<?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="systematic-review" 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.167441.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Systematic Review</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Impact of antibiotics on the genomic expression of 
                    <italic>Pseudomonas aeruginosa</italic> in the East African community: a systematic review</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 1; peer review: 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Vandu</surname>
                        <given-names>Comfort Danchal</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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Fasogbon</surname>
                        <given-names>Ilemobayo Victor</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-4362-9004</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Musyoka</surname>
                        <given-names>Angela Mumbua</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0009-0001-4444-256X</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Agbaje</surname>
                        <given-names>Abdulganiy Babatunde</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</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>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Njideka</surname>
                        <given-names>Anyanwu Chinyere</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0009-0007-0613-3612</uri>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Makena</surname>
                        <given-names>Wusa</given-names>
                    </name>
                    <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/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ikuomola</surname>
                        <given-names>Emmanuel O.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Software</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>
                    <uri content-type="orcid">https://orcid.org/0009-0004-4167-6717</uri>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Dangana</surname>
                        <given-names>Reuben Samson</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</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/">Software</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-1077-3782</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mitaki</surname>
                        <given-names>Nancy B.</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-9518-4900</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Usman</surname>
                        <given-names>Ibe Micheal</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-6624-1286</uri>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Oviosun</surname>
                        <given-names>Augustine</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/">Software</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mbyemeire</surname>
                        <given-names>Herbert</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Umoren</surname>
                        <given-names>Elizabeth</given-names>
                    </name>
                    <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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0009-0000-5952-7497</uri>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Emmanuel Jakheng</surname>
                        <given-names>Shango Patience</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Mbina</surname>
                        <given-names>Solomon A</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</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/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-9259-1175</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Alum</surname>
                        <given-names>Esther Ugo</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-4105-8615</uri>
                    <xref ref-type="aff" rid="a6">6</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Abubarkar</surname>
                        <given-names>Ibrahim Babangida</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-9359-8982</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Terkimbi</surname>
                        <given-names>Swase Dominic</given-names>
                    </name>
                    <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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-4205-1880</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Robert</surname>
                        <given-names>Siida</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-7773-0368</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Aja</surname>
                        <given-names>Patrick Maduabuchi</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</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/">Resources</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0009-0006-2450-9460</uri>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Agwu</surname>
                        <given-names>Ezra</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/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a7">7</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Microbiology, Faculty of Biomedical Sciences, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
                <aff id="a2">
                    <label>2</label>Department of Medical Laboratory Science, School of Allied Health Sciences, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
                <aff id="a3">
                    <label>3</label>Department of Biochemistry, Faculty of Biomedical Sciences, Kampala International University- Western Campus, Kampala, Central Region, Uganda</aff>
                <aff id="a4">
                    <label>4</label>Department of Anatomy, Faculty of Biomedical Sciences, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
                <aff id="a5">
                    <label>5</label>Department of Physiology, Faculty of Biomedical Sciences, Kampala International University - Western Campus, Bushenyi, Western Region, Uganda</aff>
                <aff id="a6">
                    <label>6</label>Department of Publications and Extension, Kampala International University, Kampala, Central Region, 20000, Uganda</aff>
                <aff id="a7">
                    <label>7</label>Department of Microbiology and parasitology, University of Rwanda School of Medicine and Pharmacy, Kigali, Kigali City, Rwanda</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:angela2mumbua@gmail.com">angela2mumbua@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>19</day>
                <month>9</month>
                <year>2025</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>951</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>4</day>
                    <month>9</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Vandu CD et al.</copyright-statement>
                <copyright-year>2025</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/14-951/pdf"/>
            <abstract>
                <sec>
                    <title>Introduction</title>
                    <p>Antimicrobial resistance (AMR) is a major global health concern, with the greatest burden observed in lower-middle-income countries. Monitoring AMR through a One Health approach is essential to understand the link between clinical, animal, and environmental sources and to develop targeted interventions.</p>
                </sec>
                <sec>
                    <title>Objectives</title>
                    <p>This systematic review aimed to assess the impact of antibiotics on gene expression in 
                        <italic toggle="yes">Pseudomonas</italic> spp. within the East African Community (EAC).</p>
                </sec>
                <sec>
                    <title>Methodology</title>
                    <p>A thorough literature search across Web of Science, Scopus, and PubMed yielded 284 articles, of which 11 met the inclusion criteria after screening. The selected studies came from five EAC countries. Findings showed a high prevalence of AMR in 
                        <italic toggle="yes">Pseudomonas aeruginosa</italic>, with over 90% resistance to most antibiotics, except Amikacin, which remained effective likely due to limited usage.</p>
                </sec>
                <sec>
                    <title>Results and discussion</title>
                    <p>Common resistance genes identified included carbapenemases such as 
                        <italic toggle="yes">blaNDM-1</italic> and 
                        <italic toggle="yes">blaVIM.</italic> The disc diffusion method was the most commonly used technique (50%).Multidrug-resistant clones like ST244 and ST357 were frequently reported. Environmental isolates had lower resistance rates (54%) compared to clinical strains (73%), suggesting differing selection pressures. Most studies originated from Kenya and Uganda (each 30%), reflecting differences in research capacity and healthcare infrastructure across the region.</p>
                </sec>
                <sec>
                    <title>Conclusion</title>
                    <p>These results underscore the urgent need for expanded AMR surveillance, stronger antimicrobial stewardship, and further research to inform public health responses in East Africa.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Antimicrobial resistance</kwd>
                <kwd>Pseudomonas aeruginosa</kwd>
                <kwd>antibiotics</kwd>
                <kwd>gene expression &amp; environment.</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1">
                    <funding-source>NA</funding-source>
                </award-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec6">
            <title>Key findings of the study
</title>
            <p>

                <list list-type="bullet">
                    <list-item>
                        <label>&#x2022;</label>
                        <p>

                            <italic toggle="yes">Pseudomonas aeruginosa</italic> isolates demonstrated substantial resistance to antibiotics, including cefepime, meropenem, levofloxacin, and ticarcillin-clavulanic acid as reported across various studies conducted in East Africa.</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Amikacin was reported to be more effective in more than 90% of the studies reported across East Africa as a potential treatment choice for multidrug-resistant 
                            <italic toggle="yes">Pseudomonas</italic> infections in the region.</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>Carbapenem-resistant genes such as 
                            <italic toggle="yes">blaNDM-1, blaVIM</italic>, and 
                            <italic toggle="yes">blaOXA-48</italic> were found in a large number of clinical and environmental isolates.</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>High-risk clones, such as ST 244 and ST 357 were reported to demonstrate clonal spread of multidrug-resistant 
                            <italic toggle="yes">Pseudomonas aeruginosa</italic> across East African healthcare settings.</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>The disc diffusion method was the most popular antimicrobial susceptibility testing method (50%), owing to its low cost and simplicity.</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>DNA extraction and PCR were used in 30% of the studies whereas more advanced approaches such as whole genome sequencing were less popular due to resource constraints.</p>
                    </list-item>
                    <list-item>
                        <label>&#x2022;</label>
                        <p>The majority of studies were undertaken in Kenya (30%) and Uganda (30%), with fewer studies in Tanzania and the Democratic Republic of the Congo (20%), demonstrating regional variations in research capacity and healthcare resources.</p>
                    </list-item>
                </list>
            </p>
        </sec>
        <sec id="sec7" sec-type="intro">
            <title>Introduction</title>
            <p>

                <italic toggle="yes">Pseudomonas aeruginosa</italic> is one of the most common Gram-negative bacterium that is well-known for its flexibility and plasticity in a variety of contexts, including natural habitats and therapeutic settings.
                <sup>
                    <xref ref-type="bibr" rid="ref1">1</xref>
                </sup> Due to its potential to produce serious infections and its exceptional resistance to antibiotics, its study has attracted a lot of attention globally in recent years.
                <sup>
                    <xref ref-type="bibr" rid="ref2">2</xref>
                </sup> It has been reported that 
                <italic toggle="yes">P. aeruginosa</italic> is an opportunistic pathogen that mostly affects persons with impaired immune systems. It is commonly linked to hospital-acquired diseases, such as bloodstream infections, pneumonia, and urinary tract infections.
                <sup>
                    <xref ref-type="bibr" rid="ref3">3</xref>
                </sup> The numerous resistance mechanisms and environmental adaptability of this bacteria pose significant hurdles in clinical settings.
                <sup>
                    <xref ref-type="bibr" rid="ref4">4</xref>
                </sup> Through a variety of strategies, such as overexpressing the efflux pump, changing target locations, and forming biofilms, the bacteria can modify its gene expression to acquire resistance.
                <sup>
                    <xref ref-type="bibr" rid="ref5">5</xref>
                </sup> Because of its intricate regulatory networks that manage gene expression, 
                <italic toggle="yes">P. aeruginosa</italic> can withstand a variety of drugs and thrive in hostile environments.
                <sup>
                    <xref ref-type="bibr" rid="ref6">6</xref>
                </sup>
            </p>
            <p>Exposure to antibiotics can significantly alter 
                <italic toggle="yes">P. aeruginosa</italic> gene expression profiles.
                <sup>
                    <xref ref-type="bibr" rid="ref7">7</xref>
                </sup> Genes linked to virulence, resistance, and biofilm formation may express differently in response to sub-inhibitory antibiotic doses
                <sup>
                    <xref ref-type="bibr" rid="ref8">8</xref>
                </sup>; exposure to sub-lethal concentrations of antibiotics can induce the expression of efflux pumps such as 
                <italic toggle="yes">MexAB-OprM
</italic> and 
                <italic toggle="yes">MexXY</italic>, which actively expel antibiotics from the bacterial cell, thereby reducing their efficacy.
                <sup>
                    <xref ref-type="bibr" rid="ref9">9</xref>,
                    <xref ref-type="bibr" rid="ref10">10</xref>
                </sup> For example, it has been demonstrated that exposure to aminoglycosides, like tobramycin, increases the expression of the 
                <italic toggle="yes">arr</italic> gene, which is involved in the production of biofilms.
                <sup>
                    <xref ref-type="bibr" rid="ref11">11</xref>,
                    <xref ref-type="bibr" rid="ref12">12</xref>
                </sup> The intricacy of antibiotic-induced gene expression regulation is demonstrated by the similar differential gene expression responses to colistin and tobramycin, which affect both the transcriptional and translational levels.
                <sup>
                    <xref ref-type="bibr" rid="ref13">13</xref>&#x2013;
                    <xref ref-type="bibr" rid="ref15">15</xref>
                </sup> In addition, it has been demonstrated that antibiotics such as ceftazidime and ciprofloxacin activate genes involved in stress response, which improve bacterial survival in harsh environments.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>,
                    <xref ref-type="bibr" rid="ref17">17</xref>
                </sup> 
                <italic toggle="yes">P. aeruginosa</italic>&#x2019;s gene expression is also highly influenced by environmental factors.
                <sup>
                    <xref ref-type="bibr" rid="ref18">18</xref>
                </sup> A variety of stresses, including variations in pH, temperature, and the availability of nutrients, can cause adaptive reactions in bacteria that increase their ability to survive and spread disease.
                <sup>
                    <xref ref-type="bibr" rid="ref19">19</xref>
                </sup> For instance, in response to external stimuli, the expression of genes involved in quorum sensing and biofilm formation is frequently elevated, which promotes the onset and persistence of infections.
                <sup>
                    <xref ref-type="bibr" rid="ref20">20</xref>
                </sup> Disinfectants and heavy metals are two examples of pollutants that can cause stress reactions and encourage horizontal gene transfer, which can help resistance genes proliferate.
                <sup>
                    <xref ref-type="bibr" rid="ref21">21</xref>
                </sup> Research has indicated that prevalent disinfectants, quaternary ammonium compounds (QACs), can alter the composition of membranes and enhance the expression of genes related to resistance.
                <sup>
                    <xref ref-type="bibr" rid="ref22">22</xref>,
                    <xref ref-type="bibr" rid="ref23">23</xref>
                </sup> According to
                <sup>
                    <xref ref-type="bibr" rid="ref24">24</xref>
                </sup> and
                <sup>
                    <xref ref-type="bibr" rid="ref25">25</xref>
                </sup> virulence factors can also be expressed in response to environmental factors including oxygen levels and nutrition availability, which can alter 
                <italic toggle="yes">P. aeruginosa</italic>&#x2019;s pathogenicity.</p>
            <p>Antibiotic exposure and environmental factors can work in concert to improve 
                <italic toggle="yes">P. aeruginosa</italic>&#x2019;s capacity for adaptation.
                <sup>
                    <xref ref-type="bibr" rid="ref26">26</xref>
                </sup> For instance, because antibiotic resistance genes frequently co-occur on the same genetic material that is mobile, the presence of heavy metals in the environment might co-select for these genes.
                <sup>
                    <xref ref-type="bibr" rid="ref27">27</xref>,
                    <xref ref-type="bibr" rid="ref28">28</xref>
                </sup> According to,
                <sup>
                    <xref ref-type="bibr" rid="ref29">29</xref>
                </sup> the co-selection mechanism makes controlling 
                <italic toggle="yes">P. aeruginosa</italic> infections more difficult by increasing the issue of antibiotic resistance. Furthermore, antibiotic pressure and environmental stimuli both affect biofilm development, a critical component of persistent infections that results in an increasing tolerance to antimicrobial drugs.
                <sup>
                    <xref ref-type="bibr" rid="ref30">30</xref>
                </sup>
            </p>
            <p>Significant clinical implications result from the interplay of 
                <italic toggle="yes">P. aeruginosa</italic> gene expression and environmental variables in conjunction with antibiotic treatment.
                <sup>
                    <xref ref-type="bibr" rid="ref31">31</xref>,
                    <xref ref-type="bibr" rid="ref32">32</xref>
                </sup> Treatment plans may become more difficult to implement as a result of the adaptive reactions that environmental stresses and antibiotics can cause.
                <sup>
                    <xref ref-type="bibr" rid="ref16">16</xref>,
                    <xref ref-type="bibr" rid="ref33">33</xref>,
                    <xref ref-type="bibr" rid="ref34">34</xref>
                </sup> Subinhibitory antibiotic doses, for example, can encourage the production of biofilms, which improves the bacterium&#x2019;s resistance to antimicrobial drugs and the human immune response.
                <sup>
                    <xref ref-type="bibr" rid="ref35">35</xref>,
                    <xref ref-type="bibr" rid="ref36">36</xref>
                </sup> To effectively design therapeutic approaches, a thorough understanding of the molecular mechanisms underlying these adaptive responses is crucial due to their dual impact.
                <sup>
                    <xref ref-type="bibr" rid="ref37">37</xref>
                </sup>
            </p>
        </sec>
        <sec id="sec8">
            <title>Materials and methods</title>
            <sec id="sec9">
                <title>Literature search</title>
                <p>A comprehensive literature search was systematically conducted across the Web of Science (WoS), Scopus, and PubMed databases on May 23, 2024. The search employed the following terms: &#x201c;antibiotics OR antibacterial,&#x201d; &#x201c;environment OR habitat,&#x201d; &#x201c;genomic OR DNA OR gene,&#x201d; &#x201c;pseudomonas,&#x201d; and &#x201c;east Africa.&#x201d; Boolean operators (AND/OR/NOT), alternative terms, and various delimiters such as quotation marks, parentheses, wildcards, and asterisks (*) were utilized to create the search strategy outlined in 
                    <xref ref-type="table" rid="T1">
Table 1</xref>, as reported by.
                    <sup>
                        <xref ref-type="bibr" rid="ref38">38</xref>&#x2013;
                        <xref ref-type="bibr" rid="ref40">40</xref>
                    </sup> The search was restricted to peer-reviewed articles published in English. The paper selection process adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guidelines
                    <sup>
                        <xref ref-type="bibr" rid="ref41">41</xref>,
                        <xref ref-type="bibr" rid="ref42">42</xref>
                    </sup> and followed the inclusion and exclusion criteria presented in 
                    <xref ref-type="table" rid="T2">
Table 2</xref>.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Search strategies.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Database</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Search strategy</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Scopus</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">(antibiotic* OR antibacteria* OR clinical OR environment* OR surrounding* OR habitat*) AND (genom* OR dna OR "deoxiribonucleic acid" OR gene*) AND (pseudomona*) AND (congo OR drc OR somalia OR burundi OR kenya OR rwanda OR "south sudan" OR uganda OR tanzania OR "East Africa Community")</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">WoS</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">(antibiotic* OR antibacteria* OR clinical OR environment* OR surrounding* OR habitat*) AND (genom* OR dna OR "deoxiribonucleic acid" OR gene*) AND (pseudomona*) AND (congo OR drc OR somalia OR burundi OR kenya OR rwanda OR "south sudan" OR uganda OR tanzania OR "East Africa Community")</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">PubMed</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">((antibiotic*[title/abstract]) or (antibacteria*[title/abstract]) or clinical [title/abstract]) or (environment*[title/abstract]) or (surrounding*[title/abstract]) or (habitat*[title/abstract])) and ((genom*[title/abstract]) or (dna [title/abstract]) or (deoxiribonucleic acid [title/abstract])) and (pseudomona*[title/abstract]) and ((congo [title/abstract]) or (drc [title/abstract]) or (somalia [title/abstract]) or (burundi [title/abstract]) or (kenya [title/abstract]) or (rwanda [title/abstract]) or (south sudan [title/abstract]) or (uganda [title/abstract]) or (tanzania [title/abstract]) or (East Africa Community [title/abstract])) NOT (review [Publication Type]))</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Inclusion and exclusion criteria.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Inclusion criteria</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Exclusion criteria</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies involving the expression of any virulence or antibiotic-resistant gene in any 
                                                    <italic toggle="yes">Pseudomonas spp.</italic>
                                                </p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies not focusing on gene expression.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies involving the impact of antibiotics or environment.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies that did not describe the impact of antibiotics or environment on gene expression.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies conducted in East Africa Community.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies that are not on 
                                                    <italic toggle="yes">Pseudomonas spp</italic> were excluded.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Peer-reviewed articles published in English.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Non-English publications.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies involving the expression of any virulence or antibiotic-resistant gene in any 
                                                    <italic toggle="yes">Pseudomonas spp.</italic>
                                                </p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">
                                    <p>

                                        <list list-type="bullet">
                                            <list-item>
                                                <label>&#x2022;</label>
                                                <p>Studies conducted elsewhere in East Africa Community.</p>
                                            </list-item>
                                        </list>
                                    </p>
</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </sec>
        </sec>
        <sec id="sec10" sec-type="results">
            <title>Results</title>
            <p>The Web of Science database search produced 93 articles, Scopus yielded 180, and PubMed identified 11, bringing the total to 284 articles across the three databases. The search results from each database were then exported and imported into Rayyan, a platform specifically designed for systematic review processes, where they were screened based on the inclusion and exclusion criteria.
                <sup>
                    <xref ref-type="bibr" rid="ref43">43</xref>
                </sup> On the platform, 70 duplicate articles were removed. The remaining 214 records were initially screened by evaluating their titles and abstracts, which led to the exclusion of 116 articles. Following a more detailed full-text review, an additional 87 articles were excluded for not meeting the inclusion criteria. In the end, 11 articles were included in the study after passing the eligibility criteria and quality assessment as presented in 
                <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>The PRISMA flow chart.</title>
                </caption>
                <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/184557/33d62cfe-e4cc-49fd-a180-9d80b0225c09_figure1.gif"/>
            </fig>
            <p>
                <xref ref-type="table" rid="T5">
Table 5</xref>, indicates that the highest number of studies were done in Kenya (4, 40%), followed by Uganda (3, 30%), while Tanzania and the Democratic Republic of Congo have (2, 20%), there were no eligible studies from Burundi, Rwanda, Somalia and South Sudan. These results indicate that there are only a few studies (not up to 50%) done on the impact of antibiotics or the environment, on the gene expression of 
                <italic toggle="yes">Pseudomonas spp</italic> in the East African communities.</p>
            <table-wrap id="T3" orientation="portrait" position="float">
                <label>
Table 3. </label>
                <caption>
                    <title>

                        <italic toggle="yes">Pseudomonas</italic> resistance and virulence genes detected.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Organism</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Genes/Elements isolated</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">
Reference</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">blaNDM-1, blaVIM-1, blaVIM-6, blaOXA-50, VIM-6, NDM-1, crpP, qnrVCi, IMPs, VIM, OXA-48, KPC, NDM, blaIMP1, blaIMP2, blaSPM, blaNDM1, blaVIM, phzB1, exoS, exoU</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref44">44</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (clinical isolates)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">VIM-6 (ST1203), NDM-1 (ST357), crpP, qnrVCi</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref45">45</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (Carbapenem resistant)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Metallo-B-lactase producers (72%), Carbapemase resistant genes: IMPs, VIM, OXA-48, KPC, NDM (10.13%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref46">46</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (Carbapenemase resistant genes)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">blaIMP1 (36%), blaIMP2 (4%), blaVIM1 (32%), blaSPM (20%), blaNDM1 (4%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref47">47</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (Carbapenemase genes carriage)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">blaVIM, No MBL genes detected, No OXA-type carb genes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref48">48</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (Class 1 Integron)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Class 1 Integron (64%), Class 1 Integron genes: aminoglycoside adenylyltransferase (ant(4')-IIB), dihydrofolate reductase (dfrA), adenyltranseferase (aadAB)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref49">49</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (Novel lineages)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">XDR, highest number of virulence genes (98%)</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref50">50</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa (CRPA)</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">blaVIM genes successfully transferred to E. coli (25%), All isolates have 3 virulence genes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref51">51</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas spp</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Highest lipolytic activity, Pre and Post - circumcision, Pseudomonas clusters</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref54">54</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas pseudoalcaligenes, P. stutzeri</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">No specific genes mentioned</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref52">52</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas stanieri, P. aeruginosa, P. chloritidismutans</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">No specific genes mentioned</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">(Not specified)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Other</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">14 chromosomal mutations in gyrA genes, 22 chromosomal mutations in parC genes, Multiple drug-resistant genes (not specifically listed), 16srRNA methyltransferase: ArmA, rmtB, rmtC, rmtF genes</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">(Not specified)</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T4" orientation="portrait" position="float">
                <label>
Table 4. </label>
                <caption>
                    <title>

                        <italic toggle="yes">Pseudomonas</italic> strains sequenced.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Organism</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Strain</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">
Reference</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Global High-risk clones: ST 244 &amp; ST 357; 56 P.aeruginosa, clinical isolates; High Risk STs: 357, 654; Local High-risk clones: ST 2025, ST 455 &amp; ST 233; Carbapenem resistant P. aeruginosa; STs 316, 357, 654 &amp; 1203; 13 Pseudomonas aeruginosa isolated; Novel MDR clone with virulence genes: ST 3674</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref44">44</xref>&#x2013;
                                    <xref ref-type="bibr" rid="ref46">46</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas aeruginosa</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref49">49</xref>,
                                    <xref ref-type="bibr" rid="ref51">51</xref>&#x2013;
                                    <xref ref-type="bibr" rid="ref54">54</xref>
                                </sup>
                            </td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <italic toggle="yes">Pseudomonas pseudoalcaligenes</italic>
</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">NA</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">
                                <sup>
                                    <xref ref-type="bibr" rid="ref50">50</xref>
                                </sup>
                            </td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <table-wrap id="T5" orientation="portrait" position="float">
                <label>
Table 5. </label>
                <caption>
                    <title>Countries and number of studies reported.</title>
                </caption>
                <table content-type="article-table" frame="hsides">
                    <thead>
                        <tr>
                            <th align="left" colspan="1" rowspan="1" valign="top">Country</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Frequency</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Percentage</th>
                            <th align="left" colspan="1" rowspan="1" valign="top">Region</th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">DRC</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">20%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Kinshasa, South Kivu District</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Kenya</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">4</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">40%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Lake Bogoria of the Great Rift Valley, Nairobi (Agha Khan hospital), Six hospitals in Nairobi &amp; Kisii</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Tanzania</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">2</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">20%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Northwestern, Northwestern region (Mwanza Hospital)</td>
                        </tr>
                        <tr>
                            <td align="left" colspan="1" rowspan="1" valign="top">Uganda</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">3</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">30%</td>
                            <td align="left" colspan="1" rowspan="1" valign="top">Mbarara Referral Hospital, Mulago hospital Kampala</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>
                <xref ref-type="fig" rid="f4">
Figure 4</xref> shows the methods used in the isolation and identification of 
                <italic toggle="yes">Pseudomonas spp</italic> from the various samples in the studies, it shows that 70% of the studies used the traditional bacteria culture and biomedical tests to identify the organism, while only 10% used other methods as the Bactec automated system, bacterial culture for lipase activity (and under UV light), and the 16S rRNA sequencing for pathogen identification. The popular disc diffusion method of conducting antimicrobial sensitivity testing is used by most of the studies (50%) to identify the resistant Pseudomonas species, (20%) used Vitek and the others (10%) used Phoenix automated AST panel, broth microdilution, and agar diffusion methods each.</p>
            <p>The most common antibiotic used to determine the resistance profile of the 
                <italic toggle="yes">Pseudomonas spp</italic> is the Imipenem (90%), Amikacin, Ciprofloxacin, Cefepime, and Ceftazidime were used in (70%) of the studies; Ceftriaxone, Piperacillin-Tazobactam, and Gentamycin were used in (50%) of the Studies; Cefotaxime in (30%), while all the other antibiotics (Erythromycin, Clindamycin, Cefoperazone + Sulbactam, Cefpodoxime, Cefixime, Ampicillin, Amoxicillin-Clavulanic acid, Cefuroxime, Ticarcillin-Clavulanic acid, Levofloxacillin, Tetracycline, Tigecycline, Minocycline, Aztreonam, Cloxacillin, Zincsulphate, and Colistin) were each used in (10%) of the studies (
                <xref ref-type="fig" rid="f2">
Figure 2</xref>). For the methods of genomic characterization, (30%) of the studies used DNA extraction and PCR, (15%) used Whole Genome Sequencing and the Modified Hodge Test for Carbapenemase activity; and (5%) of the studies used only PCR, Quantitative PCR, and Imipenem-EDTA double disk synergy test for metallo-B lactamase activity (
                <xref ref-type="fig" rid="f5">
Figure 5</xref>).</p>
            <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                <label>
Figure 2. </label>
                <caption>
                    <title>Percentage of antibiotics reported across various studies.</title>
                </caption>
                <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/184557/33d62cfe-e4cc-49fd-a180-9d80b0225c09_figure2.gif"/>
            </fig>
            <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                <label>
Figure 3. </label>
                <caption>
                    <title>Methods of antimicrobial sensitivity tests.</title>
                </caption>
                <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/184557/33d62cfe-e4cc-49fd-a180-9d80b0225c09_figure3.gif"/>
            </fig>
            <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                <label>
Figure 4. </label>
                <caption>
                    <title>Methods used in the isolation and identification of 
                        <italic toggle="yes">Pseudomonas spp</italic> reported across various studies.</title>
                </caption>
                <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/184557/33d62cfe-e4cc-49fd-a180-9d80b0225c09_figure4.gif"/>
            </fig>
            <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                <label>
Figure 5. </label>
                <caption>
                    <title>Methods of genomic characterization and sequencing.</title>
                </caption>
                <graphic id="gr5" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/184557/33d62cfe-e4cc-49fd-a180-9d80b0225c09_figure5.gif"/>
            </fig>
            <p>From 
                <xref ref-type="table" rid="T4">
Table 4</xref>, the different strains of 
                <italic toggle="yes">Pseudomonas aeruginosa</italic> isolated are, the global high-risk strains (ST 244 and ST 357
                <sup>
                    <xref ref-type="bibr" rid="ref56">56</xref>
                </sup>). From the clinical samples; the high-risk strains (ST 357, ST 654), Local High-risk strains (ST 2025, ST 455 &amp; ST 233), Carbapenem-resistant 
                <italic toggle="yes">P. aeruginosa</italic> (ST 316, ST 357, ST 654 &amp; ST 1203;13) were identified. Also, the novel multidrug-resistant clone with a virulence gene (ST 3674) was identified. While in all studies where other species of 
                <italic toggle="yes">Pseudomonas (P. pseudoalcaligens)</italic> were isolated, no further characterization was done to identify the strains.</p>
        </sec>
        <sec id="sec11" sec-type="discussion">
            <title>Discussion</title>
            <p>This systematic review was conducted to identify the impact of antibiotics and the environment on the gene expression pattern of 
                <italic toggle="yes">Pseudomonas spp.</italic> This integrates antimicrobial resistance patterns, genomic characterization, and the influence of environmental factors on bacterial behavior. 
                <italic toggle="yes">Pseudomonas aeruginosa</italic> clinical isolates demonstrated a high level of resistance, with resistance observed in nearly all tested antibiotics except Amikacin in some studies.
                <sup>
                    <xref ref-type="bibr" rid="ref45">45</xref>
                </sup> Antibiotics that demonstrated resistance as reported across various studies include, Cefepime, Ticarcillin-Clavulanic acid, Piperacillin, Meropenem, Levofloxacin, Tetracycline, Tigecycline Minocycline according to
                <sup>
                    <xref ref-type="bibr" rid="ref44">44</xref>
                </sup> and.
                <sup>
                    <xref ref-type="bibr" rid="ref45">45</xref>
                </sup> The resistance reported cuts across multiple antibiotic classes, including cephalosporins (e.g., Ceftriaxone, Cefepime), carbapenems (e.g., Imipenem, Meropenem), and fluoroquinolones (e.g., Levofloxacin), with resistance varying across isolates and geographic locations as shown in 
                <xref ref-type="fig" rid="f2">
Figure 2</xref>. The disc diffusion method was the most common method utilized, accounting for 50% of the studies. These could be due to its simplicity, cost-effectiveness, availability, and long-standing usage in clinical microbiology to provide reliable results easy to interpret with minimum requirement. More modern methods, such as the Vitek 2 system, were employed in 20% of research, while the Agar diffusion, Broth microdilution, and Phoenix automated AST panel methods were each used in 10% of the studies indicating resource availability differences as summarized in 
                <xref ref-type="fig" rid="f3">
Figure 3</xref>.</p>
            <p>These antibiotic resistances reported across various studies in East Africa could be driven down by many factors including the unregulated use of antibiotics in the region. Antibiotics are widely available without a prescription in pharmacies and informal marketplaces throughout East Africa. This unrestricted distribution of antibiotics leads to their misuse and overuse, increasing the emergence of resistant strains. Individuals frequently self-medicate, utilize improper doses, or discontinue therapy prematurely, creating an environment favorable to bacterial resistance. The agricultural-wide use of antibiotics in livestock farming in East Africa particularly as growth promoters can also allow resistant bacteria to transfer from animals to humans through the food chain (E.g. milk and meat).</p>
            <p>Furthermore, the lack of efficient antimicrobial stewardship programs increases the resistance, as healthcare practitioners frequently use broad-spectrum antibiotics without proper diagnoses. Limited access to second-line drugs, such as amikacin, forces patients to overuse first-line medications, which contributes to resistance. Inadequate infection control procedures and poor cleanliness in healthcare facilities also contribute to the emergence of resistant 
                <italic toggle="yes">Pseudomonas</italic> bacteria. Socioeconomic factors such as poverty and restricted access to healthcare contribute to inappropriate antibiotic usage, while cross-border movement and globalization bring resistant bacteria from other places.</p>
            <p>While other antibiotics demonstrated substantial resistance rates, amikacin remained effective in more than 90% of patients.
                <sup>
                    <xref ref-type="bibr" rid="ref45">45</xref>,
                    <xref ref-type="bibr" rid="ref49">49</xref>
                </sup> This finding suggests Amikacin&#x2019;s potential as a treatment for multidrug-resistant 
                <italic toggle="yes">Pseudomonas</italic> infections in the East African Community. Amikacin&#x2019;s comparatively low resistance may be attributed to its less frequent use compared to other antibiotics in the region. Amikacin, an aminoglycoside, is primarily used for severe infections and is less commonly prescribed than cephalosporins or carbapenems. This limited use helps to sustain its efficacy by reducing the selective pressure for resistance development. Furthermore, because of their potential nephrotoxicity, aminoglycosides need careful dose and monitoring, restricting their normal use and contributing to long-term efficacy.</p>
            <p>Furthermore, these findings reveal 
                <italic toggle="yes">Pseudomonas aeruginosa</italic> resistance genes in East Africa Community particularly carbapenem-resistant genes as presented in 
                <xref ref-type="table" rid="T3">
Table 3</xref>. The most common carbapenem-resistant genes reported across various studies include 
                <italic toggle="yes">blaNDM-1, blaVIM, blaOXA-48,
</italic> and others, indicating the existence of MBL producers and carbapenemase-resistant bacteria in the region. 
                <italic toggle="yes">VIM</italic> and 
                <italic toggle="yes">NDM</italic> genes, for example, were reported to be present in both clinical isolates and carbapenem-resistant bacteria, indicating the increased threat of carbapenem resistance.
                <sup>
                    <xref ref-type="bibr" rid="ref44">44</xref>,
                    <xref ref-type="bibr" rid="ref46">46</xref>
                </sup> These genes produce carbapenemase enzymes, which break down carbapenem antibiotics, making them useless. The growing use of carbapenems as a last resort for serious infections, notably in metropolitan and referral hospitals in the East African Community, has put major selective pressure on 
                <italic toggle="yes">Pseudomonas</italic> populations. This selection pressure, combined with the frequent horizontal gene transfer enabled by mobile genetic elements such as plasmids, has resulted in the fast proliferation of carbapenemase genes. Additionally, the lack of strong infection control procedures in many healthcare settings promotes the transfer of carbapenem-resistant bacteria between patients. This has been compounded by poor wastewater management, particularly in metropolitan areas which allows antibiotic residues and resistant bacteria into the environment, facilitating the spread of resistance genes among environmental microorganisms. This environmental reservoir provides a breeding ground for resistant infections, which can re-enter clinical settings via contaminated water or food.</p>
            <p>Additionally, the method utilized to iso++late and identify Pseudomonas spp. has a substantial impact on gene detection for resistance and virulence. Traditional culture was the most common method reported at 70% across various studies in the Community as presented in 
                <xref ref-type="fig" rid="f3">
Figure 3</xref>. The reason could be due to its low cost and simplicity but it&#x2019;s limited ability to detect specific genetic resistance mechanisms and virulence factors. Molecular approaches provide a more thorough understanding of resistance and pathogenicity, but they are neglected due to resource and infrastructure constraints. Expanding the use of molecular techniques in East African Community would improve the discovery of important resistance and virulence genes, hence improving patient outcomes and influencing public health efforts to battle 
                <italic toggle="yes">Pseudomonas</italic> infections.</p>
            <p>Furthermore, this study found the prevalence of high-risk clones such as ST 244 and ST 357 reported across various studies as presented in 
                <xref ref-type="table" rid="T4">
Table 4</xref>. The results demonstrated the clonal spread of multidrug-resistant (MDR) and extensively drug-resistant (XDR) 
                <italic toggle="yes">Pseudomonas aeruginosa</italic> strains across East African Community. These clones include both resistance and virulence genes, making them more harmful in clinical settings.
                <sup>
                    <xref ref-type="bibr" rid="ref44">44</xref>,
                    <xref ref-type="bibr" rid="ref45">45</xref>
                </sup> The fast clonal proliferation of these high-risk strains is aided by factors such as patient transfers between hospitals, congested healthcare facilities, and inadequate infection control methods. Inadequate sterilization methods and a lack of isolation measures for infected patients allow MDR and XDR clones to spread within and between institutions. Also, the existence of these clones in environmental reservoirs, such as hospital wastewater systems, ensures their persistence and circulation outside clinical settings, which increases the chance of reintroduction into healthcare facilities. The most common method utilized for the detection of these high-risk clones as reported was DNA extraction and PCR at 30%. The reason for this method being increasingly frequent in the East African Community is also+ due to its low cost, availability, simplicity, speed, and effectiveness in detecting specific, therapeutically important resistance genes in resource-limited settings. Other methods reported include quantitative PCR, whole genome sequencing, the Modified Hodge Test (MHT) for carbapenemase activity, the Imipenem-EDTA double disk synergy test for metallo-beta-lactamase activity, and basic PCR as presented in 
                <xref ref-type="fig" rid="f5">
Figure 5</xref>.</p>
            <p>

                <italic toggle="yes">Pseudomonas aeruginosa</italic> reported across various studies in the East African Community had a lower resistance rate (54%) than clinical isolates (73%).
                <sup>
                    <xref ref-type="bibr" rid="ref48">48</xref>
                </sup> This finding demonstrates the differences in selecting forces between clinical and environmental settings. This could be because antibiotics are not used extensively in natural habitats, and environmental isolates are subjected to lesser levels of selective pressure, resulting in lower resistance rates. However, environmental bacteria can still serve as repositories for resistance genes, particularly in locations where antibiotic poisoning of water supplies is frequent. As the East African Community faces issues connected to industrial and hospital waste management, the environment becomes a crucial reservoir for resistant strains, which may eventually infect humans through contaminated water or food.</p>
            <p>The majority of the studies reporting 
                <italic toggle="yes">Pseudomonas aeruginosa</italic> resistance were conducted in Kenya (30%) in numerous locations including urban centers like Nairobi and rural areas like Lake Bogoria.
                <sup>
                    <xref ref-type="bibr" rid="ref45">45</xref>
                </sup> Followed by 30% in Uganda, next to Kenya in terms of the proportion of studies addressing the topic, indicating a growing awareness of antibiotic resistance and a greater capability for healthcare research. Uganda has made tremendous progress in creating research projects, with institutions like Makerere University and Kampala International University adding to the corpus of knowledge on antibiotic resistance. Studies in Tanzania and the Democratic Republic of the Congo (DRC) are more limited, with an emphasis on specific locations such as Tanzania&#x2019;s Mwanza both accounting for 20%. Kenya&#x2019;s more modern healthcare infrastructure and research institutes offer a more comprehensive examination of resistance patterns in both rural and urban areas. The increased frequency of studies in Kenya may also reflect the country&#x2019;s dedication to combating antibiotic resistance, which is supported by both local and international research funding. Tanzania and the Democratic Republic of the Congo, on the other hand, confront more obstacles in terms of healthcare resources and research competence, restricting the extent of studies and potentially underestimating the true extent of antimicrobial resistance in these countries as summarized in 
                <xref ref-type="table" rid="T5">
Table 5</xref>.</p>
        </sec>
        <sec id="sec12" sec-type="conclusion">
            <title>Conclusion</title>
            <p>This systematic review revealed the major impact of antibiotics and environment on gene expression patterns of 
                <italic toggle="yes">Pseudomonas spp.</italic> in East Africa Community. The extensive resistance identified, notably in 
                <italic toggle="yes">Pseudomonas aeruginosa</italic> clinical isolates, highlights the importance of unregulated antibiotic use, inadequate healthcare infrastructure, and environmental pollution in generating antimicrobial resistance. Although amikacin is still a potential choice due to its low resistance, the significant incidence of carbapenem-resistant genes (e.g., 
                <italic toggle="yes">blaNDM-1, blaVIM</italic>) and the clonal proliferation of MDR/XDR 
                <italic toggle="yes">Pseudomonas</italic> strains highlight the need for improved infection control and stewardship initiatives. Furthermore, the research finds that, while classic culture methods remain dominant, there is an increasing need to use molecular techniques for improved genomic characterization and resistance identification in the East African Community to improve patient&#x2019;s outcome.</p>
            <sec id="sec13">
                <title>Recommendations
</title>
                <p>

                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>Healthcare institutions in East Africa must develop strict antimicrobial stewardship programs to monitor and restrict antibiotic consumption, decreasing unnecessary prescriptions and limiting self-medication.</p>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>Investment in molecular technologies such as quantitative PCR and whole-genome sequencing is required to improve resistance gene and virulence factor detection.</p>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>To restrict the transmission of MDR/XDR strains, hospitals should establish stronger infection control measures, such as adequate sterilization and isolation protocols.</p>
                        </list-item>
                        <list-item>
                            <label>4.</label>
                            <p>Governments should impose antibiotic-use controls in livestock husbandry to prevent the spread of resistance from animals to people via food.</p>
                        </list-item>
                        <list-item>
                            <label>5.</label>
                            <p>Improve environmental waste management, particularly in metropolitan areas, to prevent the spread of resistant bacteria through water and food systems.</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec14">
                <title>Limitations of the study
</title>
                <p>

                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>While Kenya and Uganda had a large number of studies, data from Tanzania and the DRC were scarce, potentially underestimating overall resistance levels in East Africa.</p>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>Limited utilization of molecular methods due to resource and infrastructure restrictions may result in underreporting of critical resistance mechanisms.</p>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>The emphasis on studies published in English or accessible databases may have resulted in a bias that excluded valuable research from other sources.</p>
                        </list-item>
                        <list-item>
                            <label>4.</label>
                            <p>The employment of various antimicrobial sensitivity testing methodologies across studies may have contributed to variations in resistance detection.</p>
                        </list-item>
                    </list>
                </p>
                <sec id="sec17">
                    <title>Preprint information</title>
                    <p>

                        <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1101/2024.12.23.630126">

                            <bold>https://doi.org/10.1101/2024.12.23.630126</bold>
</ext-link> (Vandu, C. D., Fasogbon, I. V., Agbaje, A. B., Anyanwu, C. N., Wusa, M., Ikuomola, E.O., &#x2026;. &amp; Aja, P.M. (2024). Impact of Antibiotics on the Genomic expression of Pseudomonas aeruginosa in the East African Community: A systematic Review. BioRxiv, 2024-12).</p>
                </sec>
            </sec>
        </sec>
    </body>
    <back>
        <sec id="sec20" sec-type="data-availability">
            <title>Data availability</title>
            <p>All datasets can be accessed from the open science framework: (Angela Mumbua Musyoka; 2025; IMPACT OF ANTIBIOTICS ON THE GENOMIC EXPRESSION OF Pseudomonas aeruginosa IN THE EAST AFRICAN COMMUNITY: A SYSTEMATIC REVIEW; Open Science Framework; 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17605/OSF.IO/BRJVF">https://doi.org/10.17605/OSF.IO/BRJVF</ext-link>).
                <sup>
                    <xref ref-type="bibr" rid="ref55">55</xref>
                </sup>
            </p>
            <p>

                <bold>

                    <italic toggle="yes">Data repository for the article:</italic> Open Science Framework (</bold>

                <ext-link ext-link-type="uri" xlink:href="https://osf.io/brjvf/files/osfstorage">

                    <bold>https://osf.io/brjvf/files/osfstorage</bold>
</ext-link>

                <bold>)</bold>
            </p>
            <p>

                <bold>

                    <italic toggle="yes">Data repository DOI:</italic>
</bold> 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17605/OSF.IO/BRJVF">10.17605/OSF.IO/BRJVF</ext-link>
            </p>
            <p>

                <bold>

                    <italic toggle="yes">License:</italic>
</bold> 
                <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CCO 1.0 universal</ext-link>
            </p>
        </sec>
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    </back>
    <sub-article article-type="reviewer-report" id="report426344">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.184557.r426344</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Cao</surname>
                        <given-names>Huiluo</given-names>
                    </name>
                    <xref ref-type="aff" rid="r426344a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0009-0005-7312-2935</uri>
                </contrib>
                <aff id="r426344a1">
                    <label>1</label>Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain</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>25</day>
                <month>11</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Cao H</copyright-statement>
                <copyright-year>2025</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="relatedArticleReport426344" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.167441.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>This review study provides a preliminary overview of the topic but would be significantly strengthened by incorporating robust statistical analyses and a more focused genomic investigation. Several major concerns are outlined below.</p>
            <p> 
                <bold>Major Concerns and Suggestions:</bold> 
                <list list-type="order">
                    <list-item>
                        <p>
                            <bold>Title Clarity:</bold>&#x00a0;The current title, particularly the phrase "genomic expression," is potentially misleading and could confuse readers. A more precise title that accurately reflects the review's scope is recommended.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <bold>Statistical Rigor:</bold>&#x00a0;The study would benefit greatly from the application of statistical methods. Specifically, a comparative analysis of the antibiotics surveyed and the methodologies used across the cited studies is necessary to validate the conclusions.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <bold>Analysis of Key Elements:</bold>&#x00a0;The relationships between Antimicrobial Resistance Genes (ARGs), Virulence Factors (VFs), and Sequence Types (STs) should be explored through formal statistical tests to identify significant correlations or patterns.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <bold>Genomic Context:</bold>&#x00a0;To provide a clearer phylogenetic context, it is strongly recommended to include a genomic summary, such as constructing a phylogenetic tree or network analysis based on the compiled ST data.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <bold>Manuscript Structure:</bold>&#x00a0;The Discussion section currently blends results with interpretation and would be more impactful if condensed. Several passages that primarily describe findings would be better suited for the Results section, allowing the Discussion to focus on interpretation and implications.</p>
                    </list-item>
                </list>
            </p>
            <p>Are the rationale for, and objectives of, the Systematic Review clearly stated?</p>
            <p>Yes</p>
            <p>Is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>If this is a Living Systematic Review, is the &#x2018;living&#x2019; method appropriate and is the search schedule clearly defined and justified? (&#x2018;Living Systematic Review&#x2019; or a variation of this term should be included in the title.)</p>
            <p>No</p>
            <p>Are sufficient details of the methods and analysis provided to allow replication by others?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results presented in the review?</p>
            <p>No</p>
            <p>Reviewer Expertise:</p>
            <p>microbial genomics, microbial antibiotic resistance</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>
</article>
