Literature DB >> 20802089

Computational analysis of genome-wide DNA methylation during the differentiation of human embryonic stem cells along the endodermal lineage.

Lukas Chavez1, Justyna Jozefczuk, Christina Grimm, Jörn Dietrich, Bernd Timmermann, Hans Lehrach, Ralf Herwig, James Adjaye.   

Abstract

The generation of genome-wide data derived from methylated DNA immunoprecipitation followed by sequencing (MeDIP-seq) has become a major tool for epigenetic studies in health and disease. The computational analysis of such data, however, still falls short on accuracy, sensitivity, and speed. We propose a time-efficient statistical method that is able to cope with the inherent complexity of MeDIP-seq data with similar performance compared with existing methods. In order to demonstrate the computational approach, we have analyzed alterations in DNA methylation during the differentiation of human embryonic stem cells (hESCs) to definitive endoderm. We show improved correlation of normalized MeDIP-seq data in comparison to available whole-genome bisulfite sequencing data, and investigated the effect of differential methylation on gene expression. Furthermore, we analyzed the interplay between DNA methylation, histone modifications, and transcription factor binding and show that in contrast to de novo methylation, demethylation is mainly associated with regions of low CpG densities.

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Mesh:

Year:  2010        PMID: 20802089      PMCID: PMC2945193          DOI: 10.1101/gr.110114.110

Source DB:  PubMed          Journal:  Genome Res        ISSN: 1088-9051            Impact factor:   9.043


  32 in total

1.  limmaGUI: a graphical user interface for linear modeling of microarray data.

Authors:  James M Wettenhall; Gordon K Smyth
Journal:  Bioinformatics       Date:  2004-08-05       Impact factor: 6.937

Review 2.  An overview of Ensembl.

Authors:  Ewan Birney; T Daniel Andrews; Paul Bevan; Mario Caccamo; Yuan Chen; Laura Clarke; Guy Coates; James Cuff; Val Curwen; Tim Cutts; Thomas Down; Eduardo Eyras; Xose M Fernandez-Suarez; Paul Gane; Brian Gibbins; James Gilbert; Martin Hammond; Hans-Rudolf Hotz; Vivek Iyer; Kerstin Jekosch; Andreas Kahari; Arek Kasprzyk; Damian Keefe; Stephen Keenan; Heikki Lehvaslaiho; Graham McVicker; Craig Melsopp; Patrick Meidl; Emmanuel Mongin; Roger Pettett; Simon Potter; Glenn Proctor; Mark Rae; Steve Searle; Guy Slater; Damian Smedley; James Smith; Will Spooner; Arne Stabenau; James Stalker; Roy Storey; Abel Ureta-Vidal; K Cara Woodwark; Graham Cameron; Richard Durbin; Anthony Cox; Tim Hubbard; Michele Clamp
Journal:  Genome Res       Date:  2004-04-12       Impact factor: 9.043

3.  Efficient differentiation of human embryonic stem cells to definitive endoderm.

Authors:  Kevin A D'Amour; Alan D Agulnick; Susan Eliazer; Olivia G Kelly; Evert Kroon; Emmanuel E Baetge
Journal:  Nat Biotechnol       Date:  2005-10-28       Impact factor: 54.908

Review 4.  Principles and challenges of genomewide DNA methylation analysis.

Authors:  Peter W Laird
Journal:  Nat Rev Genet       Date:  2010-03       Impact factor: 53.242

5.  Chromosome-wide and promoter-specific analyses identify sites of differential DNA methylation in normal and transformed human cells.

Authors:  Michael Weber; Jonathan J Davies; David Wittig; Edward J Oakeley; Michael Haase; Wan L Lam; Dirk Schübeler
Journal:  Nat Genet       Date:  2005-07-10       Impact factor: 38.330

6.  CpG islands in vertebrate genomes.

Authors:  M Gardiner-Garden; M Frommer
Journal:  J Mol Biol       Date:  1987-07-20       Impact factor: 5.469

7.  Bioconductor: open software development for computational biology and bioinformatics.

Authors:  Robert C Gentleman; Vincent J Carey; Douglas M Bates; Ben Bolstad; Marcel Dettling; Sandrine Dudoit; Byron Ellis; Laurent Gautier; Yongchao Ge; Jeff Gentry; Kurt Hornik; Torsten Hothorn; Wolfgang Huber; Stefano Iacus; Rafael Irizarry; Friedrich Leisch; Cheng Li; Martin Maechler; Anthony J Rossini; Gunther Sawitzki; Colin Smith; Gordon Smyth; Luke Tierney; Jean Y H Yang; Jianhua Zhang
Journal:  Genome Biol       Date:  2004-09-15       Impact factor: 13.583

8.  EpiGRAPH: user-friendly software for statistical analysis and prediction of (epi)genomic data.

Authors:  Christoph Bock; Konstantin Halachev; Joachim Büch; Thomas Lengauer
Journal:  Genome Biol       Date:  2009-02-10       Impact factor: 13.583

9.  NCBI reference sequences (RefSeq): a curated non-redundant sequence database of genomes, transcripts and proteins.

Authors:  Kim D Pruitt; Tatiana Tatusova; Donna R Maglott
Journal:  Nucleic Acids Res       Date:  2006-11-27       Impact factor: 16.971

10.  DNA methylation profiling of human chromosomes 6, 20 and 22.

Authors:  Florian Eckhardt; Joern Lewin; Rene Cortese; Vardhman K Rakyan; John Attwood; Matthias Burger; John Burton; Tony V Cox; Rob Davies; Thomas A Down; Carolina Haefliger; Roger Horton; Kevin Howe; David K Jackson; Jan Kunde; Christoph Koenig; Jennifer Liddle; David Niblett; Thomas Otto; Roger Pettett; Stefanie Seemann; Christian Thompson; Tony West; Jane Rogers; Alex Olek; Kurt Berlin; Stephan Beck
Journal:  Nat Genet       Date:  2006-10-29       Impact factor: 38.330

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  99 in total

Review 1.  Statistical approaches for the analysis of DNA methylation microarray data.

Authors:  Kimberly D Siegmund
Journal:  Hum Genet       Date:  2011-04-26       Impact factor: 4.132

2.  Tcl1 protein functions as an inhibitor of de novo DNA methylation in B-cell chronic lymphocytic leukemia (CLL).

Authors:  Alexey Palamarchuk; Pearlly S Yan; Nicola Zanesi; Linan Wang; Benjamin Rodrigues; Mark Murphy; Veronica Balatti; Arianna Bottoni; Natalya Nazaryan; Hansjuerg Alder; Laura Rassenti; Thomas J Kipps; Michael Freitas; Carlo M Croce; Yuri Pekarsky
Journal:  Proc Natl Acad Sci U S A       Date:  2012-01-30       Impact factor: 11.205

3.  TET1 and hydroxymethylcytosine in transcription and DNA methylation fidelity.

Authors:  Kristine Williams; Jesper Christensen; Marianne Terndrup Pedersen; Jens V Johansen; Paul A C Cloos; Juri Rappsilber; Kristian Helin
Journal:  Nature       Date:  2011-04-13       Impact factor: 49.962

4.  Global DNA methylation remodeling accompanies CD8 T cell effector function.

Authors:  Christopher D Scharer; Benjamin G Barwick; Benjamin A Youngblood; Rafi Ahmed; Jeremy M Boss
Journal:  J Immunol       Date:  2013-08-16       Impact factor: 5.422

5.  A methylome-wide study of aging using massively parallel sequencing of the methyl-CpG-enriched genomic fraction from blood in over 700 subjects.

Authors:  Joseph L McClay; Karolina A Aberg; Shaunna L Clark; Srilaxmi Nerella; Gaurav Kumar; Lin Y Xie; Alexandra D Hudson; Aki Harada; Christina M Hultman; Patrik K E Magnusson; Patrick F Sullivan; Edwin J C G Van Den Oord
Journal:  Hum Mol Genet       Date:  2013-10-16       Impact factor: 6.150

Review 6.  Chromatin accessibility dynamics during cell fate reprogramming.

Authors:  Dongwei Li; Xiaodong Shu; Ping Zhu; Duanqing Pei
Journal:  EMBO Rep       Date:  2021-01-22       Impact factor: 8.807

7.  Methylome-wide association study of schizophrenia: identifying blood biomarker signatures of environmental insults.

Authors:  Karolina A Aberg; Joseph L McClay; Srilaxmi Nerella; Shaunna Clark; Gaurav Kumar; Wenan Chen; Amit N Khachane; Linying Xie; Alexandra Hudson; Guimin Gao; Aki Harada; Christina M Hultman; Patrick F Sullivan; Patrik K E Magnusson; Edwin J C G van den Oord
Journal:  JAMA Psychiatry       Date:  2014-03       Impact factor: 21.596

8.  Effects of DNA methylation and histone modification on differentiation-associated gene expression in ES, NIH3T3, and NIT-1.

Authors:  Aiping Fang; Yue Zhang; Mingyue Li; Hui Guo; Xiaofang Yu; Furong Li; Hong Hu
Journal:  J Huazhong Univ Sci Technolog Med Sci       Date:  2011-02-19

9.  MBRidge: an accurate and cost-effective method for profiling DNA methylome at single-base resolution.

Authors:  Wanshi Cai; Fengbiao Mao; Huajing Teng; Tao Cai; Fangqing Zhao; Jinyu Wu; Zhong Sheng Sun
Journal:  J Mol Cell Biol       Date:  2015-06-15       Impact factor: 6.216

10.  MBD-seq as a cost-effective approach for methylome-wide association studies: demonstration in 1500 case--control samples.

Authors:  Karolina A Aberg; Joseph L McClay; Srilaxmi Nerella; Lin Y Xie; Shaunna L Clark; Alexandra D Hudson; Jozsef Bukszár; Daniel Adkins; Christina M Hultman; Patrick F Sullivan; Patrik K E Magnusson; Edwin J C G van den Oord
Journal:  Epigenomics       Date:  2012-12       Impact factor: 4.778

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