gene essentialities of bacterial systems
DESCRIPTION
Gene Essentialities of Bacterial Systems. Introduction of following two talks: Takehide Soh “ Predicting Gene Knockout Effects by Minimal Pathway Enumeration ” Takeyuki Tamura “ Predicting essential genes via impact degree on metabolic networks ”. TOMOYA BABA - PowerPoint PPT PresentationTRANSCRIPT
1
Gene Essentialities of Bacterial Systems
TOMOYA BABAResearch Organization of Information and Systems
Transdisciplinary Research Integration Center
National Institute of Genetics, Misima, Japan
Joint work with: Barry L. Wanner (Purdue Univ., US)
Masaru Tomita (Keio Univ., Japan)
Hirotada Mori (NAIST, Japan)
ISSSB’11, Nov. 16th 2011, Shonan Village Centre, Japan
Introduction of following two talks:
Takehide Soh “Predicting Gene Knockout Effects by Minimal Pathway Enumeration”
Takeyuki Tamura “Predicting essential genes via impact degree on metabolic networks”
2
Genes (Genome)Genes (Genome) ProteinsProteins
RobotRobotBlueprintBlueprint PartsParts
Systems Engineering
OrganismOrganism
HumanHuman
E. coliE. coli
Systems Biology
3
Escherichia coli K-12
Genome sequenced at 1997
Revised at 2006
Re-annotation at 2006
Well-characterized Bacteria
Science (1997)
Riley M., Nuc. Acid. Res., 34, 1-9 (2006)
54%
32%
14%
4
Ultimate Goal : Comprehensive Understanding of Life
ORF
mRNA
Transcription
E. coli cellTranslation
MetabolitesChromosome
Genome DNA
Regulation
ReplicationCell-Division
TransportSecretionSignal-Transduction etc
EnzymePromoter
Unknown
Yes it is, however, life is so complicated systems.
Simple Question
Which genes are essential for the life systems?
Protein
1,484
756
446
405
310
691
5
Gene-Knockout Experimental Method
Red recombinase
Chromosome
Target Gene
Step 2. Transformation
pKD46
(ts-ori)
kanStep 1. PCR of Maker gene
E. coli
Wild type cell
(BW25113)
(30 )℃
bla
37 , LB(Km℃ +)
Chromosome
Gene-knockout cell
1, Precise design
2, Complete deletion
Datsenko K.A., Wanner B.L., (2000) Proc. Natl. Acad. Sci. 97, 6640.
6
P1
P2
H1
H2
Kanamycin resistance gene
FRTFRT FRTFRT
21 bp
geneB (target)geneAgeneA geneCgeneC
H1 H2
Met
Step 1. PCR of Kanamycin resistance (kan) gene
Designing for In-frame Deletion
FRT
geneA
geneC
FRT21 bp
34 a.a. (102 bp)MIPGIRRPAVRSSTSLGSIGTSKQLQPT+6aa
( Step 3. Elimination of kan gene)FLP recombinase
FRTFRT FRTFRT
Kanamycin resistance gene
Step 2. Transformation Red recombinase
SD of downstream geneSD of downstream gene
7
Total targeted ORFs4288
3985Keio collection
Essential
3912with annotation
73 Small ORFs (no longer annotated)
303
Single Gene-Knockout Results
C: 1655
E: 100C: 331
E: 1819
Named genes
2157y genes
1755
ORF evidenceE; experimentalC; computational
Baba T., (2006) Mol. Syst. Biol. 2006, 2, 8.
Result
• 303 genes (7% of total genes) are essential in E. coli K-12.
8
Classification of E. coli K-12 Gene Functions
6
15
77
15
170
288
237
39
11
219
151
9 133
15 448
6 187
18 447
26 1214
% of Essential or Total ORFs
Essential303
COGs (Clusters of Orthologous Groups of proteins) categoryInformation storage and processing ( 107 / 695 )
J Translation, ribosomal structure and biogenesis
K Transcription
L DNA replication, recombination and repair
Cellular processes ( 85 / 977 )
D Cell division and chromosome partitioning
O Posttranslational modification, protein turnover, chaperones
M Cell envelope biogenesis, outer membrane
N Cell motility and secretion
P Inorganic ion transport and metabolism
T Signal transduction mechanisms
Metabolism ( 90 / 1,444)
C Energy production and conversion
G Carbohydrate transport and metabolism
E Amino acid transport and metabolism
F Nucleotide transport and metabolism
H Coenzyme metabolism
I Lipid metabolism
Q Secondary metabolites biosynthesis, transport and catabolism
Poorly characterized ( 59 / 2,109)
R General function prediction only
S, U or V Function unknown
No COG assignment
2531
5 95
24
7
11
390
83
8 355
29 144
281
19 34
96
Total4288
10 10 20020
Baba T., (2006) Mol. Syst. Biol. 2006, 2, 8.
Result
2. 90 genes (6% of metabolic genes) are essential.
9
Growth of Gene-Knockout Mutants
0.0 0.2 0.4 0.6 0.8 1.0 1.2LB (22 hrs) OD600
AVE-2SD
0.0
0.2
0.4
0.6
0.8
1.0
1.2
MO
PS-
0.4%
Glu
cose
(48
hrs
)
OD600 AVE+2SDAVE-2SD
AVE+2SD
COGs category
◆; Information storage and processing
■; Cellular processes
▲; Metabolism
●; Poorly characterized
●; No COG assignment
Amino Acid81 Genes
Auxotroph
Conditionally Essential(Metabolism Genes)
Nucleotide23 Genes
Baba T., (2006) Mol. Syst. Biol. 2006, 2, 8.
Result
3. 104 genes (7% of metabolic genes) are conditionally essential in glucose minimum medium.
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Metabolic Pathway of E. coli (1,163 genes / 1,119 metabolites)
Glucose
TCATCA
GlycolysisPentose phosphate
pathway(Detour pathway)
Pyruvate
Result
4. A lot of detour pathways are existing in E. coli metabolic pathway.
110.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
0 6 12 18 24 30 36 42 48 Time (h)
Gro
wth
(O
.D.=
600n
m)
wild
galM
glk
pgm
pgi
pfkA
pfkB
fbp
fbaB
tpiA
gapC
gpmB
pykA
pykF
ppsA
Glucose
Minimal Medium
GLC G6P FBP
ATPADP
GAP
DHAPNAD
NADH
BPG
ADPATP
3PG 2PG PEP PYR
6PG ACoA
FORM
LAC
F6P
OAA
pfkApfkB
fbaAfbaB
pgi
tpiA
gpmAgpmB
ppsA
ATPADP
gapA gapC
pgk enofbp
G1P
pgmATPADP
glk
GLC
galMpykApykF
E4PS7P
X5PE4P
R5P, S7P4 Essential Genes
(Far from Detour pathway?)Pentose phosphate
pathway(Detour pathway)
TCA
Cell Growth of Glycolysis Gene Knockouts in E. coli
Glucose
Time (h)
12
Intracellular Expression of E. coli Cells
mRNA Proteins Metabolites
遺伝子欠失株
rpe
Ishii N., Science, 316, 593 (2007)
Metabolites
134
Proteins
68
mRNA
85
Gene-Knockouts
Glycolysis
Pentose phosphate pathway
(Detour pathway)
13
Robustness of Metabolic Network
Metabolites
Proteins
Metabolic Flux (path-flow)
Forward
(Wild type)
ReverseKeeping Metabolic
Balance
Regulation of Gene Expression
Pentose phosphate pathway
(Detour pathway)
Ishii N., Science, 316, 593 (2007)
Result
5. E. coli cells regulate the gene expression level for keeping metabolic balance .
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Conclusions
1. 303 genes (7% of total genes) are essential in E. coli K-12.
2. 90 genes (6% of metabolic genes) are essential.
3. 104 genes (7% of metabolic genes) are conditionally essential in glucose minimum medium.
4. A lot of detour pathways are existing in E. coli metabolic pathway.
5. E. coli cells regulate the gene expression level for keeping metabolic balance .
Further Question
What is meaning of metabolic essential and conditional essential genes in E. coli?
Are the detour pathway lengths (steps) related for them?
→ Takehide Soh “Predicting Gene Knockout Effects by Minimal Pathway Enumeration”
Are there another type or meaning of metabolic essential genes in E. coli?
→ Takeyuki Tamura “Predicting essential genes via impact degree on metabolic networks”