A Data Integration Approach to Mapping OCT4 Gene Regulatory Networks Operative in Embryonic Stem Cells and Embryonal Carcinoma Cells

被引:73
作者
Jung, Marc [1 ]
Peterson, Hedi [2 ,3 ]
Chavez, Lukas [1 ]
Kahlem, Pascal [4 ]
Lehrach, Hans [1 ]
Vilo, Jaak [3 ,5 ]
Adjaye, James [1 ]
机构
[1] Max Planck Inst Mol Genet, Dept Vertebrate Genom, Mol Embryol & Aging Grp, Berlin, Germany
[2] Univ Tartu, Inst Mol & Cell Biol, EE-50090 Tartu, Estonia
[3] Quretec Ltd, Tartu, Estonia
[4] EMBL European Bioinformat Inst, Cambridge, England
[5] Univ Tartu, Inst Comp Sci, EE-50090 Tartu, Estonia
来源
PLOS ONE | 2010年 / 5卷 / 05期
关键词
SELF-RENEWAL; TRANSCRIPTIONAL REGULATION; TARGET GENES; CHIP-CHIP; EC CELLS; EXPRESSION; NANOG; DIFFERENTIATION; IDENTIFICATION; BINDING;
D O I
10.1371/journal.pone.0010709
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
It is essential to understand the network of transcription factors controlling self-renewal of human embryonic stem cells (ESCs) and human embryonal carcinoma cells (ECs) if we are to exploit these cells in regenerative medicine regimes. Correlating gene expression levels after RNAi-based ablation of OCT4 function with its downstream targets enables a better prediction of motif-specific driven expression modules pertinent for self-renewal and differentiation of embryonic stem cells and induced pluripotent stem cells. We initially identified putative direct downstream targets of OCT4 by employing CHIP-on-chip analysis. A comparison of three peak analysis programs revealed a refined list of OCT4 targets in the human EC cell line NCCIT, this list was then compared to previously published OCT4 CHIP-on-chip datasets derived from both ES and EC cells. We have verified an enriched POU-motif, discovered by a de novo approach, thus enabling us to define six distinct modules of OCT4 binding and regulation of its target genes. A selection of these targets has been validated, like NANOG, which harbours the evolutionarily conserved OCT4-SOX2 binding motif within its proximal promoter. Other validated targets, which do not harbour the classical HMG motif are USP44 and GADD45G, a key regulator of the cell cycle. Overexpression of GADD45G in NCCIT cells resulted in an enrichment and up-regulation of genes associated with the cell cycle (CDKN1B, CDKN1C, CDK6 and MAPK4) and developmental processes (BMP4, HAND1, EOMES, ID2, GATA4, GATA5, ISL1 and MSX1). A comparison of positively regulated OCT4 targets common to EC and ES cells identified genes such as NANOG, PHC1, USP44, SOX2, PHF17 and OCT4, thus further confirming their universal role in maintaining self-renewal in both cell types. Finally we have created a user-friendly database (http://biit.cs.ut.ee/escd/), integrating all OCT4 and stem cell related datasets in both human and mouse ES and EC cells. In the current era of systems biology driven research, we envisage that our integrated embryonic stem cell database will prove beneficial to the booming field of ES, iPS and cancer research.
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页数:18
相关论文
共 76 条
[61]   THE TRANSCRIPTION FACTOR LF-A1 INTERACTS WITH A BIPARTITE RECOGNITION SEQUENCE IN THE PROMOTER REGIONS OF SEVERAL LIVER-SPECIFIC GENES [J].
RAMJI, DP ;
TADROS, MH ;
HARDON, EM ;
CORTESE, R .
NUCLEIC ACIDS RESEARCH, 1991, 19 (05) :1139-1146
[62]   The molecular basis of genistein-induced mitotic arrest and exit of self-renewal in embryonal carcinoma and primary cancer cell lines [J].
Regenbrecht, Christian R. A. ;
Jung, Marc ;
Lehrach, Hans ;
Adjaye, James .
BMC MEDICAL GENOMICS, 2008, 1 (1)
[63]   g:Profiler -: a web-based toolset for functional profiling of gene lists from large-scale experiments [J].
Reimand, Jueri ;
Kull, Meelis ;
Peterson, Hedi ;
Hansen, Jaanus ;
Vilo, Jaak .
NUCLEIC ACIDS RESEARCH, 2007, 35 :W193-W200
[64]   Transcriptional regulation of Nanog by Oct4 and Sox2 [J].
Rodda, DJ ;
Chew, JL ;
Lim, LH ;
Loh, YH ;
Wang, B ;
Ng, HH ;
Robson, P .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2005, 280 (26) :24731-24737
[65]   Post-Translational Regulation of Oct4 Transcriptional Activity [J].
Saxe, Jonathan P. ;
Tomilin, Alexey ;
Schoeler, Hans R. ;
Plath, Kathrin ;
Huang, Jing .
PLOS ONE, 2009, 4 (02)
[66]   OCTAMER BINDING-PROTEINS CONFER TRANSCRIPTIONAL ACTIVITY IN EARLY MOUSE EMBRYOGENESIS [J].
SCHOLER, HR ;
BALLING, R ;
HATZOPOULOS, AK ;
SUZUKI, N ;
GRUSS, P .
EMBO JOURNAL, 1989, 8 (09) :2551-2557
[67]   Module networks: identifying regulatory modules and their condition-specific regulators from gene expression data [J].
Segal, E ;
Shapira, M ;
Regev, A ;
Pe'er, D ;
Botstein, D ;
Koller, D ;
Friedman, N .
NATURE GENETICS, 2003, 34 (02) :166-176
[68]   Identification of Pou5f1, Sox2, and Nanog downstream target genes with statistical confidence by applying a novel algorithm to time course microarray and genome-wide chromatin immunoprecipitation data [J].
Sharov, Alexei A. ;
Masui, Shinji ;
Sharova, Lioudmila V. ;
Piao, Yulan ;
Aiba, Kazuhiro ;
Matoba, Ryo ;
Xin, Li ;
Niwa, Hitoshi ;
Ko, Minoru S. H. .
BMC GENOMICS, 2008, 9 (1)
[69]   Use of within-array replicate spots for assessing differential expression in microarray experiments [J].
Smyth, GK ;
Michaud, J ;
Scott, HS .
BIOINFORMATICS, 2005, 21 (09) :2067-2075
[70]   Model-based analysis of two-color arrays (MA2C) [J].
Song, Jun S. ;
Johnson, W. Evan ;
Zhu, Xiaopeng ;
Zhang, Xinmin ;
Li, Wei ;
Manrai, Arjun K. ;
Liu, Jun S. ;
Chen, Runsheng ;
Liu, X. Shirley .
GENOME BIOLOGY, 2007, 8 (08)