The 2000bp promoter region upstream of wheat SNARE gene was analyzed, and a large number of W-box, MYB and disease-related cis-acting elements were found. The qRT-PCR results of the SNARE gene showed that the expression patterns of the same subfamily were similar in one wheat varieties. -
LRPPRC-Mediated Folding of the Mitochondrial Transcriptome
ARTICLE DOI: 10.1038/s41467-017-01221-z OPEN LRPPRC-mediated folding of the mitochondrial transcriptome Stefan J. Siira1, Henrik Spåhr2, Anne-Marie J. Shearwood1, Benedetta Ruzzenente2,3, Nils-Göran Larsson2,4, Oliver Rackham 1,5 & Aleksandra Filipovska1,5 The expression of the compact mammalian mitochondrial genome requires transcription, RNA processing, translation and RNA decay, much like the more complex chromosomal 1234567890 systems, and here we use it as a model system to understand the fundamental aspects of gene expression. Here we combine RNase footprinting with PAR-CLIP at unprecedented depth to reveal the importance of RNA–protein interactions in dictating RNA folding within the mitochondrial transcriptome. We show that LRPPRC, in complex with its protein partner SLIRP, binds throughout the mitochondrial transcriptome, with a preference for mRNAs, and its loss affects the entire secondary structure and stability of the transcriptome. We demonstrate that the LRPPRC–SLIRP complex is a global RNA chaperone that stabilizes RNA structures to expose the required sites for translation, stabilization, and polyadenylation. Our findings reveal a general mechanism where extensive RNA–protein interactions ensure that RNA is accessible for its biological functions. 1 Harry Perkins Institute of Medical Research and Centre for Medical Research, The University of Western Australia, Nedlands, WA 6009, Australia. 2 Department of Mitochondrial Biology, Max Planck Institute for Biology of Ageing, D-50931 Cologne, Germany. 3 Inserm U1163, Université Paris Descartes- Sorbonne Paris Cité, Institut Imagine, 75015 Paris, France. 4 Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm 17177, Sweden. 5 School of Molecular Sciences, The University of Western Australia, Nedlands, WA 6009, Australia. -
MOCHI Enables Discovery of Heterogeneous Interactome Modules in 3D Nucleome
Downloaded from genome.cshlp.org on October 4, 2021 - Published by Cold Spring Harbor Laboratory Press MOCHI enables discovery of heterogeneous interactome modules in 3D nucleome Dechao Tian1,# , Ruochi Zhang1,# , Yang Zhang1, Xiaopeng Zhu1, and Jian Ma1,* 1Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213, USA #These two authors contributed equally *Correspondence: [email protected] Contact To whom correspondence should be addressed: Jian Ma School of Computer Science Carnegie Mellon University 7705 Gates-Hillman Complex 5000 Forbes Avenue Pittsburgh, PA 15213 Phone: +1 (412) 268-2776 Email: [email protected] 1 Downloaded from genome.cshlp.org on October 4, 2021 - Published by Cold Spring Harbor Laboratory Press Abstract The composition of the cell nucleus is highly heterogeneous, with different constituents forming complex interactomes. However, the global patterns of these interwoven heterogeneous interactomes remain poorly understood. Here we focus on two different interactomes, chromatin interaction network and gene regulatory network, as a proof-of-principle, to identify heterogeneous interactome modules (HIMs), each of which represents a cluster of gene loci that are in spatial contact more frequently than expected and that are regulated by the same group of transcription factors. HIM integrates transcription factor binding and 3D genome structure to reflect “transcriptional niche” in the nucleus. We develop a new algorithm MOCHI to facilitate the discovery of HIMs based on network motif clustering in heterogeneous interactomes. By applying MOCHI to five different cell types, we found that HIMs have strong spatial preference within the nucleus and exhibit distinct functional properties. Through integrative analysis, this work demonstrates the utility of MOCHI to identify HIMs, which may provide new perspectives on the interplay between transcriptional regulation and 3D genome organization. -
Analysis of the Complex Interaction of Cdr1as‑Mirna‑Protein and Detection of Its Novel Role in Melanoma
ONCOLOGY LETTERS 16: 1219-1225, 2018 Analysis of the complex interaction of CDR1as‑miRNA‑protein and detection of its novel role in melanoma LIHUAN ZHANG*, YUAN LI*, WENYAN LIU, HUIFENG LI and ZHIWEI ZHU College of Life Sciences, Shanxi Agricultural University, Taigu, Shanxi 030801, P.R. China Received May 15, 2017; Accepted April 9, 2018 DOI: 10.3892/ol.2018.8700 Abstract. Despite improvements in the prevention, diagnosis has been detected in several species, including viruses (2), and treatment of melanoma having developed rapidly, the role plants (4), archaea (5)[Salzman, 2013 #198; Memczak, 2013 of circular RNA CDR1 antisense RNA (CDR1as) in melanoma #291] and animals (6). In eukaryotic cells, circRNA has remains to be elucidated. The aim of the present study was to attracted attention due to its unique characteristics, including predict the novel roles of CDR1as in melanoma through novel high stability, specificity and evolutionary conservation (7). bioinformatics analysis. In the present study, the circ2Traits The majority of circRNAs are derived from exons of coding database was used to supply information on CDR1as in cancer. regions, 3'UTRs, 5'UTRs, introns, intergenetic regions and CircNet, circBase and circInteractome databases were used to antisense RNAs (8). CircRNAs, which have attracted attention detect the co-expression of CDR1as, microRNAs and proteins. in recent years, can be produced by canonical and nonca- Furthermore, the functions and pathways of the associated nonical splicing as distinguished from the linear RNAs (9). proteins were predicted using the Database for Annotation, Through high-throughput sequencing, three types of circRNAs Visualization and Integrated Discovery. Gene Ontology have been identified: Exonic circRNAs (7), circular intronic enrichment analysis suggested that the proteins associated RNAs (ciRNAs) (9), and retained-intron circular RNAs or with CDR1as were mainly regulated in the cytoplasm as exon-intron circRNAs (elciRNAs) (10). -
Mitochondrial-Associated Protein LRPPRC Is Related with Poor
Mitochondrial-Associated Protein LRPPRC is Related With Poor Prognosis Potentially and Exerts as an Oncogene via Maintaining Mitochondrial Function in Pancreatic Cancer Qiongying Hu Department of Laboratory Medicine, hospital of chengdu university of traditional chinese medicine Li Wang Department of Pancreatic Surgery, west china hospital of sichuan university Yi Zhang Department of pancreatic surgery, west china hospital of sichuan university Bole Tian Department of pancreatic surgery, west china hospital of sichuan university ziyi Zhao ( [email protected] ) Hospital of Chengdu University of Traditional Chinese Medicine https://orcid.org/0000-0003-1871- 5197 Ya Zhang Department of Endocrinology, hospital of chengdu university of Traditional chinese medicine Primary research Keywords: LRPPRC, autophagy/mitophagy, pancreatic cancer, mitochondrial homeostasis, chemoresistance, reactive oxygen species (ROS) Posted Date: February 8th, 2021 DOI: https://doi.org/10.21203/rs.3.rs-171632/v1 License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Page 1/23 Abstract Background The mitochondrial-associated protein LRPPRC exerts multiple functions involved in physiological processes, including mitochondrial gene translation, cell cycle progression and tumorigenesis. Previously, LRPPRC was reported to regulate mitophagy by interacting with Bcl-2 and Beclin 1 and thus modifying the activation of PI3KCIII and autophagy. Considering that LRPPRC was found to be negatively associated with survival rate, we hypothesize that LRPPRC may be involved in pancreatic cancer progression via its regulation of autophagy. Methods real-time quantitative PCR was performed to detect the expression of LRPPRC in 90 paired pancreatic cancer and adjacent tissues and ve pancreatic cancer cell lines. Mitochondrial reactive oxidative species (ROS) level and function were measured. -
A High-Throughput Approach to Uncover Novel Roles of APOBEC2, a Functional Orphan of the AID/APOBEC Family
Rockefeller University Digital Commons @ RU Student Theses and Dissertations 2018 A High-Throughput Approach to Uncover Novel Roles of APOBEC2, a Functional Orphan of the AID/APOBEC Family Linda Molla Follow this and additional works at: https://digitalcommons.rockefeller.edu/ student_theses_and_dissertations Part of the Life Sciences Commons A HIGH-THROUGHPUT APPROACH TO UNCOVER NOVEL ROLES OF APOBEC2, A FUNCTIONAL ORPHAN OF THE AID/APOBEC FAMILY A Thesis Presented to the Faculty of The Rockefeller University in Partial Fulfillment of the Requirements for the degree of Doctor of Philosophy by Linda Molla June 2018 © Copyright by Linda Molla 2018 A HIGH-THROUGHPUT APPROACH TO UNCOVER NOVEL ROLES OF APOBEC2, A FUNCTIONAL ORPHAN OF THE AID/APOBEC FAMILY Linda Molla, Ph.D. The Rockefeller University 2018 APOBEC2 is a member of the AID/APOBEC cytidine deaminase family of proteins. Unlike most of AID/APOBEC, however, APOBEC2’s function remains elusive. Previous research has implicated APOBEC2 in diverse organisms and cellular processes such as muscle biology (in Mus musculus), regeneration (in Danio rerio), and development (in Xenopus laevis). APOBEC2 has also been implicated in cancer. However the enzymatic activity, substrate or physiological target(s) of APOBEC2 are unknown. For this thesis, I have combined Next Generation Sequencing (NGS) techniques with state-of-the-art molecular biology to determine the physiological targets of APOBEC2. Using a cell culture muscle differentiation system, and RNA sequencing (RNA-Seq) by polyA capture, I demonstrated that unlike the AID/APOBEC family member APOBEC1, APOBEC2 is not an RNA editor. Using the same system combined with enhanced Reduced Representation Bisulfite Sequencing (eRRBS) analyses I showed that, unlike the AID/APOBEC family member AID, APOBEC2 does not act as a 5-methyl-C deaminase. -
Balanced Mitochondrial and Cytosolic Translatomes Underlie the Biogenesis of Human
bioRxiv preprint doi: https://doi.org/10.1101/2021.05.31.446345; this version posted May 31, 2021. 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-ND 4.0 International license. Title: Balanced mitochondrial and cytosolic translatomes underlie the biogenesis of human respiratory complexes Authors: Iliana Soto1,#, Mary Couvillion1,#, Erik McShane1, Katja G. Hansen1, J. Conor Moran2, Antoni Barrientos2, L. Stirling Churchman1* 5 Affiliations: 1Blavatnik Institute, Department of Genetics, Harvard Medical School, Boston, Massachusetts, 02115 USA 2Department of Neurology, University of Miami Miller School of Medicine, Miami, FL 33136 USA *Corresponding author. Email: [email protected] 10 #these authors contributed equally to this work Abstract: Oxidative phosphorylation (OXPHOS) complexes consist of nuclear and mitochondrial DNA- encoded subunits. Their biogenesis requires cross-compartment gene regulation to mitigate the accumulation of disproportionate subunits. To determine how human cells coordinate 15 mitochondrial and nuclear gene expression processes, we established an optimized ribosome profiling approach tailored for the unique features of the human mitoribosome. Analysis of ribosome footprints in five cell types revealed that average mitochondrial synthesis rates corresponded precisely to cytosolic rates across OXPHOS complexes. Balanced mitochondrial and cytosolic synthesis did not rely on rapid feedback between the two translation systems. Rather, 20 LRPPRC, a gene associated with Leigh's syndrome, is required for the reciprocal translatomes and maintains cellular proteostasis. Based on our findings, we propose that human mitonuclear balance is enabled by matching OXPHOS subunit synthesis rates across cellular compartments, which may represent a vulnerability for cellular proteostasis. -
Using an Atlas of Gene Regulation Across 44 Human Tissues to Inform Complex Disease- and Trait-Associated Variation
ARTICLES https://doi.org/10.1038/s41588-018-0154-4 Using an atlas of gene regulation across 44 human tissues to inform complex disease- and trait-associated variation Eric R. Gamazon 1,2,21*, Ayellet V. Segrè 3,4,21*, Martijn van de Bunt 5,6,21, Xiaoquan Wen7, Hualin S. Xi8, Farhad Hormozdiari 9,10, Halit Ongen 11,12,13, Anuar Konkashbaev1, Eske M. Derks 14, François Aguet 3, Jie Quan8, GTEx Consortium15, Dan L. Nicolae16,17,18, Eleazar Eskin9, Manolis Kellis3,19, Gad Getz 3,20, Mark I. McCarthy 5,6, Emmanouil T. Dermitzakis 11,12,13, Nancy J. Cox1 and Kristin G. Ardlie3 We apply integrative approaches to expression quantitative loci (eQTLs) from 44 tissues from the Genotype-Tissue Expression project and genome-wide association study data. About 60% of known trait-associated loci are in linkage disequilibrium with a cis-eQTL, over half of which were not found in previous large-scale whole blood studies. Applying polygenic analyses to meta- bolic, cardiovascular, anthropometric, autoimmune, and neurodegenerative traits, we find that eQTLs are significantly enriched for trait associations in relevant pathogenic tissues and explain a substantial proportion of the heritability (40–80%). For most traits, tissue-shared eQTLs underlie a greater proportion of trait associations, although tissue-specific eQTLs have a greater contribution to some traits, such as blood pressure. By integrating information from biological pathways with eQTL target genes and applying a gene-based approach, we validate previously implicated causal genes and pathways, and propose new variant and gene associations for several complex traits, which we replicate in the UK BioBank and BioVU. -
Comprehensive Profiling of the Fission Yeast Transcription Start Site Activity During Stress and Media Response
bioRxiv preprint doi: https://doi.org/10.1101/281642; this version posted March 13, 2018. 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-NC 4.0 International license. Comprehensive profiling of the fission yeast transcription start site activity during stress and media response Malte Thodberg1, Axel Thieffry1, Jette Bornholdt1, Mette Boyd1, Christian Holmberg2, Ajuna Azad1, Yun Chen1, Karl Ekwall3, Olaf Nielsen2#, Albin Sandelin1# 1 The Bioinformatics Centre, Department of Biology and Biotech Research and Innovation Centre, University of Copenhagen, Denmark 2 Cell cycle and genome stability group, Department of Biology, University of Copenhagen, Denmark 3 Department of Biosciences and Nutrition, Karolinska Institute, Sweden 1 bioRxiv preprint doi: https://doi.org/10.1101/281642; this version posted March 13, 2018. 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-NC 4.0 International license. Abstract Fission yeast, Schizosaccharomyces pombe, is an attractive model organism for transcriptional and chromatin biology research. Such research is contingent of accurate annotation of transcription start sites (TSSs). However, comprehensive genome-wide maps of TSS and their usage across commonly applied laboratorial conditions and treatments for S. pombe are lacking. To this end, we profiled TSSs activity genome- wide in S. pombe cultures exposed to heat shock, nitrogen starvation, peroxide and two commonly applied media, YES and EMM2, using Cap Analysis of Gene Expression (CAGE).