CS273A Computational Tour of the Human Genome, Gill Bejerano, Spring 2006/07 - PowerPoint PPT Presentation

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CS273A Computational Tour of the Human Genome, Gill Bejerano, Spring 2006/07

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Profs: Serafim Batzoglou, Gill Bejerano TAs: George Asimenos, Cory McLean http://cs273a.stanford.edu [Bejerano Spr06/07] * http://cs273a.stanford.edu [Bejerano Spr06 ... – PowerPoint PPT presentation

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Title: CS273A Computational Tour of the Human Genome, Gill Bejerano, Spring 2006/07


1
TTh  1100-1215 in Clark S361 Profs Serafim
Batzoglou, Gill Bejerano TAs George Asimenos,
Cory McLean
2
Lecture 10
  • Transcription Regulation in Vertebrates contd.

3
Unicellular vs. Multicellular
unicellular
multicellular
4
Pol II Transcription
  • Key components
  • Proteins
  • DNA sequence
  • DNA epigenetics
  • Protein components
  • General Transcription factors
  • Activators
  • Co-activators

5
Activators Co-Activators
Protein - Protein
Protein - DNA
6
Cis-Regulatory Components
  • Low level (atoms)
  • Promoter motifs (TATA box, etc)
  • Transcription factor binding sites (TFBS)
  • Mid Level
  • Promoter
  • Enhancers
  • Repressors/Silencers
  • Insulators/boundary elements
  • Cis-Regulatory Modules (CRM)
  • Locus Control Regions (LCR)
  • High Level
  • Gene Expression Domains
  • Gene Regulatory Networks (GRN)

7
Chromatin Remodeling
off
on
8
Tx Factors Binding Sites
9
Distal Transcription Regulatory Elements
10
Enhancers
11
Enhancers action over very large distances
RNAP II
Basal factors
promoter
Enhancer with bound protein
12
Transient Transgenic Enhancer Assay
in situ
Reporter Gene
Minimal Promoter
Conserved Element
Construct is injected into 1 cell embryos Taken
out at embryonic day 10.5-14.5 Assayed for
reporter gene activity
transgenic
13
Enhancer verification
Matched staining in dorsal apical ectodermal
ridge (part of limb bud)
Matched staining in genital eminence
14
Fly Enhancer Combinatorics
15
Vertebrate Enhancer Combinatorics
16
What are Enhancers?
  • What do enhancers encode?
  • Surely a cluster of TF binding sites.
  • but TFBS prediction is hard, fraught with false
    positives
  • What else? DNA Structure related properties?
  • So how do we recognize enhancers?
  • Sequence conservation across multiple species
  • weak but generic

17
Repressors / Silencers
18
What are Enhancers?
Repressors
  • What do enhancers encode?
  • Surely a cluster of TF binding sites.
  • but TFBS prediction is hard, fraught with false
    positives
  • What else? DNA Structure related properties?
  • So how do we recognize enhancers?
  • Sequence conservation across multiple species
  • weak but generic
  • Verifying repressors is trickier loss vs. gain
    of function.
  • How do you predict an enhancer from a repressor?
    Duh...

repressors
repressors
19
Insulators
20
Gene Expression Domains Independent
21
Gene Expression Domains Dependent
22
Correlation with Human Disease
Wang et al, 2000
23
Other Positional Effects
de Kok et al, 1996
24
Chromatin Structure
25
Histone Code
26
Epigenetics
Goldberg et al, 2007
27
More Functional Assays
In vitro / in vivo Fragment / BAC Gain / Loss BAC
cut and paste
28
Protein Chromatin Assays
  • Protein binding assays
  • Electrophoretic mobility shift assays (EMSA) /
    Gel Shift
  • DNAseI protection
  • SELEX CASTing
  • Chromatin immuno-precipitation (ChIP), ChIP-chip
  • and various chromatin assays.

29
Gene Regulatory Networks
Davidson Erwin, 2006
30
The Hox Paradox
Wray, 2003
31
The Great Vertebrate-Invertebrate Divide
32
Gene Regulatory Network (GRN) Components
  • Davidson Erwin (2006) 4 classes of GRN
    components
  • kernels evolutionarily inflexible subcircuits
    that perform essential upstream functions in
    building given body parts.
  • plug-ins certain small subcircuits that have
    been repeatedly co-opted to diverse developmental
    purposes(regulatory, inc. signal transduction
    systems)
  • I/O switches that allow or disallow
    developmental subcircuits to function in a given
    context (e.g., control of size of homologous body
    parts, many hox genes)
  • differentiation gene batteries (execute cell-type
    specific function, end-players)

33
GRN Kernel properties
  • Network subcircuits that consist of regulatory
    genes (i.e., TFs).
  • They execute the developmental patterning
    functions required to specify the embryo spatial
    domain/s in which body part/s will form.
  • Kernels are dedicated to given developmental
    functions and are not used elsewhere in
    development of the organism (though individual
    genes of the kernel are likely used in many
    different contexts).
  • They have a particular form of structure in that
    the products of multiple regulatory genes of the
    kernel are required for function of each of the
    participating cis-regulatory modules of the
    kernel.
  • Interference with expression of any one kernel
    gene will destroy kernel function altogether and
    is likely to produce the catastrophic phenotype
    of lack of the body part.
  • The result is extraordinary conservation of
    kernel architecture.

34
Kernel example
Davidson Erwin, 2006
35
Kernels and Phyla
t
now
36
Deciphering the cis-regulatory code
37
CRM prediction algorithm (Overview)
Blanchette et al., 2006
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