Abstract
Ewing sarcoma is a highly malignant tumor characterized by a chromosomal translocation that modifies the activity of an ETS family transcription factor. The most prevalent translocation product, EWSR1-FLI1, exploits a permissive and unique chromatin environment of stem cells, and transforms them into an oncogenic state through alterations to gene expression and gene regulatory programs. Though the transformation ability of, and subsequent reliance on EWSR1-FLI1 had been previously described, the advent of genome-wide sequencing technologies allowed for the specific identification of genomic loci and genes targeted by EWSR1-FLI1. Furthermore, the characterization of the chromatin environment in these, and other, cell types could not have been accomplished without the computational and statistical methods that enable large-scale data analysis. Here, we outline in detail the tools and steps needed to analyze genome-wide transcription factor binding and histone modification data (chromatin immunoprecipitation, ChIP-seq), as well as chromatin accessibility data (assay for transposase-accessible chromatin, ATAC-seq) from Ewing sarcoma cells. Our protocol includes a compilation of data quality control metrics, trimming of adapter sequences, reference genome alignment, identification of enriched sites (“peaks”) and motifs, as well as annotation and visualization, using real-world data. These steps should provide a platform on which molecular biologists can build their own analytical pipelines to aid in data processing, analysis, and interpretation.
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References
Grünewald TGP, Cidre-Aranaz F, Surdez D et al (2018) Ewing sarcoma. Nat Rev Dis Primers 4:5
Delattre O, Zucman J, Plougastel B et al (1992) Gene fusion with an ETS DNA-binding domain caused by chromosome translocation in human tumours. Nature 359:162–165
Sorensen PH, Lessnick SL, Lopez-Terrada D et al (1994) A second Ewing's sarcoma translocation, t(21;22), fuses the EWS gene to another ETS-family transcription factor. ERG, Nature Genetics 6:146–151
Jeon IS, Davis JN, Braun BS et al (1995) A variant Ewing's sarcoma translocation (7;22) fuses the EWS gene to the ETS gene ETV1. Oncogene 10:1229–1234
Patel M, Simon JM, Iglesia MD et al (2012) Tumor-specific retargeting of an oncogenic transcription factor chimera results in dysregulation of chromatin and transcription. Genome Res 22:259–270
Wei GH, Badis G, Berger MF et al (2010) Genome-wide analysis of ETS-family DNA-binding in vitro and in vivo. EMBO J 29:2147–2160
Gangwal K, Close D, Enriquez CA et al (2010) Emergent properties of EWS/FLI regulation via GGAA microsatellites in Ewing's sarcoma. Genes Cancer 1:177–187
Guillon N, Tirode F, Boeva V et al (2009) The oncogenic EWS-FLI1 protein binds in vivo GGAA microsatellite sequences with potential transcriptional activation function. PLoS One 4:e4932
Riggi N, Knoechel B, Gillespie SM et al (2014) EWS-FLI1 utilizes divergent chromatin remodeling mechanisms to directly activate or repress enhancer elements in Ewing sarcoma. Cancer Cell 26:668–681
Gomez NC, Hepperla AJ, Dumitru R et al (2016) Widespread chromatin accessibility at repetitive elements links stem cells with human cancer. Cell Rep 17:1607–1620
Luger K, Mäder AW, Richmond RK et al (1997) Crystal structure of the nucleosome core particle at 2.8 a resolution. Nature 389:251–260
Strahl BD, Allis CD (2000) The language of covalent histone modifications. Nature 403:41–45
Szenker E, Ray-Gallet D, Almouzni G (2011) The double face of the histone variant H3.3. Cell Res 21:421–434
Weber CM, Henikoff S (2014) Histone variants: dynamic punctuation in transcription. Genes Dev 28:672–682
Orphanides G, LeRoy G, Chang CH et al (1998) FACT, a factor that facilitates transcript elongation through nucleosomes. Cell 92:105–116
Vignali M, Hassan AH, Neely KE et al (2000) ATP-dependent chromatin-remodeling complexes. Mol Cell Biol 20:1899–1910
Fry CJ, Peterson CL (2001) Chromatin remodeling enzymes: who's on first? Curr Biol 11:R185–R197
Zaret KS, Carroll JS (2011) Pioneer transcription factors: establishing competence for gene expression. Genes Dev 25:2227–2241
Riggi N, Suva ML, Suva D et al (2008) EWS-FLI-1 expression triggers a Ewing's sarcoma initiation program in primary human mesenchymal stem cells. Cancer Res 68:2176–2185
Cidre-Aranaz F, Grünewald TGP, Surdez D et al (2017) EWS-FLI1-mediated suppression of the RAS-antagonist Sprouty 1 (SPRY1) confers aggressiveness to Ewing sarcoma. Oncogene 36:766–776
Kinsey M, Smith R, Lessnick SL (2006) NR0B1 is required for the oncogenic phenotype mediated by EWS/FLI in Ewing's sarcoma. Mol Cancer Res 4:851–859
García-Aragoncillo E, Carrillo J, Lalli E et al (2008) DAX1, a direct target of EWS/FLI1 oncoprotein, is a principal regulator of cell-cycle progression in Ewing's tumor cells. Oncogene 27:6034–6043
Gangwal K, Lessnick SL (2008) Microsatellites are EWS/FLI response elements: genomic “junk” is EWS/FLI's treasure. Cell Cycle 7:3127–3132
E.P. Consortium (2012) An integrated encyclopedia of DNA elements in the human genome. Nature 489:57–74
Thurman RE, Rynes E, Humbert R et al (2012) The accessible chromatin landscape of the human genome. Nature 489:75–82
Johnson DS, Mortazavi A, Myers RM et al (2007) Genome-wide mapping of in vivo protein-DNA interactions. Science 316:1497–1502
Barski A, Cuddapah S, Cui K et al (2007) High-resolution profiling of histone methylations in the human genome. Cell 129:823–837
Mikkelsen TS, Ku M, Jaffe DB et al (2007) Genome-wide maps of chromatin state in pluripotent and lineage-committed cells. Nature 448:553–560
Giresi PG, Lieb JD (2009) Isolation of active regulatory elements from eukaryotic chromatin using FAIRE (Formaldehyde Assisted Isolation of Regulatory Elements). Methods 48:233–239
Simon JM, Giresi PG, Davis IJ et al (2012) Using formaldehyde-assisted isolation of regulatory elements (FAIRE) to isolate active regulatory DNA. Nat Protoc 7:256–267
Boyle AP, Davis S, Shulha HP et al (2008) High-resolution mapping and characterization of open chromatin across the genome. Cell 132:311–322
Song L, Crawford GE (2010) DNase-seq: a high-resolution technique for mapping active gene regulatory elements across the genome from mammalian cells. Cold Spring Harbor Protocols 2010:pdb.prot5384
Crawford GE, Holt IE, Whittle J et al (2006) Genome-wide mapping of DNase hypersensitive sites using massively parallel signature sequencing (MPSS). Genome Res 16:123–131
Buenrostro JD, Giresi PG, Zaba LC et al (2013) Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin, DNA-binding proteins and nucleosome position. Nat Methods 10:1213–1218
Buenrostro JD, Wu B, Chang HY et al (2015) ATAC-seq: a method for assaying chromatin accessibility genome-wide. Curr Protoc Mol Biol 109:21.29.1–21.29.9
Luger K, Richmond TJ (1998) The histone tails of the nucleosome. Curr Opin Genet Dev 8:140–146
Zhang Y, Liu T, Meyer CA et al (2008) Model-based analysis of ChIP-Seq (MACS). Genome Biol 9:R137
Jiang H, Lei R, Ding S-W et al (2014) Skewer: a fast and accurate adapter trimmer for next-generation sequencing paired-end reads. BMC Bioinformatics 15:182–112
S. Andrews (2012). FastQC: a quality control tool for high throughput sequence data. http://www.bioinformatics.babraham.ac.uk/projects/fastqc
Langmead B, Salzberg SL (2012) Fast gapped-read alignment with bowtie 2. Nat Methods 9:357–359
Li H, Handsaker B, Wysoker A et al (2009) The sequence alignment/map format and SAMtools. Bioinformatics 25:2078–2079
Faust GG, Hall IM (2014) SAMBLASTER: fast duplicate marking and structural variant read extraction. Bioinformatics 30:2503–2505
Heinz S, Benner C, Spann N et al (2010) Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities. Mol Cell 38:576–589
R.C.T. (2019). R: A Language and Environment for Statistical Computing. https://www.R-project.org/
R.T. (2015). RStudio: Integrated Development Environment for R. http://www.rstudio.com/
Ramirez F, Ryan DP, Grüning B et al (2016) deepTools2: a next generation web server for deep-sequencing data analysis. Nucleic Acids Res 44:W160–W165
Robinson JT, Thorvaldsdóttir H, Winckler W et al (2011) Integrative genomics viewer. Nat Biotechnol 29:24–26
Huber W, Carey VJ, Gentleman R et al (2015) Orchestrating high-throughput genomic analysis with Bioconductor. Nat Methods 12:115–121
Ou J, Liu H, Yu J et al (2018) ATACseqQC: a Bioconductor package for post-alignment quality assessment of ATAC-seq data. BMC Genomics 19:169–113
M. Morgan, H. Pagès, V. Obenchain, et al. (2019)., Rsamtools: Binary alignment (BAM), FASTA, variant call (BCF), and tabix file import, http://bioconductor.org/packages/Rsamtools
T.B.D. Team (2015), BSgenome.Hsapiens.UCSC.hg38: Full genome sequences for Homo sapiens (UCSC version hg38
Lawrence M, Huber W, Pagès H et al (2013) Software for computing and annotating genomic ranges. PLoS Comput Biol 9:e1003118
Zhu LJ, Gazin C, Lawson ND et al (2010) ChIPpeakAnno: a Bioconductor package to annotate ChIP-seq and ChIP-chip data. BMC Bioinformatics 11:237–210
Lawrence M, Gentleman R, Carey V (2009) rtracklayer: an R package for interfacing with genome browsers. Bioinformatics 25:1841–1842
Kent WJ, Sugnet CW, Furey TS et al (2002) The human genome browser at UCSC. Genome Res 12:996–1006
Acknowledgments
We would like to thank Y Yang and L Whitehouse for constructive comments. J.M.S. was supported by The Eunice Kennedy Shriver National Institute of Child Health and Human Development (U54HD079124) and NINDS (P30NS045892). N.C.G. holds a Postdoctoral Enrichment Program Award from the Burroughs Wellcome Fund and is supported by a NIH Postdoctoral Ruth L. Kirschstein National Research Service Award F32CA221353.
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Simon, J.M., Gomez, N.C. (2021). Epigenetic Analysis in Ewing Sarcoma. In: Cidre-Aranaz, F., G. P. Grünewald, T. (eds) Ewing Sarcoma . Methods in Molecular Biology, vol 2226. Humana, New York, NY. https://doi.org/10.1007/978-1-0716-1020-6_22
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DOI: https://doi.org/10.1007/978-1-0716-1020-6_22
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