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GENOMIC ANALYSIS OF ABC
PROTEINS IN
ARCHAEA AND BACTERIA
Supervised By: Dr. S. P. Kanaujia
Presented By: Mehul Garg
10010621
IIT Guwahati
BTP PRESENTATION
PHASE-II
OVERVIEW
 ABC PROTEINS – INTRODUCTION
 DOMAINS OF ABC PROTEINS
 IDENTIFICATION OF DOMAINS
 TOOLS FOR IDENTIFICATION
 PATTERN SEARCH ALGORITHM
 RESULTS AND DISCUSSIONS
4/23/2014ABCProteinsinArchaeaandBacteria
2
ABC PROTEINS:
 The ATP-binding cassette (ABC) genes represent the largest
family of transmembrane (TM) proteins.
 These proteins bind ATP and use the energy to drive the
transport of various molecules across all cell membranes.
4/23/2014ABCProteinsinArchaeaandBacteria
3
STRUCTURE :
 Proteins are classified as ABC transporters based on the sequence
and organization of their ATP-binding domain(s), also known as
nucleotide-binding folds (NBDs), transmembrane domain(TMDs)
and substrate binding domain(SBPs).
 The NBDs contain characteristic motifs (Walker A and B),
separated by approximately 90–120 amino acids, found in all
ATP-binding proteins., the signature (C) motif, located just
upstream of the Walker B site.
 The TMDs contain 6–11 membrane-spanning α-helices.
 The SBPs are present in bacteria and archaea which help in
substrate uptake in transporters.
4/23/2014ABCProteinsinArchaeaandBacteria
4
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
5
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
4/23/2014
6
ABCProteinsinArchaeaandBacteria
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
7
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
8
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
9
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
10
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
11
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
12
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
13
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
14
ABCProteinsinArchaeaandBacteria
ABCTRANSPORTER
This animation
display the
domains present
in ABC
Transporter.
SBP binds with
substrate and
initiate the
transport. The
TMD helps in
transport of
substrate through
membrane. The
NBD helps by
providing energy
through ATP
hydrolysis.
4/23/2014
15
ABCProteinsinArchaeaandBacteria
NBDS :
4/23/2014ABCProteinsinArchaeaandBacteria
16
CONSERVED DOMAINS :
WalkerA : [AG]-x(4)-G-K-[ST]
WalkerB : D-E-x(5)-D
Signature Sequence:
[LIVMFYC]-[SA]-[SAPGLVFYKQH]-G-[DENQMW]-
[KRQASPCLIMFW]-[KRNQSTAVM]-[KRACLVM]-[LIVMFYPAN]-
{PHY}-[LIVMFW]-[SAGCLIVP]-{FYWHP}-{KRHP}-[LIVMFYWSTA]
[] : any one amino acid, {} : none of the amino acid, X : any amino acid
(reproduced from wikipedia.org)
IDENTIFICATION OF NBDS:
 Scanned all the proteins for their content of the WalkerA, the
WalkerB and the ABC transporter family signature motifs.
 In NBDs, the ABC transporter family signature motif is always
located between the two Walker A and B motifs (about 100
residues downstream of the WalkerA motif and 10 residues
upstream of the WalkerB motif), we checked if the identified
proteins contain each of these three motifs at a correct relative
positions.
 We searched for the conserved domains in NBDs using web server
: Genolist
4/23/2014
17
ABCProteinsinArchaeaandBacteria
SERVER USED FOR SEARCHING
PATTERN: GENOLIST
4/23/2014ABCProteinsinArchaeaandBacteria
18
Genolist is a server provided by : Pasterur Institute France. One can
analyze 700 genomes that are provided by the server.
For Pattern Search following syntax is used :
[] : Any Protein in the brackets allowed.
[^] : None of the Protein in the brackets allowed.
X : Any Protein allowed
PATTERN SEARCH :
 Used Regular Expression, Python tool.
 Advantages :
• Having Code helps user know what program is doing
• Only 700 genomes are listed in Genolist, for which one can
perform pattern search. Other available pattern search doesn’t
allow multiple pattern search.
• Only upto 100 genomes can be selected in Genolist, whereas
you can search among any number of genome using code.
4/23/2014ABCProteinsinArchaeaandBacteria
19
CODE:
 Different Parts :
1. The program asks user for number of patterns.
2. The user is asked for the pattern and the number of mismatches
allowed.
3. The programs then asks user for the lower and upper bound of amino
acids in between patterns.
4. The program find all possible combinations of mismatches allowed and
compute regular expression.
5. The expression is searched in input file that user provides and the
results are written to temporary file according to the mismatches.
6. The temporary files are combined and results are written into a
common output file based on total sum of mismatches.
4/23/2014ABCProteinsinArchaeaandBacteria
20
IDENTIFICATION OF TMDS :
o Signature motifs are only found in some sub-families of TMDs.
o All TMDs are integral transmembrane proteins are composed of
four to eight alpha-helices and their encoding genes are usually
organized in an operon with those encoding NBDs.
o We searched for nearby proteins for transmembrane domain
using web server : TMHMM
4/23/2014ABCProteinsinArchaeaandBacteria
21
SERVER FOR TRANSMEMBRANE
DOMAIN: TMHMM
4/23/2014
22
ABCProteinsinArchaeaandBacteria
TMHMM is a server provided by : Technical University of Denmark.
One can analyze upto 4000 proteins one time for presence of
transmembrane domain.
SBPS :
In Gram Positive Bacteria and Archaea the SBP is attached to the
membrane whereas in Gram Negative Bacteria it is in between
outer and inner membrane.
4/23/2014ABCProteinsinArchaeaandBacteria
23
(reproduced from Braibant et al. (2000))
IDENTIFICATION OF SBPS :
4/23/2014ABCProteinsinArchaeaandBacteria
24
Our strategy for finding the
SBPs of the importers was based
on the facts that:
 In Gram-positive bacteria,
SBPs are lipoproteins
containing a prokaryotic
membrane lipoprotein lipid
attachment site.
 The genes encoding the SBPs
are usually organized in an
operon with those encoding
NBDs and TMDs.
Our strategy for finding the
SBPs of the importers was based
on the facts that:
 In Gram-negative bacteria,
SBPs are proteins containing
a signal peptide.
 The genes encoding the SBPs
are usually organized in an
operon with those encoding
NBDs and TMDs.
Archaea and Gram
Positive Bacteria:
Gram Negative Bacteria:
RESULTS:
4/23/2014
25
ABCProteinsinArchaeaandBacteria
Streptococcus pneumoniae and Beutenbergia cavernae were found to
have high content of ABC assemblies as compared to other genomes.
BACTERIA
µ-2σ
µ
µ+2σ
RESULTS:
4/23/2014
26
ABCProteinsinArchaeaandBacteria
Thermofilum pendes has a very high content of ABC systems: may be due
to fact that it can sustain life in extreme environments, making it a
thermoacidophile, thus requirement of transporters in extreme conditions
might be responsible. Nanoarchaeum equitans has only 2 assembly: due to
the fact that it cannot synthesize most nucleotides, amino acids, lipids
and cofactors as the cell most likely obtains these biomolecules from
Ignicoccus.
ARCHAEA
µ+2σ
µ
µ-2σ
ABC ASSEMBLY VS NUMBER OF GENES:
4/23/2014ABCProteinsinArchaeaandBacteria
27
Archaea Bacteria
y = 0.0197x + 2.3005
0
50
100
150
200
250
0 2000 4000 6000 8000 10000
ABCASSEMBLY
NUMBER OF GENES
y = 0.0149x - 2.3896
0
20
40
60
80
100
0 1000 2000 3000 4000 5000
ABCASSEMBLY
NUMBER OF GENES
As the size of the genome increases, the number of transporters of all
categories is approximately proportional to genomic size.
4/23/2014ABCProteinsinArchaeaandBacteria
28
PATHOGENIC BACTERIA:
Mean Normalized Score : 1.86%, less than overall Bacteria ABC
Assembly percentage. Myobacterium tuberculosis has the lowest
number of ABC proteins.
CONCLUSION:
4/23/2014ABCProteinsinArchaeaandBacteria
29
 Normalized percentage of
ABC proteins found (1.97*3)
~5.93 %
 Most of the bacteria used are
intracellular parasites. Such
bacteria are able to grow
inside cells, or the availability
of a metabolite can lead to
gene inessentiality and to
subsequent disruption or
deletion of the gene. M.
tuberculosis has only 38 ABC
assemblies which is lower
than E. coli where 90 ABC
assemblies are found.
 Normalized percentage of
ABC assemblies found
(1.37*3) ~4.12 %
 Thermofilum pendes was
found to have a very high
content of ABC systems
compared with that of species
of similar genome size.
 Nanoarchaeum equitans was
found to have only 2 ABC
assemblies.
Bacteria : 45 genomes Archaea : 60 genomes
Normalized percentage of ABC protein can be found by multiplying by
average three(NBD,TMD and SBP).
Normalized Score = Number of ABC Assembly/Number of Genes in genome.
REFERENCES:
 Martine Braibant, Philippe Gilot, Jean Content, The ATP binding
cassette (ABC) transport systems of Mycobacterium tuberculosis,
FEMS Microbiology Reviews, 2000, 24 449-467.
 Sonja-Verena Albers, Sonja M. Koning, Wil N. Konings & Arnold
J. M. Driessen, Insights Into ABC Transport in Archaea, Journal
of Bioenergetics and Biomembranes, 2004, Vol. 36, No. 1.
 Pierre Lechat, Laurence Hummel, Sandrine Rousseau & Ivan
Moszer. GenoList: an integrated environment for comparative
analysis of microbial genomes, PubMed, 2008, D469-74.
DOI:10.1093.
 Jannick Dyrliv, Bendtsen, Henrik Nielsen, Gunnar von Heijne,
Soren & Brunak. Improved prediction of signal peptides |
SignalP, 3.0.J. Mol. Biol., 2004, 23-1.
 Combet, C., Blanchet, C., Geourjon, C. & Deleage, G. Trends
Biochem. Sci., 2000, 25-147
4/23/2014
30
ABCProteinsinArchaeaandBacteria

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ABC Proteins Statistical Analysis

  • 1. GENOMIC ANALYSIS OF ABC PROTEINS IN ARCHAEA AND BACTERIA Supervised By: Dr. S. P. Kanaujia Presented By: Mehul Garg 10010621 IIT Guwahati BTP PRESENTATION PHASE-II
  • 2. OVERVIEW  ABC PROTEINS – INTRODUCTION  DOMAINS OF ABC PROTEINS  IDENTIFICATION OF DOMAINS  TOOLS FOR IDENTIFICATION  PATTERN SEARCH ALGORITHM  RESULTS AND DISCUSSIONS 4/23/2014ABCProteinsinArchaeaandBacteria 2
  • 3. ABC PROTEINS:  The ATP-binding cassette (ABC) genes represent the largest family of transmembrane (TM) proteins.  These proteins bind ATP and use the energy to drive the transport of various molecules across all cell membranes. 4/23/2014ABCProteinsinArchaeaandBacteria 3
  • 4. STRUCTURE :  Proteins are classified as ABC transporters based on the sequence and organization of their ATP-binding domain(s), also known as nucleotide-binding folds (NBDs), transmembrane domain(TMDs) and substrate binding domain(SBPs).  The NBDs contain characteristic motifs (Walker A and B), separated by approximately 90–120 amino acids, found in all ATP-binding proteins., the signature (C) motif, located just upstream of the Walker B site.  The TMDs contain 6–11 membrane-spanning α-helices.  The SBPs are present in bacteria and archaea which help in substrate uptake in transporters. 4/23/2014ABCProteinsinArchaeaandBacteria 4
  • 5. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 5 ABCProteinsinArchaeaandBacteria
  • 6. ABCTRANSPORTER 4/23/2014 6 ABCProteinsinArchaeaandBacteria This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis.
  • 7. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 7 ABCProteinsinArchaeaandBacteria
  • 8. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 8 ABCProteinsinArchaeaandBacteria
  • 9. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 9 ABCProteinsinArchaeaandBacteria
  • 10. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 10 ABCProteinsinArchaeaandBacteria
  • 11. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 11 ABCProteinsinArchaeaandBacteria
  • 12. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 12 ABCProteinsinArchaeaandBacteria
  • 13. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 13 ABCProteinsinArchaeaandBacteria
  • 14. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 14 ABCProteinsinArchaeaandBacteria
  • 15. ABCTRANSPORTER This animation display the domains present in ABC Transporter. SBP binds with substrate and initiate the transport. The TMD helps in transport of substrate through membrane. The NBD helps by providing energy through ATP hydrolysis. 4/23/2014 15 ABCProteinsinArchaeaandBacteria
  • 16. NBDS : 4/23/2014ABCProteinsinArchaeaandBacteria 16 CONSERVED DOMAINS : WalkerA : [AG]-x(4)-G-K-[ST] WalkerB : D-E-x(5)-D Signature Sequence: [LIVMFYC]-[SA]-[SAPGLVFYKQH]-G-[DENQMW]- [KRQASPCLIMFW]-[KRNQSTAVM]-[KRACLVM]-[LIVMFYPAN]- {PHY}-[LIVMFW]-[SAGCLIVP]-{FYWHP}-{KRHP}-[LIVMFYWSTA] [] : any one amino acid, {} : none of the amino acid, X : any amino acid (reproduced from wikipedia.org)
  • 17. IDENTIFICATION OF NBDS:  Scanned all the proteins for their content of the WalkerA, the WalkerB and the ABC transporter family signature motifs.  In NBDs, the ABC transporter family signature motif is always located between the two Walker A and B motifs (about 100 residues downstream of the WalkerA motif and 10 residues upstream of the WalkerB motif), we checked if the identified proteins contain each of these three motifs at a correct relative positions.  We searched for the conserved domains in NBDs using web server : Genolist 4/23/2014 17 ABCProteinsinArchaeaandBacteria
  • 18. SERVER USED FOR SEARCHING PATTERN: GENOLIST 4/23/2014ABCProteinsinArchaeaandBacteria 18 Genolist is a server provided by : Pasterur Institute France. One can analyze 700 genomes that are provided by the server. For Pattern Search following syntax is used : [] : Any Protein in the brackets allowed. [^] : None of the Protein in the brackets allowed. X : Any Protein allowed
  • 19. PATTERN SEARCH :  Used Regular Expression, Python tool.  Advantages : • Having Code helps user know what program is doing • Only 700 genomes are listed in Genolist, for which one can perform pattern search. Other available pattern search doesn’t allow multiple pattern search. • Only upto 100 genomes can be selected in Genolist, whereas you can search among any number of genome using code. 4/23/2014ABCProteinsinArchaeaandBacteria 19
  • 20. CODE:  Different Parts : 1. The program asks user for number of patterns. 2. The user is asked for the pattern and the number of mismatches allowed. 3. The programs then asks user for the lower and upper bound of amino acids in between patterns. 4. The program find all possible combinations of mismatches allowed and compute regular expression. 5. The expression is searched in input file that user provides and the results are written to temporary file according to the mismatches. 6. The temporary files are combined and results are written into a common output file based on total sum of mismatches. 4/23/2014ABCProteinsinArchaeaandBacteria 20
  • 21. IDENTIFICATION OF TMDS : o Signature motifs are only found in some sub-families of TMDs. o All TMDs are integral transmembrane proteins are composed of four to eight alpha-helices and their encoding genes are usually organized in an operon with those encoding NBDs. o We searched for nearby proteins for transmembrane domain using web server : TMHMM 4/23/2014ABCProteinsinArchaeaandBacteria 21
  • 22. SERVER FOR TRANSMEMBRANE DOMAIN: TMHMM 4/23/2014 22 ABCProteinsinArchaeaandBacteria TMHMM is a server provided by : Technical University of Denmark. One can analyze upto 4000 proteins one time for presence of transmembrane domain.
  • 23. SBPS : In Gram Positive Bacteria and Archaea the SBP is attached to the membrane whereas in Gram Negative Bacteria it is in between outer and inner membrane. 4/23/2014ABCProteinsinArchaeaandBacteria 23 (reproduced from Braibant et al. (2000))
  • 24. IDENTIFICATION OF SBPS : 4/23/2014ABCProteinsinArchaeaandBacteria 24 Our strategy for finding the SBPs of the importers was based on the facts that:  In Gram-positive bacteria, SBPs are lipoproteins containing a prokaryotic membrane lipoprotein lipid attachment site.  The genes encoding the SBPs are usually organized in an operon with those encoding NBDs and TMDs. Our strategy for finding the SBPs of the importers was based on the facts that:  In Gram-negative bacteria, SBPs are proteins containing a signal peptide.  The genes encoding the SBPs are usually organized in an operon with those encoding NBDs and TMDs. Archaea and Gram Positive Bacteria: Gram Negative Bacteria:
  • 25. RESULTS: 4/23/2014 25 ABCProteinsinArchaeaandBacteria Streptococcus pneumoniae and Beutenbergia cavernae were found to have high content of ABC assemblies as compared to other genomes. BACTERIA µ-2σ µ µ+2σ
  • 26. RESULTS: 4/23/2014 26 ABCProteinsinArchaeaandBacteria Thermofilum pendes has a very high content of ABC systems: may be due to fact that it can sustain life in extreme environments, making it a thermoacidophile, thus requirement of transporters in extreme conditions might be responsible. Nanoarchaeum equitans has only 2 assembly: due to the fact that it cannot synthesize most nucleotides, amino acids, lipids and cofactors as the cell most likely obtains these biomolecules from Ignicoccus. ARCHAEA µ+2σ µ µ-2σ
  • 27. ABC ASSEMBLY VS NUMBER OF GENES: 4/23/2014ABCProteinsinArchaeaandBacteria 27 Archaea Bacteria y = 0.0197x + 2.3005 0 50 100 150 200 250 0 2000 4000 6000 8000 10000 ABCASSEMBLY NUMBER OF GENES y = 0.0149x - 2.3896 0 20 40 60 80 100 0 1000 2000 3000 4000 5000 ABCASSEMBLY NUMBER OF GENES As the size of the genome increases, the number of transporters of all categories is approximately proportional to genomic size.
  • 28. 4/23/2014ABCProteinsinArchaeaandBacteria 28 PATHOGENIC BACTERIA: Mean Normalized Score : 1.86%, less than overall Bacteria ABC Assembly percentage. Myobacterium tuberculosis has the lowest number of ABC proteins.
  • 29. CONCLUSION: 4/23/2014ABCProteinsinArchaeaandBacteria 29  Normalized percentage of ABC proteins found (1.97*3) ~5.93 %  Most of the bacteria used are intracellular parasites. Such bacteria are able to grow inside cells, or the availability of a metabolite can lead to gene inessentiality and to subsequent disruption or deletion of the gene. M. tuberculosis has only 38 ABC assemblies which is lower than E. coli where 90 ABC assemblies are found.  Normalized percentage of ABC assemblies found (1.37*3) ~4.12 %  Thermofilum pendes was found to have a very high content of ABC systems compared with that of species of similar genome size.  Nanoarchaeum equitans was found to have only 2 ABC assemblies. Bacteria : 45 genomes Archaea : 60 genomes Normalized percentage of ABC protein can be found by multiplying by average three(NBD,TMD and SBP). Normalized Score = Number of ABC Assembly/Number of Genes in genome.
  • 30. REFERENCES:  Martine Braibant, Philippe Gilot, Jean Content, The ATP binding cassette (ABC) transport systems of Mycobacterium tuberculosis, FEMS Microbiology Reviews, 2000, 24 449-467.  Sonja-Verena Albers, Sonja M. Koning, Wil N. Konings & Arnold J. M. Driessen, Insights Into ABC Transport in Archaea, Journal of Bioenergetics and Biomembranes, 2004, Vol. 36, No. 1.  Pierre Lechat, Laurence Hummel, Sandrine Rousseau & Ivan Moszer. GenoList: an integrated environment for comparative analysis of microbial genomes, PubMed, 2008, D469-74. DOI:10.1093.  Jannick Dyrliv, Bendtsen, Henrik Nielsen, Gunnar von Heijne, Soren & Brunak. Improved prediction of signal peptides | SignalP, 3.0.J. Mol. Biol., 2004, 23-1.  Combet, C., Blanchet, C., Geourjon, C. & Deleage, G. Trends Biochem. Sci., 2000, 25-147 4/23/2014 30 ABCProteinsinArchaeaandBacteria