The Genome-- Now in 3D!

Caleb Lareau
http://bit.ly/July7OMRF

A Story


  • Certain gliomas have a nonsynonymous IDH1 mutation
    • 2-Hydroxyglutarate -> Inhibition of DNA demethylase
    • 3D-Rearrangement -> Oncogenesis

Flavahan et al. 2016–Nature

Genomic Analyses



New paradigm?


3D Data

  • Chromatin Capture (e.g. Hi-C) methods reveal 3D proximity
  • ChIA-PET enables discovery of specific protein-mediated 3D loops

    Shlyueva et al. 2014

What do they look like?

Hi-C

ChIA-PET

Interpreting between the two

STOP


Types of loops

  • ~60% of enhancers affect a gene that isn't the most proximal

ChIA-PET Factor

  • Cohesin subunit: SMC1 (Young)/RAD21 (Snyder)
  • CTCF: Structural (~ ½ as many cells; better data)
  • POL2: Transcriptionally active


Variants


  • Tang et al. 2015 (Cell) looked at common variants in CTCF binding regions


Methylation


Open Chromatin


Copy Number Variation


Expression

plot of chunk unnamed-chunk-1

  • 97% pairs had a similar direction of RNA logFC as loop logFC.

On the horizon...


On the horizon...


  • Predicting cell-specific 3D loops from ChIP-Seq data
  • CRISPR Assay modifying loops
  • Cancer topology clustering from methylation
  • Comprehensive allele-specific looping

Current projects


Visualization -- dnalandscaper.aryeelab.org


What can we do now?


ChIA-PET Data in these cell lines–

  • Naive & Primed Embryonic Stem Cell
  • GM12878
  • HeLa, Jurkat, MCF7, K562

What can we do now?


Hi-C Data in these cell lines–

  • GM12878
  • IMR90
  • Naive Embryonic Stem Cell

What can we do now?


Courtney– Whole Genome Sequencing Data

  • Look for rare variants in CTCF binding regions
    • Burden test
    • Identify loop anchors with potentially disrupted CTCF occupancy
    • Map genes contained in loop from reference cell lines

  • Verify variant functionality with CTCF ChIP-Seq or 3C

What can we do now?


Pat– ATAC-Seq, ChIP-Seq, etc.

  • Look for differential chromantin accessibility (e.g. conditioned on common variant status)
    • Identify loop anchors with potentially disrupted CTCF occupancy
    • Map genes contained in loop from reference cell lines
    • Link distal enhancer regions to gene promoters using similar cell type (e.g. GM12878)

Acknowledgements


  • Martin Aryee, PhD
    • Research Advisor

  • Sarah Johnstone, MD, PhD

  • Prathik Naidu, Sarah Shareef, and others!

Thank You!