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Displaying PathwaysDisplaying Pathways
Most biologists are familiar with big pathway overviews
• Group biological items together that belong together
• Use a microheatmap, each item is colored according to ist value
• Pathway regulation becomes immedeately visible
Visualizing PathwaysVisualizing Pathways
Turned out to be root isoforms
Visualizing PathwaysVisualizing Pathways
Pathways, ProcessesPathways, Processes
ChromosomesChromosomes
TimecoursesTimecourses
You can only visualize so much data, a pathway(network) is feasible
Different ItemsDifferent Items
Can be depicted using different symbols.Problematic is: we can measure nearly all transcripts, several hundred proteins and about 100-200 known metabolites (routinely)
Case StudyCase Study
noondawn
3 days
6 h after transfer 78 h after transfer
6 h after transfer 78 h after transfer
Temperature (°C)
Pyruvate
0
0.5
1.0
1.5
2.0
Acetyl-CoA
0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
2-Oxoglutarate
0
20406080
100120140160
nmol
.g-1F
Wµ
mol
.g-1F
W (
eq.
gluc
ose)
Glucose-6-P
0
100
200
300
400
500
600
700
Glucose
0
5
10
15
20
25
0
Fructose
5
10
15
Starch
81012141618200
20
40
60
Sucrose
0
2
4
6
Rat
ioR
atio
Rat
io
Rat
ionm
ol.g
-1F
Wnm
ol.g
-1F
W
8101214161820
0
Glutamate
0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
6h treatment 78h treatment
Glutamine
1
2
3
4
Rat
ioR
atio
Serine
0
0.2
0.4
0.6
0.8
1.0
Rat
io
Glycine
0
5
10
15
Protein content
mg.
g-1F
W
0
5
10
15
20
25
Total amino acids
0
10
20
30
40
µm
ol.g
-1F
W
8101214161820
Major metabolitesMajor metabolites
Raffinose metabolismLight reactions
Calvin cycle
Fermentation
Carbonic anhydrase family
Flavonoidmetabolism
At3g22370 AOX1a
Cell wall modification
6h at 12°C6h at 12°C
At1g09350, At2g47180 Galactinol synthases
At5g40390 Raffinose synthase
At1g61800 GPT2
At1g32900 GBS1
At4g39210 APL4
At2g39800At3g55610 P5CSB
At4g33070 PDC
At1g77120 ADH
At5g20830 SuSy5.2
At1g07180 NDA1
SPS3bSPP2
At1g12240, At1g62660 vacuolar invertases
At4g05020 NDA
At4g39800, MIPS1
78h at 8°C78h at 8°C
78 hours, 8°C6 hours, 12°C
RNA and Protein SynthesisRNA and Protein Synthesis