Michel A Marin1, Ana Carolina P Vicente1. 1. Laboratory of Molecular Genetics of Microorganisms, Oswaldo Cruz Institute (IOC), Rio de Janeiro, 4365, PO Box 926 CEP 21045-900, Brazil.
Abstract
BACKGROUND: Vibrio cholerae, the etiologic agent of cholera, is indigenous to aquatic environments. The V. cholerae genome consists of two chromosomes; the smallest of these harbors a large gene capture and excision system called the superintegron (SI), of ~120 kbp. The flexible nature of the SI that results from gene cassette capture, deletion and rearrangement is thought to make it a hotspot of V. cholerae diversity, but beyond the basic structure it is not clear if there is a core genome in the SI and if so how it is structured. The aim of this study was to explore the core genome structure and the differences in gene content among strains of V. cholerae. METHODS: From the complete genomes of seven V. cholerae and one Vibrio mimicus representative strains, we recovered the SI sequences based on the locations of the structural gene IntI4 and the V. cholerae repeats. Analysis of the pangenome, including cluster analysis of functional genes, pangenome profile analysis, genetic variation analysis of functional genes, strain evolution analysis and function enrichment analysis of gene clusters, was performed using a pangenome analysis pipeline in addition to the R scripts, splitsTree4 and genoPlotR. RESULTS AND CONCLUSIONS: Here, we reveal the genetic architecture of the V. cholerae SI. It contains eight core genes when V. mimicus is included and 21 core genes when only V. cholerae strains are considered; many of them are present in several copies. The V. cholerae SI has an open pangenome, which means that V. cholerae may be able to import new gene cassettes to SI. The set of dispensable SI genes is influenced by the niche and type species. The core genes are distributed along the SI, apparently without a position effect.
BACKGROUND:Vibrio cholerae, the etiologic agent of cholera, is indigenous to aquatic environments. The V. cholerae genome consists of two chromosomes; the smallest of these harbors a large gene capture and excision system called the superintegron (SI), of ~120 kbp. The flexible nature of the SI that results from gene cassette capture, deletion and rearrangement is thought to make it a hotspot of V. cholerae diversity, but beyond the basic structure it is not clear if there is a core genome in the SI and if so how it is structured. The aim of this study was to explore the core genome structure and the differences in gene content among strains of V. cholerae. METHODS: From the complete genomes of seven V. cholerae and one Vibrio mimicus representative strains, we recovered the SI sequences based on the locations of the structural gene IntI4 and the V. cholerae repeats. Analysis of the pangenome, including cluster analysis of functional genes, pangenome profile analysis, genetic variation analysis of functional genes, strain evolution analysis and function enrichment analysis of gene clusters, was performed using a pangenome analysis pipeline in addition to the R scripts, splitsTree4 and genoPlotR. RESULTS AND CONCLUSIONS: Here, we reveal the genetic architecture of the V. cholerae SI. It contains eight core genes when V. mimicus is included and 21 core genes when only V. cholerae strains are considered; many of them are present in several copies. The V. cholerae SI has an open pangenome, which means that V. cholerae may be able to import new gene cassettes to SI. The set of dispensable SI genes is influenced by the niche and type species. The core genes are distributed along the SI, apparently without a position effect.
Vibrio cholerae is a diverse, environmental, gram-negative bacterial species that can be pathogenic and can cause cholera, a severe diarrheal disease that occurs most frequently in epidemic form
[1,
2]. The
V. cholerae genome consists of two chromosomes. The largest chromosome of 2.96 Mbp encodes most essential genes. The 1.07 Mbp small chromosome contains few essential genes and the superintegron (SI), a large gene capture and excision system of ~120 kbp
[2] (
Figure 1). The SI is characterized by a site-specific integrase gene (
IntI4) closely associated with a cognate recombination site
attI and a promoter Pc followed by a large array of gene cassettes. Within the SI, the gene cassettes generally consist of a promoterless open reading frame (ORF) flanked by two recombination sites termed
V. cholerae repeats (VCRs)
[3]. Cassettes can be excised from any position in the array through VCR × VCR recombination mediated by the integrase. The resulting circular intermediate can then be integrated, preferentially through
attI × VCR recombination by the integrase, bringing the cassette under control of Pc
[4,
5]. Since gene cassettes are usually promoterless, only the first few cassettes are expressed by Pc and the rest of the array can be seen as a reservoir of standing genetic variation
[5].
Figure 1.
Schematic organization of the
Vibrio cholerae genome and the superintegron (SI).
The functional platform of the SI consists of an integrase gene, a cassette promoter (Pc), and a primary recombination site (
attI). The system maintains an array of several cassettes, which generally consist of a promoterless ORF flanked by two recombination sites termed VCR (
V. cholerae repeats).
Schematic organization of the
Vibrio cholerae genome and the superintegron (SI).
The functional platform of the SI consists of an integrase gene, a cassette promoter (Pc), and a primary recombination site (
attI). The system maintains an array of several cassettes, which generally consist of a promoterless ORF flanked by two recombination sites termed VCR (
V. cholerae repeats).The functions of the majority of the SI genes are unknown; however, a few genes have been characterized and it has been suggested that they are involved in adaptive functions such as toxin-antitoxin (TA) loci. TA loci consist of two genes in an operon encoding a ‘toxin’ and an ‘antitoxin’. The expression of the toxins reduces cell growth and prevents colony formation, thus exerting a bacteriostatic rather than bacteriocidal condition. However, cell viability can be rescued by later overproduction of the cognate antitoxins
[6].The pangenome describes the complete repertoire of genes in a bacterial species, which includes the "core genome" containing genes present in all strains, a "dispensable genome" containing genes present in two or more strains, and "unique genes" specific to single strains
[7]. Previous phylogeographic analysis, considering
V. cholerae strains and its sister species
Vibrio metecus
[8], showed that, in contrast to the core genome, the SI displays strong geographical differentiation, and cassettes from the
V. cholerae group cluster with those of
V. metecus from the same place rather than with cassettes from geographically distinct
V. cholerae. It suggested that SI structure is influenced by geographic boundaries and in response to environmental conditions. The flexible nature of the SI that results from gene cassette capture, deletion and rearrangement is thought to make it a hotspot of
V. cholerae diversity, but beyond the basic structure it is not clear if there is a core genome in the SI and if so how it is structured. The aim of this work was to explore the core genome structure and the differential gene content among strains of
V. cholerae.
Methodology
Based on the complete genomes of seven
V. cholerae and one
V. mimicus representative strains (
Table 1), we searched repeats above 10 nucleotides and used one VCR sequence (AAC AAA CGC CTC AAG AGG GAC TGT CAA CGC GTG GCG TTT CCA GTC CCA TTG AGC CGT GGT GGT TTC GGT TGT TGT GTT TGA GTT TAG TGT TAT GCG TTG TCA GCC CCT TAG GCG GGC G) to search for sequences with more of 45% nucleotide identity. The SI sequences were recovered using the locations of the structural gene
IntI4 and VCRs identified with the UGENE software
[9]. Cluster analysis of functional genes was performed using the pangenome analysis pipeline
[10], which searches for homologs or orthologs among multiple genomes using the MultiParanoid (MP) method (based on a 90% nucleotide identity threshold). For each pair of genes in the same cluster, the local matched region is no less than 25% of the longer protein coding sequence and the global matched region is no less than 50% of the longer protein coding sequence. The minimum score value and E-value in BLAST are 50 and 1e-8
[10]. The gene content was converted to a presence/absence (0/1) matrix and then the core, dispensable and unique genes were identified by in-house R scripts. The phylogenetic tree based in gene content and split network for gene content were constructed with SplitsTree4
[11] using the GeneContentDistance method
[12]. The SI structure and comparison of seven
V. cholerae and, their sister species,
V. mimicus were performed using genoPlotR
[13].
Table 1.
Superintegron regions extracted from
V. cholerae and
V. mimicus genomes.
Organism
Serogroup/
Biotype
Geographical
origin
Source of
isolation
Year of
isolation
Start
End*
Size
(bp)
G+C
(%)
ORFs
Locus
IntI4
Accession in
NCBI
V. choleraeN16961
O1 El Tor
Bangladesh
Clinical
1975
309750
435418
125669
42.20
166
VCA0291
NC_002506
V. cholerae2010EL1786
O1 El Tor
Haiti
Clinical
2010
36195
135658
99464
42.08
138
Vch1786_II0037
NC_016446
V. choleraeMJ-1236
O1 El Tor
Matlab,
Bangladesh
Clinical
1994
931735
1050596
118862
41.46
135
VCD_000984
NC_012667
V. choleraeO395
O1
Classical
India
Clinical
1965
799827
916350
116524
41.35
175
VCO395_0938
NC_009456
V. choleraeLMA3984
O1
Para, Brazil
Environmental
2007
294428
332847
38420
42.70
47
VCLMA_B0259
NC_017269
V. choleraeM66-2
O1
Indonesia
Clinical
1937
310949
409433
98485
42.15
133
VCM66_A0290
NC_012580
V. choleraeIEC224
O1
Para, Brazil
Clinical
1990s
309717
435237
125521
42.21
167
O3Y_14823
NC_016945
V. mimicusMB-451
ND
Matlab,
Bangladesh
Clinical
ND
744870
872905
128036
41.39
115
VII_000636
NZ_ADAF01000002
*Nucleotide position on the chromosome. ND, not determined.
*Nucleotide position on the chromosome. ND, not determined.
Results and discussion
SI regions were extracted from the seven
V. cholerae and one
V. mimicus genomes (
Table 1). The 1285 genes recovered were clustered and a total of 408 clusters were detected (
Figure 2A;
Table S1). The pangenome of the SI of
Vibrio strains evaluated was 408 genes, of which eight correspond to core genes, 196 are distributed or dispensable genes and 204 are unique genes. Six of the eight core genes are present in many copies (
Table 2). The pangenome profile analysis shows that the cluster numbers of core genome are almost the same, when the SI considered reaches nine, while the pangenome is still increasing (
Figure 2A). We infer that the
V. cholerae SI has an open pangenome, which means that
V. cholerae may have the ability to import new SI gene cassettes, which affect its plasticity and diversity. On the other hand, the set of SIs, from clinical and environmental lineages, used in this study are apparently representative of this species because allowed to establish that the core genome is close to being completed.
Figure 2.
(
A) Pangenome plot of the SI region considering seven
V. cholerae and one
V. mimicus genomes. 1285 total genes, 408 pangenome clusters and eight core clusters were identified. (
B) Word clouds of cluster function enrichment comparison according to clusters of orthologous groups (COG) for whole and core clusters identified are shown at the top and bottom, respectively. Clusters that are not assigned in the COG classification were excluded from the figure.
Table 2.
Core genes of the
V. cholerae SI.
The table shows the clusters, conservation level between genomes, the functional categories, gene description and the corresponding locus tag in the reference N16961 genome.
ClusterID
Conservation
level
COG*
Description
Locus_tag in N16961
1
8
-
hypothetical protein
VCA0407,VCA0353,VCA0336,
VCA0297,VCA0302
2
8
COG0456R
acetyltransferase
VCA0470
3
8
-
lipoprotein
VCA0425,VCA0414
4
8
-
hypothetical protein
VCA0381,VCA0435,VCA0357,
VCA0306
5
8
-
hypothetical protein
VCA0434,VCA0411
7
8
COG4974L
site-specific
recombinase IntI4
VCA0291
8
8
-
relB protein
VCA0349,VCA0504
9
8
COG1670J
acetyltransferase
VCA0505,VCA0436,VCA0417,
VCA0316
24
7
COG0110R
acetyltransferase
VCA0473
25
7
COG3668R
plasmid stabilization
element ParE
VCA0359
27
7
COG2944K
virulence gene
repressor RsaL
VCA0469
31
7
-
hypothetical protein
VCA0497
32
7
COG1694R
mazG-related protein
VCA0485
33
7
-
cytotoxic translational
repressor of toxin-
antitoxin stability system
VCA0468
34
7
COG0346E
glyoxalase/bleomycin
resistance protein
VCA0506,VCA0347
35
7
-
hypothetical protein
VCA0486
37
7
COG2161D
antitoxin of toxin-
antitoxin stability system
VCA0477
40
7
COG0456R
GCN5-related
N-acetyltransferase
VCA0382
41
7
COG1943L
IS1004 transposase
VCA0493
43
7
COG3668R
plasmid stabilization
system protein
VCA0489
44
7
COG3636K
hypothetical protein
VCA0498
*COG: Cluster of Orthologous Groups; "-" depicts no COG assignation.
(
A) Pangenome plot of the SI region considering seven
V. cholerae and one
V. mimicus genomes. 1285 total genes, 408 pangenome clusters and eight core clusters were identified. (
B) Word clouds of cluster function enrichment comparison according to clusters of orthologous groups (COG) for whole and core clusters identified are shown at the top and bottom, respectively. Clusters that are not assigned in the COG classification were excluded from the figure.
Core genes of the
V. cholerae SI.
The table shows the clusters, conservation level between genomes, the functional categories, gene description and the corresponding locus tag in the reference N16961 genome.*COG: Cluster of Orthologous Groups; "-" depicts no COG assignation.Function enrichment analysis of gene clusters were performed according to description of gene annotation (
File S1) supplied to the pangenome analysis pipeline
[10]. From the 408 clusters, 329 were unclassified by the function enrichment analysis. Following the categorization of Cluster of Orthologous Groups (COG), the characterized clusters were rich in the following categories: translation, ribosomal structure and biogenesis, transcription, replication, recombination and repair, cell cycle control, cell division, chromosome partitioning, defense mechanisms, cell wall/membrane/envelope biogenesis and posttranslational modification, protein turnover, chaperones, amino acid transport and metabolism, nucleotide transport and metabolism, lipid transport and metabolism, secondary metabolites biosynthesis, transport and catabolism (
Figure 2B).In the SI, random excisions occur throughout the cassette array to form nonreplicative circular intermediates containing one or several cassettes; integration events preferentially occur at the
attI site
[5] and are subjected to selection. It is expected that SI core genes would be arranged and stay together; however, we found the core genes are distributed along the SI (
Figure 3), apparently without any position effect.
Figure 3.
Superintegron (SI) structure and comparison of seven strains of
V. cholerae and a strain of
V. mimicus.
The core, dispensable and unique genes are indicated by red, cream and blue arrows, respectively. Vertical blocks between sequences indicate regions with more than 1 kb of shared similarity shaded according to BLASTn. A phylogenetic tree based on gene content of the SI is shown on the left.
We identified 204 unique genes, 94 belonging to
V. mimicus MB451, nine to LMA3984, 45 to O395, nine to 2010EL1786, 14 to MJ1236, seven to IEC224, 20 to M66, and six to N16961 (
Figure 3;
Table S1). Considering only the
V. cholerae SI, there are 21 core genes, most of them present in many copies and rich in the transcription, replication, recombination and repair, translation, ribosomal structure and biogenesis categories.
Superintegron (SI) structure and comparison of seven strains of
V. cholerae and a strain of
V. mimicus.
The core, dispensable and unique genes are indicated by red, cream and blue arrows, respectively. Vertical blocks between sequences indicate regions with more than 1 kb of shared similarity shaded according to BLASTn. A phylogenetic tree based on gene content of the SI is shown on the left.Pandey and Gerdes
[14] identified 13 TA loci within the SI of the N16961 strain. Here we identified six TA genes as part of core SI genes (
Table 2), of which the
relB genes (VCA0349 and VCA0504) were present in all
V. cholerae strains (including
V. mimicus) SIs. The
parE (VCA0359),
relB (VCA0477) and
relE (VCA0489) genes were present in all
V. cholerae SIs. Moreover, we also identified two
higBA loci (VCA0469 and VCA468), which encode mRNA cleaving enzymes and can stabilize plasmids
[6], as well as SI genes. The previous authors
[14] also identified
higBA-1 TA loci (VCA0392 and VCA0391); in our results, these two TA loci are present in all clinical
V. cholerae strains (
Table S1). These results suggest that
V. cholerae TA loci function as essential stress response elements that help cells survive
[6], as well as act to stabilize the massive arrays of SI cassettes, as reported previously
[15].A previous study suggested that SI structure is influenced by geographic boundaries in response to environmental conditions
[8]. Here, we found that the clinical nature of the
V. cholerae and
V. mimicus strains evaluated were not grouped together by the analyses performed. Therefore, the ability of
V. cholerae to cause disease must be explained by other virulence factors found outside the SI region.There are 199 clusters involved with indel or mutation events (
Table S2). As for the non-synonymous/synonymous substitution (dN/dS) ratio, we found that 30 clusters were suffering positive selection pressure (dN/dS > 1). At the same time, we could also select those variable clusters as the markers for different strains. Based on pangenome profiles and single nucleotide polymorphism (SNP) information, gene content and phylogenetic trees were constructed (
Figure 4). The SNP information from SI was useful for separating
V. cholerae from
V. mimicus, but nevertheless lacked the resolution to distinguish between the different lineages of
V. cholerae. However, using gene content information (
Figure 4), a good resolution was reached that was coherent with the evolution of the species and the environmental or clinical nature of the strains. These results indicate that the evolution of
V. cholerae into different lineages is reflected in the diversity of the SI, which would be also influenced by horizontal gene transfer in these region, as proposed elsewhere
[8,
16,
17].
Figure 4.
Top: Phylogenetic trees for the
V. cholerae SI based on SNPs constructed by the Maximum Likelihood (
A), Neighbor-Joining (
B) and UPGMA (
C) methods. The numbers indicate the bootstrap values. Bottom: Split network for gene content based on the 408 genes in seven
V. cholerae and one
V. mimicus genomes. The network was constructed with SplitsTree4 using the GeneContentDistance method
[12].
Top: Phylogenetic trees for the
V. cholerae SI based on SNPs constructed by the Maximum Likelihood (
A), Neighbor-Joining (
B) and UPGMA (
C) methods. The numbers indicate the bootstrap values. Bottom: Split network for gene content based on the 408 genes in seven
V. cholerae and one
V. mimicus genomes. The network was constructed with SplitsTree4 using the GeneContentDistance method
[12].
File S1. Gene data from V. cholera and V. mimicus.
Gene data of SI region from seven V. cholerae and one V. mimicus genomes used in this study.Click here for additional data file.
File S2. Identifying core genome, dispensable and unique genes of superintegron (SI) with R.
R scripts used in this study.Click here for additional data file.
Table S1. Orthologs clusters.
Orthologs clusters identification among SIs from V. cholerae and V. mimicus genomes. These clusters were identified using the pangenome analysis pipeline (10), strains without genes in the cluster are marked with "-".Click here for additional data file.
Table S2. Clusters involved with indel or mutation events.
Clusters involved with indel or mutation events. The 1st column is the Cluster ID, which is consistent with the ID in Table S1. The 2nd column is the cluster conservation of current cluster. The 3rd column is the variation position, which counts according to the alignment result of protein sequences in this cluster. For indel events, the position is an integer. For synonymous mutation and non synonymous mutation, the position is a floating number, in which the integer part marks the position of the amino acid in the alignment result of protein sequences, while the decimal part mark the position of codon. The 4th column shows the amino acid types on current position. The 5th column shows the nucleotide types on current position, indel is marked with "-". The 6th column shows all gene nucleotide profile in current position (for indel, amino acid will be listed). The 7th column shows the variation type (indel, synonymous and non synonymous). The CDS.variation.analysis spreadsheet shows the summary result for CDS.variation.Click here for additional data file.
Conclusions
In this study, we have revealed the genetic architecture of the
V. cholerae SI, which contains eight core genes, many of them present in many copies. The
V. cholerae SI has an open pangenome, which means that
V. cholerae may have the ability to import new gene cassettes into the SI. The set of the dispensable SI gene cassettes is influenced by the niche and type species. The core genes are distributed along the SI, apparently without a position effect.In this manuscript Marin and Vicente investigated the genomic diversity of
V. cholerae Super Integron (SI) with the aim to identify a set of orthologous genes that are conserved and unique among and in between
V. cholerae and
V. mimicus SI’s. While one must appreciate the efforts that have gone into the analyses, unfortunately, given the known diversity of
V. cholerae SI, the number of genomes analyzed was very limited, and was not a good representative of all major phyletic lineages of
V. cholerae either. Yet, the manuscript provides some valuable information about the diversity and repository of SI genes and their biological functions.The core genes estimates for SI (21 and 8, among
V. cholerae and
V. cholerae-V. mimicus respectively) reported in this study may not be very meaningful as the core genome might diminish or at least reduced further if additional genomes from distinct lineages are included. I strongly recommend inclusion of additional genomes at least from the major phylogenetic lineages of
V. cholerae O1.The function of TA loci as an essential stress response element needs to be supported by some experimental data.I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.The article, although it has a very narrow focus, investigates an interesting question about integron regions in
V. cholerae that scientists have so far mostly applied to whole genome sequences: what is their pan-genome and core genome? The scope of the question is quite narrow, as it focuses on a single species (
V. cholerae), but is certainly novel.The methods and approach used are sound and the results generally well presented. I have two major issues with the analysis:Why use only seven genomes when >200 are available? This is quite puzzling to me, as no data should be excluded if it is available. Some of the >200
V. cholerae genomes available are relatively redundant (they all belong to the 7
th pandemic group) and present little gene content/SNP diversity, but the variations they present are crucial in understanding small scale variability. Many available environmental
V. cholerae genomes were also not included and should have been.The article is mostly descriptive and needs to make more informative statements about the results. What is the significance of such a small core genome? How does the pan-genome of the integron overlap with the rest of the genome? What is the meaning of the specific subset of functions found in the integron? How are sites under positive selection distributed in the integron? What genes are under positive/ negative selection? Much more can be said about integrons from the analyses performed.Basically, the manuscript is interesting but could really benefit from a broader (more genomes) analysis and a more in-depth look at the results to infer hypotheses about integrons in
V. cholerae.I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.In this manuscript the authors have explored the pattern of the superintegrons (SIs) in
V. cholerae using the published DNA sequences of relevant strains. This study has shown the dynamic nature of
V. cholerae O1 and genetic relatedness of SIs at the biotype level.Comments:Abstract: Results and Conclusions: replace the word ‘reveal’ with “describe”Introduction: first paragraph: replace the word ‘standing’ with “standby”Page 6. The role of TA gene should be validated with non-toxigenic strains of
V. cholerae (e.g., sequence comparison with non-O1, non-O139 strains of
V. choleraeI have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.
Authors: J F Heidelberg; J A Eisen; W C Nelson; R A Clayton; M L Gwinn; R J Dodson; D H Haft; E K Hickey; J D Peterson; L Umayam; S R Gill; K E Nelson; T D Read; H Tettelin; D Richardson; M D Ermolaeva; J Vamathevan; S Bass; H Qin; I Dragoi; P Sellers; L McDonald; T Utterback; R D Fleishmann; W C Nierman; O White; S L Salzberg; H O Smith; R R Colwell; J J Mekalanos; J C Venter; C M Fraser Journal: Nature Date: 2000-08-03 Impact factor: 49.962
Authors: Yan Boucher; Otto X Cordero; Alison Takemura; Dana E Hunt; Klaus Schliep; Eric Bapteste; Philippe Lopez; Cheryl L Tarr; Martin F Polz Journal: MBio Date: 2011-04-12 Impact factor: 7.867