Approaches

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Transcript data from detailed lab studies Transcript data from past experiments reveals co-expression. Large transcript data-sets Clustering of array data over development, biotic/abiotic stresses in order to discover co-regulation through co-expression. - PowerPoint PPT Presentation

Transcript of Approaches

Approaches

Different resources used to identify regulatory promoter motifs:

Transcript data from detailed lab studiesTranscript data from past experiments reveals co-expression.

Comparative genomics: Inter-species promoter comparisonComparison of promoter sequences of a gene between different species can identify elements highly conserved since divergence.

Large transcript data-setsClustering of array data over development, biotic/abiotic stresses in order to discover co-regulation through co-expression.

Network discovery driven by large-scale transcriptional profiling

Vast publicly-available Arabidopsis transcript data sets

Identify tightly co-expressed mitochondrial genes and predict regulatory motifs

Test activity of motifs

Cluster genes with a motif of interest based on motif organisation and expression

Test motif activity and importance of organisation

O2 H2O

AOX

NAD(P)H

NAD(P)+

int

ext

NAD(P)H

NAD(P)+

NADH

NAD+

ADP + Pi ATP

O2 H2O

succinate

fumarate

H+ H+ H+

H+

Respiratory chain

UQ

IMS

MATRIX

I

II

III IV V

c

Number of genes in Arabidopsis:• cytochrome pathway – approx. 150• AOX – 5• alternative NAD(P)H DHs - 7

The alternative respiratory pathway was induced

ModuleFinder - Biclustering

Salicylic acid (100M)Salicylic acid (10M)Rotenone (3hr)Rotenone (12hr)Chloramphenicol (3 hr)Chloramphenicol (12 hr)CysteineH2O2

Oligomycin (1.25M)Oligomycin (0.125M)Anoxia (N2)

0% 50%

100%

SR2

SR1

SR3

SR4

SR5

SR6

SR6

SR8

Identification of regulatory motifs

Model of module promoters:

Models of regulation - testable

Leaf development transcript profiles

0 1 2 3 4 5 60 1 2 3 4 5 60 1 2 3 4 5 6

QRT-PCR to measure transcripts over 2˚ rosette leaf development

Identification of Import Component Regulatory Elements

Leaf Development

0 1 2 3 4 5 6

0 1 2 3 4 5 6

Normalised Transcript Abundance

Leaf age (Weeks)

Tom20-2 / Tom20-3

Tom9-1 / Tom20-4

Identification of Import Component Regulatory Elements

0 1 2 3 4 5 6

0 1 2 3 4 5 6

Tom20-2 / Tom20-3

Tom9-1 / Tom20-4

Test predictions

Measure reporter gene

Testing functionality

Phylogenetic analysis AtAox1c and GmAox2b motif

AtAox1a

Distance from TSS

motifs identified in the common co-expression environmentmotifs identified in the AOX1a co-expression environmentmotifs identified in the upstream regions of AOX1a and NDB2

motif identified oncemotif identified twicemotif identified three timesmotif identified four timesmotif identified five timesmotif identified six times

Colour key: Motifs predicted by co-expression analysis

Line width key:

1000 GTTATGGTTTTGTATAAAAACCCATTTGATTGTAATTTTTATTTAAGTTTTGGTTTAGGTTTGGTTTGATTAAAAACCGTAAAACCGAACGTTTTTTTTG

900 TTTTTGATTTAAATTAAAAATAATTGTATATATATATATATAATGTTCATTTGATAACATGATATCTATCAAACTATCGAAAAACAAAACCCTAACTGTA

800 ACCTAAACTAAAATTCTATATAAATTACATGCCGTCATTTAGGATTTGAGTTTACAAATTAGATTTTGATTTTATTTATGCATCACACTTATAATTTTTT

700 TTGGTAAAAACATGAAAAAACCGGAACCAAACCGGAACCGATCCGAACCAAAATACATATGGTTTTTAAATGGTTTTAATTTTTTAAAACCAAAAACTGT

600 AAAACTGTTAAAACCGAACCGTAACCAAACCGAATTTTATATGGTTTTTATATGGTTTTACTTTTCTTAAAATCGAAAAACCGTAAAACCTAAAACCGAA

500 ACGAAACCAAACCGAAAAACTGAACACCCAGCCCTTAAATATAATGAAAATCGAATAAATTTGTTTGAAAGAATCGAACAAAATTGACAATAAAATCTAA

400 TTAGGACTATTTTCGTCTAATTTTGACTTAGTTGAAACAGAATATTAGCAAAAATACTAAAACACCACAACGCGTAATAATACCCACACACGATATCATT

300 AAATTTGACCAATAAGAATCTAGCTCTTGGCGACCACGCAAGTATCTTCCATCTTGCTCTCCAAGAAAAATCTACACCGGCTTTAAATTTACATAAACAC

200 CCTCAGTCAAAGAAAAGTCGTAAACATAGTCTCTCTCATGACCACAAGGGTAACACAGTCATCCTAAATATAAACCACACAAGAAAACTGTTATACTTTA

100 TACACGTGTCATAGTCTCATTACATCTACGTGAAGAGTTTCGATCATCAACCGTTCGTTTTCTTACTATATAAACCTTGCTCGAGACCTGCGTGTGAAGC TSS

A1 B1 A2 B2

D

E

F G H

KJ L

GGAGACTTGAAGCTGATGCGACGCTTCGTGATGTCGTCATGGTGGTCCGTGCTGATGAAGCGCATCACCGTGATGTTAACCACTATGCATCCGTAAGTAG

CTTGAGGAAGAAGCAATCCACTCTTACACTGAGTTTCTTAAAGAACTCGATAATGGTAACATCGAAAATGTGCCTGCACCGGCTATTGCCATTGATTACT

1750

1850

motifs identified by comparison to soybean Aox

motifs identified by bi-clustering

I1

C

I2

AtAox1a

Distance from TSS

motifs identified in the common co-expression environmentmotifs identified in the AOX1a co-expression environmentmotifs identified in the upstream regions of AOX1a and NDB2

motif identified oncemotif identified twicemotif identified three timesmotif identified four timesmotif identified five timesmotif identified six times

Colour key: Motifs predicted by co-expression analysis

Line width key:

1000 GTTATGGTTTTGTATAAAAACCCATTTGATTGTAATTTTTATTTAAGTTTTGGTTTAGGTTTGGTTTGATTAAAAACCGTAAAACCGAACGTTTTTTTTG

900 TTTTTGATTTAAATTAAAAATAATTGTATATATATATATATAATGTTCATTTGATAACATGATATCTATCAAACTATCGAAAAACAAAACCCTAACTGTA

800 ACCTAAACTAAAATTCTATATAAATTACATGCCGTCATTTAGGATTTGAGTTTACAAATTAGATTTTGATTTTATTTATGCATCACACTTATAATTTTTT

700 TTGGTAAAAACATGAAAAAACCGGAACCAAACCGGAACCGATCCGAACCAAAATACATATGGTTTTTAAATGGTTTTAATTTTTTAAAACCAAAAACTGT

600 AAAACTGTTAAAACCGAACCGTAACCAAACCGAATTTTATATGGTTTTTATATGGTTTTACTTTTCTTAAAATCGAAAAACCGTAAAACCTAAAACCGAA

500 ACGAAACCAAACCGAAAAACTGAACACCCAGCCCTTAAATATAATGAAAATCGAATAAATTTGTTTGAAAGAATCGAACAAAATTGACAATAAAATCTAA

400 TTAGGACTATTTTCGTCTAATTTTGACTTAGTTGAAACAGAATATTAGCAAAAATACTAAAACACCACAACGCGTAATAATACCCACACACGATATCATT

300 AAATTTGACCAATAAGAATCTAGCTCTTGGCGACCACGCAAGTATCTTCCATCTTGCTCTCCAAGAAAAATCTACACCGGCTTTAAATTTACATAAACAC

200 CCTCAGTCAAAGAAAAGTCGTAAACATAGTCTCTCTCATGACCACAAGGGTAACACAGTCATCCTAAATATAAACCACACAAGAAAACTGTTATACTTTA

100 TACACGTGTCATAGTCTCATTACATCTACGTGAAGAGTTTCGATCATCAACCGTTCGTTTTCTTACTATATAAACCTTGCTCGAGACCTGCGTGTGAAGC TSS

A1 B1 A2 B2

D

E

F G H

KJ L

GGAGACTTGAAGCTGATGCGACGCTTCGTGATGTCGTCATGGTGGTCCGTGCTGATGAAGCGCATCACCGTGATGTTAACCACTATGCATCCGTAAGTAG

CTTGAGGAAGAAGCAATCCACTCTTACACTGAGTTTCTTAAAGAACTCGATAATGGTAACATCGAAAATGTGCCTGCACCGGCTATTGCCATTGATTACT

1750

1850

motifs identified by comparison to soybean Aox

motifs identified by bi-clustering

I1

C

I2

Aox1a - motif stress specific

Functional analysis of motifs in leaves

Aox 2kbAox 2kb 1683-1677

Aox 1kb

Aox1a

NDB2

Identification of common active elements

Model of gene expression for Aox1a and NDB2 upon treatment with rotenone

Identification of Import Component Regulatory Elements

0 1 2 3 4 5 6

0 1 2 3 4 5 6

Tom20-2 / Tom20-3

Tom9-1 / Tom20-4

Identification of Import Component Regulatory Elements

0 1 2 3 4 5 6

0 1 2 3 4 5 6

Tom20-2 / Tom20-3

Tom9-1 / Tom20-4

Site II Elements

Promoter deletion/biolistics Electrophoretic mobilityshift assays

Enhancer function+ +

+

+

+

Reporter gene activity

20-4 60-merO

ligo

Olig

o+

nu

c e

xtra

ct

Olig

o +

co

mp

+ n

uc

ext

rct

Olig

o

Olig

o+

nu

c e

xtra

ct

Olig

o +

co

mp

+ n

uc

ext

ract

20-4 60-mer∆TGGGCT

Motif identification