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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2024.1337861</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Presence of Group A streptococcus frequently assayed virulence genes in invasive disease: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Rampersadh</surname>
<given-names>Kimona</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Salie</surname>
<given-names>M. Taariq</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Engel</surname>
<given-names>Kelin C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1390284"/>
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<contrib contrib-type="author">
<name>
<surname>Moodley</surname>
<given-names>Clinton</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Z&#xfc;hlke</surname>
<given-names>Liesl J.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Engel</surname>
<given-names>Mark E.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>AFROStrep Research Group, Department of Medicine and Cape Heart Institute, University of Cape Town</institution>, <addr-line>Cape Town</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Pathology, Division of Medical Microbiology, Faculty of Health Sciences, University of Cape Town</institution>, <addr-line>Cape Town</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>The National Health Laboratory Service, Microbiology, Groote Schuur Hospital</institution>, <addr-line>Cape Town</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Division of Paediatric Cardiology, Department of Paediatrics, Faculty of Health Sciences, University of Cape Town</institution>, <addr-line>Cape Town</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>South African Medical Research Council, Parrow Valley</institution>, <addr-line>Cape Town</addr-line>, <country>South Africa</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Justin Merritt, Oregon Health and Science University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Tarcisio Brignoli, University of Milan, Italy</p>
<p>Eligia Maria Szewczyk, Medical University of Lodz, Poland</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Mark E. Engel, <email xlink:href="mailto:mark.engel@mrc.ac.za">mark.engel@mrc.ac.za</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1337861</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>11</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>01</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Rampersadh, Salie, Engel, Moodley, Z&#xfc;hlke and Engel</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Rampersadh, Salie, Engel, Moodley, Z&#xfc;hlke and Engel</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>It is currently unclear what the role of Group A streptococcus (GAS) virulence factors (VFs) is in contributing to the invasive potential of GAS. This work investigated the evidence for the association of GAS VFs with invasive disease.</p>
</sec>
<sec>
<title>Methods</title>
<p>We employed a broad search strategy for studies reporting the presence of GAS VFs in invasive and non-invasive GAS disease. Data were independently extracted by two reviewers, quality assessed, and meta-analyzed using Stata&#xae;.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 32 studies reported on 45 putative virulence factors [invasive (n = 3,236); non-invasive (n = 5,218)], characterized by polymerase chain reaction (PCR) (n = 30) and whole-genome sequencing (WGS) (n = 2). The risk of bias was rated as low and moderate, in 23 and 9 studies, respectively. Meta-,analyses of high-quality studies (n = 23) revealed a significant association of <italic>speM</italic> [OR, 1.64 (95%CI, 1.06; 2.52)] with invasive infection. Meta-analysis of WGS studies demonstrated a significant association of <italic>hasA</italic> [OR, 1.91 (95%CI, 1.36; 2.67)] and <italic>speG</italic> [OR, 2.83 (95%CI, 1.63; 4.92)] with invasive GAS (iGAS). Meta-analysis of PCR studies indicated a significant association of <italic>speA</italic> [OR, 1.59 (95%CI, 1.10; 2.30)] and <italic>speK</italic> [OR, 2.95 (95%CI, 1.81; 4.80)] with invasive infection. A significant inverse association was observed between <italic>prtf1</italic> [OR, 0.42 (95%CI, 0.20; 0.87)] and invasive infection.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>This systematic review and genomic meta-analysis provides evidence of a statistically significant association with invasive infection for the <italic>hasA</italic> gene, while <italic>smeZ</italic>, <italic>ssa</italic>, <italic>pnga3</italic>, <italic>sda1</italic>, <italic>sic</italic>, and <italic>NaDase</italic> show statistically significantly inverse associations with invasive infection. <italic>SpeA</italic>, <italic>speK</italic>, and <italic>speG</italic> are associated with GAS virulence; however, it is unclear if they are markers of invasive infection. This work could possibly aid in developing preventative strategies.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Group A streptococcus</kwd>
<kwd>
<italic>Streptococcus pyogenes</italic>
</kwd>
<kwd>invasive disease</kwd>
<kwd>virulence factors</kwd>
<kwd>superantigens</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="15"/>
<word-count count="7802"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Molecular Bacterial Pathogenesis</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Group A streptococcus (GAS) is responsible for a range of disease, causing both superficial and invasive disease (<xref ref-type="bibr" rid="B80">Tapiainen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B25">Espadas-Maci&#xe1; et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B11">CDC, 2022</xref>). GAS invasive disease is characterized by the isolation of strains from normally sterile sites in the body, e.g., blood, cerebrospinal fluid, pleural fluid, joint fluid, pericardial fluid, or peritoneal fluid, or non-sterile sites such as wounds associated with necrotizing fasciitis (NF) and streptococcal toxic shock syndrome (STSS). Where GAS strains are isolated from patients with pharyngitis, impetigo, scarlet fever, and erysipelas, the disease is regarded as non-invasive/superficial. Since 2005, the global burden from invasive GAS diseases is reported to be approximately 517,000 deaths with figures disproportionately higher in developing countries as compared to those in developed countries (<xref ref-type="bibr" rid="B10">Carapetis et&#xa0;al., 2005</xref>).</p>
<p>GAS are genetically diverse, with various complements of virulence factors that engage a vast variety of host defenses (<xref ref-type="bibr" rid="B85">Walker et&#xa0;al., 2014</xref>). Among virulence factors associated with the pathogenesis of GAS, the M protein and streptococcal pyrogenic exotoxins (Spes) are the major ones (<xref ref-type="bibr" rid="B74">Shannon et&#xa0;al., 2019</xref>). In addition, GAS produces surface proteins, known as adhesins, including pilli (Spy0130, Spy0128, Cpa), fibronectin-binding proteins (PrtF1, PrtF2, SfbI, SfbII, SOF, Fbaa, and Fbab), collagen-like proteins (Scl1, Scl2), laminin-binding proteins (Lbp, Shr), and plasminogen-binding proteins (GAPDH, SEN), which have also been reported (<xref ref-type="bibr" rid="B85">Walker et&#xa0;al., 2014</xref>). GAS also produces numerous secreted factors, such as streptokinase (Ska), engaged in interactions with complements; streptolysin S (SLS), a promoter involved in fibrinolysis and neutrophil modulation; and hyaluronidase and cysteine proteinases, which are often considered to be virulence factors (<xref ref-type="bibr" rid="B85">Walker et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B2">Barnett et&#xa0;al., 2015</xref>).</p>
<p>The M protein is a key surface virulence factor encoded by the <italic>emm</italic> gene, which displays marked variability in the 5' hypervariable region and forms the basis for <italic>emm</italic> genotyping (<xref ref-type="bibr" rid="B19">DebRoy et&#xa0;al., 2018</xref>). To date, in excess of 250 different <italic>emm types</italic> have been reported (<xref ref-type="bibr" rid="B72">Sanderson-Smith et&#xa0;al., 2014</xref>). M protein is associated with several stages in GAS pathogenesis, namely, adhesion, internalization, evasion of the immune system, and tissue invasion. The contribution of the M protein to virulence is attributed to immune modulatory effects, mediated by the binding of host proteins such as immunoglobulins and fibrinogen, as well as providing antiphagocytic functions critical for GAS survival in tissues and bodily fluids (<xref ref-type="bibr" rid="B78">Smeesters et&#xa0;al., 2010</xref>). In an effort to predict the basic genetic features of GAS isolates, Sanderson-Smith et&#xa0;al. introduced a cluster-based classification for GAS (<xref ref-type="bibr" rid="B72">Sanderson-Smith et&#xa0;al., 2014</xref>). This system classifies <italic>emm types</italic> into clusters that have the same or similar sequences as well as host binding properties, allowing for previously characterized GAS <italic>emm types</italic> to be classified into 48 <italic>emm clusters</italic>, complementing the <italic>emm typing</italic> scheme, which may assist in improving studies associated with M protein function, epidemiological surveillance, GAS virulence determinants, and therapeutic developments such as vaccines (<xref ref-type="bibr" rid="B72">Sanderson-Smith et&#xa0;al., 2014</xref>).</p>
<p>Spes are secreted proteins displaying the traits of superantigens (SAgs), which putatively play a role in the pathogenesis of invasive infections. Superantigens or exotoxins have thus far been described as the most potent proteins involved in stimulating T-cell proliferation and differentiation. Superantigens have the ability to circumvent the usual antigen processing and presentation by cross-linking MHC class II molecules and the V<italic>&#x3b2;</italic> region of the antigen receptor on a subset of T lymphocytes (<xref ref-type="bibr" rid="B28">Fraser and Proft, 2008</xref>; <xref ref-type="bibr" rid="B91">Zeppa et&#xa0;al., 2017</xref>), leading to T-cell proliferation. This induces a huge secretion of inflammatory cytokines (<xref ref-type="bibr" rid="B36">Herman et&#xa0;al., 1991</xref>). Overproduction of these cytokines can lead to shock, tissue damage, and organ failure. There have been more than 40 bacterial superantigens reported in the literature, of which 12 distinct extracellular superantigens have been elucidated in GAS, which include Spes (A, C, G, H, I, J, K, L, M), streptococcal mitogenic exotoxins (<italic>smeZ</italic>) 1 and 2, and the streptococcal superantigen (<italic>ssa</italic>) (<xref ref-type="bibr" rid="B65">Proft and Fraser, 2003</xref>; <xref ref-type="bibr" rid="B15">Commons et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B7">Berman et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B67">Reglinski et&#xa0;al., 2019</xref>). Superantigens implicated in GAS virulence have been associated with diseases such as scarlet fever, STSS, and rheumatic fever (<xref ref-type="bibr" rid="B2">Barnett et&#xa0;al., 2015</xref>). <italic>Emm types</italic> have been reported to be associated with specific superantigens, and these associations vary in GAS populations collected from various geographical locations (<xref ref-type="bibr" rid="B15">Commons et&#xa0;al., 2008</xref>).</p>
<p>GAS cell surface proteins include various adhesins, which allows for bacterial&#x2013;host interactions, permitting GAS colonization to diverse tissues in the human body (<xref ref-type="bibr" rid="B85">Walker et&#xa0;al., 2014</xref>). GAS surface proteins use three known mechanisms to attach to the bacterial surface, namely, covalent binding to the peptidoglycan through a C-terminal LPxTG motif, which is recognized by sortase A (<xref ref-type="bibr" rid="B4">Barnett and Scott, 2002</xref>); covalent attachment to the cell membrane via N-terminal modifications with lipoproteins (<xref ref-type="bibr" rid="B60">Nobbs et&#xa0;al., 2009</xref>); and non-covalent binding to cell surface components (<xref ref-type="bibr" rid="B60">Nobbs et&#xa0;al., 2009</xref>). Secreted GAS virulence factors target numerous components of the immune response. The host immune response is avoided through several mechanisms, such as interference of the chemokine gradient via degradation, hindering of neutrophil migration, damaging of host cells through pore-forming toxins, degradation of neutrophil extracellular traps via DNases, cleavage of circulating host effector proteins, destruction of epithelial barriers and extracellular matrix proteins, degradation of macrophage proliferation and function, and evading of intracellular activities once inside the host (<xref ref-type="bibr" rid="B3">Barnett et&#xa0;al., 2022</xref>).</p>
<p>Given that there are currently no syntheses of existing studies, we sought to provide an evidence-based assessment, from published articles, of the key virulence factors associated with invasive GAS infection. We envisaged that the results of this study will serve to inform further research addressing the role of GAS virulence factors in both invasive and non-invasive GAS infections.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<p>This systematic review was prepared according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses protocols (<xref ref-type="bibr" rid="B51">Moher et&#xa0;al., 2009</xref>).</p>
<sec id="s2_1">
<title>Review question</title>
<p>This systematic review sought to identify the genomic elements associated with invasive GAS infection. Using the PEO (population, exposure, and outcome) mnemonic, where P refers to children or adults, E to GAS virulence factors, and outcome to invasive disease, the review question was, <italic>Are specific GAS virulence genes associated with invasive disease in patients with GAS-associated infection?</italic>
</p>
</sec>
<sec id="s2_2">
<title>Search strategy</title>
<p>To maximize sensitivity, a broad search strategy was designed. The main search included individual searches using Medical Subject Headings (MeSH). A combination of terms relating to &#x201c;invasive&#x201d;, &#x201c;virulence&#x201d;, and &#x201c;pathogenic&#x201d; were used (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>). The search was carried out, independently, by two reviewers among several databases including Medline (accessed via PubMed), Scopus, and Web of Science from the earliest published data to 19 July 2023. Search results were complemented with snowballing searches in Google Scholar, thesis databases, and conference proceedings and scanning the reference lists of the articles. The search strategy was modified to suit the vocabulary of individual database(s). The search was not restricted by language or date of publication.</p>
</sec>
<sec id="s2_3">
<title>Inclusion criteria</title>
<p>We included studies reporting sequencing of the genetic elements associated with invasive and non-invasive GAS infection across all age groups, ethnicities, and socioeconomic and educational backgrounds, globally. Invasive infection was broadly defined as recovery of GAS isolates from normally sterile sites with samples, including cerebrospinal fluid (CSF), blood, and synovial and pleural fluids. We considered published articles; all study designs were considered for inclusion. In addition, articles published in other languages with complete English abstracts were considered. Studies incorporating polymerase chain reaction (PCR)/whole-genome sequencing (WGS) were prioritized, given the superiority of these methods in producing molecular sequence data (<xref ref-type="bibr" rid="B14">Chochua et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B63">Plainvert et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s2_4">
<title>Exclusion criteria</title>
<p>We excluded opinion pieces, letters, narrative reviews, and any other publications lacking primary data and/or unambiguous method descriptions. Where publications utilized the same data, the most recent and complete versions were considered.</p>
</sec>
<sec id="s2_5">
<title>Data extraction and management</title>
<p>Search results from all aforementioned databases and reference search results were managed with the EndNote referencing software. A data extraction form was compiled, which included predefined criteria. Data extraction was conducted by KR and verified by a second reviewer (KE) and a third reviewer (TS).</p>
</sec>
<sec id="s2_6">
<title>Quality assessment</title>
<p>The internal and external validity and generalizability of the included study results were evaluated for risk of bias. An assessment of the risk of bias informed the evaluation of heterogeneity in the pooled analysis. A quality assessment tool for evaluating prevalence studies as suggested by Hoy and colleagues (and adapted by Salie et&#xa0;al.) was adapted for the purpose of this review; the revised version allows for a composite score to assist with a relative comparison between the studies, thereby reducing reviewers&#x2019; subjectivity (<xref ref-type="bibr" rid="B71">Salie et&#xa0;al., 2020</xref>). Briefly, Salie et&#xa0;al. added a quantitative scoring system to the risk of bias table, allocating four points for external validly score and six points for internal validity. Six domains were considered for this review. The scoring system tool classifies studies into different categories based on their overall scores: high risk if the score is 1&#x2013;2 points, moderate risk for 3&#x2013;4 points, and low risk if it falls within the range of 5&#x2013;6 points.</p>
</sec>
<sec id="s2_7">
<title>Statistical analysis</title>
<p>We conducted statistical analyses using Stata version 14.1 (Stata Corp., College Station, TX, USA) to determine the overall the effect size (odds ratio and 95%CI) of association between virulence factors and invasive GAS disease. Meta-analyses are presented by tables. Where a meta-analysis was not feasible, because data were either too heterogeneous or insufficient to allow for meaningful pooling, we compiled a narrative report of the results.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Study selection</title>
<p>The literature search identified 1,185 articles for consideration for inclusion from the respective electronic databases (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Following deduplication and handsearching, 695 articles were subjected to screening of titles and abstracts, of which 59 articles required full-text review. Finally, 32 articles met the inclusion criteria and were included in the review. A single restriction fragment length polymorphism (RFLP) study was excluded since this review only included sequence-based methods. A detailed list of the excluded studies is documented in <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Table S2</bold>
</xref> (available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Preferred Reporting Items for systematic reviews and meta-analyses (PRISMA) flow diagram.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1337861-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Study characteristics</title>
<p>The study characteristics of included studies are presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. The included articles comprised molecular studies, published between 1992 and 2022, reporting on the association of GAS infection with descriptions of genetic elements (invasive, n = 3,236; non-invasive, n = 5,218). The 32 articles reported in this systematic review comprised 33 datasets from 22 countries, namely, Poland (1 article), USA (2), Italy (3), Belgium (2), China (2), Germany (2), Norway (3), Sweden (2), Denmark (1), Australia (1), Bulgaria (1), Canada (1), France (1), Hong Kong (1), India (1), Ireland (1), Japan (1), Pakistan (1), Romania (1), Spain (1), Taiwan (1), and Tunisia (1); the remaining study comprised samples from 12 countries. Where invasive disease was not defined, we accepted the authors&#x2019; classification of invasiveness. Methods for detecting the virulence factors included PCR (n = 30) and WGS (n = 2).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Characteristics of the included studies.</p>
</caption>
<table frame="hsides">
<tbody>
<tr>
<td valign="top" align="left">
<bold>Study ID</bold>
</td>
<td valign="top" align="left">
<bold>Country</bold>
</td>
<td valign="top" align="left">
<bold>Method</bold>
</td>
<td valign="top" align="left">
<bold>Sample size</bold>
</td>
<td valign="top" align="left">
<bold>Age (years)*</bold>
</td>
<td valign="top" align="left">
<bold>Emm type</bold>
</td>
<td valign="top" align="left">
<bold>Definition of invasive GAS</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 5)<break/>Non-invasive (n = 116)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 2, 4, 5, 6, 9, 11, 12, 18, 28, 29, 44, 48, 75, 78, 82, 87, 89, 118</td>
<td valign="top" align="left">Isolates were from normally sterile fluids (blood and pleural fluid)</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B8">Bianco et&#xa0;al., 2006</xref>
</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 5)<break/>Non-invasive (n = 177)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">None</td>
<td valign="top" align="left">A few strains were isolated from subjects affected by invasive diseases (bacteremia, pneumonia, and toxic shock-like syndrome)</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B12">Chan et&#xa0;al., 2009</xref>*</td>
<td valign="top" align="left">Hong Kong</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 27)<break/>Non-invasive (n = 27)</td>
<td valign="top" align="left">53(4&#x2013;100)</td>
<td valign="top" align="left">1, 2, 3, 4, 9, 10, 11, 12, 22, 25, 28, 42, 49, 53, 54, 58, 63, 69, 70, 73, 75, 76, 77, 81, 82, 85, 86, 87, 88, 89, 90, 93, 94, 101, 104, 106, 112, 113, 118, 124, st9505, st2904, Stg485, STMRP6</td>
<td valign="top" align="left">Invasive and non-invasive isolates were defined as recovery from sites that are usually sterile or non-sterile, respectively</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B17">Coppens et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">Belgium</td>
<td valign="top" align="left">WGS</td>
<td valign="top" align="left">Invasive (n = 23)<break/>Non-invasive (n = 2)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Invasive GAS strains were randomly selected and obtained from blood and tissue [wounds/throat swabs obtained from patients with skin and soft-tissue infection (SSTI) body sites or were from an undefined origin]</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B18">Creti et&#xa0;al., 2005</xref>
</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 79)<break/>Non-invasive (n = 180)</td>
<td valign="top" align="left">47.1 &#xb1; 23.6</td>
<td valign="top" align="left">1, 2, 3, 4, 5, 6, 9, 11, 12, 14, 18, 22, 27, 28, 29, 44, 50, 53, 59, 68, 75, 78, 80, 85, 87, 89, 102, 108, 110, 114, 118</td>
<td valign="top" align="left">NS</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B23">Darenberg et&#xa0;al., 2007</xref>
</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Multiplex PCR</td>
<td valign="top" align="left">Invasive (n = 850)<break/>Non-invasive (n = 773)</td>
<td valign="top" align="left">68(0&#x2013;99)</td>
<td valign="top" align="left">1, 4, 12, 28, 77, 89, 81</td>
<td valign="top" align="left">Invasive disease was defined by isolation of GAS from blood samples or from samples obtained from other normally sterile sites</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B20">DelVecchio et&#xa0;al., 2002</xref>
</td>
<td valign="top" align="left">Australia</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 63)<break/>Non-invasive (n = 51)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">None</td>
<td valign="top" align="left">Patients with invasive cases of disease (necrotizing fasciitis, toxic shock syndrome, cellulitis, bacteremia)</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Descheemaeker et&#xa0;al., 2000</xref>
</td>
<td valign="top" align="left">Belgium</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 72)<break/>Non-invasive (n = 428)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 3, 4, 6, 9, 11, 12</td>
<td valign="top" align="left">GAS isolates from sterile sites (blood, sterile body fluids, abscesses, or tissue) of patients with invasive infections</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B23">Ekelund et&#xa0;al., 2005</xref>*</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 200)<break/>Non-invasive (n = 352)</td>
<td valign="top" align="left">(0.4&#x2013;97.4)</td>
<td valign="top" align="left">1, 2, 3, 4, 5, 6, 9, 11, 12, 22, 28, 29, 43, 49, 58, 70, 73, 75, 76, 77, 78, 87, 88, 89, 94, 102, 105, 109, 110, 27G, st1389, st3757</td>
<td valign="top" align="left">Invasive GAS isolates obtained from normally sterile sites (blood, CSF, synovial fluid, pleural fluid, sterile aspirates, or tissue obtained during surgery or autopsy)</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B33">Goli&#x144;ska et&#xa0;al., 2016</xref>
</td>
<td valign="top" align="left">Poland</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 30)<break/>Non-invasive (n = 37)</td>
<td valign="top" align="left">(18&#x2013;50)</td>
<td valign="top" align="left">1, 2, 3, 4, 12, 28, 75, 77, 89</td>
<td valign="top" align="left">12 <italic>S. pyogenes</italic> strains originated from tissues of women with puerperal fever, and 18 strains were isolated from blood of patients with sepsis</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B34">Haukness et&#xa0;al., 2002</xref>
</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 17)<break/>Non-invasive (n = 63)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 2, 3, 4, 5, 6, 12, 18, 22, 28, 59, 75, 77, 89</td>
<td valign="top" align="left">Invasive GAS isolates cultured from normally sterile sites of pediatric patients</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B37">Hraoui et&#xa0;al., 2011</xref>
</td>
<td valign="top" align="left">Tunisia</td>
<td valign="top" align="left">Multiplex PCR</td>
<td valign="top" align="left">Invasive (n = 50)<break/>Non-invasive (n = 52)</td>
<td valign="top" align="left">(2&#x2013;93)</td>
<td valign="top" align="left">1, 2, 3, 4, 6, 11, 12, 17, 18, 22, 26, 28, 33, 42, 43, 48, 59, 60, 63, 66, 67, 75, 76, 77, 81, 85, 87, 89, 92, 94, 102, 104, 106, 118, st1389, st2861UK, st3757, st432</td>
<td valign="top" align="left">Invasive infection was defined as the isolation of GAS from sites that are usually sterile, including blood and cerebrospinal, peritoneal, pleural, and joint fluids, and deep tissue abscesses, or from a superficial site in association with STSS or NF</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B38">Hsueh, 1998</xref>
</td>
<td valign="top" align="left">Taiwan</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 44)<break/>Non-invasive (n = 28)</td>
<td valign="top" align="left">(2&#x2013;90)</td>
<td valign="top" align="left">1, 6, 12</td>
<td valign="top" align="left">Isolates from normally sterile sites were considered invasive</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B41">Jing et&#xa0;al., 2006</xref>
</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 10)<break/>Non-invasive (n = 76)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 12, 8, 18, 80, 28, 101, 4, 66, 77, 94, 3, 6, 23, 44, 63, 64, 75, 85, 86, 88</td>
<td valign="top" align="left">Invasive isolates were exclusively from blood</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B42">Khan et&#xa0;al., 2020</xref>
</td>
<td valign="top" align="left">Pakistan</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 41)<break/>Non-invasive (n = 33)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 4, 28, 39, 42, 55, 58, 63, 65, 68, 75, 77, 88, 93, 104, 106</td>
<td valign="top" align="left">
<italic>S. pyogenes</italic> strains were procured isolated from various clinical specimens like pus, blood, wounds, tissues, body fluids, and synovial fluid</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>
</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 22)<break/>Non-invasive (n = 101)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 3, 4, 12, 28, 82, 87, 89</td>
<td valign="top" align="left">Invasive disease was defined by isolation of GAS, GCS, or GGS from a normally sterile site, or from a non-sterile site in combination with STSS or NF</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>
</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">WGS</td>
<td valign="top" align="left">Invasive (n = 236)<break/>Non-invasive (n = 417)</td>
<td valign="top" align="left">(0.4&#x2013;99)</td>
<td valign="top" align="left">1, 2, 3, 4, 6, 8, 9, 11, 12, 22, 28, 49, 59, 60, 68, 74, 75, 76, 77, 81, 82, 83, 87, 89, 92, 95, 118, 169</td>
<td valign="top" align="left">An iGAS disease case was defined as illness with isolation of GAS from a normally sterile site or from a wound culture accompanied by necrotizing fasciitis or STSS in a resident of the surveillance area</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B45">Lintges et&#xa0;al., 2010</xref>
</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">Multiplex PCR</td>
<td valign="top" align="left">Invasive (n = 97)<break/>Non-invasive (n = 194)</td>
<td valign="top" align="left">(0&#x2013;88)</td>
<td valign="top" align="left">1, 77, 28, 4, 12, 18, 75, 2, 3, 6, 49, 78, 22, 83, 95, 11, 81, 85, 94, 102, 44/61, 5, 9, 33, 58, 59, 7582, 89, 103, 108, 118, 29, 50, 66, 90, st3757, stns554, st1731</td>
<td valign="top" align="left">Patients with invasive infections (blood samples and cerebrospinal fluid sample)</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>
</td>
<td valign="top" align="left">Romania</td>
<td valign="top" align="left">Multiplex PCR</td>
<td valign="top" align="left">Invasive (n = 47)<break/>Non-invasive (n = 92)</td>
<td valign="top" align="left">(0&#x2013;83)</td>
<td valign="top" align="left">1, 2, 3, 4, 5, 6, 8, 9, 12, 22, 23, 25, 28, 33, 44/61, 49, 50/62, 64, 65/69, 74, 75, 76, 77, 78, 81, 84, 87, 91, 92, 95, 100, 102, 106, 119</td>
<td valign="top" align="left">Invasive cases were defined by the isolation of GAS from normally sterile sites (blood, CSF, pleurae, peritoneal or joint fluid, or deep tissue), or from a superficial site, in association with NF or STSS</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>
</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 54)<break/>Non-invasive (n = 37)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 2, 3, 4, 6, 8, 12, 14, 19, 22, 28, 36, 41, 44, 49, 58, 66, 68, 73, 75, 81, 82, 84, 85, 89, 91, 93, 100</td>
<td valign="top" align="left">The isolates were collected from patients with invasive infections: STSS, sepsis, and erysipelas</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B49">Meehan et&#xa0;al., 2018</xref>
</td>
<td valign="top" align="left">Ireland</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 442)<break/>Non-invasive (n = 492)</td>
<td valign="top" align="left">43(15&#x2013;69)</td>
<td valign="top" align="left">1, 2, 3, 4, 5, 6, 9, 11, 12, 22, 28, 75, 76, 77, 81, 87, 89, 90</td>
<td valign="top" align="left">iGAS cases were based on national case definitions</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>
</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 24)<break/>Non-invasive (n = 24)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 3, 4, 6, 12, 18, 28, 77</td>
<td valign="top" align="left">Invasive isolates consisting of NF and STSS</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B54">Muhtarova et&#xa0;al., 2017</xref>
</td>
<td valign="top" align="left">Bulgaria</td>
<td valign="top" align="left">Multiplex PCR</td>
<td valign="top" align="left">Invasive (n = 35)<break/>Non-invasive (n = 203)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">None</td>
<td valign="top" align="left">Invasive isolates: punctures from peritonsillar abscesses, middle ears and sinuses, wounds, blood culture, and cerebrospinal fluid</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B55">Murakami et&#xa0;al., 2002</xref>
</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 17)<break/>Non-invasive (n = 299)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 2, 3, 4, 6, 11, 12, 13, 18, 28, 58, 75, 87, 89</td>
<td valign="top" align="left">Invasive isolates were obtained from blood or an unknown location</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B57">Mylvaganam et&#xa0;al., 2000</xref>
</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 22)<break/>Non-invasive (n = 20)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 3, 6, 22, 28, 75, 78</td>
<td valign="top" align="left">Invasive isolates were from necrotizing fasciitis, streptococcal toxic shock syndrome, and septicemic patients without necrotizing fasciitis</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B58">Nandi et&#xa0;al., 2002</xref>
</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 8)<break/>Non-invasive (n = 52)</td>
<td valign="top" align="left">(5&#x2013;15)</td>
<td valign="top" align="left">None</td>
<td valign="top" align="left">NS</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B64">Plainvert et&#xa0;al., 2014</xref>
</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 435)<break/>Non-invasive (n = 138)</td>
<td valign="top" align="left">(0&#x2013;97)</td>
<td valign="top" align="left">1, 2, 3, 4, 5, 6, 8, 9, 11, 12, 18, 22, 24, 25, 27, 28, 29, 30, 32, 33, 41, 42, 43, 44, 48, 49, 50, 53, 55, 58, 59, 60, 63, 64, 65, 66, 68, 69, 71, 73, 74, 75, 76, 77, 78, 81, 82, 83, 85, 87, 88, 89, 90, 92, 93, 94, 100, 101, 102, 103, 104, 106, 108, 110, 112, 113, 116, 117, 118, 122, 124, 142, 147, 158, 168, 172, 174, 176, 179, 180, 182, 183, 187, 192, 217, 230, stG1750</td>
<td valign="top" align="left">GAS invasive infection was defined as the isolation of bacteria from a usually sterile site (e.g., blood, cerebrospinal fluid, bone, or joint fluid) or from samples obtained from a non-sterile site in combination with the clinical signs of NF or STSS</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>
</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 27)<break/>Non-invasive (n = 99)</td>
<td valign="top" align="left">(0&#x2013;91)</td>
<td valign="top" align="left">1, 2, 3, 4, 6, 9, 11, 12, 18, 22, 25, 28, 29, 43, 44, 49, 50, 58, 59, 63, 64, 70, 75, 77, 81, 83, 87, 89, st11014</td>
<td valign="top" align="left">Invasive infection was defined as the recovery of GAS from sites that are usually sterile, including blood and cerebrospinal, peritoneal, pleural, and joint fluids; deep tissue abscesses; and a superficial site in clinical association with STSS or NF</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>
<sup>*</sup>
</td>
<td valign="top" align="left">12 European countries</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 153)<break/>Non-invasive (n = 25)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 3, 12, 28</td>
<td valign="top" align="left">Among the 202 SENTRY isolates, 149 were blood-culture isolates, 31 were wound isolates, and 22 were pharynx isolates</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>
</td>
<td valign="top" align="left">Poland and Germany</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 48)<break/>Non-invasive (n = 205)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">1, 2, 3, 4, 6, 11, 12, 27G, 28, 32, 44, 58, 66, 73, 75, 77, 78, 81, 89, 108, 122, 159, 123</td>
<td valign="top" align="left">Strains were isolated from wounds and deep skin infections</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B81">Tyler et&#xa0;al., 1992</xref>
</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 21)<break/>Non-invasive (n = 114)</td>
<td valign="top" align="left">NS</td>
<td valign="top" align="left">None</td>
<td valign="top" align="left">NS</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>
</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">PCR</td>
<td valign="top" align="left">Invasive (n = 32)<break/>Non-invasive (n = 310)</td>
<td valign="top" align="left">&lt;18</td>
<td valign="top" align="left">1, 2, 3.1, 4, 6, 12, 22, 28, 75</td>
<td valign="top" align="left">The strains were isolated from blood</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Ekelund et&#xa0;al. reported on 200 iGAS out of 201.</p>
</fn>
<fn>
<p>
<sup>*</sup>Schmitz et&#xa0;al. reported on 153 iGAS out of 239 and 25 non-iGAS out of 53.</p>
</fn>
<fn>
<p>NS, not stated. *Chan et&#xa0;al. used a random subset of the original 285 GAS isolates. **Age reported as per the publication. Brackets denote min&#x2013;max range.</p>
</fn>
<fn>
<p>*Luca-Harari et&#xa0;al. reported on 47 iGAS and 92 non-iGAS, as seen in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> of the article.</p>
</fn>
<fn>
<p>*Meehan et&#xa0;al. reported on 442 iGAS out of 473 and 492 non-iGAS out of 517.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Assessment of risk of bias of the included studies</title>
<p>The risk of bias (ROB) was assessed using the Hoy criteria as modified by <xref ref-type="bibr" rid="B71">Salie et&#xa0;al. (2020)</xref>. The risk of bias was rated as low and moderate in 23 and 9 studies, respectively. Clinical phenotypes were clearly defined in the majority of studies. Considering the six domains relating to our review, most studies were assessed as having a moderate to low risk of bias (<xref ref-type="supplementary-material" rid="SM3"><bold>Supplementary Table S3</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>), and one study lacked clarity for assessing the risk of bias (<xref ref-type="bibr" rid="B54">Muhtarova et&#xa0;al., 2017</xref>). The sampling frame for all, but one study (<xref ref-type="bibr" rid="B33">Goli&#x144;ska et&#xa0;al., 2016</xref>), was a true or close representation of the target population. The data collected from all included studies were directly from participants rather than through a proxy, verifying the reliability of the sample collected. The participants of the included studies were clearly described, providing adequate control definition. Both the study instrument used to measure the parameter of interest and the mode of data collection used were well described.</p>
</sec>
<sec id="s3_4">
<title>Emm types
</title>
<p>
<italic>Emm types</italic> (n = 119) were provided in 27 studies. For interest, we list the emm types documented according to type of infection. A total of 25 studies provided data on the <italic>emm types</italic> in invasive and non-invasive isolates. The most prevalent <italic>emm types</italic> (n = 22) are presented in <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure&#xa0;S1</bold>
</xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>; <italic>emm1</italic> and <italic>emm12</italic> were found in 25 and 22 studies, respectively. A total of 12 <italic>emm types</italic> (<italic>emm1</italic>, <italic>emm3</italic>, <italic>emm11</italic>, <italic>emm27</italic>, <italic>emm49</italic>, <italic>emm76</italic>, <italic>emm81</italic>, <italic>emm82</italic>, <italic>emm83</italic>, <italic>emm89</italic>, <italic>emm90</italic>, and <italic>emm92</italic>) were significantly associated with invasive GAS infection, while 6 <italic>emm types</italic> (<italic>emm2</italic>, <italic>emm4</italic>, <italic>emm6</italic>, <italic>emm12</italic>, <italic>emm77</italic>, and <italic>emm104</italic>) were inversely associated with invasive GAS infection (<xref ref-type="supplementary-material" rid="SM4"><bold>Supplementary Table S4</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>).</p>
</sec>
<sec id="s3_5">
<title>Virulence factors</title>
<p>A total of 32 studies (n = 8,454 isolates) were amenable to meta-analysis. We found 45 different virulence elements among the studies (<xref ref-type="supplementary-material" rid="SM5"><bold>Supplementary Table S5</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>). When pooling the data from high-quality studies (any method), the only two genes with a significant associations with invasive disease were <italic>speM</italic> [8 studies, n = 1,758; OR, 1.64 (95%CI, 1.06; 2.52), I<sup>2 =</sup> 24.7] and <italic>prtf1</italic> [3 studies, n = 424; OR, 0.42 (95%CI, 0.20; 0.87), I<sup>2 =</sup> 0%], of which only <italic>ptrf1</italic> had a significant association when analyzed with data coming from only one method (PCR) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The other two genes with significant association with invasive GAS (iGAS) using data obtained with the PCR method, <italic>speA</italic> [20 studies, n = 3,571; OR, 1.59 (95%CI, 1.10; 2.30), I<sup>2 =</sup> 64.4%] and <italic>speK</italic> [4 studies, n = 840; OR, 2.95 (95%CI, 1.81; 4.80), I<sup>2 =</sup> 0%], were found to be inversely associated with iGAS in the WGS study. Moreover, most of the genes identified by the WGS method came from a single study (<xref ref-type="supplementary-material" rid="SM6"><bold>Supplementary Table S6</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Meta-analyses of the association of virulence factors and invasive infection (low ROB).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Virulence factor</th>
<th valign="top" align="center">No. of studies</th>
<th valign="top" align="center">Method</th>
<th valign="top" align="center">No. of iGAS</th>
<th valign="top" align="center">No. of non-iGAS</th>
<th valign="top" align="center">Pooled OR</th>
<th valign="top" align="center">95%CI</th>
<th valign="top" align="center">Heterogeneity (I<sup>2</sup>) %</th>
<th valign="top" align="center">Studies used (reference no.)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>speA</italic>
</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center"/>
<td valign="top" align="center">442/1,184</td>
<td valign="top" align="center">878/3,038</td>
<td valign="top" align="center">1.48</td>
<td valign="top" align="center">0.99;2.20</td>
<td valign="top" align="center">73.8</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B81">Tyler et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B38">Hsueh et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B21">Descheemaeker et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B57">Mylvaganam et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B20">DelVecchio et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B34">Haukness et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B55">Murakami et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B23">Ekelund et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B8">Bianco et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B12">Chan et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B37">Hraoui et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speB</italic>
</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center"/>
<td valign="top" align="center">268/280</td>
<td valign="top" align="center">583/632</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.11;3.26</td>
<td valign="top" align="center">57.4</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speC</italic>
</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center"/>
<td valign="top" align="center">606/1,159</td>
<td valign="top" align="center">1,781/2,841</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.63;1.27</td>
<td valign="top" align="center">71.5</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B81">Tyler et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B38">Hsueh et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B21">Descheemaeker et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B20">DelVecchio et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B34">Haukness et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B55">Murakami et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B23">Ekelund et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B12">Chan et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B37">Hraoui et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speF</italic>
</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center"/>
<td valign="top" align="center">236/256</td>
<td valign="top" align="center">373/390</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">0.42;2.22</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B38">Hsueh et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B12">Chan et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speG</italic>
</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center"/>
<td valign="top" align="center">517/559</td>
<td valign="top" align="center">1,189/1,480</td>
<td valign="top" align="center">1.80</td>
<td valign="top" align="center">1.69;4.71</td>
<td valign="top" align="center">78.7</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B55">Murakami et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speH</italic>
</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center"/>
<td valign="top" align="center">163/865</td>
<td valign="top" align="center">607/2,078</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.60;1.01</td>
<td valign="top" align="center">17.4</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B55">Murakami et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B23">Ekelund et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speI</italic>
</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center"/>
<td valign="top" align="center">87/648</td>
<td valign="top" align="center">364/1,662</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.65;1.13</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B23">Ekelund et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speJ</italic>
</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center"/>
<td valign="top" align="center">241/619</td>
<td valign="top" align="center">369/1,220</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">0.65;1.44</td>
<td valign="top" align="center">49</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B17">Coppens et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speK</italic>
</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center"/>
<td valign="top" align="center">51/366</td>
<td valign="top" align="center">181/1,152</td>
<td valign="top" align="center">1.55</td>
<td valign="top" align="center">0.43;5.66</td>
<td valign="top" align="center">89.6</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B17">Coppens et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speL</italic>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center"/>
<td valign="top" align="center">28/394</td>
<td valign="top" align="center">89/1,273</td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">0.92;2.41</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>speM</italic>
</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center"/>
<td valign="top" align="center">63/448</td>
<td valign="top" align="center">133/1,310</td>
<td valign="top" align="center">
<bold>1.64</bold>
</td>
<td valign="top" align="center">1.06;2.52</td>
<td valign="top" align="center">24.7</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>ssa</italic>
</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center"/>
<td valign="top" align="center">241/1,014</td>
<td valign="top" align="center">928/2,585</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center">0.61;1.83</td>
<td valign="top" align="center">81.3</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B21">Descheemaeker et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B55">Murakami et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B23">Ekelund et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B12">Chan et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B37">Hraoui et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B50">Michaelsen et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>smeZ</italic>
</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center"/>
<td valign="top" align="center">446/651</td>
<td valign="top" align="center">1,071/1,430</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">0.48;2.17</td>
<td valign="top" align="center">80</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B73">Schmitz et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B69">Rivera et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Maripuu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B12">Chan et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B43">Kittang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B79">Strus et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>prtf1</italic>
</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center"/>
<td valign="top" align="center">29/55</td>
<td valign="top" align="center">200/369</td>
<td valign="top" align="center">
<bold>0.42</bold>
</td>
<td valign="top" align="center">0.20;0.87</td>
<td valign="top" align="center">0</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B8">Bianco et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B47">Luca-Harari et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B5">Bencardino et&#xa0;al., 2019</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>pnga3</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center">74/236</td>
<td valign="top" align="center">265/417</td>
<td valign="top" align="center">
<bold>0.26</bold>
</td>
<td valign="top" align="center">0.19;0.37</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>sda1</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center">36/236</td>
<td valign="top" align="center">94/417</td>
<td valign="top" align="center">
<bold>0.62</bold>
</td>
<td valign="top" align="center">0.41;0.94</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>sic</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center">24/236</td>
<td valign="top" align="center">89/417</td>
<td valign="top" align="center">
<bold>0.42</bold>
</td>
<td valign="top" align="center">0.26;0.68</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>NADase 330G</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center">173/236</td>
<td valign="top" align="center">371/417</td>
<td valign="top" align="center">
<bold>0.34</bold>
</td>
<td valign="top" align="center">0.22;0.52</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>hasA</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center">163/236</td>
<td valign="top" align="center">225/417</td>
<td valign="top" align="center">
<bold>1.91</bold>
</td>
<td valign="top" align="center">1.36;2.67</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>iGAS, invasive GAS infections; non-iGAS, non-invasive GAS infections; OR, odds ratio; CI, confidence interval; <bold>bold typeface</bold>, significant association.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>As a subgroup, WGS-based studies rated as having a low risk of bias demonstrated significant associations of <italic>hasA</italic> [1 study, n = 653; OR, 1.91 (95%CI, 1.36; 2.67)] and <italic>speG</italic> [1 study, n = 653; OR, 2.83 (95%CI, 1.63; 4.92)] with iGAS infection. In contrast, significant inverse associations were observed for <italic>speA</italic> [1 study, n = 653; OR, 0.44 (95%CI, 0.27; 0.73)], <italic>speK</italic> [2 studies, n = 678; OR, 0.26 (95%CI, 0.15; 0.45)], <italic>ssa</italic> [1 study, n = 653; OR, 0.15 (95%CI, 0.08; 0.26)], <italic>smeZ</italic> [1 study, n = 653; OR, 0.42 (95%CI, 0.29; 0.61)], <italic>NaDase 330G</italic> [1 study, n = 653; OR, 0.34 (95%CI, 0.22; 0.52)], <italic>sic</italic> [1 study, n = 653; OR, 0.42 (95%CI, 0.26; 0.68)], <italic>sda1</italic> [1 study, n = 653; OR, 0.62 (95%CI, 0.41; 0.94)], and <italic>pnga3</italic> [1 study, n = 653; OR, 0.26 (95%CI, 0.19; 0.37)] with invasive GAS infections (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). No heterogeneity was observed in the studies comprising the meta-analysis.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Study data used in meta-analyses of virulence factors and invasive infection (lab method: WGS, low ROB).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Virulence factor</th>
<th valign="top" align="center">No. of studies</th>
<th valign="top" align="center">No. of iGAS</th>
<th valign="top" align="center">No. of non-iGAS</th>
<th valign="top" align="center">Pooled OR</th>
<th valign="top" align="center">95%CI</th>
<th valign="top" align="center">Heterogeneity (I<sup>2</sup>) %</th>
<th valign="top" align="center">Studies used (reference no.)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">
<italic>speA</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">22/236</td>
<td valign="top" align="center">79/417</td>
<td valign="top" align="center">
<bold>0.44</bold>
</td>
<td valign="top" align="center">0.27;0.73</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speC</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">169/236</td>
<td valign="top" align="center">302/417</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">0.67;1.37</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speG</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">219/236</td>
<td valign="top" align="center">342/417</td>
<td valign="top" align="center">
<bold>2.83</bold>
</td>
<td valign="top" align="center">1.63;4.92</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speH</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">36/236</td>
<td valign="top" align="center">78/417</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.51;1.21</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speI</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">35/236</td>
<td valign="top" align="center">72/417</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.54;1.30</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speJ</italic>
</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">85/259</td>
<td valign="top" align="center">95/419</td>
<td valign="top" align="center">1.28</td>
<td valign="top" align="center">0.89;1.85</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B17">Coppens et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speK</italic>
</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">20/259</td>
<td valign="top" align="center">98/419</td>
<td valign="top" align="center">
<bold>0.26</bold>
</td>
<td valign="top" align="center">0.15;0.45</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B17">Coppens et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speL</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">18/236</td>
<td valign="top" align="center">17/417</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">0.98;3.85</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>speM</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">18/236</td>
<td valign="top" align="center">17/417</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">0.98;3.85</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>ssa</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">15/236</td>
<td valign="top" align="center">132/417</td>
<td valign="top" align="center">
<bold>0.15</bold>
</td>
<td valign="top" align="center">0.08;0.26</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>smeZ</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">162/236</td>
<td valign="top" align="center">350/417</td>
<td valign="top" align="center">
<bold>0.42</bold>
</td>
<td valign="top" align="center">0.29;0.61</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>NaDase 330G</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">173/236</td>
<td valign="top" align="center">371/417</td>
<td valign="top" align="center">
<bold>0.34</bold>
</td>
<td valign="top" align="center">0.22;0.52</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>hasA</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">163/236</td>
<td valign="top" align="center">225/417</td>
<td valign="top" align="center">
<bold>1.91</bold>
</td>
<td valign="top" align="center">1.36;2.67</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>sic</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">24/236</td>
<td valign="top" align="center">89/417</td>
<td valign="top" align="center">
<bold>0.42</bold>
</td>
<td valign="top" align="center">0.26;0.68</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>sda1</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">36/236</td>
<td valign="top" align="center">94/417</td>
<td valign="top" align="center">
<bold>0.62</bold>
</td>
<td valign="top" align="center">0.41;0.94</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>pnga3</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">74/236</td>
<td valign="top" align="center">265/417</td>
<td valign="top" align="center">
<bold>0.26</bold>
</td>
<td valign="top" align="center">0.19;0.37</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">(<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>iGAS, invasive GAS infections; non-iGAS, non-invasive GAS infections; OR, odds ratio; CI, confidence interval; <bold>bold typeface</bold>, significant association</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Where reported, <italic>emm types</italic> (2,797 isolates) associated with invasive infection represented 27 different <italic>emm clusters</italic> (out of a possible 48) (<xref ref-type="supplementary-material" rid="SM7"><bold>Supplementary Table S7</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>) (<xref ref-type="bibr" rid="B72">Sanderson-Smith et&#xa0;al., 2014</xref>). Of these, six <italic>emm clusters</italic> were significantly associated with invasive GAS infection: AC3 [<italic>emm1</italic>; n = 25 studies; OR, 1.63 (95%CI, 1.44; 1.84], AC5 [<italic>emm3</italic>; n = 21 studies; OR, 2.15 (95%CI, 1.75; 2.64)], and E3 [<italic>emm9</italic>, <italic>emm25</italic>, <italic>emm44</italic>, <italic>emm49</italic>, <italic>emm58</italic>, <italic>emm82</italic>, <italic>emm87</italic>, <italic>emm103</italic>, <italic>emm113</italic>, <italic>emm118</italic>, <italic>emm180</italic>, <italic>emm183</italic>, and <italic>emm219</italic>; n = 16 studies; OR, 1.38 (95%CI, 1.13; 1.68)]. Clusters AC4 [<italic>emm12</italic>, <italic>emm39</italic>; n = 23 studies; OR, 0.40 (95%CI, 0.35; 0.47)], E1 [<italic>emm4</italic>, <italic>emm60</italic>, <italic>emm78</italic>, <italic>emm165</italic>, <italic>emm176</italic>; n = 22 studies; OR, 0.53 (95%CI, 0.45; 0.63)], and M6 [<italic>emm6</italic>; n = OR, 0.59 (95%CI, 0.45; 0.79)] were inversely associated with invasive GAS infection (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>List of <italic>emm clusters</italic> significantly associated with invasive GAS infection.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">emm cluster</th>
<th valign="top" align="left">emm type</th>
<th valign="top" align="center">Number of studies</th>
<th valign="top" align="center">Total number of isolates</th>
<th valign="top" align="center">Odds of association</th>
<th valign="top" align="center">95% confidence interval</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AC3</td>
<td valign="top" align="left">
<italic>emm1</italic>
</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">7,853</td>
<td valign="top" align="center">1.63</td>
<td valign="top" align="center">1.44;1.84</td>
</tr>
<tr>
<td valign="top" align="left">AC4</td>
<td valign="top" align="left">
<italic>emm12</italic>, <italic>emm39</italic>
</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">7,786</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">0.35;0.47</td>
</tr>
<tr>
<td valign="top" align="left">AC5</td>
<td valign="top" align="left">
<italic>emm3</italic>
</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">6,064</td>
<td valign="top" align="center">2.15</td>
<td valign="top" align="center">1.75;2.64</td>
</tr>
<tr>
<td valign="top" align="left">E1</td>
<td valign="top" align="left">
<italic>emm4</italic>, <italic>emm60</italic>, <italic>emm78</italic>, <italic>emm165</italic>, <italic>emm176</italic>
</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">10,855</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.45;0.63</td>
</tr>
<tr>
<td valign="top" align="left">E3</td>
<td valign="top" align="left">
<italic>emm9</italic>, <italic>emm25</italic>, <italic>emm44</italic>, <italic>emm49</italic>, <italic>emm58</italic>, <italic>emm82</italic>, <italic>emm87</italic>, <italic>emm103</italic>, <italic>emm113</italic>, <italic>emm118</italic>, <italic>emm180</italic>, <italic>emm183</italic>, <italic>emm219</italic>
</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">22,965</td>
<td valign="top" align="center">1.38</td>
<td valign="top" align="center">1.13;1.68</td>
</tr>
<tr>
<td valign="top" align="left">M6</td>
<td valign="top" align="left">
<italic>emm6</italic>
</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">5,399</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.45;0.79</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>More than 97% of the cluster-associated isolates belonged to 11 <italic>emm clusters</italic> (in decreasing order of frequency: E4, AC3, E6, E3, E1, AC4, AC5, E2, M6, D4, M5) (<xref ref-type="supplementary-material" rid="SM7"><bold>Supplementary Table S7</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>). A total of 20 clusters (n = 4,099 isolates) were documented among the isolates associated with the significant virulence factors (<italic>speA</italic>, <italic>speG</italic>, <italic>speK</italic>, <italic>speM</italic>, <italic>ssa</italic>, <italic>smeZ</italic>) (<xref ref-type="supplementary-material" rid="SM8"><bold>Supplementary Table S8</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>). Five clusters (AC4, E2, E3, E4, E6) were frequently seen with <italic>speG</italic> and <italic>smeZ</italic>; cluster E1 with <italic>ssa</italic> and <italic>smeZ</italic>; cluster AC3 with <italic>speA</italic>, <italic>speG</italic>, and <italic>smeZ</italic>; and cluster AC5 with <italic>speA</italic>, <italic>speG</italic>, <italic>ssa</italic>, and <italic>smeZ</italic>. Clusters D4 and M6 were frequently seen with <italic>smeZ</italic>, and cluster M18 with <italic>speA</italic> (<xref ref-type="supplementary-material" rid="SM9"><bold>Supplementary Table S9</bold></xref>&#x2014;available at <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25375/uct.23708346">https://doi.org/10.25375/uct.23708346</ext-link>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This review comprising a global investigation of virulence factors in invasive and non-invasive GAS infection provides reliable evidence for the association of GAS genetic elements with invasive disease. We identified 45 GAS putative virulence factors across 32 studies in our systematic review. Meta-analysis of high-quality studies identified a significant association, correlating positively and inversely, between genes and invasive disease. Below is the synthesis of virulence factors determined to be significantly associated with invasive disease as assembled through our review.</p>
<p>Among the chromosomally encoded superantigens, a lack of association between <italic>smeZ</italic> and invasive GAS disease was observed in this review, which is in agreement with an earlier study (<xref ref-type="bibr" rid="B70">Rogers et&#xa0;al., 2007</xref>). In this review, a significant association of <italic>speG</italic> and invasive GAS disease was seen. <italic>SpeG</italic> has been implicated in modulating host inflammatory responses and inhibiting complement activation (<xref ref-type="bibr" rid="B30">Fri&#xe3;es et&#xa0;al., 2012</xref>). However, when considering WGS studies only, no associations were seen between <italic>speG</italic> and invasive disease, correlating with reports elsewhere (<xref ref-type="bibr" rid="B65">Proft and Fraser, 2003</xref>; <xref ref-type="bibr" rid="B66">Proft et&#xa0;al., 2003</xref>). Furthermore, <italic>speG</italic> has been reported in both invasive and non-invasive GAS, suggesting that virulence may, instead, be mediated by other elements in invasive GAS disease.</p>
<p>
<italic>SpeA</italic>, <italic>speK</italic>, and <italic>speM</italic> are phage-encoded superantigens, mainly acquired via horizontal gene transfer; their differences result from the loss or acquisition of prophages. <italic>SpeA</italic> has been shown to promote bacterial adhesion and may play a role in invasion and dissemination of the bacterium. Most of the strains associated with severe streptococcal infections have been shown to produce the SpeA toxin (<xref ref-type="bibr" rid="B88">Yu and Ferretti, 1989</xref>; <xref ref-type="bibr" rid="B35">Hauser et&#xa0;al., 1991</xref>). In this review, we found that <italic>speA</italic> was associated with invasive GAS infection among PCR-based studies, which is commensurate with reports elsewhere (<xref ref-type="bibr" rid="B35">Hauser et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B56">Musser et&#xa0;al., 1991</xref>). However, when referring to the WGS studies, we also observed a significant inverse association of <italic>speA</italic> with invasive GAS infection. <italic>SpeK</italic> is a pseudogene characterized by an incomplete open reading frame (ORF) (<xref ref-type="bibr" rid="B27">Ferretti et&#xa0;al., 2001</xref>). Individuals infected with the M3 GAS strain MGAS315, containing phage genes, exhibited antibodies against <italic>speK</italic>, suggesting that this protein is produced <italic>in vivo</italic> (<xref ref-type="bibr" rid="B6">Beres et&#xa0;al., 2002</xref>). Our findings showed that <italic>speK</italic> had a significant association with invasive GAS among PCR-based studies. However, in WGS studies only, we observed a significant inverse association of <italic>speK</italic> with invasive GAS infection, contrasting with the PCR-based results. Our findings revealed that <italic>speM</italic> was significantly associated with invasive GAS infection.</p>
<p>Streptococcal superantigen (<italic>ssa</italic>) has been described in M3-related toxic shock syndrome isolates (<xref ref-type="bibr" rid="B52">Mollick et&#xa0;al., 1993</xref>), suggesting it to be a potential GAS virulence factor. In this review, we observed a significant inverse association with <italic>ssa</italic> and invasive GAS infection. <italic>Sda1</italic> encodes for an extracellular nuclease that displays a strong sequence non-specific nuclease activity on DNA substrates and is thought to play a role in evasion of the host&#x2019;s innate immune response by degradation of the DNA component of neutrophil extracellular traps (NETs) and macrophage extracellular traps (<xref ref-type="bibr" rid="B82">Uchiyama et&#xa0;al., 2012</xref>). Although earlier studies using a murine model indicated the significance of <italic>sda1</italic> in enhancing GAS virulence during necrotizing fasciitis (<xref ref-type="bibr" rid="B9">Buchanan et&#xa0;al., 2006</xref>), our findings reveal an inverse correlation between <italic>sda1</italic> and invasive disease. This implies that virulence may be influenced by factors beyond <italic>sda1</italic>, considering the critical role of extracellular DNA-degrading activity in GAS invasive disease virulence (<xref ref-type="bibr" rid="B82">Uchiyama et&#xa0;al., 2012</xref>).</p>
<p>Hyaluronan synthase (<italic>hasA</italic>) increases virulence by aiding in evasion of the host immune system (<xref ref-type="bibr" rid="B22">Dougherty and Van de Rijn, 1994</xref>; <xref ref-type="bibr" rid="B86">Wessels, 2019</xref>). <italic>HasA</italic> plays an important role in invasive GAS disease (<xref ref-type="bibr" rid="B1">Ashbaugh et&#xa0;al., 1998</xref>). This is highlighted by the enhanced production of capsules by the invasive disease-associated serotype M3 isolates relative to other isolates and by the <italic>in vivo</italic> selection of isolates during invasive diseases that show enhanced capsule production (<xref ref-type="bibr" rid="B76">Shea et&#xa0;al., 2011</xref>). This review found that <italic>hasA</italic> is significantly associated with invasive infection in WGS-based studies. Unfortunately, the included study in our review looked at isolates from a single location and at a single time; two of the three most highly represented serotypes are M89 and M4, which are known to partially (M89, certain clades) or fully (M4) lack the <italic>has</italic> operon and are not in the top three M types listed in the study overall (<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2022</xref>) (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<p>The enzymatic activity of NAD+&#x2013;glycohydrolase (NADase) is essential in GAS virulence; NADase works interdependently with streptolysin O (SLO), a pore-forming toxin, to facilitate pore formation during GAS infection (<xref ref-type="bibr" rid="B53">Mozola and Caparon, 2015</xref>). Despite several clinical GAS isolates being deficient in NADase activity, they may still exhibit cytotoxicity comparable to that of NADase-proficient strains (<xref ref-type="bibr" rid="B68">Riddle et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B13">Chandrasekaran et&#xa0;al., 2013</xref>). NADaseG330D, a frequently occurring genetic variation characterized by the presence of aspartate at position 330 of NADase, exhibits a lack of observable NADase activity (<xref ref-type="bibr" rid="B13">Chandrasekaran et&#xa0;al., 2013</xref>). Nevertheless, NADaseG330D remains a potent virulence factor and demonstrates the ability to interact with SLO in a manner similar to that of the wild-type NADase (<xref ref-type="bibr" rid="B83">Velarde et&#xa0;al., 2017</xref>). In this study, however, NADaseG330D was inversely associated with invasive GAS infection.</p>
<p>This review showed that PrtF1 was inversely associated with invasive GAS infection in PCR-based studies. Protein F1 (PrtF1/sfb1) is a fibronectin-binding protein, reported to promote epithelial cell adhesion and internalization. Hyland et&#xa0;al. demonstrated that PrtF1 expression elicits increased invasion of epithelial cells and resistance to phagocytosis, when expressed in M1 <italic>Streptococcus pyogenes</italic> strains (<xref ref-type="bibr" rid="B39">Hyland et&#xa0;al., 2007</xref>).</p>
<p>Westman et&#xa0;al. illustrated that streptococcal inhibitor of the complement (<italic>sic</italic>) is associated with invasive infection; <italic>sic</italic> is a secreted virulence factor that confers protection to GAS and performs multifunctional activities such as interfering with complement function and binding to various ligands essential for host colonization (<xref ref-type="bibr" rid="B26">Fernie-King et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B62">Pence et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B31">Frick et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B87">Westman et&#xa0;al., 2018</xref>). The contrast of the findings in this review showing an inverse association of <italic>sic</italic> with invasive disease may be due to Westman et&#xa0;al. only focusing on specific serotypes in iGAS, thus suggesting that virulence factors other than <italic>sic</italic> mediate invasive infection.</p>
<p>A single study by Chochua et&#xa0;al. found that <italic>pnga3</italic> was present in 55.6% of 1,454 invasive GAS isolates. <italic>Pnga3</italic> is a clade 3 upregulated promoter of the nga operon that encodes NADase and streptolysin O (<xref ref-type="bibr" rid="B14">Chochua et&#xa0;al., 2017</xref>). In this review, one study documented <italic>pnga3</italic> to be inversely associated with invasive GAS infection as compared with non-invasive isolates. However, data on the association of <italic>pnga3</italic> and clinical phenotypes are relatively scarce, thus requiring more studies to correlate these findings.</p>
<p>This review found 12 <italic>emm types</italic> significantly associated with invasive GAS infection. Similar patterns of <italic>emm types</italic> causing invasive disease were observed in other studies (<xref ref-type="bibr" rid="B61">O&#x2019;Brien et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B75">Sharkawy et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B59">Naseer et&#xa0;al., 2016</xref>). Utilizing the cluster classification of the numerous <italic>emm types</italic>, 11 prevalent <italic>emm clusters</italic> were observed in invasive GAS isolates: clusters AC3, AC5, and E3 were found to be significantly associated with invasive GAS infection. Our findings correlate, albeit in a different order, with previous studies describing these clusters and their corresponding <italic>emm types</italic> in invasive infection (<xref ref-type="bibr" rid="B77">Smeesters et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Fri&#xe3;es et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Jabang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B90">Zangarini et&#xa0;al., 2023</xref>). We observed a close relationship between <italic>emm cluster</italic> and the significant virulence-associated factors, which correlates with results from China (<xref ref-type="bibr" rid="B46">Lu et&#xa0;al., 2017</xref>). More than 70% of isolates from the major cluster A-C3 (<italic>emm1</italic>) harbored <italic>speA</italic>, <italic>speG</italic>, and <italic>smeZ</italic>, correlating with a study performed by <xref ref-type="bibr" rid="B32">Gergova et&#xa0;al. (2019)</xref>. The link between <italic>emm type/cluster</italic> and occurrence of virulence factors may be greatly conserved for the most virulent <italic>emm types</italic>, rendering them more pathogenic (<xref ref-type="bibr" rid="B84">Vlaminckx et&#xa0;al., 2003</xref>).</p>
<p>Collectively, our data contribute to an understanding of the interrelational nature of <italic>emm type/clusters</italic> and other virulence determinants in streptococcal pathogenesis and clinical outcomes. The vast amount of functional redundancy among superantigens emphasizes the biological significance of these elements and also suggests that host factors have a substantial contribution in the outcome of GAS infection.</p>
<p>One of the strengths of this review is the use of multiple databases and a broad inclusive search strategy so as to prevent overlooking eligible articles. Quality was assured through the inclusion, only, of articles of high quality, thus allowing for comparisons across the studies. Challenges in conducting this review arose from unclear definitions of invasive disease, requiring assumptions on the part of the reviewer (based on the isolation site reported) as well as variation in methods used to identify the virulence factors in this review.</p>
<p>We acknowledge the limitation of the PCR method employed in earlier association studies, which may have been confounded by allelic variants not as yet detected (<xref ref-type="bibr" rid="B16">Commons et&#xa0;al., 2014</xref>); thus, the range of primer sequences may not have been optimal to identify several allelic variants of the single superantigen. In comparison, WGS methods offer comprehensive detection capabilities as they can identify sequences rapidly and accurately without the need for prior knowledge of specific targets. Secondly, we acknowledge that low numbers of isolates included in studies may impact meta-analyses; thus, we conducted subgroup analysis according to molecular method. Unfortunately, not having individual data precluded us from studying a potential combined effect of virulence factors.</p>
<p>In conclusion, we acknowledge that the limitation of only focusing on gene data has implications in interpreting these results; it must be borne in mind that the PCR and WGS methods do not confirm function, especially if single&#x2010;nucleotide polymorphisms (SNPs) or insertions and deletions (INDELs) are present, given that uncharacterized SNPs may negate function. Nevertheless, this systematic review provides the latest data on the association of virulence factors with iGAS, presenting evidence for a possible relationship between the <italic>hasA</italic> gene and invasive infection. Also, we document an inverse association of <italic>smeZ</italic>, <italic>sic</italic>, <italic>sda1</italic>, and <italic>pnga3</italic> genes with iGAS; this inverse association with invasive infection may be due to the presence of unknown virulence genes in GAS lineages. There is mixed evidence regarding the association of <italic>SpeA</italic>, <italic>speK</italic>, and <italic>speG</italic> with GAS virulence; thus, it is unclear if they are markers of invasive infection. The occurrence of specific genes encoding these virulence factors will serve to inform further research addressing the role of GAS virulence factors in both invasive and non-invasive GAS infections.</p>
</sec>
<sec id="s5" sec-type="author-contributions">
<title>Author contributions</title>
<p>KR: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. MS: Data curation, Methodology, Validation, Writing &#x2013; review &amp; editing. KE: Data curation, Validation, Writing &#x2013; review &amp; editing. CM: Supervision, Validation, Writing &#x2013; review &amp; editing. LZ: Funding acquisition, Investigation, Resources, Writing &#x2013; review &amp; editing. ME: Conceptualization, Formal Analysis,  Methodology, Software, Validation, Visualization, Writing &#x2013; review &amp; editing</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. Research reported in this publication was supported by the South African Medical Research Council (SAMRC) under a Self-Initiated Research Grant. KR, KE, and TS are also funded by a grant from the SAMRC. LZ also receives support from the National Research Foundation of South Africa (NRFSA), as well as the UK Medical Research Council (MRC) and the UK Department for International Development (DFID) under the MRC/DFID Concordat agreement, via the African Research Leader Award (MR/S005242/1).</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Author disclaimer</title>
<p>The views and opinions expressed are those of the authors and do not necessarily represent the official views of the SAMRC.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>Engel, Mark; Rampersadh, Kimona (2023). Supplementary Material - Group A streptococcus (GAS) virulence factors associated with invasive disease: a systematic review. University of Cape Town. Journal contribution. <uri xlink:href="https://doi.org/10.25375/uct.23708346.v4">https://doi.org/10.25375/uct.23708346.v4</uri></p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SF1" mimetype="application/pdf">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>The most prevalent <italic>emm types</italic> identified amongst GAS studies.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>Search strategy for PubMed database.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM2" mimetype="application/pdf">
<label>Supplementary Table&#xa0;2</label>
<caption>
<p>Characteristics of excluded studies.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM3" mimetype="application/pdf">
<label>Supplementary Table&#xa0;3</label>
<caption>
<p>Risk of bias of the included studies.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM4" mimetype="application/pdf">
<label>Supplementary Table&#xa0;4</label>
<caption>
<p>List of <italic>emm types</italic> significantly associated with invasive GAS infection.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM5" mimetype="application/pdf">
<label>Supplementary Table&#xa0;5</label>
<caption>
<p>Study data of all virulence factors in all the studies (classification-cell surface, secretory, both or other).</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM6" mimetype="application/pdf">
<label>Supplementary Table&#xa0;6</label>
<caption>
<p>Meta-analyses of the association of secretory virulence factors and invasive infection (lab method: PCR; Low ROB).</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM7" mimetype="application/pdf">
<label>Supplementary Table&#xa0;7</label>
<caption>
<p>Distribution of <italic>emm cluster</italic> in invasive GAS infections.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM8" mimetype="application/pdf">
<label>Supplementary Table&#xa0;8</label>
<caption>
<p>Extract of the more significant <italic>emm clusters</italic> associated with the significant virulence factors.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM9" mimetype="application/pdf">
<label>Supplementary Table&#xa0;9</label>
<caption>
<p>Summary of <italic>emm clusters</italic> (&gt;2 studies) associated with the significant virulence factors.</p>
</caption>
</supplementary-material>
</sec>
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