<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.20048.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Whole-genome sequence analysis of&#x00a0;
                    <italic>Vibrio cholerae</italic> from three outbreaks in Uganda, 2014 - 2016</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 2 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Aruhomukama</surname>
                        <given-names>Dickson</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-4643-3162</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Sserwadda</surname>
                        <given-names>Ivan</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-7785-7297</uri>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Mboowa</surname>
                        <given-names>Gerald</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-8445-9414</uri>
                    <xref ref-type="corresp" rid="c2">b</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Medical Microbiology, College of Health Sciences, School of Biomedical Sciences, Makerere University, Kampala, P.O Box 7072, Uganda</aff>
                <aff id="a2">
                    <label>2</label>Department of Immunology and Molecular Biology, School of Biomedical Sciences, College of Health Sciences, School of Biomedical Sciences, Makerere University, Kampala, P.O Box 7072, Uganda</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:dickson.aruhomukama@chs.mak.ac.ug">dickson.aruhomukama@chs.mak.ac.ug</email>
                </corresp>
                <corresp id="c2">
                    <label>b</label>
                    <email xlink:href="mailto:gerald.mboowa@chs.mak.ac.ug">gerald.mboowa@chs.mak.ac.ug</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>2</day>
                <month>8</month>
                <year>2019</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2019</year>
            </pub-date>
            <volume>8</volume>
            <elocation-id>1340</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>30</day>
                    <month>7</month>
                    <year>2019</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2019 Aruhomukama D et al.</copyright-statement>
                <copyright-year>2019</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/8-1340/pdf"/>
            <abstract>
                <p>
                    <bold>Background</bold>: Cholera remains a serious public health problem in Uganda and Africa. The aim of this study was to provide the complete array of antimicrobial resistance genes, integrative and conjugative elements, virulence genes, pathogenicity islands, plasmids, and insertion sequences in the strains. In addition, this study also aimed to provide a single nucleotide polymorphism (SNP) based phylogenetic analysis of the strains.</p>
                <p>
                    <bold>Methods</bold>: In the analysis, both Linux and web-based bioinformatics approaches were used to analyze the study sequences. Databases used included; FastQC, MultiQC, Snippy, PANTHER, PATRIC, Unicycler, ISFinder, Center for Genomic Epidemiology pipelines (i.e. MLST, PlasmidFinder, MyDbFinder, and ResFinder), MashTree and IcyTree. </p>
                <p>
                    <bold>Results</bold>: The 10 sequenced strains of 
                    <italic toggle="yes">Vibrio cholerae</italic> were found to carry virulence-associated genes including 
                    <italic toggle="yes">MakA, ctxA, ctxB, carA, carB, trpB, clpB, ace, toxR, zot, rtxA, ompW, ompR, gmhA, fur, hlyA, and rstR.</italic> Also identified were: genes of the Type VI secretion system including 
                    <italic toggle="yes">vasA-L, vgrG-2, vgrG-3, vipA/mglA,</italic> and 
                    <italic toggle="yes">vipB/mglB; alsD</italic> (VC1589), involved in the synthesis of 2,3-butanediol
                    <italic toggle="yes">; alsR,</italic> involved in the acetate-responsive LysR-type regulation; 
                    <italic toggle="yes">makA,</italic> the flagella-mediated cytotoxin gene; Type VI pilus genes including 
                    <italic toggle="yes">tcpA-F, tcpH-J, tcpN, tcpP-T</italic>, and 
                    <italic toggle="yes">icmF/vasK</italic>; adherence genes 
                    <italic toggle="yes">acfA-D</italic> and 
                    <italic toggle="yes">IlpA</italic>; and quorum sensing system genes 
                    <italic toggle="yes">luxS</italic> and 
                    <italic toggle="yes">cqsA</italic>. Pathogenicity islands identified comprised of VSP-1 and VSP-2, as well as VPI-1 and VPI-2. In addition, 
                    <italic toggle="yes">strA and B, APH(3'')-I</italic>, 
                    <italic toggle="yes">APH(3'')-Ib</italic>, 
                    <italic toggle="yes">APH(6)-Id</italic>, 
                    <italic toggle="yes">APH(6)-Ic, murA</italic>, 
                    <italic toggle="yes">pare</italic>, 
                    <italic toggle="yes">dfrA1</italic>, 
                    <italic toggle="yes">floR</italic>, 
                    <italic toggle="yes">catB, and catB9</italic> were among the antimicrobial resistance genes found in the sequences. Analysis for SNPs shared among the sequences showed that the sequenced strains shared 218 SNPs and of these, 98 SNPs were missense. Gene enrichment analysis of these SNPs showed enrichment in genes that mediate transmembrane-signaling receptor activity, peptidyl-prolyl cis-trans isomerase activity, and phosphor-relay response regulator activity.</p>
                <p>
                    <bold>Conclusions</bold>: This study applied bioinformatics approaches to provide comprehensive genomic analysis of 
                    <italic toggle="yes">V. cholerae</italic> genomes obtained from Uganda.</p>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Vibrio cholerae</kwd>
                <kwd>Whole-genome sequencing</kwd>
                <kwd>Bioinformatics</kwd>
                <kwd>Genomics</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1" xlink:href="http://dx.doi.org/10.13039/501100009250">
                    <funding-source>New Partnership for Africa's Development</funding-source>
                </award-group>
                <award-group id="fund-2" xlink:href="http://dx.doi.org/10.13039/501100002992">
                    <funding-source>Department for International Development, UK Government</funding-source>
                </award-group>
                <award-group id="fund-3" xlink:href="http://dx.doi.org/10.13039/501100011858">
                    <funding-source>African Academy of Sciences</funding-source>
                </award-group>
                <award-group id="fund-4" xlink:href="http://dx.doi.org/10.13039/100004440">
                    <funding-source>Wellcome Trust</funding-source>
                    <award-id>107742</award-id>
                </award-group>
                <funding-statement>Gerald Mboowa is supported through the DELTAS Africa Initiative [DEL15011] to THRiVE-2 (the Training Health Researchers into Vocational Excellence in East Africa). The DELTAS Africa Initiative is an independent funding scheme of the African Academy of Sciences&#x2019; (AAS) Alliance for Accelerating Excellence in Science in Africa (AESA) and supported by the New Partnership for Africa&#x2019;s Development Planning and Coordinating Agency (NEPAD Agency) with funding from the Wellcome Trust [107742] and the UK Government.</funding-statement>
                <funding-statement>
                    <italic>The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</italic>
                </funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec sec-type="intro">
            <title>Introduction</title>
            <p>Cholera remains a serious public health problem in Uganda and Africa as a whole
                <sup>
                    <xref ref-type="bibr" rid="ref-1">1</xref>,
                    <xref ref-type="bibr" rid="ref-2">2</xref>
                </sup>. It is characterized by a large disease burden, recurrent outbreaks, high case fatality rates, as well as tenacious endemicity
                <sup>
                    <xref ref-type="bibr" rid="ref-1">1</xref>,
                    <xref ref-type="bibr" rid="ref-2">2</xref>
                </sup>. Over the last four decades, Uganda has experienced several cholera outbreaks
                <sup>
                    <xref ref-type="bibr" rid="ref-2">2</xref>
                </sup>. The detection, monitoring, and surveillance of cholera in Uganda rely upon the isolation of 
                <italic toggle="yes">Vibrio cholerae</italic> using culture-based methods in microbiology laboratories
                <sup>
                    <xref ref-type="bibr" rid="ref-2">2</xref>,
                    <xref ref-type="bibr" rid="ref-3">3</xref>
                </sup>. However, these methods are faced with several challenges, including: associated long turn-around times (24&#x2013;48 hours); limited microbiology laboratory capacity; lack of laboratory supplies; poor laboratory infrastructure, particularly electricity necessary to operate laboratory equipment; as well as limited reliable and rapid diagnostic tests
                <sup>
                    <xref ref-type="bibr" rid="ref-2">2</xref>
                </sup>. Unlike culture-based methods, high-throughput sequencing, a culture-independent method, has been documented to be less affected by most of the challenges facing culture-based methods and at the same time provides an unprecedented view of pathogen biology and delivers high-resolution genomic epidemiology via rapid and cheap whole-genome sequencing
                <sup>
                    <xref ref-type="bibr" rid="ref-4">4</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-7">7</xref>
                </sup>. Despite this knowledge, sequencing remains a less desirable option for most scientists in Uganda and hence, data on the genomic characteristics of 
                <italic toggle="yes">V. cholerae</italic> remains scarce, likely attributable to the underdeveloped bioinformatics capacity and lack of expertise necessary for analyzing whole-genome sequencing data
                <sup>
                    <xref ref-type="bibr" rid="ref-7">7</xref>
                </sup>. This study set out to use bioinformatics approaches to analyze whole-genome sequence data obtained from 
                <italic toggle="yes">V. cholerae</italic> isolates from different outbreaks in Uganda, with the aim of providing the complete array of virulence genes, pathogenicity islands, antimicrobial resistance genes, integrative and conjugative elements, and antimicrobial resistance genes associated with these elements, plasmids, and insertion sequences. In addition, this study also provided a single nucleotide polymorphism (SNP) based phylogenetic analysis of the strains.</p>
        </sec>
        <sec sec-type="methods">
            <title>Methods</title>
            <sec>
                <title>Study design</title>
                <p>This was a cross-sectional study that analyzed 10 whole-genome sequences of 
                    <italic toggle="yes">V. cholerae</italic> isolates. These isolates were collected during three different cholera outbreaks in Uganda between 2014 and 2016 and sequenced by a group from the University of Maryland (Bwire 
                    <italic toggle="yes">et al.</italic>, 2018). The whole-genome sequencing data was deposited in the NCBI&#x2019;s Sequence Read Archive (SRA) with the accession number 
                    <ext-link ext-link-type="uri" xlink:href="https://identifiers.org/insdc.sra/SRP136117">SRP136117</ext-link>.</p>
            </sec>
            <sec>
                <title>Sample collection and whole-genome sequencing</title>
                <p>Procedures and considerations in sample collection and whole-genome sequencing are described by Bwire 
                    <italic toggle="yes">et al</italic>., 2018. Briefly, whole-genome sequencing was done using three or four representative samples that have been obtained from each of the three Multiple-Locus Variable Number Tandem-Repeat Analysis clonal complexes that had been identified during the period 2014&#x2013;2016. Steps in whole-genome sequencing were: library preparation from fragmented DNA, this was achieved using an appropriate library preparation kit (KAPA High Throughput Library Preparation Kit, Millipore-Sigma, St. Louis MO); following this, enrichment and barcoding were done, and subsequently, libraries were sequenced using a 100bp paired-end run on an Illumina HiSeq2500 (Illumina, San Diego, CA).</p>
            </sec>
            <sec>
                <title>Bioinformatics workflow</title>
                <p>Whole-genome sequencing data for the 10 
                    <italic toggle="yes">V. cholerae</italic> isolates were downloaded from NCBI&#x2019;s SRA using the toolkit fastq-dump v2.9.3. An overview of the bioinformatics workflow adopted in this study has been provided (
                    <xref ref-type="fig" rid="f1">Figure 1</xref>).</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>Figure 1. </label>
                    <caption>
                        <title>Outline of the bioinformatics workflow.</title>
                        <p>IS, insertion sequences; MLST, multilocus sequence typing; AMR, antimicrobial resistance; SNP, single nucleotide polymorphism; PATRIC, Pathosystems Resource Integration Center.</p>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/22012/4274bb2d-5b3f-48e8-bf8d-63974a35047d_figure1.gif"/>
                </fig>
            </sec>
            <sec>
                <title>Quality control of untrimmed sequence data</title>
                <p>Untrimmed sequence data quality reports were generated with 
                    <ext-link ext-link-type="uri" xlink:href="https://www.bioinformatics.babraham.ac.uk/projects/fastqc/">FastQC</ext-link> v0.11.8 and 
                    <ext-link ext-link-type="uri" xlink:href="https://multiqc.info/">MultiQC</ext-link> v1.7 using default settings.</p>
            </sec>
            <sec>
                <title>Bacterial variant calling and gene ontology enrichment analysis</title>
                <p>Bacterial SNP calling was done using Snippy 3.2-dev, a tool for rapid and core genome alignments. 
                    <italic toggle="yes">V. cholerae</italic> genome assembly (accession number 
                    <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/assembly/GCF_002892855.1">GCF_002892855.1</ext-link>) was obtained from NCBI&#x2019;s nucleotide archive and used as a reference during variant calling. We then used BCFtools v1.9 to extract all SNPs that were shared by the 10 
                    <italic toggle="yes">V. cholerae</italic> isolates. Custom bash scripts were used to extract only missense SNPs (nonsynonymous), available on 
                    <ext-link ext-link-type="uri" xlink:href="https://github.com/gmboowa/extractonlymissenseSNPs-/blob/master/count">GitHub</ext-link> (see 
                    <italic toggle="yes">Software availability</italic>)
                    <sup>
                        <xref ref-type="bibr" rid="ref-8">8</xref>
                    </sup>. Gene ontology enrichment analysis was performed using PANTHER Overrepresentation Test (released 2019-06-06), annotation version PANTHER version 14.1 (Released 2019-03-12) and a reference list of 
                    <italic toggle="yes">V. cholerae</italic>. Biological process and molecular function enrichment analyses were also carried out using the same database.</p>
            </sec>
            <sec>
                <title>Bacterial genome assembly and annotation</title>
                <p>
                    <italic toggle="yes">V. cholerae</italic> genomic reads were assembled using Unicycler v0.4.8-beta
                    <sup>
                        <xref ref-type="bibr" rid="ref-9">9</xref>
                    </sup> to generate contigs. The 
                    <ext-link ext-link-type="uri" xlink:href="https://www.patricbrc.org/">Pathosystems Resource Integration Center (PATRIC)</ext-link> v3.5.39 was used to annotate the assembled genomes.</p>
            </sec>
            <sec>
                <title>Identification of antimicrobial resistance genes, virulence genes, insertion sequences, integrative and conjugative elements, pathogenicity islands, and plasmids</title>
                <p>
                    <ext-link ext-link-type="uri" xlink:href="https://www.patricbrc.org/">PATRIC</ext-link> v3.5.39 was used to generate genome assembly metrics, identify antimicrobial resistance genes, and virulence factors. We used 
                    <ext-link ext-link-type="uri" xlink:href="https://www-is.biotoul.fr/">ISfinder</ext-link>, a dedicated database for bacterial insertion sequences, to screen for the presence of insertion sequences in our assembled bacterial genomes. In addition, we performed a number of analyses using the different pipelines at the 
                    <ext-link ext-link-type="uri" xlink:href="http://www.genomicepidemiology.org/">Center for Genomic Epidemiology</ext-link> to analyze the assembled bacterial genomes. These analyses were multilocus sequence typing (MLST) using MLST v2.0, plasmids searches using PlasmidFinder v2.0, phenotyping using BLAST-based on the 
                    <italic toggle="yes">V. cholerae</italic> database using MyDbFinder v1.2, and identification of acquired antibiotic resistance genes using ResFinder. For all the above pipelines, default settings were used.</p>
            </sec>
            <sec>
                <title>SNP-based phylogenetic analysis</title>
                <p>Using the Mashtree command-line based tool, we generated a Newick file. This file was then uploaded to 
                    <ext-link ext-link-type="uri" xlink:href="https://icytree.org/">IcyTree</ext-link>, a browser-based phylogenetic tree viewer.</p>
            </sec>
        </sec>
        <sec sec-type="results">
            <title>Results</title>
            <sec>
                <title>Genomic characterization of the 
                    <italic toggle="yes">V. cholerae</italic> strains</title>
                <p>The 10 sequenced strains of 
                    <italic toggle="yes">V. cholerae</italic> belonging to Inaba and Ogawa serotypes were characterized through analysis of the whole-genome sequencing data. Except for one strain, which was a non-O1, all the other strains belonged to the serogroup O1 due to the presence of the 
                    <italic toggle="yes">rfb</italic>V-O1 gene. All 10 sequenced strains had biotype-specific genes 
                    <italic toggle="yes">ctxB</italic>, 
                    <italic toggle="yes">rstR</italic>, and 
                    <italic toggle="yes">tcpA</italic>; hence were all atypical EI Tor biotype variants of 
                    <italic toggle="yes">V. cholerae</italic> and these also belonged to the third wave of the seventh pandemic. 
                    <italic toggle="yes">In silico</italic> MLST revealed that the sequenced strains belonged to two different sequence types (STs); ST69 and ST515. 
                    <xref ref-type="table" rid="T1">Table 1</xref> shows the genomic characteristics of the 
                    <italic toggle="yes">V. cholerae</italic> strains.</p>
                <table-wrap id="T1" orientation="portrait" position="anchor">
                    <label>Table 1. </label>
                    <caption>
                        <title>Biosample data, serotype and genomic sequence data of the 
                            <italic toggle="yes">V. cholerae</italic> strains.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Isolate ID</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Serotype</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Year of
                                    <break/>collection</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Month of
                                    <break/>collection</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">District
                                    <break/>of origin</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Coverage</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Genome
                                    <break/>size (bp)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">No. of
                                    <break/>contigs</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">No. of coding
                                    <break/>sequences</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871251</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2014</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Apr</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Arua</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">155</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4025190</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">88</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3733</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871254</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2014</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">May</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Moyo</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">240</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4025367</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">85</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3743</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871247</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Ogawa</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Apr</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Kasese</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4012560</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">88</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3697</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871245</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Apr</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Kasese</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">260</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4030572</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">96</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3734</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871253</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Jul</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Arua</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4024003</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">89</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3743</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871248</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">May</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Kasese</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">260</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4034890</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">102</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3745</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871246</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Sep</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Hoima</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">250</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4032599</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">90</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3734</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871252</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Inaba</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2015</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Sep</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Hoima</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">200</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4025376</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">87</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3731</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871249</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Ogawa</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2016</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Jan</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Mbale</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">300</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3998859</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">82</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3688</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871250</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Ogawa</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">2016</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Jan</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">Mbale</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">250</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">4011573</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">89</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">3700</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>In addition, all the 10 sequenced strains were found to carry virulence-associated genes. These included 
                    <italic toggle="yes">MakA, ctxA, ctxB, carA, carB, trpB, clpB, ace, toxR, zot, rtxA, ompW, ompR, gmhA, fur, hlyA, and rstR.</italic> The 10 sequenced strains also carried genes for the Type VI secretion system (T6SS), including 
                    <italic toggle="yes">vasA, B, C, D, E, F, G, H, I, J, K, and L, vgrG-2, vgrG-3, vipA/mglA</italic> and 
                    <italic toggle="yes">vipB/mglB.</italic> The strains were also found to have the following genes: 
                    <italic toggle="yes">alsD</italic> (VC1589), involved in the synthesis of 2,3-butanediol
                    <italic toggle="yes">; alsR,</italic> involved in the acetate-responsive LysR-type regulation; 
                    <italic toggle="yes">makA,</italic> the flagella-mediated cytotoxin gene; Type IV pilus genes, including 
                    <italic toggle="yes">tcpA, B, C, D, E, F, H, I, J, N, P, Q, R, S,</italic> and 
                    <italic toggle="yes">T</italic>, as well as 
                    <italic toggle="yes">icmF/vasK</italic>; adherence genes 
                    <italic toggle="yes">acfA, B, C, D,</italic> and 
                    <italic toggle="yes">IlpA</italic>; and quorum sensing system genes 
                    <italic toggle="yes">luxS,</italic> and 
                    <italic toggle="yes">cqsA</italic>. Pathogenicity islands were also present in all the 10 sequenced strains; namely, the Vibrio seventh pandemic islands VSP-1 and VSP-2 as well as VPI-1 and VPI-2.</p>
            </sec>
            <sec>
                <title>Genotypic antimicrobial resistance and mobile genetic elements</title>
                <p>The 10 sequenced strains all showed genotypic resistance to streptomycin, aminoglycosides, fosfomycin, fluoroquinolones, sulphonamides, trimethoprim, chloramphenicol/florfenicol, and tetracyclines, as illustrated in 
                    <xref ref-type="table" rid="T2">Table 2</xref>.</p>
                <table-wrap id="T2" orientation="portrait" position="anchor">
                    <label>Table 2. </label>
                    <caption>
                        <title>Antimicrobial resistance genes in the 
                            <italic toggle="yes">V. cholerae</italic> strains.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Antibiotic category</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Genes associated with resistance</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Resistance phenotype</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Tetracycline</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">Tet (35)</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Tetracycline resistance</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sulphonamides</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">sul2</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Sulphonamide resistance</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Trimethoprim</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">dfrA1</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Trimethoprim resistance</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Phenicols</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">catB9, catB, floR</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Chloramphenicol resistance</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Fosfomycin</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">MurA</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Fosfomycin resistance</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Fluoroquinolone</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">ParE</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Fluoroquinolone resistance</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aminoglycoside</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <italic toggle="yes">APH(3'')-I, APH(3'')-Ib, APH(6)-Id, APH(6)-Ic</italic>
                                </td>
                                <td align="left" colspan="1" rowspan="1" valign="top">Aminoglycoside resistance</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <p>Furthermore, all the 10 sequenced strains contained the VC1786 integrative and conjugative elements (VC1786ICE genes). Antimicrobial resistance genes associated with resistance to chloramphenicol, streptomycin, sulfamethoxazole, and trimethoprim usually found on the VC1786ICE, such as 
                    <italic toggle="yes">strA</italic> and 
                    <italic toggle="yes">strB</italic>, 
                    <italic toggle="yes">floR</italic> as well as 
                    <italic toggle="yes">sul2</italic>, were found present in the strains according to MyDbFinder 1.2. The sequenced strains were also found to have a genomic organization of the integrative and conjugative element similar to that of the 
                    <italic toggle="yes">V. cholerae</italic> ICEVchHai1 reference strain
                    <sup>
                        <xref ref-type="bibr" rid="ref-10">10</xref>
                    </sup>.</p>
                <p>In addition, all the sequenced strains had no plasmids according to PlasmidFinder 2.0, particularly the IncA/C plasmids, and cryptic plasmids pSDH1-2 were also absent in all the strains according to MyDbFinder 1.2 and in BLAST atlas. </p>
                <p>Insertion sequences were, however, present in all the sequenced strains; these included TS200/IS605, IS630, IS66, IS3, and IS4 (
                    <xref ref-type="table" rid="T3">Table 3</xref>).</p>
                <table-wrap id="T3" orientation="portrait" position="anchor">
                    <label>Table 3. </label>
                    <caption>
                        <title>Insertion sequences in the 
                            <italic toggle="yes">V. cholerae</italic> strains.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="center" colspan="1" rowspan="1" valign="top">Isolate ID</th>
                                <th align="center" colspan="1" rowspan="1" valign="top">TS200/IS605</th>
                                <th align="center" colspan="1" rowspan="1" valign="top">IS630</th>
                                <th align="center" colspan="1" rowspan="1" valign="top">IS66</th>
                                <th align="center" colspan="1" rowspan="1" valign="top">IS3</th>
                                <th align="center" colspan="1" rowspan="1" valign="top">IS4</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871251</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871254</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871247</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871245</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871253</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871248</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871246</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871252</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871249</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                            <tr>
                                <td align="center" colspan="1" rowspan="1" valign="top">SRR6871250</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>+</bold>
</td>
                                <td align="center" colspan="1" rowspan="1" valign="top">

                                    <bold>-</bold>
</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn>
                            <p>Key: + / - Presence or absence</p>
                        </fn>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
            <sec>
                <title>Phylogenetic comparison of the 
                    <italic toggle="yes">V. cholerae</italic> strains</title>
                <p>SNP-based phylogenetic analysis showed an overall SNP difference of 120 among the 10 sequenced 
                    <italic toggle="yes">V. cholerae</italic> strains. Close relatedness was observed among strains SRR6871252, SRR6871253, and SRR6871254 (only seven SNP differences); strains SRR6871247, SRR6871249, and SRR6871250 (only four SNP differences), and among strains SRR6871245, SRR6871246, and SRR6871248 (only six SNP differences) (
                    <xref ref-type="fig" rid="f2">Figure 2</xref>).</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>Figure 2. </label>
                    <caption>
                        <title>Single nucleotide polymorphism-tree showing the phylogenetic relationship among the 
                            <italic toggle="yes">V. cholerae</italic> strains.</title>
                    </caption>
                    <graphic orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/22012/4274bb2d-5b3f-48e8-bf8d-63974a35047d_figure2.gif"/>
                </fig>
                <p>Furthermore, analysis for shared SNPs among the sequences showed that the sequenced strains shared 218 SNPs. Of these, 98 SNPs were missense (non-synonymous). Gene enrichment analysis of the SNPs using the PANTHER GO Ontology database showed enrichment in genes that mediate transmembrane-signaling receptor activity, peptidyl-prolyl cis-trans isomerase activity, and phosphor-relay response regulator activity.</p>
            </sec>
        </sec>
        <sec sec-type="discussion">
            <title>Discussion</title>
            <p>This was a cross-sectional study that aimed at providing a comprehensive genomic analysis of 10 whole-genome sequences of 
                <italic toggle="yes">V. cholerae</italic> isolates collected during three different cholera outbreaks in Uganda between 2014 and 2016, submitted by the University of Maryland (Baltimore, MD, United States) to the NCBI SRA database under a study titled, &#x201c;Molecular characterization of 
                <italic toggle="yes">Vibrio cholerae</italic> responsible for cholera epidemics in Uganda by PCR, MLVA and WGS&#x201d;.</p>
            <p>In the genomic analysis, this study confirmed the identity of the isolates, provided the complete array of virulence genes, pathogenicity islands, antimicrobial resistance genes, integrative and conjugative elements, and antimicrobial resistance genes associated with these elements, plasmids, and insertion sequences. In addition, this study also provided a SNP-based phylogenetic analysis of the strains.</p>
            <p>The identity of the isolates was in tandem with what was reported by Bwire 
                <italic toggle="yes">et al.</italic>, 2018. In addition, the finding of this study in regards to most of the isolates belonging to the O1 serotype are consistent with other studies elsewhere; these studies attributed this to the presence of the 
                <italic toggle="yes">rfbV</italic>-O1 gene in isolates classified as O1
                <sup>
                    <xref ref-type="bibr" rid="ref-5">5</xref>
                </sup>. Unlike a similar study done in the East African region
                <sup>
                    <xref ref-type="bibr" rid="ref-5">5</xref>
                </sup> in which MLST revealed that their isolates belonged to a single ST (ST69), this study revealed that the isolates belonged to two STs; namely, ST69 and ST515. Strains of 
                <italic toggle="yes">V. cholerae</italic> belonging to the ST515 have been reported elsewhere
                <sup>
                    <xref ref-type="bibr" rid="ref-11">11</xref>
                </sup>.</p>
            <p>The virulence genes reported in this study are similar to those reported in studies elsewhere
                <sup>
                    <xref ref-type="bibr" rid="ref-5">5</xref>,
                    <xref ref-type="bibr" rid="ref-12">12</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-14">14</xref>
                </sup>. These genes included, among others, those belonging to the Type IV secretion system, those involved in adherence, Type IV pilus genes, and those involved in quorum sensing.</p>
            <p>Accessory genetic elements, particularly pathogenicity islands previously reported to commonly occur in 
                <italic toggle="yes">V. cholerae</italic> were also reported in this study; namely, VSP-1, VSP-2 as well as VPI-1 and VPI-2
                <sup>
                    <xref ref-type="bibr" rid="ref-15">15</xref>,
                    <xref ref-type="bibr" rid="ref-16">16</xref>
                </sup>. These have not only been documented to encode virulence-associated genes in 
                <italic toggle="yes">V. cholerae</italic>, but have also been reported to facilitate a better understanding of the evolutionary events that lead to the emergence of pathogenic 
                <italic toggle="yes">V. cholerae</italic> clones
                <sup>
                    <xref ref-type="bibr" rid="ref-15">15</xref>,
                    <xref ref-type="bibr" rid="ref-16">16</xref>
                </sup>.</p>
            <p>Despite the 
                <ext-link ext-link-type="uri" xlink:href="https://www.who.int/topics/cholera/publications/WHO_CDD_SER_91_15/en/">World Health Organization (WHO) recommendations</ext-link> in regards to the management of cholera with oral rehydration salts in addition to antibiotics such as streptomycin, aminoglycosides, trimethoprim, fosfomycin, fluoroquinolones, sulphonamides, chloramphenicol/florfenicol, and tetracyclines, this study reports genotypic resistance in the isolates to these same antibiotics. Similar resistance has been reported in similar studies from the East African region and elsewhere
                <sup>
                    <xref ref-type="bibr" rid="ref-5">5</xref>,
                    <xref ref-type="bibr" rid="ref-17">17</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-19">19</xref>
                </sup>.</p>
            <p>The presence of integrative and conjugative elements (VC1786ICE), containing resistance genes associated with sulfamethoxazole and trimethoprim, chloramphenicol, and streptomycin resistance, are also reported in this study. These are genomically similar to 
                <italic toggle="yes">V. cholerae</italic> ICEVchHai1
                <sup>
                    <xref ref-type="bibr" rid="ref-17">17</xref>,
                    <xref ref-type="bibr" rid="ref-19">19</xref>
                </sup>.</p>
            <p>This study found no plasmids or 
                <italic toggle="yes">intl</italic> genes. This could be attributed to the presence of integrative and conjugative elements, a factor that made them insignificant in regards to the encoding of antimicrobial resistance. Studies similar to this have reported similar findings
                <sup>
                    <xref ref-type="bibr" rid="ref-5">5</xref>
                </sup>.</p>
            <p>This study also reported the presence of insertion sequences IS605, IS66, IS3, and IS4. Insertion sequences have been described in various studies to be drivers of genetic variability. These studies have also alluded to them being fixed by natural selection each time that a mutation induced by these elements is selected
                <sup>
                    <xref ref-type="bibr" rid="ref-20">20</xref>,
                    <xref ref-type="bibr" rid="ref-21">21</xref>
                </sup>.</p>
            <p>The presence of T6SS genes in the study isolates could explain their antimicrobial resistance gene profile. TS66-dependent killing of other bacteria is mostly directed to neighboring cells. These consequently release their DNA, which is ultimately taken up by the killer cells and in the process, these can integrate valuable genes including those that encode antimicrobial resistance. These may consequently evolve, leading to antimicrobial resistance in the killer cells
                <sup>
                    <xref ref-type="bibr" rid="ref-22">22</xref>
                </sup>.</p>
            <p>The results obtained from the SNP-based phylogenetic analysis show the relatedness of the Ugandan 
                <italic toggle="yes">V. cholerae</italic> strains and are in agreement with the results obtained by Bwire 
                <italic toggle="yes">et al.</italic>, 2018.</p>
            <p>The analysis for shared SNPs among the sequences and, consequently, gene enrichment revealed the enrichment in genes that mediate transmembrane-signaling receptor activity, peptidyl-prolyl cis-trans isomerase activity, and phosphor relay response regulator activity. These play a fundamental role in quorum sensing in 
                <italic toggle="yes">V. cholerae</italic>, a process of cell-cell communication that allows these bacteria to share information about cell density and adjust gene expression accordingly
                <sup>
                    <xref ref-type="bibr" rid="ref-23">23</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-25">25</xref>
                </sup>. Quorum sensing has been documented to regulate the expression of virulence factors in 
                <italic toggle="yes">V. cholerae</italic>
                <sup>
                    <xref ref-type="bibr" rid="ref-23">23</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref-25">25</xref>
                </sup>.</p>
        </sec>
        <sec sec-type="conclusions">
            <title>Conclusions</title>
            <p>Despite the fact that bioinformatics capacity remains underdeveloped in Uganda and Africa as a whole, this study demonstrated the ability to apply bioinformatics approaches to zoom into genomes (in this case, 
                <italic toggle="yes">V. cholerae</italic> genomes obtained from Uganda) to provide a comprehensive genomic analysis. This study sets a stage that encourages more sequencing work with potential public health consequences to be done in African settings. Furthermore, it also encourages the need to build bioinformatics capacity in African settings to enable analysis of whole-genome sequence data generated from the continent.</p>
        </sec>
        <sec>
            <title>Data availability</title>
            <sec>
                <title>Underlying data</title>
                <p>Whole-genome sequences of the ten 
                    <italic toggle="yes">Vibrio cholera</italic> isolates from Sequence Read Archive, Accession number SRP136117: 
                    <ext-link ext-link-type="uri" xlink:href="https://identifiers.org/insdc.sra/SRP136117">https://identifiers.org/insdc.sra/SRP136117</ext-link>
                </p>
                <p>
                    <italic toggle="yes">Vibrio cholera</italic> reference genome assembly from NCBI Assembly, Accession number GCF_002892855.1: 
                    <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/assembly/GCF_002892855.1">https://www.ncbi.nlm.nih.gov/assembly/GCF_002892855.1</ext-link>
                </p>
            </sec>
        </sec>
        <sec>
            <title>Software availability</title>
            <list list-type="bullet">
                <list-item>
                    <label>- </label>
                    <p>Source code available from: 
                        <ext-link ext-link-type="uri" xlink:href="https://github.com/gmboowa/extractonlymissenseSNPs-">https://github.com/gmboowa/extractonlymissenseSNPs-</ext-link>
                    </p>
                </list-item>
                <list-item>
                    <label>- </label>
                    <p>Archived source code at the time of publication: 
                        <ext-link ext-link-type="uri" xlink:href="https://dx.doi.org/10.5281/zenodo.3354469">https://doi.org/10.5281/zenodo.3354469</ext-link>
                        <sup>
                            <xref ref-type="bibr" rid="ref-8">8</xref>
                        </sup>
                    </p>
                </list-item>
                <list-item>
                    <label>- </label>
                    <p>License: GPL-3.0</p>
                </list-item>
            </list>
        </sec>
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    <sub-article article-type="reviewer-report" id="report53477">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.22012.r53477</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Watve</surname>
                        <given-names>Samit</given-names>
                    </name>
                    <xref ref-type="aff" rid="r53477a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-7833-7610</uri>
                </contrib>
                <aff id="r53477a1">
                    <label>1</label>Sackler School of Graduate Biomedical Sciences, Tufts University, Meford, MA, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>18</day>
                <month>9</month>
                <year>2019</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2019 Watve S</copyright-statement>
                <copyright-year>2019</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport53477" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.20048.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>
                <bold>General comments:</bold>
            </p>
            <p> </p>
            <p> This study is tough to review because there is no clear scientific question being addressed and also lacks particularly novel or interesting findings. The authors claim, &#x201c;The aim of this study was to provide the complete array of antimicrobial resistance genes, integrative and conjugative elements, virulence genes, pathogenicity islands, plasmids, and insertion sequences in the strains. In addition, this study also aimed to provide a single nucleotide polymorphism (SNP) based phylogenetic analysis of the strains.&#x201d; What is unclear is what value this data array provides over the currently available genomic data. The study exclusively uses genomes that have been previously sequenced, assembled, analyzed and reported by Bwire 
                <italic>et al.</italic>, and are publicly available in the NCBI repository under accession number 
                <ext-link ext-link-type="uri" xlink:href="https://identifiers.org/insdc.sra/SRP136117">SRP136117</ext-link>. One could argue that having a pre-compiled dataset describing the presence/absence of antimicrobial resistance genes, integrative and conjugative elements, virulence genes, pathogenicity islands, plasmids, and insertion sequences enables faster access to important information for future researchers. If so, then why limit such reference dataset to a handful of genomes? A comprehensive database covering either all or a large proportion of the ~1300 or so publicly available 
                <italic>V. cholerae</italic> genomes would be more appropriate for this kind of study. The original Bwire 
                <italic>et al.</italic>, study used genome sequencing as a tool to track disease spread across geography and time. This study uses the same information to report the presence of virulence, type VI secretion, type IV secretion and pathogenicity islands. These features are present almost universally in the seventh pandemic El Tor strains of 
                <italic>Vibrio cholerae</italic> including the one in Uganda and this study does not add significantly to what&#x2019;s already known about 
                <italic>Vibrio cholerae</italic> biology. At best, it is a re-analysis of the Bwire 
                <italic>et al.</italic> study with specific gene feature annotations extracted and tabulated. Since this study doesn&#x2019;t&#x00a0;represent an important advance to the state of knowledge in the field, in my view, this study does not merit publication.</p>
            <p> 
                <bold>Specific comments:</bold>
            </p>
            <p> &#x00a0; 
                <list list-type="order">
                    <list-item>
                        <p>The section on sample collection and sequencing should be removed. Since the biological sample collection and sequencing was not performed in this study, it is inappropriate to include those methods here.</p>
                        <p> </p>
                    </list-item>
                    <list-item>
                        <p>Based on the workflow outlined in fig 1, it seems that for one aspect of the study (SNP variation analysis) the authors used the original RefSeq assemblies from Bwire 
                            <italic>et al.</italic>, while for other aspects, such as looking for antibiotic resistance genes, finding plasmids etc. they generated new assemblies. The authors should explain why they used two different sets of assemblies and whether using different assemblies would generate significantly different results.</p>
                        <p> </p>
                    </list-item>
                    <list-item>
                        <p>Fig 2 doesn&#x2019;t have a scale bar for genetic distance or a distantly related outgroup to compare against. Therefore, the distance between two strains is impossible to determine.</p>
                        <p> </p>
                    </list-item>
                    <list-item>
                        <p>Some claims don&#x2019;t make sense. For example, in the Discussion the authors claim, &#x201c;In the genomic analysis, this study confirmed the identity of the isolates,&#x00a0;&#x2026;&#x201d; or &#x201c;The identity of the isolates was in tandem with what was reported by Bwire&#x00a0;
                            <italic>et al.</italic>, 2018.&#x201d; Since the genomes were from the strains that Bwire 
                            <italic>et al.</italic> sequenced, why was this ever in doubt?</p>
                        <p> </p>
                    </list-item>
                    <list-item>
                        <p>The authors also claim, &#x201c;The presence of T6SS genes in the study isolates could explain their antimicrobial resistance gene profile. TS66-dependent killing of other bacteria is mostly directed to neighbouring cells. These consequently release their DNA, which is ultimately taken up by the killer cells and in the process, these can integrate valuable genes including those that encode antimicrobial resistance. These may consequently evolve, leading to antimicrobial resistance in the killer cells.&#x201d;</p>
                        <p> </p>
                        <p> Several studies have demonstrated that an active T6SS can lyse neighbouring cells, release their contents and allow for horizontal gene transfer. Even though this is a potential mechanism for horizontal transfer, there is no evidence that the presence of active T6SS in these strains has led to acquisition of antibiotic resistance genes. Indeed, 
                            <italic>Vibrio cholerae</italic> strains lacking an active T6SS can also have high efficiency of natural transformation and T6SS is by no means a requirement for horizontal gene transfer in 
                            <italic>Vibrio cholerae</italic>. Alternatively, antibiotic resistance genes can also be picked up through conjugation or transduction.</p>
                        <p> </p>
                    </list-item>
                    <list-item>
                        <p>&#x201c;The analysis for shared SNPs among the sequences and, consequently, gene enrichment revealed the enrichment in genes that mediate transmembrane-signaling receptor activity, peptidyl-prolyl cis-trans isomerase activity, and phosphor relay response regulator activity. These play a fundamental role in quorum sensing in&#x00a0;V. cholerae, a process of cell-cell communication that allows these bacteria to share information about cell density and adjust gene expression accordingly
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-23">
                                <sup>23</sup>
                            </ext-link>
                            <sup>&#x2013;</sup>
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-25">
                                <sup>25</sup>
                            </ext-link>. Quorum sensing has been documented to regulate the expression of virulence factors in&#x00a0;V. cholerae
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-23">
                                <sup>23</sup>
                            </ext-link>
                            <sup>&#x2013;</sup>
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-25">
                                <sup>25</sup>
                            </ext-link>.&#x201d;</p>
                        <p> </p>
                        <p> While it is true that the quorum sensing receptors LuxQ and CqsS have transmembrane-signaling and receptor activity as well as phosphorelay activity, the authors do not specify whether the 
                            <italic>luxQ</italic> and 
                            <italic>cqsS</italic> genes themselves carry any SNP&#x2019;s. Many other two component signaling system proteins also have transmembrane-signaling and phosphorelay activity.</p>
                        <p> </p>
                    </list-item>
                    <list-item>
                        <p>Please avoid vague or overly general sentences like: &#x201c;Similar resistance has been reported in similar studies from the East African region and elsewhere
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-5">
                                <sup>5</sup>
                            </ext-link>
                            <sup>,</sup>
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-17">
                                <sup>17</sup>
                            </ext-link>
                            <sup>&#x2013;</sup>
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-19">
                                <sup>19</sup>
                            </ext-link>.&#x201d; or &#x201c;This study found no plasmids or&#x00a0;
                            <italic>intl</italic>&#x00a0;genes&#x2026; Studies similar to this have reported similar findings
                            <ext-link ext-link-type="uri" xlink:href="https://f1000research.com/my/referee/report/53477#ref-5">
                                <sup>5</sup>
                            </ext-link>.&#x201d;</p>
                    </list-item>
                </list>
            </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Partly</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Yes</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Molecular genetics of Vibrio cholerae with a focus on Type six secretion, natural transformation, quorum sensing as well as expertise in genome sequencing and data analysis.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report52002">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.22012.r52002</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Miller</surname>
                        <given-names>Jason</given-names>
                    </name>
                    <xref ref-type="aff" rid="r52002a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-6912-2925</uri>
                </contrib>
                <aff id="r52002a1">
                    <label>1</label>College of Natural Sciences and Mathematics, Shepherd University, Shepherdstown, WV, USA</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>19</day>
                <month>8</month>
                <year>2019</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2019 Miller J</copyright-statement>
                <copyright-year>2019</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport52002" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.20048.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>Summary of the Manuscript: Genome assemblies of ten strains of Vibrio cholerae were generated from public sequence data. The assembled contigs were analyzed for gene content, insertion sequence content, SNPs content, etc.</p>
            <p> Summary of the Review: This reviewer is uncertain whether this manuscript contains publishable information. The experiment seems to be a repeat of a previously published experiment, using the same data exclusively. This experiment may have been designed as a test of the reproducibility of that previous study, but it is not presented as such. The Results section lists several ways that this study confirms findings in several previous publications but it leaves unclear what is novel. The Conclusions section of this study focuses on a different topic that was hardly addressed by the study: whether bioinformatics can be applied to genomic sequence, particularly in Uganda.</p>
            <p> Major Revision:</p>
            <p> The conclusions as stated are not supported by the data. Please refer to the conclusions section of the Abstract as well as the entire Conclusions section of the manuscript. These sections present a finding that researchers, particularly researchers in Uganda, can use bioinformatics to study cholera. If that truly was the research question, then the manuscript needs a new title and the report should be presented as a case study, N=1. In fact, the focus of the work seems to be cholera. If so, then the conclusions must pertain to cholera. If this was regionally the first study of its kind, then a sentence to that effect could be warranted in the Discussion section.</p>
            <p> This manuscript needs to clarify whether&#x00a0;this was a re-analysis of a previously published whole-genome sequencing project. The relationship to that previous study is easy to miss. Several sections are misleading in this regard. The Title refers to &#x201c;Whole-genome sequence analysis&#x201d; which usually includes sequencing. The Abstract refers to &#x201c;The 10 sequenced strains&#x201d; rather than &#x201c;Ten previously-sequenced strains.&#x201d; The Introduction says, &#x201c;sequencing remains a less desirable option for most scientists in Uganda&#x201d;, without pointing out that no sequencing was performed for this study. The Methods section says, &#x201c;the whole-genome sequencing data was deposited in NCBI&#x2019;s SRA with accession SRP136117&#x201d; but that was the data of Bwire 2018; as a previously published fact, the deposition is not appropriate for this manuscript to report.</p>
            <p> The manuscript must distinguish its novel findings from confirmations of previously published findings. This issue is addressed broadly in the Discussion section but not specifically in the Results. For example, the Results section says, &#x201c;&#x2026; all the 10 sequenced strains were found to carry virulence-associated genes. These included MakA, ctxA, ctxB, carA, carB, trpB, clpB, ace, toxR, zot, rtxA, ompW, ompR, gmhA, fur, hlyA, and rstR.&#x201d; No prior work&#x00a0;is cited there. The text fails to point out that the Bwire 2018 paper already reported that &#x201c;All 63 isolates tested positive for ompW, toxR, and ctxA &#x2026;&#x201d; based on similar analysis of the very same sequencing reads.</p>
            <p> The manuscript needs to explain why the re-analysis is worthy of publication. The Bwire 2018 paper already reported that the ten samples were Illumina-sequenced and assembled with the SPAdes software. The authors of that study posted ten assemblies at NCBI under BioProject PRJNA439310 and analyzed them in their publication. This manuscript presents ten assemblies of the same data using Unicycler (which uses SPAdes). Are the new assemblies different? Did the re-analysis highlight any flaws or shortcomings of the previous study? Did the re-analysis reveal anything new?</p>
            <p> Minor Revision:</p>
            <p> In the Discussion, this study is self-described as a &#x201c;cross-sectional study&#x201d; which implies a look across samples from one timepoint. However, this study looked at three outbreaks over two years. Thus there was opportunity to include longitudinal and geo-spacial population analysis. This opportunity should be addressed in discussion, if possible.</p>
            <p> I presume the reads from the ten samples were assembled separately, but this is not stated in the Methods and not illustrated in Figure1 .</p>
            <p> The phrase in the Abstract, &#x201c;&#x2026; in the strains&#x201d;, should be &#x201c;&#x2026; in 10 strains isolated in Uganda&#x201d; or similar. Basically, you cannot refer to &#x201c;the&#x201d; strains before saying which strains.</p>
            <p> Within the Abstract, the background says one goal was to describe phylogeny by SNP-analysis but the abstract has no further mention of this. Either omit this from the background or include something about it in the results of the abstract.</p>
            <p> The inline citations use notation like &#x201c;Bwire 2018&#x201d; but the references are numbered and listed in order of citation. This makes it hard to find the reference for a citation. Could the authors adopt one convention or the other?</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Yes</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>No</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Yes</p>
            <p>Reviewer Expertise:</p>
            <p>Genome assembly, expression analysis.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
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