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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2026.1748456</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Development and optimization of an easy to interpret loop-mediated isothermal amplification (LAMP) assay for the identification of bacterial pathogens causing childhood pneumonia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Mart&#x00ED;nez-Trejo</surname>
<given-names>Arturo</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Vergara</surname>
<given-names>Andrea</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Gatti</surname>
<given-names>Giulia</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Guiral</surname>
<given-names>Elisabet</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Otero</surname>
<given-names>Jorge</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>S&#x00E1;nchez</surname>
<given-names>Alba</given-names>
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<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Rull</surname>
<given-names>Anna</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Calavia</surname>
<given-names>Olga</given-names>
</name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Papaleo</surname>
<given-names>Andrea</given-names>
</name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
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<surname>Farr&#x00E9;</surname>
<given-names>Ram&#x00F3;n</given-names>
</name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Vila</surname>
<given-names>Jordi</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><label>1</label><institution>Barcelona Institute for Global Health (ISGlobal)</institution>, <city>Barcelona</city>, <country country="es">Spain</country></aff>
<aff id="aff2"><label>2</label><institution>School of Medicine and Health Sciences, University of Barcelona</institution>, <city>Barcelona</city>, <country country="es">Spain</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Clinical Microbiology, CDB, Hospital Cl&#x00ED;nic of Barcelona</institution>, <city>Barcelona</city>, <country country="es">Spain</country></aff>
<aff id="aff4"><label>4</label><institution>Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red (CIBER) de Enfermedades Infecciosas (CIBERINFEC), Instituto Salud Carlos III</institution>, <city>Madrid</city>, <country country="es">Spain</country></aff>
<aff id="aff5"><label>5</label><institution>Department of Surgical &#x0026; Medical Sciences-DIMEC, Alma Mater Studiorum-University of Bologna</institution>, <city>Bologna</city>, <country country="it">Italy</country></aff>
<aff id="aff6"><label>6</label><institution>Unit of Biophysics and Bioengineering, School of Medicine and Health Sciences, University of Barcelona</institution>, <city>Barcelona</city>, <country country="es">Spain</country></aff>
<aff id="aff7"><label>7</label><institution>Centro de Investigaci&#x00F3;n Biom&#x00E9;dica en Red (CIBER) de Enfermedades Respiratorias (CIBERES)</institution>, <city>Madrid</city>, <country country="es">Spain</country></aff>
<aff id="aff8"><label>8</label><institution>Institut de Recerca Biom&#x00E8;dica Catalunya Sud (formerly IISPV), Hospital Universitari Joan XXIII de Tarragona, Universitat Rovira I Virgili (URV)</institution>, <city>Tarragona</city>, <country country="es">Spain</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Jordi Vila, <email xlink:href="mailto:Jvila@clinic.cat">Jvila@clinic.cat</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-02">
<day>02</day>
<month>03</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1748456</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>01</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Mart&#x00ED;nez-Trejo, Vergara, Gatti, Guiral, Otero, S&#x00E1;nchez, Rull, Calavia, Papaleo, Farr&#x00E9; and Vila.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Mart&#x00ED;nez-Trejo, Vergara, Gatti, Guiral, Otero, S&#x00E1;nchez, Rull, Calavia, Papaleo, Farr&#x00E9; and Vila</copyright-holder>
<license>
<ali:license_ref start_date="2026-03-02">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Pneumonia remains the leading infectious cause of death in children under five, especially in low-resource settings. Reducing mortality requires rapid, accessible, and reliable diagnostic tools. In this regard, the loop-mediated isothermal amplification (LAMP) technique has emerged as a fast and efficient alternative for simple pathogen detection. This study aimed to standardise and optimize a LAMP assay for detecting the main bacteria causing pneumonia in children, including <italic>Streptococcus pneumoniae</italic>, <italic>Staphylococcus aureus</italic>, <italic>Haemophilus influenzae</italic>, <italic>Klebsiella pneumoniae</italic>, and <italic>Mycoplasmoides pneumoniae</italic> using a simple visual readout.</p>
</sec>
<sec>
<title>Methods</title>
<p>Several fluorescent and colorimetric dyes were evaluated to identify those providing a clear readout visible to the naked eye. Once achieved, detection conditions for each pathogen in the panel were optimized, and the feasibility of the assay was assessed using respiratory clinical samples, including both confirmed positives and negatives for the bacteria targeted in the panel.</p>
</sec>
<sec>
<title>Results and discussion</title>
<p>SYBR Safe, Calcein-Mn<sup>2+</sup>, and SYTO 9 alone did not show a clear differentiation between positive and negative reactions. In contrast, the combination of hydroxynaphthol blue (HNB) and SYTO 9 proved suitable, providing a clear visual readout to the naked eye after optimization of concentrations and reaction conditions. The selected concentrations were 341.25&#x202F;&#x03BC;M HNB and 0.75&#x202F;&#x03BC;M SYTO 9, which enabled clear and stable fluorescence-based visualization of LAMP results, remaining visible for several months. The technique showed low detection limits: 3.9 &#x00D7;10<sup>3</sup> CFU/mL for <italic>S. pneumoniae</italic>, 1.7 &#x00D7;10<sup>5</sup> CFU/mL for <italic>S. aureus</italic>, 8.2 &#x00D7;10<sup>3</sup> CFU/mL for <italic>H. influenzae,</italic> and 1.27 &#x00D7;10<sup>3</sup> genome copies/reaction for <italic>M. pneumoniae</italic>. Primers designed to detect <italic>K. pneumoniae</italic> had high specificity and no cross-reactivity with a sensitivity of 1.5 &#x00D7; 10<sup>4</sup> CFU/mL. Detection times over 45<bold>&#x2013;</bold>50&#x202F;min may suggest colonization instead of active infection. The evaluation of the technique using clinical samples demonstrated its potential feasibility and applicability in real-world clinical settings. Although standardized under laboratory conditions, this LAMP technique shows promise for detecting major pneumonia-causing bacteria in children and could be particularly valuable in low-resource settings. Its rapid, sensitive, and affordable nature may help improve diagnostics and reduce pneumonia-related mortality. However, larger clinical validation studies are needed to confirm its performance and real-world applicability.</p>
</sec>
</abstract>
<kwd-group>
<kwd>childhood pneumonia</kwd>
<kwd>diagnostic tool</kwd>
<kwd>HNB/SYTO 9 dual-system</kwd>
<kwd>LAMP</kwd>
<kwd>loop-mediated isothermal amplification</kwd>
<kwd>molecular diagnosis</kwd>
<kwd>pneumonia-causing bacteria</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. ISGlobal acknowledges support from the Generalitat de Catalunya through the CERCA Program. This work was also supported by the Instituto de Salud Carlos III (Carlos III Institute of Health) (PI20/00766) and award 2021SGR01569 from the Ag&#x00E8;ncia de Gesti&#x00F3; d&#x2019;Ajuts Universitaris i de Recerca of the Generalitat de Catalunya (Agency for Management of University and Research Grants of the Catalan Government). The project that led to these results received funding from the CaixaResearch Institute under the title &#x201C;Rapid tool to detect the most frequent pathogens causing pneumonia in children (RUNNER)&#x201D;.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="84"/>
<page-count count="14"/>
<word-count count="11444"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Infectious Agents and Disease</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Pneumonia is a major global disease and the leading infectious cause of death in children under five disease according to the World Health Organisation (WHO) (<xref ref-type="bibr" rid="ref60">Pneumonia in children, 2022</xref>). In 2019, the WHO and the United Nations International Children&#x2019;s Emergency Fund (UNICEF) estimated that 84 children die from pneumonia every hour, mostly in sub-Saharan Africa and South Asia (<xref ref-type="bibr" rid="ref60">Pneumonia in children, 2022</xref>; <xref ref-type="bibr" rid="ref61">Pneumonia in children: What you need to know | UNICEF, 2024</xref>). The actual burden is likely underestimated due to unreported cases.</p>
<p>Pneumonia is caused by bacteria, viruses, and fungi. According to the WHO, the main pathogens are <italic>Streptococcus pneumoniae</italic>, <italic>Haemophilus influenzae</italic>, <italic>respiratory syncytial virus</italic> (RSV), and <italic>Pneumocystis jirovecii</italic> (<xref ref-type="bibr" rid="ref60">Pneumonia in children, 2022</xref>). While pathogen prevalence varies depending on factors such as geography and vaccination coverage, several remain consistently common worldwide, including <italic>S. pneumoniae</italic>, RSV, rhinovirus (HRV), human metapneumovirus (hMPV), influenza viruses, <italic>Moraxella catarrhalis</italic>, and <italic>Mycoplasmoides pneumoniae</italic> (<xref ref-type="bibr" rid="ref4">B&#x00E9;net et al., 2017</xref>; <xref ref-type="bibr" rid="ref59">Pneumonia Etiology Research for Child Health (PERCH) Study Group, 2019</xref>). <xref ref-type="bibr" rid="ref61">Pneumonia in children: What you need to know | UNICEF (2024)</xref> study of pneumonia-related death in South Asia and sub-Saharan Africa found <italic>S. pneumoniae</italic>, <italic>Klebsiella pneumoniae</italic>, and <italic>H. influenzae</italic> as the primary pathogens (<xref ref-type="bibr" rid="ref42">Mahtab et al., 2024</xref>).</p>
<p>The timely and accurate identification of the causative pathogen in childhood pneumonia is essential to guide appropriate treatment and reduce associated mortality. Each hour of treatment delay increases the risk of death (<xref ref-type="bibr" rid="ref28">Jones et al., 2020</xref>). While bacterial culture is the gold standard, it takes 24<bold>&#x2013;</bold>72&#x202F;h. PCR-based methods are faster but costly and require complex equipment, limiting their use in high-burden regions. Thus, alternative diagnostic methods must be rapid, reliable, and accessible where necessary.</p>
<p>Molecular techniques like loop-mediated isothermal amplification (LAMP) offer promising alternatives to conventional methods and have been widely used in recent years for pathogen detection (<xref ref-type="bibr" rid="ref48">Mori and Notomi, 2009</xref>; <xref ref-type="bibr" rid="ref1">Atceken et al., 2023</xref>). First described in 2000 (<xref ref-type="bibr" rid="ref51">Notomi, 2000</xref>). LAMP can detect specific DNA and RNA sequences at a constant temperature, making it simpler and more accessible than PCR, as it requires no complex equipment. Results can be obtained in less than an hour, with performance comparable to, or even better than, PCR (<xref ref-type="bibr" rid="ref20">Foo et al., 2020</xref>; <xref ref-type="bibr" rid="ref27">Inaba et al., 2021</xref>).</p>
<p>A key advantage of this technology is the simplicity of distinguishing positive from negative reactions. This can be done by measuring turbidity due to the large amount of products (<xref ref-type="bibr" rid="ref82">Yuan et al., 2019</xref>), or by a simple electrophoresis to observe a characteristic amplification banding pattern (<xref ref-type="bibr" rid="ref9">Carvajal-Gamez et al., 2024</xref>).</p>
<p>Fluorescent and colorimetric dyes are widely used in LAMP reactions. During amplification, pH indicators, including phenol red, neutral red, and cresol red, undergo a colour change during amplification (<xref ref-type="bibr" rid="ref25">Huang et al., 2020</xref>). Other dyes, like malachite green and leuco-crystal violet, change their emitted colour upon interaction with LAMP products (<xref ref-type="bibr" rid="ref21">Gachugia et al., 2020</xref>; <xref ref-type="bibr" rid="ref44">Mart&#x00ED;n-Ram&#x00ED;rez et al., 2022</xref>). Metal ion indicators like hydroxynaphthol blue (HNB), calcein, and Eriochrome black T produced visible colour changes perceived by the naked eye, through Mg<sup>2+</sup> binding (<xref ref-type="bibr" rid="ref40">Logeshwari et al., 2022</xref>; <xref ref-type="bibr" rid="ref55">Park, 2022</xref>). Some indicators, including calcein and HNB, exhibit fluorescence when exposed to specific excitation wavelengths as well (<xref ref-type="bibr" rid="ref19">Fischbach et al., 2015</xref>; <xref ref-type="bibr" rid="ref38">Li et al., 2023</xref>).</p>
<p>Fluorescent dyes include DNA-intercalating compounds, such as SYBR Green I, Eva Green, Berberine, SYTO family (e.g., SYTO 9, 16, 13, 82, 81, and 84) (<xref ref-type="bibr" rid="ref19">Fischbach et al., 2015</xref>; <xref ref-type="bibr" rid="ref63">Quyen et al., 2019</xref>; <xref ref-type="bibr" rid="ref65">Ruang-areerate et al., 2022</xref>). Some LAMP assays also use fluorophore-labelled primers that release fluorescence during amplification (<xref ref-type="bibr" rid="ref11">Crego-Vicente et al., 2024</xref>).</p>
<p>LAMP is a promising diagnostic tool for pneumonia, offering high sensitivity and specificity, ease of use, low cost, and ease of result interpretation, making it suitable for point-of-care (POC) diagnostic (<xref ref-type="bibr" rid="ref70">Soroka et al., 2021</xref>). Although LAMP has shown promise in detecting respiratory (<xref ref-type="bibr" rid="ref30">Kang et al., 2012</xref>; <xref ref-type="bibr" rid="ref76">Vergara et al., 2020</xref>; <xref ref-type="bibr" rid="ref36">Lee et al., 2022</xref>), no existing LAMP-based screening panels currently target the most common bacterial causes of childhood pneumonia using a simple, easy-to-interpret assay. Most existing studies still rely on complex and expensive PCR-based equipment.</p>
<p>This study aimed to standardise an accessible, robust, and visually interpretable LAMP-based detection method for the direct identification of the main bacterial pathogens causing childhood pneumonia (<italic>S. pneumoniae</italic>, <italic>Staphylococcus aureus</italic>, <italic>H. influenzae</italic>, <italic>K. pneumoniae</italic>, and <italic>M. pneumoniae</italic>), without requiring advanced equipment or complex sample pre-treatment.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Selection of the optimal dye combination for visual detection of LAMP results</title>
<p>The reaction was prepared using Isothermal Amplification Buffer Pack 10X, Magnesium Sulphate Solution (MgSO<sub>4</sub>) 100&#x202F;mM, Bst 2.0 Warm Start Enzyme 8,000&#x202F;U/mL, Deoxynucleotide (dNTP) Solution Mix 8&#x202F;&#x03BC;mol, all from New England Biolabs (Ipswich, MA, USA) and Betaine Solution 5&#x202F;M from Sigma Aldrich (St. Louis, MO, USA), as base reagents for the reaction. The base concentrations are detailed in <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref>.</p>
<p>To determine the optimal visual distinction between positive and negative LAMP reactions, individual dyes, including SYBR Safe, Calcein-Mn, and SYTO 9, were tested separately to assess their performance. Subsequently, the combination of HNB and SYTO 9 was explored. This allowed the selection of the optimal dye system for visual detection in the LAMP assay.</p>
<p>One of the simplest methods to differentiate positive from negative LAMP reactions is the use of intercalating double strand-DNA (dsDNA) agents such as SYBR Safe. We tested this compound as dye; for that, we used SYBR Safe DNA Gel Stain 10,000X in DMSO from Invitrogen (Waltham, MA, USA), testing final concentrations of 16X, 3.2X, 1.6X, and 1X in the LAMP reaction using DMSO as diluent (<xref ref-type="bibr" rid="ref73">Thita et al., 2019</xref>).</p>
<p>The use of calcein combined with Mn<sup>2+</sup> ions (Calcein-Mn) is a well-established indicator for LAMP reactions (<xref ref-type="bibr" rid="ref19">Fischbach et al., 2015</xref>; <xref ref-type="bibr" rid="ref20">Foo et al., 2020</xref>). Positive reactions can be identified by visible colour change and fluorescence under specific excitation. To evaluate this in our assay, we used calcein powder and MnCl<sub>2</sub> from Sigma-Aldrich (St. Louis, MO, USA).</p>
<p>Since the fluorescence in this system depends on the calcein-Mn<sup>2+</sup> interaction, different concentrations were tested. Additionally, as Mg<sup>2+</sup> levels influence the signal, different Mg<sup>2+</sup> concentrations were evaluated (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S2</xref>).</p>
<p>Here<italic>, S. pneumoniae</italic> detection was evaluated using bacterial suspensions of 10<sup>8</sup>, 10<sup>6</sup>, 10<sup>4</sup>, and 10<sup>2</sup>&#x202F;CFU/mL, using the selected concentrations of Calcein (0.025&#x202F;mm), Mn<sup>2+</sup> (0.6&#x202F;mM), and Mg<sup>2+</sup> (8&#x202F;mM) that provided optimal differentiation between positive and negative reactions.</p>
<p>SYTO dyes have been used to interpret LAMP results, with SYTO 9 noted for its low inhibitory effect and minimal product requirement for signal emission (<xref ref-type="bibr" rid="ref63">Quyen et al., 2019</xref>). In this study, we used SYTO 9 nucleic acid green fluorescent stain, 5&#x202F;mM in DMSO, from Invitrogen (Waltham, MA, USA). Tested concentrations included 10&#x202F;&#x03BC;M, 5&#x202F;&#x03BC;M, 0.625&#x202F;&#x03BC;M, 0.50&#x202F;&#x03BC;M, 0.75&#x202F;&#x03BC;M, and 0.312&#x202F;&#x03BC;M as reported by <xref ref-type="bibr" rid="ref63">Quyen et al. (2019)</xref>. DMSO was used as a diluent.</p>
<p>Finally, we tested the combination of HNB and SYTO 9. It has been reported that this combination can be used to distinguish negative and positive LAMP reactions (<xref ref-type="bibr" rid="ref38">Li et al., 2023</xref>). Therefore, we evaluated different concentrations of these dyes in our assay. HNB was evaluated at 525&#x202F;&#x03BC;M, 393.75&#x202F;&#x03BC;M, 341.25&#x202F;&#x03BC;M, 315&#x202F;&#x03BC;M, 262.5&#x202F;&#x03BC;M, 131.5&#x202F;&#x03BC;M, and 78.75&#x202F;&#x03BC;M, each combined with 0.25&#x202F;&#x03BC;M, 0.5&#x202F;&#x03BC;M, and 0.75&#x202F;&#x03BC;M of SYTO 9.</p>
<p>For all dye selection experiments, a 0.5 McFarland suspension of <italic>S. pneumoniae</italic> strain ATCC 49619 and its specific primers was used as a positive control, after incubation at 99&#x202F;&#x00B0;C for 10&#x202F;min for nucleic acid extraction, and the LAMP reaction was performed at 65&#x202F;&#x00B0;C for 60&#x202F;min using a commercial thermoblock (Applied Biosystems, Thermal Cycler 2720). Fluorescence was visualized under blue light at 470&#x202F;nm with a Safe Imager 2.0 transilluminator (Invitrogen, Waltham, MA, USA), and images were captured using a smartphone (Apple Inc., USA). Amplification was confirmed by electrophoresis on a 2.5% agarose gel run at 90&#x202F;V for 30&#x202F;min.</p>
<p>Once the optimal concentration of HNB (341.25&#x202F;&#x03BC;M) and SYTO 9 (0.75&#x202F;&#x03BC;M) was established, we assessed the effects of Mg<sup>2+</sup> concentration and reaction temperature on the fluorescence observed at the end of the LAMP assay. Also, the stability of the fluorescence signal was evaluated over time.</p>
<p>For the evaluation of Mg<sup>2+</sup> ions, concentrations of 6, 7, and 8&#x202F;mM of Mg<sup>2+</sup> were tested to assess their impact on fluorescence.</p>
<p>Temperature plays a key role in LAMP, as it influences the amount of product generated and, consequently, the end-point fluorescence. Therefore, LAMP reactions were performed at temperatures ranging from 60 to 65&#x202F;&#x00B0;C. Optimal concentrations of HNB (341.25&#x202F;&#x03BC;M), SYTO 9 (0.75&#x202F;&#x03BC;M), and Mg<sup>2+</sup> (7&#x202F;mM), were used as determined in previous tests.</p>
<p>To assess the stability of the fluorescence obtained at the end of the LAMP reaction, using the optimal concentrations of HNB and SYTO 9 (<xref ref-type="table" rid="tab1">Table 1</xref>), the LAMP reaction was performed using serial dilutions of <italic>H. influenzae</italic> ATCC 49766. Starting from a 0.5 McFarland suspension (approximately 1&#x00D7;10<sup>8</sup> CFU/mL), 1:10 dilutions were prepared down to 10<sup>2</sup>&#x202F;CFU/mL. Fluorescence was photographed at the end of the reaction (day 0) using a smartphone (Apple Inc., USA). Reaction tubes were stored protected from light, and an additional photo was taken at 52&#x202F;days post-reaction.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Final and optimal concentrations for the LAMP reaction.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Compound</th>
<th align="left" valign="top">Reagent</th>
<th align="center" valign="top">Reaction concentration</th>
<th align="center" valign="top">Volume (&#x03BC;L)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="5">Isothermal amplification buffer</td>
<td align="left" valign="top">Tris&#x2013;HCl</td>
<td align="center" valign="top">20&#x202F;mM</td>
<td align="center" valign="top" rowspan="5">2.5</td>
</tr>
<tr>
<td align="left" valign="top">(NH<sub>4</sub>)2SO<sub>4</sub></td>
<td align="center" valign="top">10&#x202F;mM</td>
</tr>
<tr>
<td align="left" valign="top">KCl</td>
<td align="center" valign="top">50&#x202F;mM</td>
</tr>
<tr>
<td align="left" valign="top">MgSO<sub>4</sub></td>
<td align="center" valign="top">2&#x202F;mM</td>
</tr>
<tr>
<td align="left" valign="top">Tween 20</td>
<td align="center" valign="top">0.1%</td>
</tr>
<tr>
<td align="left" valign="top">MgSO<sub>4</sub> solution 100&#x202F;mM</td>
<td align="left" valign="top">MgSO<sub>4</sub></td>
<td align="center" valign="top">4&#x202F;mM</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Betaine solution</td>
<td align="left" valign="top">Betaine</td>
<td align="center" valign="top">0.8&#x202F;M</td>
<td align="center" valign="top">4</td>
</tr>
<tr>
<td align="left" valign="top">Deoxynucleotide (dNTP) Solution Mix (10&#x202F;mM each)</td>
<td align="left" valign="top">dATP, dTTP, dGTP, dCTP</td>
<td align="center" valign="top">1.4&#x202F;mM (each)</td>
<td align="center" valign="top">3.5</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="6">LAMP primers. 10X<xref ref-type="table-fn" rid="tfn1"><sup>a</sup></xref></td>
<td align="left" valign="top">F3</td>
<td align="center" valign="top">0.2&#x202F;&#x03BC;M</td>
<td align="center" valign="top" rowspan="6">2.5</td>
</tr>
<tr>
<td align="left" valign="top">B3</td>
<td align="center" valign="top">0.2&#x202F;&#x03BC;M</td>
</tr>
<tr>
<td align="left" valign="top">FIP</td>
<td align="center" valign="top">0.8&#x202F;&#x03BC;M</td>
</tr>
<tr>
<td align="left" valign="top">BIP</td>
<td align="center" valign="top">0.8&#x202F;&#x03BC;M</td>
</tr>
<tr>
<td align="left" valign="top">LB</td>
<td align="center" valign="top">0.4&#x202F;&#x03BC;M</td>
</tr>
<tr>
<td align="left" valign="top">LF</td>
<td align="center" valign="top">0.4&#x202F;&#x03BC;M</td>
</tr>
<tr>
<td align="left" valign="top">Bst 2.0 Warm Start</td>
<td align="left" valign="top">Bst Enzyme</td>
<td align="center" valign="top">8&#x202F;U</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">HNB at 8.53125&#x202F;mM</td>
<td align="left" valign="top">HNB</td>
<td align="center" valign="top">341.25&#x202F;&#x03BC;M</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">SYTO 9 at 18.75&#x202F;&#x03BC;M</td>
<td align="left" valign="top">SYTO 9</td>
<td align="center" valign="top">0.75&#x202F;&#x03BC;M</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Sample<xref ref-type="table-fn" rid="tfn2"><sup>b</sup></xref></td>
<td align="left" valign="top">Target DNA</td>
<td align="center" valign="top">&#x2013;</td>
<td align="center" valign="top">8.5</td>
</tr>
<tr>
<td align="left" valign="top">Total reaction volume</td>
<td align="center" valign="top" colspan="3">25&#x202F;&#x03BC;L</td>
</tr>
<tr>
<td align="left" valign="top">Seal of mineral oil<xref ref-type="table-fn" rid="tfn3"><sup>c</sup></xref></td>
<td align="center" valign="top" colspan="3">15&#x202F;&#x03BC;L</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>a</label>
<p>In the detection of <italic>M. pneumoniae</italic>, the primer LB was not considered.</p>
</fn>
<fn id="tfn2">
<label>b</label>
<p>To prevent contamination.</p>
</fn>
<fn id="tfn3">
<label>c</label>
<p>Bacterial suspensions or genomic DNA in the case of <italic>M. pneumoniae</italic>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Standardisation of the detection panel of the main pneumonia-causing bacteria in children</title>
<p>Once we choose the use of HNB and SYTO 9 as proper dyes, we set up the LAMP reaction for the detection of the pathogens included in the panel. Those were <italic>S. pneumoniae</italic>, <italic>S. aureus, H. influenzae</italic>, <italic>K. pneumoniae</italic>, and <italic>M. pneumoniae</italic>. The primers used for each bacterium are listed in <xref ref-type="table" rid="tab2">Table 2</xref> along with the corresponding references from which they were obtained where they were taken.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Primer sets used for the detection of <italic>S. pneumoniae</italic>, <italic>S. aureus</italic>, <italic>H. influenzae and M. pneumoniae.</italic></p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Target bacterium</th>
<th align="left" valign="top">Primer</th>
<th align="left" valign="top">Secuencia 5&#x2032;-3&#x2032;</th>
<th align="left" valign="top">Target gene</th>
<th align="left" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="6"><italic>Streptococcus pneumoniae</italic></td>
<td align="left" valign="top">F3</td>
<td align="left" valign="top">CTGGAGGAAGCACACAGA</td>
<td align="left" valign="top" rowspan="6"><italic>lyt</italic>A</td>
<td align="left" valign="top" rowspan="6">
<xref ref-type="bibr" rid="ref30">Kang et al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">B3</td>
<td align="left" valign="top">GTCTGGTTTGAGGTAGTACC</td>
</tr>
<tr>
<td align="left" valign="top">FIP</td>
<td align="left" valign="top">CACCTTCTTCGTTGAAATAGTACCA-CTGGTTCGACAACTCAGG</td>
</tr>
<tr>
<td align="left" valign="top">BIP</td>
<td align="left" valign="top">GACAGGCTGGGTCAAGTACAA-TGGATAAAGGCATTTGATACC</td>
</tr>
<tr>
<td align="left" valign="top">LF</td>
<td align="left" valign="top">AGCGATTTTCTTCCAGCC</td>
</tr>
<tr>
<td align="left" valign="top">LB</td>
<td align="left" valign="top">CTTAGACGCTAAAGAAGGCG</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="6"><italic>Staphylococcus aureus</italic></td>
<td align="left" valign="top">F3</td>
<td align="left" valign="top">TGAATCATGATGGCGAGAT</td>
<td align="left" valign="top" rowspan="6"><italic>fem</italic>A</td>
<td align="left" valign="top" rowspan="6">
<xref ref-type="bibr" rid="ref30">Kang et al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">B3</td>
<td align="left" valign="top">CGTGTTTCTTTTTCTAAGTCCA</td>
</tr>
<tr>
<td align="left" valign="top">FIP</td>
<td align="left" valign="top">ATGGAATCCAGTATGTTCAAATCCTAGGTAATGCTGGTAATGATTGG</td>
</tr>
<tr>
<td align="left" valign="top">BIP</td>
<td align="left" valign="top">AAGGATTTGATCCTGTGCTACAAATTTAATGATGTCATCTGCTGTT</td>
</tr>
<tr>
<td align="left" valign="top">LF</td>
<td align="left" valign="top">AAGTTACTCATTTTATCAAAGA</td>
</tr>
<tr>
<td align="left" valign="top">LB</td>
<td align="left" valign="top">TTCGTTATCACTCAGTGTTAGA</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="6"><italic>Haemophilus influenzae</italic></td>
<td align="left" valign="top">F3</td>
<td align="left" valign="top">GCAGATGCAGTTAAAGGTT</td>
<td align="left" valign="top" rowspan="6"><italic>Omp</italic>P6</td>
<td align="left" valign="top" rowspan="6">
<xref ref-type="bibr" rid="ref30">Kang et al. (2012)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">B3</td>
<td align="left" valign="top">GCTAATTGGTTAAATTACAAACGA</td>
</tr>
<tr>
<td align="left" valign="top">FIP</td>
<td align="left" valign="top">ACCTAATACTGCAGGTTTTTCTTCA-GGTAAAGGTGTTGATGCTGG</td>
</tr>
<tr>
<td align="left" valign="top">BIP</td>
<td align="left" valign="top">GAAGCTGCATATTCTAAAAACCGTC-AAAAATGGATCCTGTTTTTCAAGT</td>
</tr>
<tr>
<td align="left" valign="top">LF</td>
<td align="left" valign="top">CCGTAAGATACTGTGCCTAATT</td>
</tr>
<tr>
<td align="left" valign="top">LB</td>
<td align="left" valign="top">GCAGTGTTAGCGTACTAATTCT</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5"><italic>Mycoplasmoides pneumoniae</italic></td>
<td align="left" valign="top">F3</td>
<td align="left" valign="top">CCACCTAGTGATTTGGAAGA</td>
<td align="left" valign="top" rowspan="5">CARDS toxin gene</td>
<td align="left" valign="top" rowspan="5">
<xref ref-type="bibr" rid="ref58">Petrone et al. (2015)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">B3</td>
<td align="left" valign="top">GGACAAAGAAGATTTTCGAAGTT</td>
</tr>
<tr>
<td align="left" valign="top">FIP</td>
<td align="left" valign="top">GCTGAACATCAACAAAGAAGGTGCATTGTTGATGAATGTACTACCCA</td>
</tr>
<tr>
<td align="left" valign="top">BIP</td>
<td align="left" valign="top">ATACCCCACAATTAAGTGGTTGATTCATAGAATATCTGTCCATCTGG</td>
</tr>
<tr>
<td align="left" valign="top">LF</td>
<td align="left" valign="top">CTGCACGCATAGTAACAAACTG</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In the case of <italic>K. pneumoniae</italic> detection, primers previously reported were initially tested, but did not perform adequately in our reaction conditions (data not shown). Therefore, a new primer set was designed. For this purpose, 502 sequences of the <italic>K. pneumoniae</italic> haemolysin <italic>khe</italic> gene were downloaded from the NCBI GenBank database, and aligned them using the MAFFT tool of UGene Ver. 52.1 (<xref ref-type="bibr" rid="ref52">Okonechnikov et al., 2012</xref>), and identified conserved regions using WebLogo ver. 3.7.9 (<xref ref-type="bibr" rid="ref12">Crooks et al., 2004</xref>). The primer set was designed using PrimerExplorer V5, from <ext-link xlink:href="http://primerexplorer.jp/lampv5e/index.html" ext-link-type="uri">http://primerexplorer.jp/lampv5e/index.html</ext-link> (Eiken Chemical Co., Ltd., Tokyo, Japan).</p>
<p>The specificity of the designed primer set was analysed <italic>in silico</italic> using the BLASTn tool from the National Center for Biotechnology Information (NCBI) available on <ext-link xlink:href="https://blast.ncbi.nlm.nih.gov/blast/Blast.cgi?PROGRAM=blastn&#x0026;PAGE_TYPE=BlastSearch&#x0026;LINK_LOC=blasthome" ext-link-type="uri">https://blast.ncbi.nlm.nih.gov/blast/Blast.cgi?PROGRAM=blastn&#x0026;PAGE_TYPE=BlastSearch&#x0026;LINK_LOC=blasthome</ext-link>.</p>
<p>Subsequently, <italic>in vitro</italic> LAMP assays were conducted to assess cross-reactivity. Initially, tests included panel bacteria: <italic>S. pneumoniae</italic> ATCC 49619, <italic>S. aureus</italic> ATCC 25923, <italic>H. influenzae</italic> ATCC 49766, and purified DNA <italic>from M. pneumoniae</italic> (ATCC 29342DQ). Additional assessments included: <italic>S. aureus</italic> ATCC 29213, <italic>Escherichia coli</italic> NCTC 13846, <italic>E. coli</italic> ATCC 25922, <italic>Acinetobacter baumannii</italic> ATCC 17978, <italic>A. baumannii</italic> ATCC 19606, <italic>Proteus mirabilis</italic>, <italic>Aeromonas hydrophila</italic>, <italic>Pseudomonas aeruginosa</italic>, <italic>Acinetobacter nosocomialis</italic>, <italic>A. junii</italic>, <italic>A. pittii</italic>, <italic>Salmonella Enterica</italic>, <italic>Serratia marcensens</italic>, <italic>Enterobacter cloacae</italic>, <italic>E. asburiae</italic>, and <italic>K.</italic> var<italic>iicola</italic>. These last 11 strains were clinical isolates.</p>
<p>For this, DNA was extracted from each strain by heating 0.5 MacFarland&#x2019;s suspension at 99&#x202F;&#x00B0;C for 10&#x202F;min, and LAMP reactions followed the conditions described in <xref ref-type="table" rid="tab1">Table 1</xref>, using <italic>K. pneumoniae</italic> ATCC 13883 (0.5 McFarland) as a positive control. Amplification was confirmed by 2.5% agarose gel electrophoresis at 90&#x202F;V for 30&#x202F;min.</p>
<sec id="sec5">
<label>2.2.1</label>
<title>Analytical sensitivity assessment for each target bacterium</title>
<p><italic>Streptococcus pneumoniae</italic> ATCC 49619, <italic>S. aureus</italic> ATCC 25923, <italic>H. influenzae</italic> ATCC 49766, and <italic>K. pneumoniae</italic> ATCC 13883 were used to determine the limit of detection (LoD) of the proposed LAMP reaction. For each strain, six serial 1:10 dilutions were done in sterile saline solution, starting from a 0.5 McFarland bacterial suspension (approximately 1.5 &#x00D7;10<sup>8</sup> CFU/mL).</p>
<p>To precisely determine the LoD in CFU/mL, 100&#x202F;&#x03BC;L of the previous bacterial suspensions were cultured on 5% blood agar for <italic>S. pneumoniae</italic>, <italic>S. aureus</italic>, and <italic>K. pneumoniae</italic>. Cholate agar was used for <italic>H. influenzae</italic>. Plates were incubated for 24&#x202F;h at 37&#x202F;&#x00B0;C (for <italic>H. influenzae,</italic> plates were incubated in a CO<sub>2</sub> atmosphere). After incubation, colonies were counted, and the CFU/mL were calculated accordingly.</p>
<p>After culturing, dilutions were subsequently boiled at 99&#x202F;&#x00B0;C for 10&#x202F;min to extract DNA. LAMP reactions were performed at 65&#x202F;&#x00B0;C for 60&#x202F;min, followed by exposure of the reaction tubes to blue light (470&#x202F;nm) using Invitrogen&#x2019;s Safe Imager 2.0 transilluminator (Waltham, MA, USA). Photos were taken using a smartphone (Apple Inc., USA).</p>
<p>In the case of <italic>M. pneumoniae,</italic> Quantitative Genomic DNA from <italic>Mycoplasmoides pneumoniae</italic> strain M129-B7 (ATCC 29342DQ) purchased from ATCC (Manassas, VA, USA) was used based on the manufacturer&#x2019;s reported concentration of 3.0 &#x00D7;10<sup>5</sup> genome copies/&#x03BC;L. Starting from this concentration, serial 1:10 dilutions were performed down to 1.27 &#x00D7;10<sup>2</sup> genome copies/reaction to determine the minimum detectable concentration.</p>
<p>To confirm amplification, 2.5% agarose gel electrophoresis was performed at 90&#x202F;V for 30&#x202F;min for each LAMP reaction.</p>
</sec>
<sec id="sec6">
<label>2.2.2</label>
<title>Effect of bacterial load on time to positivity</title>
<p>This analysis aimed to assess fluorescence changes during the standardised LAMP reaction, and to determine the time required for a signal emergence in positive reactions, focusing on panel bacteria such as <italic>S. pneumoniae</italic>, <italic>S. aureus</italic>, and <italic>H. influenzae,</italic> which may act as colonizers rather than true pathogens.</p>
<p>Bacterial suspensions at McFarland standards 4, 2, 1, and 0.5 were prepared. From the 0.5 suspension (approximately 10<sup>8</sup>&#x202F;CFU/mL), 1:10 serial dilutions were made down to 10<sup>3</sup>&#x202F;CFU/mL. DNA was extracted as previously described (99&#x202F;&#x00B0;C for 10&#x202F;min) for use in the LAMP reaction.</p>
<p>The reaction was monitored every 5&#x202F;min, over a total period of 1&#x202F;h, with all assays performed in triplicate. For this, 13 reaction tubes were prepared from each bacterial suspension tested, one for each 5-min interval and one negative control. Reactions were conducted at 65&#x202F;&#x00B0;C, and at each interval, a tube was removed and placed on ice to stop the amplification. After 60&#x202F;min, all tubes were exposed to blue light to visualise fluorescent signals.</p>
</sec>
</sec>
<sec id="sec7">
<label>2.3</label>
<title>Proof-of-concept testing with clinical samples</title>
<p>To verify that the standardised LAMP reaction performed adequately in a clinical context, 25 respiratory samples from patients with respiratory tract infections were analysed. These included samples positive for each bacterium in the panel as well as negative samples. These samples included nasopharyngeal aspirates (NAS), bronchoaspirates (BAS), endotracheal aspirates (EAS), sputum, and bronchoalveolar lavages (BAL) collected at Hospital Clinic of Barcelona and Hospital Sant Joan XXIII in Tarragona, Spain. All samples were residual material from the routine diagnostic workflow; therefore, microbiological identification was available for each sample. Identification was performed by bacterial culture or by PCR in the case of samples positive for <italic>M. pneumoniae</italic>.</p>
<p>For the LAMP reaction, 25&#x202F;&#x03BC;L of the raw sample was mixed with 500&#x202F;&#x03BC;L of Milli-Q water to reduce viscosity and cellular load. A simple nucleic acid extraction was then performed by heating the diluted sample at 99&#x202F;&#x00B0;C for 10&#x202F;min. Subsequently, 8.5&#x202F;&#x03BC;L of this preparation was used as a template in the LAMP reaction, using the components described in <xref ref-type="table" rid="tab1">Table 1</xref>. For each bacterium included in the detection panel, a specific reaction mix containing its corresponding primers was prepared.</p>
<p>To ensure proper reaction performance and exclude the possibility of sample inhibition, an inhibition control (IC) was included in each assay. The IC contained 5&#x202F;&#x03BC;L of sample extract, 3.5&#x202F;&#x03BC;L of a <italic>S. pneumoniae</italic> ATCCC 49619 suspension at 1.5 &#x00D7;10<sup>8</sup> CFU/mL, and specific primers for this bacterium. The IC was required to always produce a positive result to validate each assay.</p>
<p>Reaction temperature and time were maintained as described in previous assays (65&#x202F;&#x00B0;C, 60&#x202F;min). End-point fluorescence was assessed by exposing the reaction tubes to blue light and imaging the signal with a smartphone camera.</p>
<p>Ethics statement: This study was conducted with leftover clinical samples and was approved by the Ethics Committee of Hospital Clinic of Barcelona. Registration No. HCB/2023/0652.</p>
</sec>
</sec>
<sec sec-type="results" id="sec8">
<label>3</label>
<title>Results</title>
<sec id="sec9">
<label>3.1</label>
<title>The use of SYBR safe did not allow a visual interpretation of the LAMP reaction</title>
<p>No clear distinction between negative and positive reactions was observed with any of the SYBR Safe concentrations tested (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>). Higher concentrations resulted in a stronger fluorescent signal visible to the naked eye, but also in negative controls. Additionally, electrophoresis showed that increased SYBR Safe concentrations correlated with reduced reaction product.</p>
<p>Although slight differences in fluorescence intensity were noted at 3.2X, 16X, and 1X, they were insufficient for reliable visual interpretation of the reaction results.</p>
</sec>
<sec id="sec10">
<label>3.2</label>
<title>The use of calcein-Mn<sup>2+</sup>&#x202F;did not provide a clear differentiation between positive and negative LAMP reactions and could affect the reaction efficiency</title>
<p>Calcein-Mn<sup>2+</sup> concentrations were chosen based on previous studies (<xref ref-type="bibr" rid="ref19">Fischbach et al., 2015</xref>; <xref ref-type="bibr" rid="ref58">Petrone et al., 2015</xref>; <xref ref-type="bibr" rid="ref20">Foo et al., 2020</xref>) commonly using 0.05&#x202F;mM calcein. When this was combined with 0.5, 1.4, 1.6, and 1.8&#x202F;mM of Mn<sup>2+</sup>, no clear distinction between positive and negative tubes was observed. However, at 0.025&#x202F;mM calcein and 0.5&#x202F;mM of Mn<sup>2+</sup>, visible colour differences and fluorescence signals between positive and negative reactions were evident at the end of the LAMP reaction (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S2</xref>).</p>
<p>Therefore, calcein concentrations of 0.025&#x202F;mM and Mn<sup>2+</sup> ranging from 0.5 to 0.9&#x202F;mM were tested. Slight colour and fluorescence differences between positive and negative reactions were visible to the naked eye. However, a background fluorescence signal persisted in negative tubes. Using 0.025&#x202F;mM calcein and 0.6&#x202F;mM Mn<sup>2+</sup>, only high bacterial loads of <italic>S. pneumoniae</italic> (above 10<sup>6</sup>&#x202F;CFU/mL) showed a clear distinction.</p>
<p>To improve differentiation between fluorescent in negative and positive tubes, the Mg<sup>2+</sup> concentration was adjusted due to its influence on fluorescence intensity. With calcein fixed at 0.025&#x202F;mM, and Mg<sup>2+</sup> at 5.5&#x202F;mM, varying Mn<sup>2+</sup> from 0.5 to 1.375&#x202F;mM reduced background signal in negative tubes (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S2</xref>). However, this also reduced fluorescence intensity and the amount of reaction products, compromising the efficiency of the reaction and making result interpretation more difficult.</p>
</sec>
<sec id="sec11">
<label>3.3</label>
<title>If only SYTO 9 is used, it is not visually possible to distinguish between positive and negative LAMP reactions</title>
<p>Although slight differences were observed between positive and negative reactions at various SYTO 9 concentrations, this dye alone was insufficient for reliable visual differentiation. As SYTO 9 concentration increased, fluorescent intensity in positive tubes also increased; however, a background signal remained in negative tubes, similar to previous tested indicators.</p>
<p>While some variations were visible to the naked eye, particularly at concentrations above 0.5&#x202F;&#x03BC;M of SYTO 9 (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S3</xref>), these were not distinct enough for accurate interpretation, rendering SYTO 9 unsuitable as a standalone dye.</p>
</sec>
<sec id="sec12">
<label>3.4</label>
<title>The use of SYTO 9 combined with HNB is an adequate method to distinguish between negative and positive LAMP reactions</title>
<sec id="sec13">
<label>3.4.1</label>
<title>Search for the concentrations that provide optimal contrast between positive and negative LAMP reactions</title>
<p>The combination of SYTO 9 and HNB improved visual distinction between positive and negative LAMP results. HNB indicated negatives via a colour change to a reddish signal, while SYTO 9 green fluorescence marks positives, simplifying interpretation by eye. Across the tested concentrations, variations in fluorescent intensity and colour were observed at the end of the LAMP reaction. Higher HNB concentrations intensified red tones in both negative and positive tubes, masking SYTO 9&#x2019;s green fluorescence and producing an orange hue in positive tubes. Conversely, reducing HNB concentration and increasing SYTO 9 allowed its green signal to dominate, resulting in orange or yellow colours in negative tubes (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The use of HNB and SYTO 9 allow clear differentiation between positive and negative LAMP reactions. LAMP protocol for detecting of the main pneumonia-causing bacteria in children <bold>(A)</bold>. The workflow was divided into two phases: DNA extraction and the LAMP reaction, using HNB and SYTO-9 as dyes. Positive reaction tubes showed green fluorescence, while negative tubes displayed a reddish-orange signal when exposed to blue light (470&#x202F;nm). Different tested concentrations of HNB and SYTO 9 in the LAMP reaction <bold>(B)</bold>. Among the concentrations tested, 341.35&#x202F;&#x03BC;M HNB and 0.75&#x202F;&#x03BC;M SYTO 9 were selected as they provided a clear contrast between positive and negative reactions. Although higher SYTO 9 levels increased fluorescence in positive samples, increasing HNB concentrations made both positive and negative tubes appear more reddish, thereby reducing visual distinction.</p>
</caption>
<graphic xlink:href="fmicb-17-1748456-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram A shows a DNA extraction and LAMP reaction process involving heating a sample to ninety-nine degrees Celsius for ten minutes, followed by a LAMP reaction at sixty-five degrees Celsius for approximately sixty minutes. Selected dyes, HNB combined with SYTO-9, are used with LAMP reagents including primers, reaction buffer, betaine, Bst polymerase, and dNTPs. Diagram B presents test tubes labeled NC and PC, showing various concentrations of HNB from five hundred twenty-five micromolar to seventy-eight point seventy-five micromolar, and SYTO-9 concentrations ranging from zero point two five to zero point seven five micromolar, indicated by fluorescent colors.</alt-text>
</graphic>
</fig>
<p>At first glance, the most noticeable contrast was achieved with 0.75&#x202F;&#x03BC;M SYTO 9 and 341.25&#x202F;&#x03BC;M HNB.</p>
</sec>
<sec id="sec14">
<label>3.4.2</label>
<title>Mg<sup>2+</sup>&#x202F;variations in the reaction affect the fluorescent signal emitted by HNB</title>
<p>As Mg<sup>2+</sup> concentration increases in the LAMP reaction, the red fluorescence from HNB intensifies, improving visual discrimination of negative reactions. However, in positive reactions, SYTO 9&#x2019;s green signal is also affected, appearing orange at 8&#x202F;mM&#x202F;Mg<sup>2+</sup> (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Effect of Mg<sup>2+</sup> concentration and temperature variations on the LAMP reaction. Increasing Mg<sup>2+</sup> concentration intensifies the reddish fluorescence signal emitted by HNB, resulting in a deeper colour in negative tubes <bold>(A)</bold>, alongside producing a higher number of products <bold>(B)</bold>. While increasing the reaction temperature does not have an influence on the fluorescent signal observed in both positive and negative tubes <bold>(C)</bold>, this temperature increase generates a higher amount of reaction products <bold>(D)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-17-1748456-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A composite image with panels A through D. Panel A shows six microtubes with color changes at concentrations of six, seven, and eight millimolar, labeled NC (negative control) and PC (positive control). Panel B depicts corresponding gel electrophoresis results, indicating DNA presence in the PC lanes. Panel C presents tubes at temperatures from sixty to sixty-five degrees Celsius, showing visible color differences in NC and PC. Panel D shows the related gel results, with bands visible in the PC lanes across all temperatures.</alt-text>
</graphic>
</fig>
<p>Since Mg<sup>2+</sup> is essential for polymerase activity, 6&#x202F;mM was selected as the optimal concentration to ensure amplification without compromising the interpretation of results based on the observed fluorescent signals.</p>
</sec>
<sec id="sec15">
<label>3.4.3</label>
<title>Increasing the reaction temperature did not affect the fluorescent signal emitted by SYTO 9 and HNB</title>
<p>Temperatures between 60 and 65&#x202F;&#x00B0;C had little effect on fluorescence in positive and negative tubes. However, more product was generated as the temperature increased (<xref ref-type="fig" rid="fig2">Figure 2</xref>), making 65&#x202F;&#x00B0;C the optimal temperature for the LAMP reaction.</p>
</sec>
<sec id="sec16">
<label>3.4.4</label>
<title>With the use of SYTO 9 combined with HNB, the fluorescent signal emitted remains for weeks</title>
<p>The fluorescent signals from HNB and SYTO 9 remained stable, allowing distinction between positive and negative reactions even after 52&#x202F;days.</p>
<p>Over time, negative tubes appeared brighter red-orange while positive signals faded to yellow (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S4</xref>).</p>
</sec>
</sec>
<sec id="sec17">
<label>3.5</label>
<title>Detection panel of the main pneumonia-causing bacteria in children</title>
<sec id="sec18">
<label>3.5.1</label>
<title>LoD of <italic>Streptococcus pneumoniae</italic>, <italic>Staphylococcus aureus</italic>, <italic>Haemophilus influenzae</italic>, and <italic>Mycoplasmoides pneumoniae</italic></title>
<p>The LoD was defined as the lowest bacterial dilution showing a visible positive signal after LAMP and confirmed by colony counts on agar plates.</p>
<p>The determined LoD for <italic>S. pneumoniae</italic> was 3.9 &#x00D7;10<sup>3</sup> CFU/mL, 1.7 &#x00D7;10<sup>5</sup> CFU/mL for <italic>S. aureus</italic>, 8.2 &#x00D7;10<sup>3</sup> CFU/mL for <italic>H. influenzae,</italic> and 1.27 &#x00D7;10<sup>3</sup> genome copies/reaction for <italic>M. pneumoniae</italic> (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Sensitivity of the LAMP reaction for the detection of <italic>S. pneumoniae</italic>, <italic>S. aureus</italic>, <italic>H. influenzae</italic>, and <italic>M. pneumoniae.</italic> Visual LoD determined for the detection of <italic>S. pneumoniae</italic> (3.9 &#x00D7;10<sup>3</sup> CFU/mL), <italic>S. aureus</italic> (1.7 &#x00D7;10<sup>5</sup> CFU/mL), <italic>H. influenzae</italic> (8.2 &#x00D7;10<sup>3</sup> CFU/mL), and <italic>M. pneumoniae</italic> (1.27 &#x00D7;10<sup>3</sup> genome copies/reaction) <bold>(A)</bold>. Verification of amplification by 2% agarose gel electrophoresis <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-17-1748456-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Test tubes and gel results are displayed for bacterial detection of S. pneumoniae, S. aureus, H. influenzae, and M. pneumoniae across various bacterial concentrations. Panels show color reactions in tubes and corresponding gel bands.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec19">
<label>3.5.2</label>
<title>Primer design for the detection of <italic>Klebsiella pneumoniae</italic></title>
<p>Alignment of sequences of the <italic>khe</italic> gene showed high conservation, with minor variations at positions 228 (G and A), 366 (C and T), and 471 (T and C), all at a single base (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S5</xref>).</p>
<p>All the bases were considered in designing the Kpne-AMT primer set, which includes F3, B3, FIP, BIP, LF, and LB primers (<xref ref-type="table" rid="tab3">Table 3</xref>). These primers bind to regions of the <italic>khe</italic> sequence as shown in the <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S6</xref>.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Designed Kpne-AMT primers for <italic>K. pneumoniae</italic> detection.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Primer</th>
<th align="left" valign="top">Sequence 3&#x2032;-5&#x2032;</th>
<th align="center" valign="top">Gen sequence position 5&#x2032;-3&#x2032;</th>
<th align="center" valign="top">Length</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Kpne-AMT-F3</td>
<td align="left" valign="top">ACGGCTATCTCTGGAAGCT</td>
<td align="center" valign="top">242</td>
<td align="center" valign="top">19</td>
</tr>
<tr>
<td align="left" valign="top">Kpne-AMT-B3</td>
<td align="left" valign="top">GCTTACCGTCGTGTGGAC</td>
<td align="center" valign="top">458</td>
<td align="center" valign="top">18</td>
</tr>
<tr>
<td align="left" valign="top">Kpne-AMT-FIP</td>
<td align="left" valign="top">GACGAACTTCCTGCTCGGTGTT-TGGGTTTTCCCGCTGGTA</td>
<td align="center" valign="top">278&#x2013;29; 322&#x2013;343</td>
<td align="center" valign="top">22&#x202F;+&#x202F;18</td>
</tr>
<tr>
<td align="left" valign="top">Kpne-AMT-BIP</td>
<td align="left" valign="top">ATTACCCGCTCAATCCCGGC-GAAGAACTGCGGCGGATG</td>
<td align="center" valign="top">439&#x2013;456; 386&#x2013;405</td>
<td align="center" valign="top">20&#x202F;+&#x202F;18</td>
</tr>
<tr>
<td align="left" valign="top">Kpne-AMT-LB</td>
<td align="left" valign="top">TGAGAAAGGTGTGGCAGATGC</td>
<td align="center" valign="top">299&#x2013;319</td>
<td align="center" valign="top">21</td>
</tr>
<tr>
<td align="left" valign="top">Kpne-AMT-LF</td>
<td align="left" valign="top">ACGCGCCAGGATCGTT</td>
<td align="center" valign="top">415&#x2013;430</td>
<td align="center" valign="top">16</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>BLASTn analysis showed no significant similarity of the designed primers with species outside the <italic>K. pneumoniae</italic> complex. <italic>In vitro</italic> test confirmed no cross-reactivity with panel bacteria or other Gram-positive and Gram-negative species (<xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S7</xref>), demonstrating high specificity.</p>
<p>A positive signal was observed to the naked eye at 1.5 &#x00D7;10<sup>4</sup> CFU/mL, establishing the LoD (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Sensitivity of the designed primers for the detection of <italic>K. pneumoniae.</italic> Visual LoD <bold>(A)</bold>. The calculated LoD was 1.5 &#x00D7;10<sup>4</sup> CFU/mL. Amplification was confirmed by 2% agarose gel electrophoresis <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-17-1748456-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Five test tubes (A) labeled NC, 10^5, 10^4, 10^3, and 10^2 with varying fluorescence intensities, indicating different concentrations. Gel electrophoresis results (B) correspond, showing bands for each concentration in lanes under similar labels.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="sec20">
<label>3.6</label>
<title>Bacterial load effect on the detection time of potentially colonizing bacteria</title>
<p>For bacteria acting as colonisers rather than true pathogens, lower bacterial loads led to longer detection times for positive fluorescence. In <italic>S. pneumoniae</italic>, positive signals appeared between 30 and 35&#x202F;min after the reaction started in high bacterial loads (RANGE), while detection times beyond 55&#x202F;min may indicate low bacterial load concentrations (&#x2265;10<sup>7</sup>&#x202F;CFU/mL).</p>
<p>For <italic>S. aureus</italic>, a similar pattern was observed: high concentrations (&#x2265;10<sup>7</sup>&#x202F;CFU/mL) showed positivity from 30&#x202F;min onwards, while lower bacterial loads (&#x2264;10<sup>4</sup>&#x202F;CFU/mL) extended detection times with positive signals appearing at 55&#x202F;min or after. Longer detection times correlate with lower bacterial concentrations.</p>
<p>In <italic>H. influenzae</italic>, positive signals started to appear between 20 and 25&#x202F;min at high bacterial concentrations (&#x2265;10<sup>7</sup>&#x202F;CFU/mL), and after 45&#x202F;min when the load was low (&#x2264;10<sup>4</sup>&#x202F;CFU/mL) (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Relationship between time to positivity and bacterial load for LAMP detection of <italic>S. pneumoniae</italic>, <italic>S. aureus</italic>, and <italic>H. influenzae</italic>. As the bacterial concentration decreased, the time required for detection increased across all three pathogens. For <italic>S. pneumoniae</italic>, high concentrations produced a clear positive result within 35&#x202F;min. However, concentrations near the LoD (10<sup>4</sup> and 10<sup>3</sup>&#x202F;CFU/mL) required more than 55&#x202F;min to be considered positive. Similarly, <italic>S. aureus</italic> showed a positive signal at 35&#x202F;min when tested at high concentrations, whereas lower concentrations (around 10<sup>4</sup>&#x202F;CFU/mL) required over 45. In the case of <italic>H. influenzae</italic>, the highest concentration yielded a visible positive reaction at 25&#x202F;min, while lower concentrations needed up to 45&#x202F;min. Transition phase: In all cases, there was a stage where tubes began to show a greenish signal, indicating the onset of positivity, although the color had not yet fully developed to a strong green signal.</p>
</caption>
<graphic xlink:href="fmicb-17-1748456-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Chart comparing bacterial growth over time at different concentrations for S. pneumoniae, S. aureus, and H. influenzae. Results are indicated with colored circles: red for negative, yellow for transition, and green for positive. Each bacterium is shown with varying concentrations over a timeline of sixty minutes.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec21">
<label>3.7</label>
<title>The proposed LAMP technique performs reliably with respiratory clinical samples</title>
<p>The performance of the standardised reaction was evaluated using clinical samples. The assay was successfully performed and could be accurately read despite inherent sample characteristics such as viscosity or traces of blood inclusion.</p>
<p>As shown in <xref ref-type="table" rid="tab4">Table 4</xref>, all target bacteria were correctly identified by LAMP, consistent with culture or PCR results (in the case of <italic>M. pneumoniae</italic>). In some samples, additional bacteria were detected: 5-STD, where both <italic>S. pneumoniae</italic> and <italic>H. influenzae</italic> were identified, and in sample 8-STD, both <italic>M. pneumoniae</italic> and <italic>S. pneumoniae</italic>. All five negative samples remained negative. Fluorescent signals are shown in <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S8</xref>.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Evaluation of the standardised LAMP reaction using clinical samples positive and negative for the target bacteria.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Sample ID</th>
<th align="left" valign="top">Sample type</th>
<th align="left" valign="top">Culture result</th>
<th align="left" valign="top">Reported bacterial load (UFC/mL)</th>
<th align="left" valign="top">LAMP result</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="5"><italic>Streptococcus pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>S. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
</tr>
<tr>
<td align="left" valign="top">13-STD</td>
<td align="left" valign="top">Bronchoaspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
<td align="left" valign="top"><italic>H. influenzae</italic>: 200,000<break/><italic>S. pneumoniae</italic>: 40,000</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
</tr>
<tr>
<td align="left" valign="top">37-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>S. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5"><italic>Staphylococcus aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
<td align="left" valign="top">&#x003E;100,000</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top">33-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
<td align="left" valign="top">40,000</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top">40-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
<td align="left" valign="top">500,000</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top">49-STD</td>
<td align="left" valign="top">Sputum</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top">67-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
<td align="left" valign="top">ND</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top">72-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
<td align="left" valign="top">&#x003E;1,000,000</td>
<td align="left" valign="top"><italic>S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5"><italic>Haemophilus influenzae</italic></td>
</tr>
<tr>
<td align="left" valign="top">13-STD</td>
<td align="left" valign="top">Bronchoaspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
<td align="left" valign="top"><italic>H. influenzae</italic>: 200,000<break/><italic>S. pneumoniae</italic>: 40,000</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
</tr>
<tr>
<td align="left" valign="top">16-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>S. pneumoniae/H. influenzae</italic></td>
</tr>
<tr>
<td align="left" valign="top">19-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>H. influenzae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>H. influenzae</italic></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5"><italic>Klebsiella pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">43-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>K. pneumoniae/S. maltophilia</italic></td>
<td align="left" valign="top">&#x003E;2000,000</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">64-STD</td>
<td align="left" valign="top">Bronchoaspirate</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
<td align="left" valign="top">400,000</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">79-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
<td align="left" valign="top">400,000</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">83-STD</td>
<td align="left" valign="top">Bronchoaspirate</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
<td align="left" valign="top">&#x003E;2000,000</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">91-STD</td>
<td align="left" valign="top">Bronchoaspirate</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
<td align="left" valign="top">100,000</td>
<td align="left" valign="top"><italic>K. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5"><italic>Mycoplasmoides pneumoniae&#x002A;</italic></td>
</tr>
<tr>
<td align="left" valign="top">7-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>S. pneumoniae/M. pneumoniae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>M. pneumoniae/S. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">8-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>M. pneumoniae</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>M. pneumoniae/S. pneumoniae</italic></td>
</tr>
<tr>
<td align="left" valign="top">11-STD</td>
<td align="left" valign="top">Nasopharyngeal aspirate</td>
<td align="left" valign="top"><italic>M. pneumoniae/S. aureus</italic></td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top"><italic>M. pneumoniae/S. aureus</italic></td>
</tr>
<tr>
<td align="left" valign="top" colspan="5"><italic>Negatives</italic></td>
</tr>
<tr>
<td align="left" valign="top">23-STD</td>
<td align="left" valign="top">Bronchoalveolar lavage</td>
<td align="left" valign="top">Negative</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Negative</td>
</tr>
<tr>
<td align="left" valign="top">47-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top">Negative</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Negative</td>
</tr>
<tr>
<td align="left" valign="top">54-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top">Negative</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Negative</td>
</tr>
<tr>
<td align="left" valign="top">62-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top">Negative</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Negative</td>
</tr>
<tr>
<td align="left" valign="top">66-STD</td>
<td align="left" valign="top">Endotracheal aspirate</td>
<td align="left" valign="top">Negative</td>
<td align="left" valign="top">NA</td>
<td align="left" valign="top">Negative</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>NA, not applicable; ND, not determined.</p>
<p>&#x002A;<italic>Mycoplasmoides pneumoniae</italic> identification was done by PCR.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="sec22">
<label>4</label>
<title>Discussion</title>
<p>LAMP technology is widely used for pathogen detection due to its high sensitivity, specificity, simplicity, and rapid results (<xref ref-type="bibr" rid="ref1">Atceken et al., 2023</xref>) meeting WHO criteria for tuberculosis diagnosis (<xref ref-type="bibr" rid="ref79">WHO, 2016</xref>). Although it has been extensively applied to viral respiratory pathogens, especially after the SARS-CoV-2 pandemic, few studies focus on key bacterial agents of childhood pneumonia (<xref ref-type="bibr" rid="ref61">Pneumonia in children: What you need to know | UNICEF, 2024</xref>). Many existing methods rely on complex detection systems, limiting use in high-incidence, low-resource settings.</p>
<p>This study describes a LAMP-based panel designed to detect key bacterial causes of childhood pneumonia, aiming to standardise a reliable, user-friendly method with straightforward interpretation. As a first step, we tested various dyes to enable naked-eye interpretation of LAMP results without specialised equipment.</p>
<p>SYBR Safe, an accessible dye that intercalates into dsDNA and fluoresces when excited at 280&#x202F;nm or 502&#x202F;nm, was initially evaluated (<xref ref-type="bibr" rid="ref33">Kolbeck et al., 2021</xref>). This was demonstrated in the results, where positive reactions showed stronger fluorescence than negatives, but residual signals in negative tubes made interpretation difficult. This background may stem from SYBR Safe binding not only to dsDNA, but also to primers and single-stranded DNA (ssDNA), as reported for SYBR Green (<xref ref-type="bibr" rid="ref67">Shaik et al., 2008</xref>; <xref ref-type="bibr" rid="ref16">Dragan et al., 2012</xref>). Higher dye concentrations also reduced efficiency and product yield, leading us to discard them. Though SYBR Safe has been used in LAMP for <italic>Leishmania</italic> detection (<xref ref-type="bibr" rid="ref73">Thita et al., 2019</xref>) visual interpretation remained challenging. Later, combining with gold nanoparticles improved clarity, but only in post-reaction steps (<xref ref-type="bibr" rid="ref66">Ruang-areerate et al., 2021</xref>).</p>
<p>Since SYBR Safe lacked a clear visual distinction, we switched to calcein chelated with Mn<sup>2+</sup>. Calcein&#x2019;s fluorescence is quenched by Mn<sup>2+</sup>, but during LAMP amplification, generated pyrophosphate binds and precipitates Mn<sup>2+</sup>, releasing fluorescence when excited near 480&#x202F;nm (<xref ref-type="bibr" rid="ref43">Mansour et al., 2015</xref>). Calcein also enables colour changes, slightly yellow for negative and green for positive (<xref ref-type="bibr" rid="ref74">Tomita et al., 2008</xref>). Optimizing calcein-Mn<sup>2+</sup> and Mg<sup>2+</sup> concentrations is crucial to visually distinguishing LAMP results. In our study, adjustments had little impact on fluorescence or colour change. A persistent background signal in all tubes, including negatives, made interpretation difficult and risked false positives. Sensitivity was also low, with only high concentrations of <italic>S. pneumoniae</italic> showing a clear positive signal. This may stem from incomplete calcein-Mn<sup>2+</sup> chelation, leaving residual fluorescence. Increasing Mn<sup>2+</sup> reduces this background but also impairs reaction efficiency, likely due to Mn<sup>2+</sup> competing with Mg<sup>2+</sup>, which the polymerase requires. While some polymerases can use Mn<sup>2+</sup> as a cofactor, it often reduces performance and may destabilise important LAMP structures like loops or hairpins (<xref ref-type="bibr" rid="ref46">Millonig et al., 2009</xref>; <xref ref-type="bibr" rid="ref75">Vashishtha and Konigsberg, 2016</xref>).</p>
<p>Adjusting the [Mn<sup>2+</sup>: Mg<sup>2+</sup>] ratio can enhance contrast between positive and negative LAMP reactions. However, in our system, even at different ratios, the distinction remained unclear. Although a 4:1 ratio has been reported to improve visual differentiation (<xref ref-type="bibr" rid="ref58">Petrone et al., 2015</xref>), residual fluorescence persisted in negative tubes, making result interpretation difficult.</p>
<p>We next evaluated SYTO 9, a dye that binds to dsDNA and emits strong green fluorescence when excited at 480&#x2013;500&#x202F;nm (<xref ref-type="bibr" rid="ref47">Monis et al., 2005</xref>). Compared to SYBR Safe dyes, SYTO 9 offers less inhibition, stronger fluorescence, and a better signal-to-noise ratio, reducing false positives (<xref ref-type="bibr" rid="ref41">Ma et al., 2019</xref>). However, when used alone, it failed to clearly differentiate positives from negatives by eye, as both emitted similar fluorescence. Although SYTO dyes have been used in LAMP, those studies typically relied on real-time systems with sensitive detectors to capture subtle differences (<xref ref-type="bibr" rid="ref10">Chen and Ge, 2010</xref>; <xref ref-type="bibr" rid="ref57">Patel et al., 2013</xref>; <xref ref-type="bibr" rid="ref53">Oscorbin et al., 2016</xref>; <xref ref-type="bibr" rid="ref63">Quyen et al., 2019</xref>). Fluorescence in negative tubes may result from SYTO 9 binding to primers or template DNA, even without amplification (<xref ref-type="bibr" rid="ref45">Meagher et al., 2018</xref>). To address this, a dual-dye system was proposed, combining SYTO 9 to mark positives and a second dye to mask its background signal. SYTO 9 was paired with HNB as previously reported (<xref ref-type="bibr" rid="ref38">Li et al., 2023</xref>). HNB emits reddish-orange fluorescence when interacting with Mg<sup>2+</sup> under ~470&#x202F;nm light. In positives, SYTO 9 binds to amplified dsDNA, emitting a strong green signal. In negatives, HNB masks any weak SYTO 9 fluorescence, offering a clear visual contrast: green for positives, reddish-orange for negatives.</p>
<p>We adopted this dye combination with modifications to optimise concentrations for our LAMP. HNB fluorescence was initially too faint to allow a clear visual distinction between positive and negative reactions. The optimal concentrations were 341.25&#x202F;&#x03BC;M for HNB, 13 times higher than previously reported, and 0.75&#x202F;&#x03BC;M for SYTO 9. Higher HNB intensified the red hue in negatives but gave positives a reddish-orange tone. Increasing SYTO 9 countered this, especially at low HNB levels, highlighting the need to fine-tune dye concentrations for each LAMP system.</p>
<p>Mg<sup>2+</sup> concentration influences both enzyme activity and fluorescence intensity (<xref ref-type="bibr" rid="ref54">Oscorbin and Filipenko, 2023</xref>), due to its interaction with HNB, which produces the reddish signal in negative tubes. We tested Mg<sup>2+</sup> concentrations between 6 and 8&#x202F;mM, assessing fluorescence and product yield. Higher Mg<sup>2+</sup> enhanced amplifications but also strengthened HNB fluorescence, masking SYTO 9&#x2019;s positive green signal and shifting colour to orange. Since Mg<sup>2+</sup> affects HNB&#x2019;s absorptions and emission spectra (<xref ref-type="bibr" rid="ref22">Goto et al., 2009</xref>; <xref ref-type="bibr" rid="ref15">Ding et al., 2015</xref>) we chose a 6&#x202F;mM&#x202F;Mg<sup>2+</sup>. It provided clear green fluorescence in positives, a distinct red in negatives, and strong amplification.</p>
<p>Reaction temperature affects enzyme performance. At 65&#x202F;&#x00B0;C, LAMP produced the most intense band pattern, aligning with its reported optimum (<xref ref-type="bibr" rid="ref54">Oscorbin and Filipenko, 2023</xref>). Components like KCl, H<sub>3</sub>PO<sub>4</sub>, and Tris&#x2013;HCl can dampen HNB&#x2019;s reddish fluorescence, but this effect is less noticeable above 63&#x202F;&#x00B0;C, even after cooling to 4&#x202F;&#x00B0;C (<xref ref-type="bibr" rid="ref38">Li et al., 2023</xref>). Running the reaction at 65&#x202F;&#x00B0;C helps maintain a strong, clear HNB signal, supporting effective visual interpretation.</p>
<p>Both SYTO 9&#x2019;s green fluorescence and HNB&#x2019;s reddish signal remained stable for over 52&#x202F;days, far longer than the 9&#x202F;days previously reported (<xref ref-type="bibr" rid="ref38">Li et al., 2023</xref>). Using higher dye concentrations and storing samples away from light likely preserved signal clarity, allowing greater flexibility for reading or checking results after amplification. Over time, SYTO 9&#x2019;s green fluorescence faded to greenish-yellow. Although photobleaching was limited by dark storage, reversible binding to amplification products may also explain this event (<xref ref-type="bibr" rid="ref6">Biebricher et al., 2015</xref>; <xref ref-type="bibr" rid="ref71">Stiefel et al., 2015</xref>). In contrast, HNB fluorescence intensified, possibly due to stronger interactions with Mg<sup>2+</sup> developing over time (<xref ref-type="bibr" rid="ref22">Goto et al., 2009</xref>).</p>
<p>Under the established reaction conditions, the sensitivity assay showed a LoD of 3.9 &#x00D7;10<sup>3</sup> CFU/mL for <italic>S. pneumoniae</italic>, matching previous study using the same primers, which reported 10<sup>3</sup> copies/mL (<xref ref-type="bibr" rid="ref30">Kang et al., 2012</xref>). This aligns with other reports with LoD values of 10<sup>3</sup>&#x202F;CFU/mL (<xref ref-type="bibr" rid="ref14">de Paz et al., 2020</xref>; <xref ref-type="bibr" rid="ref69">Si et al., 2021</xref>) using real time detection systems are usually more sensitive than the visual method. These results suggest the method&#x2019;s suitability for use in low-resource settings.</p>
<p>The LoD for <italic>S. aureus</italic> was 1.7 &#x00D7;10<sup>5</sup> CFU/mL, aligning with a previous study using the same primers (10<sup>5</sup> copies/mL) (<xref ref-type="bibr" rid="ref30">Kang et al., 2012</xref>) and others that have reported between 10<sup>4</sup> (<xref ref-type="bibr" rid="ref69">Si et al., 2021</xref>) and 10<sup>5</sup>&#x202F;CFU/mL by flanking the same gene (<italic>fem</italic>A) (<xref ref-type="bibr" rid="ref76">Vergara et al., 2020</xref>; <xref ref-type="bibr" rid="ref31">Kim et al., 2022</xref>). For <italic>H. influenzae,</italic> our LoD of 8.2 &#x00D7;10<sup>3</sup> CFU/mL was slightly lower than the 10<sup>5</sup> copies/mL reported (<xref ref-type="bibr" rid="ref30">Kang et al., 2012</xref>). This difference likely reflects methodological variations, as our assay used bacterial suspension at known concentrations rather than clinical cut-offs. Overall, our findings are consistent with reported LoDs of 10<sup>3</sup>&#x202F;CFU/mL (<xref ref-type="bibr" rid="ref32">Kim et al., 2011</xref>; <xref ref-type="bibr" rid="ref72">Takano et al., 2017</xref>; <xref ref-type="bibr" rid="ref78">Wang et al., 2022</xref>).</p>
<p>As shown in <xref ref-type="table" rid="tab4">Table 4</xref>, a clinical sample positive for <italic>S. aureus</italic> with a bacterial load of 4 &#x00D7;10<sup>4</sup> CFU/mL was successfully detected by LAMP, despite being below the reported LoD. This may reflect differences between controlled suspensions and clinical matrices, which can affect DNA availability; for instance, some bacteria in clinical samples may be lysed, releasing DNA and facilitating detection (<xref ref-type="bibr" rid="ref64">Ren et al., 2020</xref>). Additionally, the LoD is an estimated threshold, and stochastic amplification can occasionally yield positive results below this value.</p>
<p>In <italic>M. pneumoniae</italic>, the LoD detected in our study (1.27 &#x00D7;10<sup>3</sup> genome copies/reaction) was higher than previously reported (<xref ref-type="bibr" rid="ref58">Petrone et al., 2015</xref>) likely due to differences in the readout of the reaction. While droplet digital PCR (ddPCR) can detect as few as 2.9 copies/reaction of <italic>M. pneumoniae</italic> (<xref ref-type="bibr" rid="ref84">Zhao et al., 2023</xref>) LAMP is simpler and easier to perform. Given that clinical loads above 10<sup>5</sup> copies/mL indicate active infection, the sensitivity achieved with the standardised LAMP assay remains appropriate for detecting this bacterium (<xref ref-type="bibr" rid="ref39">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="ref68">Shi et al., 2019</xref>; <xref ref-type="bibr" rid="ref83">Zhao et al., 2020</xref>).</p>
<p>An initial primer set for <italic>K. pneumoniae</italic> described previously failed to produce adequate amplification under our reaction conditions (data not shown). Therefore, a new set was designed targeting the <italic>khe</italic> gene encoding haemolysin. Alignment of 502&#x202F;nt sequences of this gene showed high conservation, with only three variations, increasing the likelihood of detecting clinically relevant strains. <italic>In silico</italic> analysis showed high specificity to <italic>K. pneumoniae</italic> complex, and through <italic>in vitro</italic> analysis, no cross-reactivity was detected with other bacteria, including closely related species, confirming the analytical specificity and reducing the risk of false positives (<xref ref-type="bibr" rid="ref81">Yin-Ching et al., 2002</xref>; <xref ref-type="bibr" rid="ref18">Feng et al., 2023</xref>). This confirms the specificity and reliability of the primer set for accurate detection of <italic>K. pneumoniae</italic>.</p>
<p>The LoD obtained with the designed primers was 1.5 &#x00D7;10<sup>4</sup> CFU/mL, which is consistent with other reports with LoDs of 10<sup>4</sup> (<xref ref-type="bibr" rid="ref76">Vergara et al., 2020</xref>) and 10<sup>5</sup>&#x202F;CFU/mL (<xref ref-type="bibr" rid="ref62">Qiu et al., 2022</xref>). However, some studies have reported LoDs near or below 10&#x202F;CFU/mL (<xref ref-type="bibr" rid="ref2">Banerjee et al., 2024</xref>; <xref ref-type="bibr" rid="ref5">Berm&#x00FA;dez-Fornos et al., 2025</xref>).</p>
<p>Accurate diagnosis should not rely solely on rapid tests like the one proposed, but must consider the patient&#x2019;s clinical context. Interpreting results alongside estimated bacterial load can help distinguish true infection from colonisation as higher concentrations are generally seen during active infections due to failed immune regulatory mechanisms (<xref ref-type="bibr" rid="ref3">Beisswenger et al., 2009</xref>; <xref ref-type="bibr" rid="ref37">Leshem et al., 2020</xref>; <xref ref-type="bibr" rid="ref80">Woelfel et al., 2024</xref>).</p>
<p>Since molecular tests amplify faster at higher target concentrations (<xref ref-type="bibr" rid="ref13">De Arcos-Jim&#x00E9;nez et al., 2025</xref>), we proposed that the time to positivity in our reaction could provide an additional indicator to differentiate infection from colonisation in positive cases.</p>
<p>In our study, the absence of a positive signal at 45&#x202F;min for <italic>S. pneumoniae</italic>, <italic>S. aureus</italic>, and at 50&#x202F;min for <italic>H. influenzae</italic> may suggest bacterial concentrations below 10<sup>5</sup>&#x202F;CFU/mL. This threshold is relevant for several reasons.</p>
<p>Various studies reported high <italic>S. pneumoniae</italic> loads in confirmed pneumonia cases (<xref ref-type="bibr" rid="ref17">Dubot-P&#x00E9;r&#x00E8;s et al., 2025</xref>) often exceeding 10<sup>5</sup>&#x202F;CFU/mL in the nasopharynx (<xref ref-type="bibr" rid="ref77">Vu et al., 2011</xref>) with 10<sup>6</sup>&#x202F;CFU/mL suggested as a threshold to distinguish infection from colonisation (<xref ref-type="bibr" rid="ref8">Brotons et al., 2017</xref>; <xref ref-type="bibr" rid="ref23">Haddar et al., 2020</xref>). Similarly, <italic>S. aureus</italic> loads tend to be higher during active infection, with 10<sup>5</sup>&#x202F;CFU/mL proposed as a diagnostic cut-off for methicillin-resistant <italic>S. aureus</italic> (MRSA) (<xref ref-type="bibr" rid="ref34">Kwon et al., 2012</xref>). Other studies found pneumonia cases averaging 10<sup>7</sup> copies/mL, while colonised patients remain below 10<sup>5</sup> copies/mL, supporting its use to differentiate infection from colonisation (<xref ref-type="bibr" rid="ref26">Huang et al., 2015</xref>).</p>
<p><italic>Haemophilus influenzae</italic> loads above 10<sup>4</sup>&#x202F;CFU/mL have been linked to active infection (<xref ref-type="bibr" rid="ref24">Hare et al., 2018</xref>). Concentrations exceeding 10<sup>6</sup> copies/mL are associated with confirmed childhood pneumonia (<xref ref-type="bibr" rid="ref56">Park et al., 2017</xref>) and thresholds of &#x003E;10<sup>5</sup>&#x202F;CFU/mL may help indicate an ongoing infectious process (<xref ref-type="bibr" rid="ref29">Kais et al., 2006</xref>).</p>
<p>Considering that, bacterial loads above 10<sup>5</sup>&#x202F;CFU/mL are associated with active infections, for <italic>S. pneumoniae</italic> and <italic>S. aureus</italic>, a cut-off time of 45&#x202F;min could help differentiate colonisation from true infection in our LAMP reaction. The cut-off point for <italic>H. influenzae</italic> should be set at 50&#x202F;min, based on the association of loads above 10<sup>4</sup>&#x202F;CFU/mL with active infections. Therefore, the time to positivity in our reaction may serve as a useful marker to distinguish between colonisation and infection. The use of bacterial suspension provides a controlled framework to assess the assay; however, validation with clinical samples remains necessary to confirm its relevance in real clinical settings.</p>
<p>Evaluation of the LAMP assay with clinical samples showed that the reaction can be successfully performed even with templates exhibiting variability in composition and physical characteristics. While the study primarily aimed at standardising the detection technique rather than a full clinical validation, it was important to confirm applicability to real samples, hence the limited number of specimens tested. Interestingly, in a couple of cases, LAMP detected an additional bacterium beyond that identified by culture or PCR, suggesting higher sensitivity and the ability to detect bacteria present at low load or affected by prior empirical treatment (<xref ref-type="bibr" rid="ref7">Bouzada et al., 2025</xref>).</p>
<p>As previously mentioned, childhood pneumonia can be caused not only by bacteria but also by viruses, including RSV, HRV, hMPV, and influenza viruses, and others. In some cases, fungal pathogens like <italic>P. jirovecii</italic> may be responsible (<xref ref-type="bibr" rid="ref60">Pneumonia in children, 2022</xref>). However, the present study focuses exclusively on bacterial detection, as these pathogens can cause more severe infections in the paediatric population (<xref ref-type="bibr" rid="ref49">Nascimento-Carvalho et al., 2016</xref>; <xref ref-type="bibr" rid="ref50">Nathan et al., 2020</xref>). Future adaptations and improvements of the proposed technique could include non-bacterial pathogens or even combined panels, given the potential of coinfections.</p>
<p>The LAMP technology described here meets most REASSURED criteria (real-time connectivity, ease of specimen collection, affordable, sensitive, specific, user-friendly, rapid and robust, equipment-free or simple, deliverable) (<xref ref-type="bibr" rid="ref35">Land et al., 2019</xref>). However, an important limitation of this study is the need for further validation using clinical samples before confident diagnostic application.</p>
<sec id="sec23">
<title>Conclusion</title>
<p>The proposed LAMP reaction shows strong potential as a simple and effective tool for detecting the main pneumonia-causing bacteria in children, with results that can be easily interpreted by the naked eye. This technique could significantly improve the diagnosis of childhood pneumonia, particularly in high-incidence settings, pending further clinical validation.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec24">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec25">
<title>Author contributions</title>
<p>AM-T: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing &#x2013; original draft. AV: Conceptualization, Methodology, Resources, Supervision, Writing &#x2013; review and editing. GG: Investigation, Validation, Writing &#x2013; review and editing. EG: Project administration, Writing &#x2013; review and editing. JO: Resources, Writing &#x2013; review and editing. AS: Resources, Writing &#x2013; review and editing. AR: Resources, Writing &#x2013; review and editing. OC: Resources, Writing &#x2013; review and editing. AP: Resources, Writing &#x2013; review and editing. RF: Resources, Writing &#x2013; review and editing. JV: Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>AM-T received a PhD scholarship from the Secretar&#x00ED;a de Ciencia, Humanidades, Tecnolog&#x00ED;a e Innovaci&#x00F3;n (SECIHTI), Mexico (CVU 990925). The PhD scholarship of GG was funded by the European Union&#x2014;NextGenerationEU through the Italian Ministry of University and Research under PNRR&#x2014;Mission 4 Component 2, Investment 3.3 &#x201C;Partnerships extended to universities, research centres, companies, and funding of basic research projects&#x201D; D.M. 352/2021&#x2014;CUP J33C22001330009.</p>
</ack>
<sec sec-type="COI-statement" id="sec26">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec27">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
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<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 sec-type="supplementary-material" id="sec29">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2026.1748456/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2026.1748456/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/22940/overview">Axel Cloeckaert</ext-link>, Institut National de recherche pour l&#x2019;agriculture, l&#x2019;alimentation et l&#x2019;environnement (INRAE), France</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/858647/overview">Yih-Yuan Chen</ext-link>, National Chiayi University, Taiwan</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1780802/overview">Sunna Nabeela</ext-link>, Lundquist Institute for Biomedical Innovation, United States</p>
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