chromatin structure and 3c like data
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Chromatin structure and 3C-like data Davide Ba & Franois Serra Genome Biology Group (CNAG) Structural Genomics Group (CRG) The role of chromatin structure It can give insights into how distant genomic elements interacts with each


  1. Chromatin structure and 3C-like data Davide Baù & François Serra Genome Biology Group (CNAG) Structural Genomics Group (CRG)

  2. The role of chromatin structure It can give insights into how distant genomic elements interacts with each other It helps to understand the compartmentalization Compact of chromosomes within the nucleus Loose It is essential to understand the mechanisms that regulate the cell

  3. Chromatin definition Chromatin is composed of DNA complexed with histones and other proteins Chromatin formation enables the genome to be hierarchically packaged or condensed so that it can fit inside the nuclear space The compaction allows to modulate gene transcription, DNA repair, recombination, and replication Chromatin structure is considered highly dynamic

  4. Resolution gap Knowledge IDM INM DNA length 10 10 10 10 nt Volume 10 10 10 10 10 μ m Time 10 10 10 10 10 10 10 10 s Resolution 10 10 10 μ

  5. Chromatin structures

  6. The nuclear organization of DNA Chromosome Chromatin fibre Nucleosome Adapted from Richard E. Ballermann, 2012

  7. The nucleosome DNA Methyl group Histone Gene Histone proteins Acetyl group Histone tail

  8. Histone modification effects Type of H3K4 H3K9 H3K14 H3K27 H3K79 H4K20 H2BK5 modification mono- activation activation activation activation activation activation methylation di-methylation activation repression repression activation activation , tri-methylation activation repression repression repression repression acetylation activation activation

  9. The chromatin compaction levels 11 nm fiber zigzag linker DNA) 4 2 2 1 Several nucleosomes in a row form what is often referred to 2 3 3 5 5 3 1 1 4 as a beads-on-a-string fiber (the 11 nm fiber) 5 30-nm fi ber (secondary level) 30 nm fiber When histones H1 or H5, referred to as linker histones, are added to the 11-nm fiber, the condensed 30 nm fiber is formed The 30 nm fibers form the next level of compaction by forming loops

  10. The chromatin compaction levels a 11-nm fi ber b Nucleosome stacking c 30-nm fi ber (primary level) (folded 11-nm fi ber with (secondary level) Odd-numbered zigzag linker DNA) nucleosome 4 2 2 Even-numbered 1 2 3 3 nucleosome 5 5 3 1 1 4 DNA 5 Protein sca ff old Chromatin loop Nucleus Metaphase chromosome Plane of nucleosome layers d Loops of 30-nm fi ber (tertiary level) f Organization of whole e Interdigitating layers of chromosomes inside the irregularly organized nucleus (quaternary level) nucleosomes (tertiary level) Adapted from Annu. Rev. Genomics Hum. Genet. 2012, 13:59-82

  11. Euchromatin and heterochromatin Electron microscopy Euchromatin: chromatin that is located away from the nuclear lamina, is generally less densely packed, and contains actively transcribed genes Heterochromatin: chromatin that is near the nuclear lamina, tightly condensed, and transcriptionally silent

  12. Complex genome organization Takizawa, T., Meaburn, K. J. & Misteli, T. The meaning of gene positioning. Cell 135, 9–13 (2008). Chromosome size Gene density Expression  

  13. Lamina-genome interactions to neural/glial The poising’’ “Unlocking” Neuronal ), AC gene Stemcell gene genes in Cell-cycle promoters gene nuclear membrane nuclear lamina here internal chromatin (mostly active) lamina-associated domains and (repressed) architec- Genes over- mRNA large step Most genes in Lamina Associated Domains are transcriptionally silent, suggesting that lamina-genome interactions are widely involved in the control of gene expression Adapted from Molecular Cell 38, 603-613, 2010

  14. Complex genome organization Cavalli, G. & Misteli, T. Functional implications of genome topology. Nat Struct Mol Biol 20, 290–299 (2013). Lamina Transcription hub Centromere cluster Chromosome territories Active Non- Nuclear coding pore Inactive Chromatin Superdomains DNA domains Marina Corral Nucleus

  15. Chromatin loops Simple Complex Loops bring distal genomic regions in close proximity to one another This in turn can have profound effects on gene transcription Enhancers can be thousands of kilobases away from their target genes in any direction (or even on a separate chromosome)

  16. Main approaches

  17. Restrain based modeling (IMP)

  18. 5C technology http://my5C.umassmed.edu Job Dekker Dostie et al. Genome Res (2006) vol. 16 (10) pp. 1299-309

  19. ��������������������� Hi-C data and genomic tracks data Dekker, J., Marti-Renom, M. A. & Mirny, L. A. Exploring the three-dimensional organization of genomes: interpreting chromatin interaction data. Nat Rev Genet 14, 390–403 (2013). ��������������������� Mouse chromosome 18 20 Mb ��������� Interaction depletion DNase I sensitivity Interaction enrichment RefSeq genes ��������������������������������������������������������

  20. Complex genome organization Dekker, J., Marti-Renom, M. A. & Mirny, L. A. Exploring the three-dimensional organization of genomes: interpreting chromatin interaction data. Nat Rev Genet 14, 390–403 (2013). Compartments A compartments Human chr 14 20 Mb B compartments Interaction preference TADs 2 Mb

  21. Topologically Associating Domains (TADs) b T A D s chrX 99 Mb 100 Mb 101 Mb 102 Mb 103 Mb A 99 Mb B C 100 Mb D E 101 Mb F TADs D E F G H I 102 Mb G H 103 Mb I Median count in 30-kb window 1 Mb 2 98% of max Topologically associating domains (TADs) can be made of up to hundreds of kb in size Loci located within TADs tend to interact more frequently with each other than with loci located outside their domain The human and mouse genomes are each composed of over 2,000 TADs, covering over 90% of the genome

  22. � Human α -globin domain ENm008 genomic structure and environment ENCODE Consortium. Nature (2007) vol. 447 (7146) pp. 799-816 p13.3 13.2 12.3 p12.1 16p11.2 11.1 q11.2 q12.1 13 16q21 22.1 q23.1 0| 50000| 100000| 150000| 200000| 250000| 300000| 350000| 400000| 450000| 500000| LOC1001134368 RAB11FIP3 C16ORF35 SNRNP25 ARHGDIG RHBDF1 MRPL28 POLR3K LUC7L ITFG3 RGS11 PDIA2 AXIN1 TMEM8 DECR2 HB � 2 HB � 1 MPG HB � HB � HB � HS48 HS46 HS40 HS33 HS10 HS8 GM12878 a b Reverse fragments Reverse fragments >1,000 >1,000 GM12878 cells 5C counts 750 K562 cells 5C counts 750 Forward fragments Forward fragments 500 500 250 250 0 0 GM12878 K562

  23. The genome of Caulobacter Crescentus Toy interaction matrix Ori Ter Ori Ori 0 3 x 10 0.0 2.53 x 10 0 0.5 Minus Probe Genome Position (mbp) 0 2.06 x 10 1.1 5C interaction Z-scores 1.59 x 10 0 1.7 Ter 0 2.1 1.12 x 10 6.56 x 10 -1 2.5 1.88 x 10 -1 3.0 3.5 -2.81 x 10 -1 Ori -1 4.0 -7.5 x 10 0.0 0.5 1.1 1.6 2.1 2.5 3.1 3.6 4.0 Plus Probe Genome Position (mbp)

  24. The genome of Caulobacter Crescentus Toy interaction matrix Ori Ter Ori Ori 0 3 x 10 0.0 2.53 x 10 0 Origin 0.5 Minus Probe Genome Position (mbp) 0 2.06 x 10 1.1 5C interaction Z-scores 1.59 x 10 0 1.7 = + Strand Ter 0 2.1 1.12 x 10 = - Strand 6.56 x 10 -1 2.5 1.88 x 10 -1 3.0 3.5 -2.81 x 10 -1 Terminus Ori -1 4.0 -7.5 x 10 0.0 0.5 1.1 1.6 2.1 2.5 3.1 3.6 4.0 Plus Probe Genome Position (mbp)

  25. The genome of Caulobacter Crescentus Real interaction matrix Ori Ter Ori Ori 0 3 x 10 0.0 2.53 x 10 0 0.5 2.06 x 10 0 Minus Probe Genome Position (mbp) 1.1 5C interaction Z-scores 1.59 x 10 0 1.7 Ter 0 2.1 1.12 x 10 6.56 x 10 -1 2.5 1.88 x 10 -1 3.0 3.5 -2.81 x 10 -1 Ori -1 4.0 -7.5 x 10 0.0 0.5 1.1 1.6 2.1 2.5 3.1 3.6 4.0 Plus Probe Genome Position (mbp)

  26. The genome of Caulobacter Crescentus Real interaction matrix Ori Ter Ori Ori 0 3 x 10 0.0 2.53 x 10 0 0.5 Ori Ter 2.06 x 10 0 Minus Probe Genome Position (mbp) 1.1 5C interaction Z-scores 3 1.59 x 10 0 1.7 2.5 2 Ter 0 2.1 1.12 x 10 Contact Frequency 1.5 1 6.56 x 10 -1 2.5 0.5 0 ��� 5 1.88 x 10 -1 3.0 �� 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 Genome Position (mbp) 3.5 -2.81 x 10 -1 Ori -1 4.0 -7.5 x 10 0.0 0.5 1.1 1.6 2.1 2.5 3.1 3.6 4.0 Plus Probe Genome Position (mbp)

  27. Take home message Chromatin = DNA + (histone) proteins The genome is well organized and hierarchically packaged Histone modifications affect chromatin structure and activity 3C-like data measure the frequency of interaction between distant loci

  28. How DNA is packaged

  29. The Integrative Modeling Platform http://integrativemodeling.org

  30. Installing IMP Install the required libraries: sudo apt-get install cmake sudo apt-get install libboost1.49-all-dev sudo apt-get install libhdf5-dev sudo apt-get install swig sudo apt-get install libcgal-dev sudo apt-get install python-dev Download the IMP tarball file from http://salilab.org/imp/ and uncompress it: wget http://salilab.org/imp/get.php?pkg=2.0.1/download/imp-2.0.1.tar.gz -O imp-2.0.1.tar.gz tar xzvf imp-2.0.1.tar.gz Move to the IMP directory and compile the code

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