Abstract
Vibrio harveyi is a Gram-negative, halophilic bacterium that is an opportunistic pathogen of commercially farmed marine vertebrate species. To understand the pathogenicity of this species, the genome of V. harveyi QT520 was analyzed and compared to that of other strains. The results showed the genome of QT520 has two unique circular chromosomes and three endogenous plasmids, totaling 6,070,846 bp with a 45% GC content, 5,701 predicted ORFs, 134 tRNAs and 37 rRNAs. Common virulence factors, including ACF, IlpA, OmpU, Flagellin, Cya, Hemolysin and MARTX, were detected in the genome, which are likely responsible for the virulence of QT520. The results of genomes comparisons with strains ATCC 33843 (392 (MAV)) and ATCC 43516 showed that greater numbers genes associated with types I, II, III, IV and VI secretion systems were detected in QT520 than in other strains, suggesting that QT520 is a highly virulent strain. In addition, three plasmids were only observed in the complete genome sequence of strain QT520. In plasmid p1 of QT520, specific virulence factors (cyaB, hlyB and rtxA) were identified, suggesting that the pathogenicity of this strain is plasmid-associated. Phylogenetic analysis of 12 complete Vibrio sp. genomes using ANI values, core genes and MLST revealed that QT520 was most closely related to ATCC 33843 (392 (MAV)) and ATCC 43516, suggesting that QT520 belongs to the species V. harveyi. This report is the first to describe the complete genome sequence of a V. harveyi strain isolated from an outbreak in a fish species in China. In addition, to the best of our knowledge, this report is the first to compare the V. harveyi genomes of several strains. The results of this study will expand our understanding of the genome, genetic characteristics, and virulence factors of V. harveyi, setting the stage for studies of pathogenesis, diagnostics, and disease prevention.
Keywords: Vibrio harveyi, Antibiotic resistance, Genome, Virulence factor, Plasmid
Introduction
Vibrio harveyi (V. harveyi) is a Gram-negative, halophilic bacterium that is recognized as an opportunistic pathogen of many commercially farmed marine invertebrate and vertebrate species (Austin & Zhang, 2006; Cano-Gomez et al., 2011). V. harveyi is capable of causing mass mortalities in aquaculture settings and has a major impact on the industry. Species affected throughout the world include the gilthead sea bream (Sparus aurata), European sea bass (Dicentrarchus labrax), common dentex (Dentex dentex), Senegalese sole (Solea senegalensis) and prawn (Penaeus monodon) (Austin & Zhang, 2006; Chabrillón et al., 2005; Lavilla-Pitogo et al., 1990; Pujalte et al., 2003; Won & Park, 2008; Zorrilla et al., 2003). V. harveyi was also reported to infect many aquaculture species in China and is now considered as one of the major pathogens in the fisheries industry (Cui et al., 2014; Chen et al., 2004; Li & Xu, 1998; Zhang et al., 2010).
Many studies have reported on the pathogenic mechanisms of V. harveyi, and variability in virulence mechanisms were found to be strain dependent toward different host species (Austin & Zhang, 2006; Bai et al., 2008; Zhang & Austin, 2000). Some reports have shown that extracellular products (ECPs) including proteases, phospholipases, hemolysins and cytotoxins, play significant roles in the pathogenicity of V. harveyi (Liu & Lee, 1999; Liuxy, Lee & Chen, 1996; Zhang & Austin, 2000). However, in fatal cases in Artemia franciscana nauplii and some cultured marine fishes, the hemolytic activity of V. harveyi was not a significant factor (Soto-Rodriguez et al., 2003; Won & Park, 2008). Siderophore production has been strongly correlated with fish mortality, and it is considered to be an essential virulence factor in some bacterial species (Ratledge & Dover, 2003), but the effect is less obvious in others (Pedersen et al., 1997). In recent years, Type III secretion systems (TTSS), bacteriophages, and quorum-sensing mechanisms, which play important roles in effector translocation, conversion of virulence factors, and regulation of virulence gene expression, respectively, have all been shown to be associated with virulence (Henke & Bassler, 2004; Natrah et al., 2011; Ruwandeepika et al., 2012). To further understand the pathogenesis and the associated virulence factors of V. harveyi, the determination of the genomic information of various V. harveyi strains is crucial.
In this study, we isolated a V. harveyi from a diseased golden pompano (Trachinotus ovatus) cultured in a deep sea cage in Qiaotou, China and named it QT520. Genome and comparative genome analyses were used in the current study to analyze the pathogenesis of V. harveyi. The results will help to characterize pathogenesis, diagnostics, and disease prevention.
Materials and Methods
Ethics statement
All protocols for experiments involving live animals conducted in this study were approved by the Animal Experimental Inspection of Laboratory Animal Centre, Hainan University (Haikou, China), and the approval number is 20160709. We conscientiously abided by the ethical principles of animal welfare and the rule of laboratory animal center.
Bacterial strain isolation
V. harveyi QT520 was initially isolated in Qiaotou, China from T. ovatus showing clinical signs of body rot. To obtain a pure culture, a single colony of strain QT520 was selected and transferred to fresh TCBS medium at least three times. Then, the clone was cultivated at 30 °C in 2216E liquid medium for 16 h. The cell morphology of QT520 and contamination of the culture with other microorganisms were assessed by light microscopy (BA410; Motic, Xiamen, China). The strain was archived at Hainan University and Hainan Academy of Ocean and Fisheries Sciences under accession number QT520.
Genomic DNA extraction and whole genome sequencing
Genomic DNA was extracted using a Rapid Bacterial Genomic DNA Isolation Kit (Sangon Biotech, Shanghai, China) according to the manufacturer’s instructions. The concentration and purity of the extracted DNA were determined using a DNA Qubit 2.0 (Invitrogen, Carlsbad, CA, USA). The extracted genomic DNA was used to construct next-generation libraries with an insert size of 500 bp using a NEBNext® Ultra™ DNA Library Prep Kit for Illumina® and PacBio RS II libraries with an insert size of 10 kb.
Genome sequencing was conducted by Sangon Biotech Co., Ltd. (Shanghai, China) using the next-generation Illumina MiSeq (Illumina, San Diego, CA, USA) and the third-generation PacBio RS II sequencing platform (Pacific Biosciences, Menlo Park, CA, USA), respectively. The raw sequences obtained from the third-generation PacBio RS II sequencing platform were assembled using Canu (Koren et al., 2016). Gapcloser and GapFiller were used to close the gaps with next-generation sequence reads where possible after assembly (Boetzer & Pirovano, 2012) and the sequence variants were detected and assembled by PrInSeS-G to obtain high-quality, whole-genome sequences (Massouras et al., 2010).
Genome analysis
Prokka was used to predict and annotate prokaryotic ORFs, tRNAs and rRNAs (Seemann, 2014). Clusters of Orthologous Groups (COG) analysis was performed using RPS BLAST. Antibiotic resistance genes and genes encoding virulence factors were identified through BLAST searches of the Comprehensive Antibiotic Resistance Database (CARD) and the Virulence Factors of Pathogenic Bacteria Database (VFDB), respectively. Circular genome maps were generated using the CGView Server (Grant & Stothard, 2008) based on the information generated by the genome annotation.
Phylogenetic analyses
Four phylogenetic trees were constructed based on average nucleotide identity (ANI), core genes, multilocus sequence typing (MLST), and the 16S rRNA gene, respectively. The ANI values were calculated using Jspecies (Goris et al., 2007) and phylogenetic tree analysis of 12 available complete genome sequences of Vibrio sp. strains (Table S1) based on ANI values was performed using the R package Ape with neighbor-joining methods (Paradis, Claude & Strimmer, 2004). The core genes of the 12 genomes were obtained using cd-hit 4.6.1, the corresponding protein sequences were aligned using MUSCLE 3.8.31 and the phylogenetic trees were generated using Treebest 1.9.2 (Caputo et al., 2015; Mbengue et al., 2016). Four different housekeeping genes were used to construct the MLST phylogenetic tree: toxR, vhhA, ompK and hsp60. The 16S rRNA gene sequences and the corresponding amino acid sequences inferred from the four genes for MLST were respectively aligned with those of the most closely related species using the multiple alignment program ClustalW. Phylogenetic relationships between strain QT520 and closely related species were determined using the MEGA6 software. Phylogenetic trees were generated using the neighbor-joining (NJ) method with 1,000 randomly selected bootstrap replicates.
Comparative genomics
Genomes of ATCC 33843 (392 (MAV)), ATCC 43516, and QT520 were compared through Mauve using the default parameters (Darling et al., 2004; Mbengue et al., 2016). The locations of different genes in the gene clusters were visualized using SVG 1.1, and ImageMagick 6.5.4–7 was used to convert SVG format to PNG.
Determination of Median Lethal Dose (LD50)
The isolated QT520 strain was inoculated into 2216E liquid medium and incubated on a shaker (180 rpm) at 30 °C overnight, after which a culture containing 1.47 × 108 CFU/mL obtained. During challenge, the bacterial suspension was serially diluted 10-fold using Stroke-Physiological Saline Solution and was used to infect T. ovatus (10 fish/group) by intraperitoneal injection with 1.47 × 108 CFU/mL, 1.47 × 107 CFU/mL, 1.47 × 106 CFU/mL or 1.47 × 105 CFU/mL. The control group was injected with Stroke-Physiological Saline Solution. Fish deaths were recorded for 2 weeks and the Reed-Muench method was used to calculate the median lethal dosage.
Results
General features of V. harveyi QT520
Through the use of a combination of sequencing approaches using the MiSeq and PacBio platforms, we were able to assemble five contigs with 227.76 × coverage. The genome sequence of strain QT520 was deposited in the DDBJ/EMBL/GenBank under the accession numbers CP018680–CP018684. The project information, according to the minimum information about a genome sequence (MIGS) recommendation (Field et al., 2008), is shown in Table S2. The strain QT520, which was isolated from cultured T. ovatus exhibiting clinical signs of body rot, was Gram-negative and aerobic. After negative staining it was observed to be an oval, rod-shaped cell approximately 1.6–2.2 µm in length and 1.0–1.1 µm in width with a single polar flagellum (Fig. 1).
Genomic information
The QT520 genome was a total of 6070846 bp, consisting of two circular chromosomes and three circular plasmids (chromosome I, 3,560,044 bp; chromosome II, 2,260,627 bp; plasmid p1, 113,574 bp; plasmid p2, 76,744 bp; plasmid p3, 59,857 bp) (Fig. 2). The genome had an overall G + C content of 45% (Table 1). A total of 3,377 open reading frames (ORFs) were detected in Chromosome I, including 3,195 coding sequences (CDSs), 118 tRNA genes, 34 rRNA genes, 29 miscRNA and 1 tmRNA; 2,425 CDSs (75.90% of 3,195 CDSs) were annotated as functional genes, and 770 CDSs (24.10%) were annotated as hypothetical or uncharacterized genes. Chromosome II contained 2,061 ORFs, 2,030 CDSs, 16 tRNA genes, three rRNA genes and 12 miscRNA; 1,476 CDSs (72.71%) were annotated as functional genes, and 554 CDSs (27.29%) were annotated as hypothetical or uncharacterized genes. The chromosome maps (Fig. 3) display 3,657 ORFs (64.15% of the total number of predicted ORFs) that encode known functional proteins, and 423 ORFs having no known function in our COG functional categorization. Among the functionally predicted ORFs, 2,593 ORFs (63.55% of the COG-assigned ORFs) belonged to nine major COG functional categories: 527 ORFs in category R (General function prediction only), 329 ORFs in category K (Transcription), 287 ORFs in category E (Amino acid transport and metabolism), 276 ORFs in category T (Signal transduction mechanisms), 254 ORFs in category G (Carbohydrate transport and metabolism), 241 ORFs in category C (Energy production and conversion), 243 ORFs in category P (Inorganic ion transport and metabolism), 236 ORFs in category M (Cell wall/membrane/envelope biogenesis) and 200 ORFs in category J (Translation, ribosomal structure and biogenesis).
Table 1. Comparison of the chromosomal properties of V. harveyi QT520, ATCC 33843 (392 (MAV)) and ATCC 43516.
Strain | QT520 | ATCC 33843 (392 (MAV)) | ATCC 43516 |
---|---|---|---|
Genome size(bp) | 6,070,846 | 5,881,490 | 6,038,881 |
GC content | 45% | 44.96% | 44.90% |
Open reading frames | 5,701 | 5,393 | 5,479 |
Average length(bp) | 925 | – | – |
% of ecoded gene | 96.19 | 95.18 | 95.80 |
Annotated genes | 4,080 | – | – |
Hypothetical proteins | 1,497 | 825 | – |
tRNA | 134 | 131 | 133 |
rRNA | 37 | 38 | 37 |
Average nucleotide identity | 100.00 | 98.33 | 98.44 |
GeneBank Accession No. |
CP018680, CP018681
CP018682, CP018683 CP018684 |
CP009467.2, CP009468.1 |
CP014038.1
CP014039.1 |
Virulence factors of V. harveyi QT520
Virulence factors of strain QT520 are listed in Table S3. The results of the QT520 genome analysis revealed a number of common virulence determinants, such as ACF, IlpA, OmpU, Flagella, T6SS, TTSS, Cya, Hemolysin and MARTX. Factors responsible for iron acquisition, including IutA, Chu, Enterobactin, FeoAB and Mycobactin were also present. In addition, some adhesion proteins (Capsule/CapsuleI, Los, IlpA, MAM7 and OmpU), antiphagocytosis proteins (Alginate), efflux pumps, endotoxins, and stress proteins were also found in strain QT520.
Phylogenetic analysis
Four comparative phylogenetic tree analysis methods were used to identify closely related strains of QT520: ANI, core genes, MLST, and 16S rRNA gene sequencing. For phylogenetic tree analysis using ANI, 11 complete genome sequences available in the NCBI GenBank database, as well as that of QT520, were obtained and the ANI values were calculated (Table S4). A phylogenetic tree based on ANI values was constructed (Fig. 4A). The tree identified a subgroup that contained 1114GL, LMB29, ATCC BAA-1116, ATCC 33843 (392 (MAV)), ATCC 43516 and QT520, which was designated Group I. Within this group, the genome of QT520 was most closely related to those of ATCC 33843 (392 (MAV)) and ATCC 43516 (98.49 and 98.59% of ANI values, respectively).
An additional phylogenetic tree of the 12 complete genome sequences described above was constructed using the core genes method (Fig. 4B). The results showed that ATCC 33843 (392 (MAV)) and ATCC 43516 were the closest in Group I and that QT520 was closely related to both strains, supporting that the ANI and core genes methods could distinguish them even at the strain level.
Another phylogenetic tree was generated using MLST with four different housekeeping genes: toxR, vhhA, ompK and hsp60. The DNA sequences of the four MLST genes in the Group I strains were compared and aligned to generate a phylogenetic tree (Fig. 4C). The results showed that the genomes of QT520, ATCC 33843 (392 (MAV)) and ATCC 43516 were again the closest relatives and those of 1114GL, LMB29 and ATCCBAA-1116 were the closest in Group I. However, comparative phylogenetic tree analysis using 16S rRNA sequences of the Group I strains revealed that strains QT520, 1114GL, ATCC 33843 392 MAV and ATCC 43516 were the closest relatives, being classified into one phylogenetic branch (Fig. 4D).
Comparative genomics of V. harveyi ATCC 3843 (392 (MAV)) and ATCC 43516
Comparative genomic analyses were conducted to compare V. harveyi QT520 with its most closely related strains, V. harveyi ATCC 3843 (392 (MAV)) and ATCC 43516 (Fig. 5A). The results showed that the number of core genes among the three strains is 4,463. The number of specific genes in QT520, ATCC 3843, and ATCC 43516 are 458, 277 and 448, respectively.
Two genes (APP0488.1 and APP06774.1) identified as core genes encode a multi-antimicrobial extrusion efflux family protein and a xanthine-guanine phosphoribosyltransferase, respectively. The results suggested that the three V. harvey i strains may have multiple antibiotic resistances to tigecycline, tetracycline, streptomycin, kanamycin, ciprofloxacin and norfloxacin (Kim et al., 2003; Kuroda & Tsuchiya, 2009; Teo, Tan & Poh, 2002).
Virulence factor genes, including APP05600.1, APP06379.1, APP06380.1, APP06382.1, APP06383.1, APP06387.1, APP06388.1, APP07902.1, APP09130.1, APP09132.1, APP09134.1, APP09207.1 and APP09259.1 were only observed in strain QT520 based on the comparative analysis results (Table S3 and Fig. 5A). These specific genes encode Type IV pili, O-antigen, LPS, Capsule, Cya, hemolysin, MARTX and TTSS (SPI-1), respectively. These genes are well known to play important roles in attachment, expression of other virulence factors, preventing phagocytosis, anti-inflammatory effects, hemolytic activities and a cytotoxicity (Ruwandeepika et al., 2012; Zhang & Austin, 2000), suggesting that they may be responsible for the virulence associated with the QT520 strain.
Genes associated with type I secretion systems (T1SS) and type VI secretion systems (T6SS) were detected in QT520, but not in ATCC 33843 (392 (MAV)) and ATCC 43516. The numbers of type II, III and IV secretion systems (T2SS, T3SS, and T4SS) related genes in QT520 was 28, 32, and 21, respectively; the numbers of T2SS, T3SS, and T4SS related genes in ATCC 33843 (392 (MAV)) was 7, 12, and 4, respectively. The numbers of genes T2SS, T3SS, and T4SS related genes in ATCC 43516 was 7, 14, and 4, respectively. Greater numbers of genes associated with the T1SS, T2SS, T3SS, T4SS and T6SS were detected in the genome sequence of QT520 than in strains ATCC 33843 (392 (MAV)) and ATCC 43516 (Table 2 and Fig. 5). In addition, T1SS were detected in regions of chromosome I (APP04465.1), chromosome II (APP08059.1 and APP08730.1) and plasmid p1 (APP09130.1 and APP09132.1) of QT520. T2SS and T3SS were detected in the regions APP04623.1–APP08089.1 and APP04087.1–APP08428.1 in chromosomes I and II, respectively. Nine T4SS-encoding genes were detected in the insertion region in QT520 compared to ATCC 3843(392(MAV)) and ATCC 43516 (Fig. 5B and Fig. 5C), and other T4SS-encoding genes were primarily distributed in regions of chromosome I (APP05190.1–APP05200.1) and chromosome II (APP07457.1 to APP08116.1). T6SS-related genes were detected in regions of chromosome I (APP04433.1 to APP04446.1) and chromosome II (APP07649.1 to APP07972.1).
Table 2. The quantity of TnSS gene in the genome sequences of QT520, ATCC 33843 (392 (MAV)) and ATCC 43516.
Strain | TnSS | ||||
---|---|---|---|---|---|
I | II | III | IV | VI | |
QT520 | 5 | 28 | 32 | 21 | 45 |
ATCC 33843 (392 (MAV)) | 0 | 7 | 12 | 4 | 0 |
ATCC 43516 | 0 | 7 | 14 | 4 | 0 |
Three plasmids were detected in V. harveyi strain QT520 that were not observed in strains ATCC 3843 (392 (MAV)) and ATCC 43516. In particular, three important virulence factor genes (cyaB, hlyB and rtxA) were present in plasmid p1.
LD50
Artificial infection results showed that the LD50 of QT520 was 2.5 × 105 bacteria per fish, suggesting that this bacterium is strongly pathogenicity to T. ovatus (Table 3).
Table 3. Artificial infection results of the strain QT520.
Group | Concentration of QT520 (CFU/mL) | Number | Accumulative death number | Total deaths | Mortality (%) | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
1d | 2d | 3d | 4d | 5d | 6d | 7d | |||||
1 | 1.47×108 | 10 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 10 | 100 |
2 | 1.47×107 | 10 | 6 | 2 | 0 | 0 | 0 | 0 | 0 | 8 | 80 |
3 | 1.47×106 | 10 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 4 | 40 |
4 | 1.47×105 | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Control group | 0.8%NaCl | 10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Discussion
Since species within the Harveyi clade have a high degree of genetic and phenotypic similarity (Sawabe, Kitatsukamoto & Thompson, 2007), identification of V. harveyi strains is a challenging task. For example, the species V. harveyi, V. campbellii and V. rotiferianus share approximately 99% sequence identity within the 16S rRNA gene (Gomez-Gil, 2003). These similarities have confounded typing schemes and resulted in documented misidentifications (Gauger & Gómez-Chiarri, 2002; Gomez-Gil et al., 2004). Recently, novel phylogenetic analysis approaches have been suggested, specifically, ANI, core genes and MLST. The ANI and core genes method was performed using the 12 complete genome sequences available for Vibrio sp. In this study, the analysis based on core genes and MLST revealed that QT520, ATCC 3843 (392 (MAV)) and ATCC 43516 were the most closely related and that 1114GL, LMB29 and ATCCBAA-1116 were the closest in Group I, which was consistent with the analysis using ANI values. However, these strains could not be differentiated using the 16S rRNA phylogenetic tree, suggesting that ANI, core genes and MLST methods can provide a greater level of resolution between V. harveyi and V. campbellii compared to the 16S rRNA method.
The pathogenicity of V. harveyi strains is related to a number of factors, including secretion of ECPs (containing substances such as proteases, hemolysins, and lipases) (Teo, Zhang & Poh, 2003; Zhang & Austin, 2000), a bacteriocin-like substance (Prasad et al., 2005), quorum sensing capabilities (Henke & Bassler, 2004), susceptibility to bacteriophage infection (Oakey & Owens, 2000) and siderophore production (Owens, Austin & Austin, 1996). The observed LD50 of QT520 was 2.5 × 105 bacteria per fish, suggesting that this bacterium is a highly virulent strain towards T. ovatus. Various virulence factor genes, including ACF, IlpA, MAM7, OmpU, Type IV pili, Flagellin, Cya, Hemolysin and MARTX, were observed in this strain. These genes may be responsible for the high virulence associated with the QT520 strain.
The ability of pathogens to obtain iron from their host is central to their survival (Ratledge & Dover, 2003). The genome of the QT520 strain encodes the aerobactin siderophore receptor (detected at the APP07707.1 region on chromosome II), heme receptors (at the region APP04364.1 on chromosome I and the region APP07339.1 on chromosome II), and iron ABC transport (APP03856.1–APP03858.1 and APP03907.1 on chromosome I). These iron uptake related-genes may play key roles in the survival of the QT520 strain in host cells.
Secretion systems can transport various virulence factors outside of the bacterial cell and allow bacteria to communicate within the environment in which they live. Greater numbers of genes encoding T1SS, T2SS, T3SS and T4SS and T6SS components were found in strain QT520 than in strains ATCC 33843 (392 (MAV)) and ATCC 43516. Interestingly, the T1SS and T6SS were only found in QT520. The T1SS is employed for secreting proteins, includes many adhesins, proteases, and toxins that are delivered into host cells, and can secrete hemolysin in the E. coli (Dalbey & Kuhn, 2012). The T2SS is required for secretion of exotoxins, including the cholera toxin (Ctx) (Abendroth, Kreger & Hol, 2009). The T3SS, which is found in various pathogenic Gram-negative bacterial genera, such as Salmonella, Shigella, Yersinia, Pseudomonas, and enteropathogenic Escherichia coli (EPEC) (Galan & Wolf-Watz, 2006), serve several well defined functions in pathogenesis. The T4SS is responsible for the transport of virulent proteins or DNA into eukaryotic cells as well as for the conjugative transfer of plasmids from one bacterium to another (Fronzes, Christie & Waksman, 2009) and were found in the insertion regions, suggesting that the T4SS may play important roles in the pathogenicity of QT520. The T6SS, which is associated with cytotoxic effectors (Costa et al., 2015; Unterweger et al., 2014), translocates toxic effector proteins into eukaryotic and prokaryotic cells and has a pivotal role in pathogenesis and bacterial competition (Ho, Dong & Mekalanos, 2014; Zoued et al., 2014), and this system was also reported in the pathogenic Vibrio harveyi strains ZJ0603 and CAIM 1792 (Huang et al., 2012; Espinoza-Valles et al., 2012). This secretion system functions as a group of toxin proteins by transporting various bacterial effectors into eukaryotic cells, resulting in host cell death (Costa et al., 2015), and its presence suggests that QT520 is a highly virulent strain based on our genome analysis. However, further analysis of the mechanisms of these secretion systems in V. harveyi is required.
Interestingly, we observed three plasmids in the complete genome sequence of strain QT520, which have not been identified in strains ATCC 33843 (392 (MAV)) and ATCC 43516 (Wang et al., 2014). Through comparative genomic analysis, three specific virulence factors (Cya, Hemolysin and RTX toxin), encoded by cyaB, hlyB and rtxA, were observed in plasmid p1 of strain QT520, suggesting that the pathogenicity of this strain is closely related to plasmid p1. Studies have also reported that a plasmid, pVCR1, was harbored by the highly virulent V. harveyi ORM4 strain, suggesting its involvement in the virulence phenotype (Schikorski et al., 2013). The virulence of V. harveyi was believed to be acquired by association with genetically mobile elements, such as plasmids or transposons (Austin & Zhang, 2006). Non-virulent V. harveyi strains can become virulent after plasmid uptake or bacteriophage-mediated transfer of toxin gene(s) (Oakey & Owens, 2000). Thus, we inferred that the pathogenicity of QT520 has been acquired by the incorporation of plasmids.
Through comparative analyses of the complete genomes of the three V. harveyi strains, a majority of the genes analyzed were observed to be core genes, including the antibiotic resistance genes reported previously in the complete genome sequences of V. harveyi ATCC 3843 (392 (MAV)) and ATCC 43516. This suggests that the three V. harveyi strains likely possess similar antibiotic resistances to tigecycline, tetracycline, streptomycin, kanamycin, ciprofloxacin and norfloxacin. In addition, QT520 exhibited resistance against tetracycline, streptomycin and kanamycin.
Conclusions
V. harveyi, an opportunistic pathogen of many maricultured animals, can cause mass mortalities in aquaculture species, posing a considerable threat to the industry. V. harveyi QT520, which was isolated from diseased deep sea cage-cultured golden pompano, was observed to be a virulent isolate with an LD50 of 2.5 ×105 bacteria per fish. To understand its pathogenesis, the genome of V. harveyi QT520 was sequenced. This genome was observed to consist of two circular chromosomes and three plasmids, totaling 6,070,846 bp with a 45% GC content, as well as containing 5,701 predicted ORFs, 134 tRNAs and 37 rRNAs.
Phylogenetic analysis of 12 complete genomes of Vibrio sp. using ANI values and core genes revealed that QT520 was most closely related to ATCC 33843 (392 (MAV)) and ATCC 43516, indicating that QT520 belongs to the species V. harveyi.
Common virulence factors, including ACF, IlpA, OmpU, Flagellin, Cya, Hemolysin and MARTX, were detected. These factors may be responsible for the virulence associated with colonization by QT520. Additionally, greater numbers of genes encoding types I, II, III, IV and VI secretion systems were detected in the genome of QT520 than in strains ATCC 33843 (392 (MAV)) and ATCC 43516, suggesting that strain QT520 has the capacity for a highly virulent phenotype. It is worth mentioning that three specific virulence factor genes (cyaB, hlyB and rtxA) were contained in plasmid p1 in this strain, suggesting that the pathogenicity of this strain is plasmid associated. Comparative genome analysis of QT520, ATCC 33843 (392 (MAV)) and ATCC 43516 revealed that the majority of ORFs were core genes, including two antibiotic encoding genes, suggesting these strains are resistant to multiple antibiotics.
Supplemental Information
Funding Statement
This research was supported financially by the National Natural Science Foundation of China (No. 31560725, No.31702379, No. 41666006), the National Marine Public Welfare Research Project of China (No. 201405020-4), the Key Research Project of Hainan Province (ZDKJ2016011), the Natural Science Foundation of Hainan Province (No. 2016CXTD005, No. 20163054), and the Hainan University Campus Team Project 2017 (hdkytg201704). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Contributor Information
Yun Sun, Email: syshui207@126.com.
Yongcan Zhou, Email: zychnu@163.com.
Additional Information and Declarations
Competing Interests
The authors declare there are no competing interests.
Author Contributions
Zhigang Tu performed the experiments, analyzed the data, contributed reagents/materials/analysis tools, wrote the paper, prepared figures and/or tables, reviewed drafts of the paper.
Hongyue Li analyzed the data, contributed reagents/materials/analysis tools, prepared figures and/or tables.
Xiang Zhang analyzed the data, contributed reagents/materials/analysis tools.
Yun Sun analyzed the data, wrote the paper, prepared figures and/or tables, reviewed drafts of the paper.
Yongcan Zhou conceived and designed the experiments, reviewed drafts of the paper.
Animal Ethics
The following information was supplied relating to ethical approvals (i.e., approving body and any reference numbers):
All protocols for experiments involving live animals conducted in this study were approved by the Animal Experimental Inspection of Laboratory Animal Centre, Hainan University (Haikou, China), and the approval number is 20160709.
DNA Deposition
Data Availability
The following information was supplied regarding data availability:
The raw data is included in the manuscript (Table 1–5, Figure 1–3, and Appendix A. Supplementary data).
References
- Abendroth, Kreger & Hol (2009).Abendroth J, Kreger AC, Hol WGJ. The dimer formed by the periplasmic domain of EpsL from the Type 2 Secretion System of Vibrio parahaemolyticus. Journal of Structural Biology. 2009;168:313–322. doi: 10.1016/j.jsb.2009.07.022. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Austin & Zhang (2006).Austin B, Zhang XH. Vibrio harveyi: a significant pathogen of marine vertebrates and invertebrates. Letters in Applied Microbiology. 2006;43:119–124. doi: 10.1111/j.1472-765X.2006.01989.x. [DOI] [PubMed] [Google Scholar]
- Bai et al. (2008).Bai F, Pang L, Qi Z, Chen J, Austin B, Zhang X. Distribution of five vibrio virulence-related genes among Vibrio harveyi isolates. Journal of General and Applied Microbiology. 2008;54:71–78. doi: 10.2323/jgam.54.71. [DOI] [PubMed] [Google Scholar]
- Boetzer & Pirovano (2012).Boetzer M, Pirovano W. Toward almost closed genomes with GapFiller. Genome Biology. 2012;13:1–9. doi: 10.1186/gb-2012-13-6-r56. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cano-Gomez et al. (2011).Cano-Gomez A, Høj L, Owens L, Andreakis N. Multilocus sequence analysis provides basis for fast and reliable identification of Vibrio harveyi-related species and reveals previous misidentification of important marine pathogens. Systematic and Applied Microbiology. 2011;34:561–565. doi: 10.1016/j.syapm.2011.09.001. [DOI] [PubMed] [Google Scholar]
- Caputo et al. (2015).Caputo A, Merhej V, Georgiades K, Fournier PE, Croce O, Robert C, Raoult D. Pan-genomic analysis to redefine species and subspecies based on quantum discontinuous variation: the Klebsiella paradigm. Biology Direct. 2015;10:55–55. doi: 10.1186/s13062-015-0085-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chabrillón et al. (2005).Chabrillón M, Rico RM, Arijo S, Díaz-Rosales P, Balebona MC, Moriñigo MA. Interactions of microorganisms isolated from gilthead sea bream, Sparus aurata L., on Vibrio harveyi, a pathogen of farmed Senegalese sole, Solea senegalensis (Kaup) Journal of Fish Diseases. 2005;28:531–537. doi: 10.1111/j.1365-2761.2005.00657.x. [DOI] [PubMed] [Google Scholar]
- Chen et al. (2004).Chen X, Wu S, Shi C, Li N. Isolation and identification of pathogenetic Vibrio harveyi from estuary cod Epinephelus coioides. Journal of Fishery Sciences of China. 2004;11:313–317. [In Chinese with English abstract] [Google Scholar]
- Costa et al. (2015).Costa TRD, Felisberto-Rodrigues C, Meir A, Prevost MS, Redzej A, Trokter M, Waksman G. Secretion systems in Gram-negative bacteria: structural and mechanistic insights. Nature Reviews Microbiology. 2015;13:343–359. doi: 10.1038/nrmicro3456. [DOI] [PubMed] [Google Scholar]
- Cui et al. (2014).Cui J, Fan XT, Liu WZ, Li HY, Zhou YC, Wang SF, Xie ZY. Isolation and identification of vibriosis pathogens of marine culture fishes in Southern China. Natural Science Journal of Hainan University. 2014;32:245–251. doi: 10.15886/j.cnki.hdxbzkb.2014.03.013. [DOI] [Google Scholar]
- Dalbey & Kuhn (2012).Dalbey RE, Kuhn A. Protein traffic in Gram-negative bacteria—how exported and secreted proteins find their way. FEMS Microbiology Reviews. 2012;36:1023–1045. doi: 10.1111/j.1574-6976.2012.00327.x. [DOI] [PubMed] [Google Scholar]
- Darling et al. (2004).Darling AE, Mau B, Blattner FR, Perna NT. Mauve: multiple alignment of conserved genomic sequence with rearrangements. Genome Research. 2004;14:1394–1403. doi: 10.1101/gr.2289704. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Espinoza-Valles et al. (2012).Espinoza-Valles I, Soto-Rodríguez S, Edwards RA, Wang Z, Vora GJ, Gómez-Gil B. Draft genome sequence of the shrimp pathogen Vibrio harveyi CAIM 1792. Journal of Bacteriology. 2012;194:2104–2104. doi: 10.1128/JB.00079-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Field et al. (2008).Field D, Garrity G, Gray T, Morrison N, Selengut J, Sterk P, Tatusova T, Thomson N, Allen MJ, Angiuoli SV, Ashburner M, Axelrod N, Baldauf S, Ballard S, Boore J, Cochrane G, Cole J, Dawyndt P, De Vos P, dePamphilis C, Edwards R, Faruque N, Feldman R, Gilbert J, Gilna P, Glockner FO, Goldstein P, Guralnick R, Haft D, Hancock D, Hermjakob H, Hertz-Fowler C, Hugenholtz P, Joint I, Kagan L, Kane M, Kennedy J, Kowalchuk G, Kottmann R, Kolker E, Kravitz S, Kyrpides N, Leebens-Mack J, Lewis SE, Li K, Lister AL, Lord P, Maltsev N, Markowitz V, Martiny J, Methe B, Mizrachi I, Moxon R, Nelson K, Parkhill J, Proctor L, White O, Sansone S-A, Spiers A, Stevens R, Swift P, Taylor C, Tateno Y, Tett A, Turner S, Ussery D, Vaughan B, Ward N, Whetzel T, San Gil I, Wilson G, Wipat A. The minimum information about a genome sequence (MIGS) specification. Nature Biotechnology. 2008;26:541–547. doi: 10.1038/nbt1360. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fronzes, Christie & Waksman (2009).Fronzes R, Christie PJ, Waksman G. The structural biology of type IV secretion systems. Nature Reviews Microbiology. 2009;7:703–714. doi: 10.1038/nrmicro2218. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Galan & Wolf-Watz (2006).Galan JE, Wolf-Watz H. Protein delivery into eukaryotic cells by type III secretion machines. Nature. 2006;444:567–573. doi: 10.1038/nature05272. [DOI] [PubMed] [Google Scholar]
- Gauger & Gómez-Chiarri (2002).Gauger EJ, Gómez-Chiarri M. 16S ribosomal DNA sequencing confirms the synonymy of Vibrio harveyi and V. carchariae. Diseases of Aquatic Organisms. 2002;52:39–46. doi: 10.3354/dao052039. [DOI] [PubMed] [Google Scholar]
- Gomez-Gil (2003).Gomez-Gil B. Vibrio rotiferianus sp. nov., isolated from cultures of the rotifer Brachionus plicatilis. International Journal of Systematic and Evolutionary Microbiology. 2003;53:239–243. doi: 10.1099/ijs.0.02430-0. [DOI] [PubMed] [Google Scholar]
- Gomez-Gil et al. (2004).Gomez-Gil B, Soto-Rodríguez S, García-Gasca A, Roque A, Vazquez-Juarez R, Thompson FL, Swings J. Molecular identification of Vibrio harveyi-related isolates associated with diseased aquatic organisms. Microbiology. 2004;150:1769–1777. doi: 10.1099/mic.0.26797-0. [DOI] [PubMed] [Google Scholar]
- Goris et al. (2007).Goris J, Konstantinidis KT, Klappenbach JA, Coenye T, Vandamme P, Tiedje JM. DNA-DNA hybridization values and their relationship to whole-genome sequence similarities. International Journal of Systematic and Evolutionary Microbiology. 2007;57:81–91. doi: 10.1099/ijs.0.64483-0. [DOI] [PubMed] [Google Scholar]
- Grant & Stothard (2008).Grant JR, Stothard P. The CGView Server: a comparative genomics tool for circular genomes. Nucleic Acids Research. 2008;36:W181–W184. doi: 10.1093/nar/gkn179. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Henke & Bassler (2004).Henke JM, Bassler BL. Quorum sensing regulates type III secretion in Vibrio harveyi and Vibrio parahaemolyticus. Journal of Bacteriology. 2004;186:3794–3805. doi: 10.1128/JB.186.12.3794-3805.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ho, Dong & Mekalanos (2014).Ho BT, Dong TG, Mekalanos JJ. A view to a kill: the bacterial type VI secretion system. Cell Host & Microbe. 2014;15:9–21. doi: 10.1016/j.chom.2013.11.008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Huang et al. (2012).Huang Y, Jian J, Lu Y, Cai S, Wang B, Tang J, Pang H, Ding Y, Wu Z. Draft genome sequence of the fish pathogen vibrio harveyi strain ZJ0603. Journal of Bacteriology. 2012;194:6644–6645. doi: 10.1128/jb.01759-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim et al. (2003).Kim S, Nonaka L, Oh M, Lavilla-Pitogo CR, Suzuki S. Distribution of an oxytetracycline resistance determinant tet(34) among marine bacterial isolates of a Vibrio species. Microbes and Environments. 2003;18:74–81. doi: 10.1264/jsme2.18.74. [DOI] [Google Scholar]
- Koren et al. (2016).Koren S, Walenz BP, Berlin K, Miller JR, Phillippy AM. Canu: scalable and accurate long-read assembly via adaptive k-mer weighting and repeat separation. 2016. [DOI] [PMC free article] [PubMed]
- Kuroda & Tsuchiya (2009).Kuroda T, Tsuchiya T. Multidrug efflux transporters in the MATE family. Biochimica et Biophysica Acta (BBA)—Proteins and Proteomics. 2009;1794:763–768. doi: 10.1016/j.bbapap.2008.11.012. [DOI] [PubMed] [Google Scholar]
- Lavilla-Pitogo et al. (1990).Lavilla-Pitogo CR, Baticados MCL, Cruz-Lacierda ER, De La Pena LD. Occurrence of luminous bacterial disease of Penaeus monodon larvae in the Philippines. Aquaculture. 1990;91:1–13. doi: 10.1016/0044-8486(90)90173-K. [DOI] [Google Scholar]
- Li & Xu (1998).Li J, Xu HS. Isolation and biological characteristics of Vibrio harveyi affecting hatchery-related Penaeus Chinensis larvae. Oceanologia et Limnologia Sinica. 1998;29:353–361. [In Chinese with English abstract] [Google Scholar]
- Liu & Lee (1999).Liu PC, Lee KK. Cysteine protease is a major exotoxin of pathogenic luminous Vibrio harveyi in the tiger prawn, Penaeus monodon. Letters in Applied Microbiology. 1999;28:428–430. doi: 10.1046/j.1365-2672.1999.00555.x. [DOI] [PubMed] [Google Scholar]
- Liuxy, Lee & Chen (1996).Liuxy PC, Lee KK, Chen SN. Pathogenicity of different isolates of Vibrio harveyi in tiger prawn, Penaeus monodon. Letters in Applied Microbiology. 1996;22:413–416. doi: 10.1111/j.1472-765X.1996.tb01192.x. [DOI] [Google Scholar]
- Massouras et al. (2010).Massouras A, Hens K, Gubelmann C, Uplekar S, Decouttere F, Rougemont J, Cole ST, Deplancke B. Primer-initiated sequence synthesis to detect and assemble structural variants. Nature Methods. 2010;7:485–486. doi: 10.1038/nmeth.f.308. [DOI] [PubMed] [Google Scholar]
- Mbengue et al. (2016).Mbengue M, Lo FT, Diallo AA, Ndiaye YS, Diouf M, Ndiaye M. Pan-genome analysis of Senegalese and Gambian strains of Bacillus anthracis. African Journal of Biotechnology. 2016;15:2538–2546. doi: 10.5897/ajb2016.14902. [DOI] [Google Scholar]
- Natrah et al. (2011).Natrah FMI, Ruwandeepika HA, Pawar S, Karunasagar I, Sorgeloos P, Bossier P, Defoirdt T. Regulation of virulence factors by quorum sensing in Vibrio harveyi. Veterinary Microbiology. 2011;154:124–129. doi: 10.1016/j.vetmic.2011.06.024. [DOI] [PubMed] [Google Scholar]
- Oakey & Owens (2000).Oakey HJ, Owens L. A new bacteriophage, VHML, isolated from a toxin-producing strain of Vibrio harveyi in tropical Australia. Journal of Applied Microbiology. 2000;89:702–709. doi: 10.1046/j.1365-2672.2000.01169.x. [DOI] [PubMed] [Google Scholar]
- Owens, Austin & Austin (1996).Owens L, Austin DA, Austin B. Effect of strain origin on siderophore production in Vibrio harveyi isolates. Diseases of Aquatic Organisms. 1996;27:157–160. doi: 10.3354/dao027157. [DOI] [Google Scholar]
- Prasad et al. (2005).Prasad S, Morris PC, Hansen R, Meaden PG, Austin B. A novel bacteriocin-like substance (BLIS) from a pathogenic strain of Vibrio harveyi. Microbiology. 2005;151:3051–3058. doi: 10.1099/mic.0.28011-0. [DOI] [PubMed] [Google Scholar]
- Paradis, Claude & Strimmer (2004).Paradis E, Claude J, Strimmer K. APE: analyses of phylogenetics and evolution in R language. Bioinformatics. 2004;20:289–290. doi: 10.1093/bioinformatics/btg412. [DOI] [PubMed] [Google Scholar]
- Pedersen et al. (1997).Pedersen K, Gram L, Austin DA, Austin B. Pathogenicity of Vibrio anguillarum serogroup O1 strains compared to plasmids, outer membrane protein profiles and siderophore production. Journal of Applied Microbiology. 1997;82:365–371. doi: 10.1046/j.1365-2672.1997.00373.x. [DOI] [PubMed] [Google Scholar]
- Pujalte et al. (2003).Pujalte MJ, Sitjà-Bobadilla A, Macián MC, Belloch C, Álvarez Pellitero P, Pérez-Sánchez J, Uruburu F, Garay E. Virulence and molecular typing of vibrio harveyi strains isolated from cultured dentex, gilthead sea bream and european sea bass. Systematic and Applied Microbiology. 2003;26:284–292. doi: 10.1078/072320203322346146. [DOI] [PubMed] [Google Scholar]
- Ratledge & Dover (2003).Ratledge C, Dover LG. Iron metabolism in pathogenic bacteria. Annual Review of Microbiology. 2003;54:881–941. doi: 10.1146/annurev.micro.54.1.881. [DOI] [PubMed] [Google Scholar]
- Ruwandeepika et al. (2012).Ruwandeepika HAD, Jayaweera TSP, Bhowmick PP, Karunasagar I, Bossier P, Defoirdt T. Pathogenesis, virulence factors and virulence regulation of vibrios belonging to the Harveyi clade. Reviews in Aquaculture. 2012;4:59–74. doi: 10.1111/j.1753-5131.2012.01061.x. [DOI] [Google Scholar]
- Sawabe, Kitatsukamoto & Thompson (2007).Sawabe T, Kitatsukamoto K, Thompson FL. Inferring the evolutionary history of vibrios by means of multilocus sequence analysis. Journal of Bacteriology. 2007;189:7932–7936. doi: 10.1128/JB.00693-07. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schikorski et al. (2013).Schikorski D, Renault T, Paillard C, Bidaulttoffin A, Tourbiez D, Saulnier D. Development of TaqMan real-time PCR assays for monitoring Vibrio harveyi infection and a plasmid harbored by virulent strains in European abalone Haliotis tuberculata aquaculture. Aquaculture. 2013;392:106–112. doi: 10.1016/j.aquaculture.2013.02.005. [DOI] [Google Scholar]
- Seemann (2014).Seemann T. Prokka: rapid prokaryotic genome annotation. Bioinformatics. 2014;30:2068–2069. doi: 10.1093/bioinformatics/btu153. [DOI] [PubMed] [Google Scholar]
- Soto-Rodriguez et al. (2003).Soto-Rodriguez SA, Roque A, Lizarraga-Partida ML, Guerra-Flores AL, Gomez-Gil B. Virulence of luminous vibrios to Artemia franciscana nauplii. Diseases Aquatic Organisms. 2003;53:231–240. doi: 10.3354/dao053231. [DOI] [PubMed] [Google Scholar]
- Teo, Tan & Poh (2002).Teo JWP, Tan TMC, Poh CL. Genetic determinants of tetracycline resistance in Vibrio harveyi. Antimicrobial Agents and Chemotherapy. 2002;46:1038–1045. doi: 10.1128/AAC.46.4.1038-1045.2002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Teo, Zhang & Poh (2003).Teo JWP, Zhang L-H, Poh CL. Cloning and characterization of a novel lipase from Vibrio harveyi strain AP6. Gene. 2003;312:181–188. doi: 10.1016/S0378-1119(03)00615-2. [DOI] [PubMed] [Google Scholar]
- Unterweger et al. (2014).Unterweger D, Miyata ST, Bachmann V, Brooks T, Mullins T, Kostiuk B, Provenzano D, Pukatzki S. The Vibrio cholerae type VI secretion system employs diverse effector modules for intraspecific competition. Nature Communications. 2014;5:3549–3549. doi: 10.1038/ncomms4549. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang et al. (2014).Wang Z, WJH IV, Kim S, Lin B, Voraa GJ. Complete genome sequence of the bioluminescent marine bacterium Vibrio harveyi ATCC 33843 (392 (MAV)) Genome Announcements. 2014;3:e01493-14. doi: 10.1128/genomeA.01493-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Won & Park (2008).Won KM, Park SI. Pathogenicity of Vibrio harveyi to cultured marine fishes in Korea. Aquaculture. 2008;285:8–13. doi: 10.1016/j.aquaculture.2008.08.013. [DOI] [Google Scholar]
- Zhang & Austin (2000).Zhang X, Austin B. Pathogenicity of Vibrio harveyi to salmonids. Journal of Fish Diseases. 2000;23:93–102. doi: 10.1046/j.1365-2761.2000.00214.x. [DOI] [Google Scholar]
- Zhang et al. (2010).Zhang XZ, Wen WJ, Feng YQ, Xie ZY, Zhou YC. Isolation, identification and antibiotic sensitivity analysis of bacterial pathogen from proboscis intumescence disease in Babylonia areolata. Marine Sciences. 2010;34:7–12. [In Chinese with English abstract] [Google Scholar]
- Zorrilla et al. (2003).Zorrilla I, Arijo S, Chabrillon M, Diaz P, Martinezmanzanares E, Balebona MC, Morinigo MA. Vibrio species isolated from diseased farmed sole, Solea senegalensis (Kaup), and evaluation of the potential virulence role of their extracellular products. Journal of Fish Diseases. 2003;26:103–108. doi: 10.1046/j.1365-2761.2003.00437.x. [DOI] [PubMed] [Google Scholar]
- Zoued et al. (2014).Zoued A, Brunet YR, Durand E, Aschtgen M, Logger L, Douzi B, Journet L, Cambillau C, Cascales E. Architecture and assembly of the Type VI secretion system. Biochimica et Biophysica Acta. 2014;1843:1664–1673. doi: 10.1016/j.bbamcr.2014.03.018. [DOI] [PubMed] [Google Scholar]
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Data Availability Statement
The following information was supplied regarding data availability:
The raw data is included in the manuscript (Table 1–5, Figure 1–3, and Appendix A. Supplementary data).