Chip-Seq Annotation and Visualization How to Add Biological Meaning to Peaks
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Seq2pathway Vignette
seq2pathway Vignette Bin Wang, Xinan Holly Yang, Arjun Kinstlick May 19, 2021 Contents 1 Abstract 1 2 Package Installation 2 3 runseq2pathway 2 4 Two main functions 3 4.1 seq2gene . .3 4.1.1 seq2gene flowchart . .3 4.1.2 runseq2gene inputs/parameters . .5 4.1.3 runseq2gene outputs . .8 4.2 gene2pathway . 10 4.2.1 gene2pathway flowchart . 11 4.2.2 gene2pathway test inputs/parameters . 11 4.2.3 gene2pathway test outputs . 12 5 Examples 13 5.1 ChIP-seq data analysis . 13 5.1.1 Map ChIP-seq enriched peaks to genes using runseq2gene .................... 13 5.1.2 Discover enriched GO terms using gene2pathway_test with gene scores . 15 5.1.3 Discover enriched GO terms using Fisher's Exact test without gene scores . 17 5.1.4 Add description for genes . 20 5.2 RNA-seq data analysis . 20 6 R environment session 23 1 Abstract Seq2pathway is a novel computational tool to analyze functional gene-sets (including signaling pathways) using variable next-generation sequencing data[1]. Integral to this tool are the \seq2gene" and \gene2pathway" components in series that infer a quantitative pathway-level profile for each sample. The seq2gene function assigns phenotype-associated significance of genomic regions to gene-level scores, where the significance could be p-values of SNPs or point mutations, protein-binding affinity, or transcriptional expression level. The seq2gene function has the feasibility to assign non-exon regions to a range of neighboring genes besides the nearest one, thus facilitating the study of functional non-coding elements[2]. Then the gene2pathway summarizes gene-level measurements to pathway-level scores, comparing the quantity of significance for gene members within a pathway with those outside a pathway. -
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Patterns of DNA methylation on the human X chromosome and use in analyzing X-chromosome inactivation by Allison Marie Cotton B.Sc., The University of Guelph, 2005 A THESIS SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PHILOSOPHY in The Faculty of Graduate Studies (Medical Genetics) THE UNIVERSITY OF BRITISH COLUMBIA (Vancouver) January 2012 © Allison Marie Cotton, 2012 Abstract The process of X-chromosome inactivation achieves dosage compensation between mammalian males and females. In females one X chromosome is transcriptionally silenced through a variety of epigenetic modifications including DNA methylation. Most X-linked genes are subject to X-chromosome inactivation and only expressed from the active X chromosome. On the inactive X chromosome, the CpG island promoters of genes subject to X-chromosome inactivation are methylated in their promoter regions, while genes which escape from X- chromosome inactivation have unmethylated CpG island promoters on both the active and inactive X chromosomes. The first objective of this thesis was to determine if the DNA methylation of CpG island promoters could be used to accurately predict X chromosome inactivation status. The second objective was to use DNA methylation to predict X-chromosome inactivation status in a variety of tissues. A comparison of blood, muscle, kidney and neural tissues revealed tissue-specific X-chromosome inactivation, in which 12% of genes escaped from X-chromosome inactivation in some, but not all, tissues. X-linked DNA methylation analysis of placental tissues predicted four times higher escape from X-chromosome inactivation than in any other tissue. Despite the hypomethylation of repetitive elements on both the X chromosome and the autosomes, no changes were detected in the frequency or intensity of placental Cot-1 holes. -
Aberrant Promoter Methylation and Tumor Suppressive Activity of the DFNA5 Gene in Colorectal Carcinoma
Oncogene (2008) 27, 3624–3634 & 2008 Nature Publishing Group All rights reserved 0950-9232/08 $30.00 www.nature.com/onc ORIGINAL ARTICLE Aberrant promoter methylation and tumor suppressive activity of the DFNA5 gene in colorectal carcinoma MS Kim1, X Chang1, K Yamashita1, JK Nagpal1, JH Baek2,GWu3, B Trink1, EA Ratovitski1, M Mori4 and D Sidransky1 1Department of Otolaryngology, Head and Neck Cancer Research Division, Johns Hopkins University, Baltimore, MD, USA; 2Department of Genetic Medicine, Institute of Cell Engineering, Johns Hopkins University, Baltimore, MD, USA; 3Karmanos Cancer Institute, Department of Pathology, Wayne State University, Detroit, MI, USA and 4Department of Surgical Oncology, Medical Institute of Bioregulation, Kyushu University, Tsurumibaru, Beppu, Japan To identify novel methylated gene promoters, we com- Introduction pared differential RNA expression profiles of colorectal cancer (CRC) cell lines with or without treatment of Aberrant gene expression is a characteristic of human 5-aza-20-deoxycytidine (5-aza-dC). Out of 1776 genes cancers, and changes in DNA methylation status can that were initially ‘absent (that is, silenced)’ by gene have profound effects on the expression of genes. Tumor expression array analysis, we selected 163 genes that were suppressor genes (TSGs) display both genetic and increased after 5-aza-dC treatment in at least two of three epigenetic inactivation in human tumors, and the CRC cell lines. The microarray results were confirmed by transcriptional silencing of TSGs has established hy- Reverse Transcription–PCR, and CpG island of the gene permethylation as a common mechanism for loss of promoters were amplified and sequenced for examination TSG function in human cancer (Herman, 1999). -
WO 2014/135655 Al 12 September 2014 (12.09.2014) P O P C T
(12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property Organization International Bureau (10) International Publication Number (43) International Publication Date WO 2014/135655 Al 12 September 2014 (12.09.2014) P O P C T (51) International Patent Classification: (81) Designated States (unless otherwise indicated, for every C12Q 1/68 (2006.01) kind of national protection available): AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, (21) International Application Number: BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DK, DM, PCT/EP2014/054384 DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, (22) International Filing Date: HN, HR, HU, ID, IL, IN, IR, IS, JP, KE, KG, KN, KP, KR, 6 March 2014 (06.03.2014) KZ, LA, LC, LK, LR, LS, LT, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, (25) Filing Language: English OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SA, (26) Publication Language: English SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, (30) Priority Data: ZW. 13305253.0 6 March 2013 (06.03.2013) EP (84) Designated States (unless otherwise indicated, for every (71) Applicants: INSTITUT CURIE [FR/FR]; 26 rue d'Ulm, kind of regional protection available): ARIPO (BW, GH, F-75248 Paris cedex 05 (FR). CENTRE NATIONAL DE GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, SZ, TZ, LA RECHERCHE SCIENTIFIQUE [FR/FR]; 3 rue UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, TJ, Michel Ange, F-75016 Paris (FR). -
Bioinformatics Approaches to Identify Pain Mediators, Novel Lncrnas and Distinct Modalities of Neuropathic Pain
Bioinformatics approaches to identify pain mediators, novel LncRNAs and distinct modalities of neuropathic pain by Georgios Baskozos A thesis submitted to University College London for the degree of Doctor of Philosophy Institute of Structural and Molecular Biology University College London September 2016 1 Declaration I, Georgios Baskozos, confirm that the work presented in this thesis is my own. Where information has been derived from other sources, I confirm that this has been indicated in the thesis. ……………………………………… Georgios Baskozos 29 September 2016 2 Abstract This thesis presents a number of studies in the general subject of bioinformatics and functional genomics. The studies were made in collaboration with experimental scientists of the London Pain Consortium (LPC), an initiative that has promoted collaborations between experimental and computational scientists to further understanding of pain. The studies are mainly concerned with the molecular biology of pain and deal with data gathered from high throughput technologies aiming to assess the transcriptional changes involved in well induced pain states, both from animal models of pain and human patients. We have analysed next generation sequencing data (NGS data) in order to assess the transcriptional changes in rodent’s dorsal root ganglions under well induced pain states. We have also developed a customised computational pipeline to analyse RNA- sequencing data in order to identify novel Long non-coding RNAs (LncRNAs), which may function as mediators of neuropathic pain. Our analyses detected hundreds of novel LncRNAs significantly dysregulated between sham-operated animals and animal models of pain. In addition, in order to gain valuable insights into neuropathic pain, including both its molecular signature, somatosensory profiles and clusters of individuals related to pain severity, we analysed clinical data together with data obtained from quality of life pain-questionnaires. -
Supplementary Information For
Supplementary Information for Increased Muscleblind levels by chloroquine treatment improve myotonic dystrophy type 1 phenotypes in in vitro and in vivo models. Ariadna Bargiela, Maria Sabater-Arcis, Jorge Espinosa-Espinosa, Miren Zulaica, Adolfo Lopez de Munain and Ruben Artero. Corresponding author: Ruben Artero Email: [email protected] This PDF file includes: Supplementary text Figs. S1 to S13 Tables S1 References for SI reference citations 1 www.pnas.org/cgi/doi/10.1073/pnas.1820297116 Supplementary Information Text Materials and methods. Fly strains and crosses w1118 line was obtained from the Bloomington Drosophila Stock Center (Indiana University, Bloomington, IN, USA). Mhc-Gal4 flies were described in (1). Mhc-Gal4 UAS-(CTG)480 flies were generated in (2). All crosses were carried out at 25 °C with standard fly food. For oral administration of chloroquine (Chloroquine diphosphate salt solid, ≥98%, C6628 Sigma Aldrich), a maximum of 25 one-day adult flies were collected in tubes containing standard food supplemented with chloroquine (10 or 100 μM). Flies were transferred to tubes containing fresh food every 2-3 days for a total administration time of 7 days. Determination of caspase-3 and caspase-7 activity Ten adult female flies of the indicated genotypes were homogenized in 100 μl of cold PBS buffer using TissueLyser LT (Qiagen, Hilden, Germany). After a 10 min centrifugation, the supernatant was transferred into a white 96-well plate. Caspase-3 and caspase-7 activity was measured using the Caspase-Glo 3/7 Assay Systems (Promega, Fitchburg, WI, USA). Briefly, 100 μl of Caspase-Glo 3/7 reagent was added per well and the plate was incubated at room temperature for 30 min. -
Microarray and Pattern Miner Analysis of AXL and VIM Gene Networks in MDA‑MB‑231 Cells
MOLECULAR MEDICINE REPORTS 18: 4147-4155, 2018 Microarray and pattern miner analysis of AXL and VIM gene networks in MDA‑MB‑231 cells SUDHAKAR NATARAJAN1, VENIL N SUMANTRAN2, MOHAN RANGANATHAN1 and SURESH MADHESWARAN1 1Department of Biotechnology, Faculty of Engineering and Technology; 2Dr. A.P.J. Abdul Kalam Centre for Excellence in Innovation and Entrepreneurship, Dr. M.G.R. Educational and Research Institute, Tamil Nadu, Chennai 600095, India Received March 20, 2018; Accepted August 2, 2018 DOI: 10.3892/mmr.2018.9404 Abstract. MDA-MB-231 cells represent malignant triple-nega- migration, metastasis and chemoresistance, whereas the VIM tive breast cancer, which overexpress epidermal growth factor gene network regulates novel tumorigenic processes, such as receptor (EGFR) and two genes (AXL and VIM) associated lipogenesis, senescence and autophagy. Notably, these two with poor prognosis. The present study aimed to identify novel networks contain 12 genes not reported for TNBC. therapeutic targets and elucidate the functional networks for the AXL and VIM genes in MDA-MB-231 cells. We identi- Introduction fied 71 genes upregulated in MDA-MB-231 vs. MCF7 cells using BRB-Array tool to re-analyse microarray data from six Triple negative breast cancers (TNBC) lack expression of three GEO datasets. Gene ontology and STRING analysis showed important receptors (ER, PR, and HER2). These cancers account that 43/71 genes upregulated in MDA-MB-231 compared with for 10-15% of breast cancers, and are characterized by overex- MCF7 cells, regulate cell survival and migration. Another pression of epidermal growth factor receptor (EGFR), high 19 novel genes regulate migration, metastases, senescence, proliferative rate, and mutations in the p53 and BRCA1 tumour autophagy and chemoresistance. -
DNA Methylation Profiling of the X Chromosome Reveals an Aberrant
Lleo et al. Clinical Epigenetics (2015) 7:61 DOI 10.1186/s13148-015-0098-9 RESEARCH Open Access DNA methylation profiling of the X chromosome reveals an aberrant demethylation on CXCR3 promoter in primary biliary cirrhosis Ana Lleo1†, Weici Zhang6†, Ming Zhao2†, Yixin Tan2†, Francesca Bernuzzi1, Bochen Zhu2, Qian Liu2, Qiqun Tan2, Federica Malinverno3, Luca Valenti4, Tingting Jiang2, Lina Tan2, Wei Liao2, Ross Coppel5, Pietro Invernizzi1,6†, Qianjin Lu2*†, David H. Adams7, M. Eric Gershwin6*† and the PBC Epigenetic Study Group Abstract Background: Although the etiology of primary biliary cirrhosis (PBC) remains enigmatic, there are several pieces of data supporting the thesis that a strong genetic predisposition and environmental factors interact to produce a selective loss of tolerance. The striking female predominance of PBC has suggested that this sex predisposition may be secondary to epigenetic alterations on the X chromosome. In the present study, we rigorously defined the X chromosome methylation profile of CD4, CD8, and CD14 cells from 30 PBC patients and 30 controls. Genomic DNA from sorted CD4, CD8, and CD14 subpopulations was isolated, sonicated, and immunoprecipitated for analysis of methylation. All products were hybridized to a custom-tiled four-plex array containing 27,728 CpG islands annotated by UCSC and 22,532 well-characterized RefSeq promoter regions. Furthermore, bisulfite sequencing was then used for validation on a subsequent group of independent samples from PBC patients and controls. Thence, expression levels of selected X-linked genes were evaluated by quantitative real-time PCR with cDNA samples from all subjects. Results: We report herein that a total of 20, 15, and 19 distinct gene promoters reflected a significant difference in DNA methylation in CD4+ T, CD8+ T, and CD14+ cells in patients with PBC. -
A Genome-Wide Linkage and Association Study of Musical Aptitude Identifies Loci Containing Genes Related to Inner Ear Development and Neurocognitive Functions
Molecular Psychiatry (2015) 20, 275–282 © 2015 Macmillan Publishers Limited All rights reserved 1359-4184/15 www.nature.com/mp ORIGINAL ARTICLE A genome-wide linkage and association study of musical aptitude identifies loci containing genes related to inner ear development and neurocognitive functions J Oikkonen1,2, Y Huang3, P Onkamo2, L Ukkola-Vuoti1, P Raijas4, K Karma4, VJ Vieland3 and I Järvelä1 Humans have developed the perception, production and processing of sounds into the art of music. A genetic contribution to these skills of musical aptitude has long been suggested. We performed a genome-wide scan in 76 pedigrees (767 individuals) characterized for the ability to discriminate pitch (SP), duration (ST) and sound patterns (KMT), which are primary capacities for music perception. Using the Bayesian linkage and association approach implemented in program package KELVIN, especially designed for complex pedigrees, several single nucleotide polymorphisms (SNPs) near genes affecting the functions of the auditory pathway and neurocognitive processes were identified. The strongest association was found at 3q21.3 (rs9854612) with combined SP, ST and KMT test scores (COMB). This region is located a few dozen kilobases upstream of the GATA binding protein 2 (GATA2) gene. GATA2 regulates the development of cochlear hair cells and the inferior colliculus (IC), which are important in tonotopic mapping. The highest probability of linkage was obtained for phenotype SP at 4p14, located next to the region harboring the protocadherin 7 gene, PCDH7. Two SNPs rs13146789 and rs13109270 of PCDH7 showed strong association. PCDH7 has been suggested to play a role in cochlear and amygdaloid complexes. Functional class analysis showed that inner ear and schizophrenia- related genes were enriched inside the linked regions. -
Transdifferentiation of Human Mesenchymal Stem Cells
Transdifferentiation of Human Mesenchymal Stem Cells Dissertation zur Erlangung des naturwissenschaftlichen Doktorgrades der Julius-Maximilians-Universität Würzburg vorgelegt von Tatjana Schilling aus San Miguel de Tucuman, Argentinien Würzburg, 2007 Eingereicht am: Mitglieder der Promotionskommission: Vorsitzender: Prof. Dr. Martin J. Müller Gutachter: PD Dr. Norbert Schütze Gutachter: Prof. Dr. Georg Krohne Tag des Promotionskolloquiums: Doktorurkunde ausgehändigt am: Hiermit erkläre ich ehrenwörtlich, dass ich die vorliegende Dissertation selbstständig angefertigt und keine anderen als die von mir angegebenen Hilfsmittel und Quellen verwendet habe. Des Weiteren erkläre ich, dass diese Arbeit weder in gleicher noch in ähnlicher Form in einem Prüfungsverfahren vorgelegen hat und ich noch keinen Promotionsversuch unternommen habe. Gerbrunn, 4. Mai 2007 Tatjana Schilling Table of contents i Table of contents 1 Summary ........................................................................................................................ 1 1.1 Summary.................................................................................................................... 1 1.2 Zusammenfassung..................................................................................................... 2 2 Introduction.................................................................................................................... 4 2.1 Osteoporosis and the fatty degeneration of the bone marrow..................................... 4 2.2 Adipose and bone -
Induced Pluripotent Stem Cells from Subjects with Lesch-Nyhan Disease
www.nature.com/scientificreports OPEN Induced pluripotent stem cells from subjects with Lesch‑Nyhan disease Diane J. Sutclife1,12, Ashok R. Dinasarapu2,12, Jasper E. Visser3,4, Joery den Hoed1, Fatemeh Seifar1,5, Piyush Joshi1, Irene Ceballos‑Picot6, Tejas Sardar1, Ellen J. Hess1,5,7, Yan V. Sun8, Zhexing Wen1,9,10, Michael E. Zwick2,11 & H. A. Jinnah1,2,5,11* Lesch‑Nyhan disease (LND) is an inherited disorder caused by pathogenic variants in the HPRT1 gene, which encodes the purine recycling enzyme hypoxanthine–guanine phosphoribosyltransferase (HGprt). We generated 6 induced pluripotent stem cell (iPSC) lines from 3 individuals with LND, along with 6 control lines from 3 normal individuals. All 12 lines had the characteristics of pluripotent stem cells, as assessed by immunostaining for pluripotency markers, expression of pluripotency genes, and diferentiation into the 3 primary germ cell layers. Gene expression profling with RNAseq demonstrated signifcant heterogeneity among the lines. Despite this heterogeneity, several anticipated abnormalities were readily detectable across all LND lines, including reduced HPRT1 mRNA. Several unexpected abnormalities were also consistently detectable across the LND lines, including decreases in FAR2P1 and increases in RNF39. Shotgun proteomics also demonstrated several expected abnormalities in the LND lines, such as absence of HGprt protein. The proteomics study also revealed several unexpected abnormalities across the LND lines, including increases in GNAO1 decreases in NSE4A. There was a good but partial correlation between abnormalities revealed by the RNAseq and proteomics methods. Finally, functional studies demonstrated LND lines had no HGprt enzyme activity and resistance to the toxic pro‑drug 6‑thioguanine. -
Whole-Exome Sequencing to Identify Potential Genetic Risk in Substance Use Disorders: a Pilot Feasibility Study
Journal of Clinical Medicine Brief Report Whole-Exome Sequencing to Identify Potential Genetic Risk in Substance Use Disorders: A Pilot Feasibility Study P. V. AshaRani 1 , Syidda Amron 2, Noor Azizah Bte Zainuldin 2, Sumanty Tohari 3, Alvin Y. J. Ng 3, Guo Song 2, Byrappa Venkatesh 3,4,* and Ajay S. Mathuru 3,5,6,* 1 Research Division, Institute of Mental Health, Singapore 539747, Singapore; [email protected] 2 National Addictions Management Service, Institute of Mental Health, Singapore 539747, Singapore; [email protected] (S.A.); [email protected] (N.A.B.Z.); [email protected] (G.S.) 3 Institute of Molecular and Cell Biology, Singapore 138673, Singapore; [email protected] (S.T.); [email protected] (A.Y.J.N.) 4 Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore 5 Yale-NUS College, Singapore 138610, Singapore 6 Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore * Correspondence: [email protected] (B.V.); [email protected] (A.S.M.) Abstract: Genetics intersects with environmental, cultural, and social factors in the development of addictive disorders. This study reports the feasibility of whole-exome sequencing of trios (subject and two family members) to discover potential genetic variants in the development of substance use disorders (SUD). Family trios were recruited from the National Addictions Management Service in Citation: AshaRani, P.V.; Amron, S.; Singapore during the 2016–2018 period. Recruited subjects had severe alcohol use disorder (AUD) Zainuldin, N.A.B.; Tohari, S.; Ng, or opioid use disorder (OUD), with nicotine dependence (ND) and a family history of addictive A.Y.J.; Song, G.; Venkatesh, B.; disorders.