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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.2025.1731818</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>Phenotypic and functional characterization of soil <italic>Pseudomonas</italic> strains reveals multi-metal tolerance and bioremediation potential</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>De Santis</surname><given-names>Alessandro</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bevilacqua</surname>
<given-names>Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Concei&#x00E7;&#x00E3;o</surname>
<given-names>Sara</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Laranjo</surname>
<given-names>Marta</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Francavilla</surname>
<given-names>Matteo</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Marone</surname>
<given-names>Mauro</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Corbo</surname>
<given-names>Maria Rosaria</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Sinigaglia</surname>
<given-names>Milena</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Agriculture, Food, Natural Resources and Engineering, University of Foggia</institution>, <city>Foggia</city>, <country country="it">Italy</country></aff>
<aff id="aff2"><label>2</label><institution>MED-Mediterranean Institute for Agriculture, Environment and Development and CHANGE-Global Change and Sustainability Institute, IIFA-Institute for Advanced Studies and Research, Polo da Mitra da Universidade de &#x00C9;vora</institution>, <city>&#x00C9;vora</city>, <country country="pt">Portugal</country></aff>
<aff id="aff3"><label>3</label><institution>Departamento de Medicina Veterin&#x00E1;ria, Escola de Ci&#x00EA;ncias e Tecnologia, Polo da Mitra da Universidade de &#x00C9;vora</institution>, <city>&#x00C9;vora</city>, <country country="pt">Portugal</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Antonio Bevilacqua, <email xlink:href="mailto:antonio.bevilacqua@unifg.it">antonio.bevilacqua@unifg.it</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-17">
<day>17</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1731818</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>24</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 De Santis, Bevilacqua, Concei&#x00E7;&#x00E3;o, Laranjo, Francavilla, Marone, Corbo and Sinigaglia.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>De Santis, Bevilacqua, Concei&#x00E7;&#x00E3;o, Laranjo, Francavilla, Marone, Corbo and Sinigaglia</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-17">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>The increasing occurrence of illegal urban waste dumping represents a growing environmental concern due to the accumulation of heavy metals in soils and their long-term impact on soil health and microbial communities.</p>
</sec>
<sec>
<title>Methods</title>
<p>This study investigated indigenous <italic>Pseudomonas</italic> isolates from 12 contaminated soils collected in Southern Italy, aiming to evaluate their adaptive responses to abiotic stress and their potential for bioremediation. A total of one hundred isolates were obtained and screened for growth under heavy-metal stress conditions (Cu, Pb, Cr, Zn, As). Growth-based tolerance assays were used as a preliminary screening, and only isolates showing measurable removal capacity were further characterized using ICP&#x2013;OES analysis.</p>
</sec>
<sec>
<title>Results and discussion</title>
<p>Selected strains exhibited broad tolerance across different single-metal exposures, with removal efficiencies exceeding 65% for Cr, Zn, Cu, and As, and up to 90% for Pb. These isolates also demonstrated robust growth under osmotic and acidic stress, and maintained viability at low temperatures, suggesting a high level of ecological adaptability. Phylogenetic analysis based on 16S rRNA sequencing confirmed their affiliation within the <italic>P. fluorescens</italic> and <italic>P. putida</italic> groups, taxa known for their metabolic flexibility and stress resistance. The convergence of high removal efficiency, stress tolerance, and phylogenetic diversity indicates that these isolates represent strong candidates for bioaugmentation in metal-polluted soils. Future studies will focus on co-exposure experiments with mixed metals to evaluate synergistic and antagonistic effects and to validate their performance under complex contamination scenarios.</p>
</sec>
</abstract>
<kwd-group>
<kwd><italic>Pseudomonas</italic></kwd>
<kwd>heavy metal</kwd>
<kwd>bioremediation</kwd>
<kwd>soil contamination</kwd>
<kwd>metal resistance</kwd>
<kwd>metal reduction</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="3"/>
<ref-count count="79"/>
<page-count count="14"/>
<word-count count="10035"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbiotechnology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Environmental pollution caused by the illegal dumping of urban waste has become a critical environmental concern worldwide. The uncontrolled deposition of household, industrial, and construction waste in unauthorized areas introduces persistent pollutants into the environment, particularly heavy metals such as lead (Pb), cadmium (Cd), chromium (Cr), copper (Cu), and zinc (Zn) (<xref ref-type="bibr" rid="ref1">Alengebawy et al., 2021</xref>; <xref ref-type="bibr" rid="ref41">Mitra et al., 2022</xref>; <xref ref-type="bibr" rid="ref62">Sazykin et al., 2023</xref>). Due to their non-biodegradable nature and high potential for bioaccumulation, heavy metals persist in soils and sediments, where they disrupt microbial communities, alter nutrient cycling, and impair soil fertility and ecosystem functioning (<xref ref-type="bibr" rid="ref44">Pande et al., 2022</xref>; <xref ref-type="bibr" rid="ref56">Rashid et al., 2023</xref>; <xref ref-type="bibr" rid="ref47">Popoola et al., 2024</xref>). Their accumulation also represents a risk for human health through the contamination of crops and groundwater resources (<xref ref-type="bibr" rid="ref55">Rai et al., 2019</xref>; <xref ref-type="bibr" rid="ref6">Briffa et al., 2020</xref>; <xref ref-type="bibr" rid="ref46">Perkovi&#x0107; et al., 2022</xref>).</p>
<p>Traditional physicochemical remediation techniques, such as soil excavation, chemical immobilization, and soil washing, can reduce metal concentrations but are often costly, invasive, and environmentally disruptive (<xref ref-type="bibr" rid="ref29">Kumar et al., 2023</xref>). In contrast, bioremediation, based on the metabolic capabilities of microorganisms, offers a more sustainable and eco-compatible alternative. Through processes such as biosorption, bioaccumulation, enzymatic reduction, and precipitation, microorganisms can detoxify or immobilize heavy metals while preserving soil functionality (<xref ref-type="bibr" rid="ref11">Coelho et al., 2015</xref>; <xref ref-type="bibr" rid="ref65">Singh et al., 2022</xref>).</p>
<p>Among the microbial taxa explored, the genus <italic>Pseudomonas</italic> is of particular interest due to its remarkable metabolic versatility, resistance to oxidative and osmotic stress, and its ability to produce extracellular polymeric substances (EPS) that enhance biofilm formation and metal sequestration (<xref ref-type="bibr" rid="ref53">Qurbani et al., 2022</xref>; <xref ref-type="bibr" rid="ref59">Roy et al., 2024</xref>). The presence of multiple efflux systems and metal-resistance operons (e.g., <italic>czc</italic>, <italic>cop</italic>, <italic>cad</italic>, <italic>ars</italic>) allows <italic>Pseudomonas</italic> spp. to survive and adapt in contaminated environments, making them strong candidates for biotechnological applications in soil restoration (<xref ref-type="bibr" rid="ref54">Rahman and Singh, 2020</xref>). Recent studies have confirmed their high detoxification potential: for example, <italic>Pseudomonas</italic> isolates achieved up to 96% Cr(VI) removal through bioflocculant-assisted biosorption (<xref ref-type="bibr" rid="ref42">Monga et al., 2022</xref>), 76% Cr(VI) reduction coupled with pyrene degradation via chrA and copZ genes (<xref ref-type="bibr" rid="ref67">Su et al., 2022</xref>), and over 90% Cd and Ni removal when immobilized on biochar (<xref ref-type="bibr" rid="ref38">Manikandan and Nair, 2023</xref>). Additional reports demonstrated As(III) oxidation (<xref ref-type="bibr" rid="ref61">Satyapal et al., 2024</xref>) and plasmid-encoded chromate reduction in <italic>P. putida</italic> (<xref ref-type="bibr" rid="ref68">Sundarraj et al., 2023</xref>), reinforcing the role of this genus as a model system for heavy-metal bioremediation.</p>
<p>In the past decade, genomic and metagenomic studies have expanded our understanding of <italic>Pseudomonas</italic> adaptability and the genetic basis of metal resistance (<xref ref-type="bibr" rid="ref27">Khan et al., 2022</xref>). However, these approaches often remain predictive: they describe the genetic potential of microbial communities without validating their actual physiological performance under stress. Many studies isolate only a single highly resistant strain from environmental samples, overlooking other microorganisms that may contribute to detoxification through complementary mechanisms. This bias limits our understanding of how phenotypic diversity and ecological adaptation emerge within native microbial communities exposed to multiple contaminants. For this reason, integrating metagenomic insights with classical culture-based screening is essential to link genotypes to functional traits. Controlled phenotypic assays enable the quantification of tolerance and removal efficiency, offering a direct measure of bioremediation potential.</p>
<p>Illegal dumping sites, chronically exposed to mixed waste streams, represent unique ecological niches where indigenous microorganisms are naturally selected for resilience to complex contamination. These environments constitute valuable reservoirs of strains capable of surviving extreme physicochemical stress and exhibiting relevant detoxification traits (<xref ref-type="bibr" rid="ref40">Mishra et al., 2019</xref>; <xref ref-type="bibr" rid="ref63">Sharma et al., 2022</xref>; <xref ref-type="bibr" rid="ref4">Bora et al., 2025</xref>).</p>
<p>In this context, the present study aims to isolate and characterize indigenous <italic>Pseudomonas</italic> strains from soils affected by illegal urban waste dumping, combining phenotypic and molecular identification with the evaluation of their tolerance and removal capacities toward multiple heavy metals. This work seeks to (i) identify native isolates showing significant resistance and detoxification efficiency; (ii) elucidate physiological traits potentially linked to metal stress adaptation, such as EPS production; and (iii) provide a framework for the selection of promising strains for future bioaugmentation and bioremediation strategies.</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>Sampling context and characteristics</title>
<p>Soil samples were collected from 12 different sites surrounding the city of Foggia (Southern Italy), an area affected by long-standing illegal dumping activities. The sites were georeferenced using WGS84 coordinates (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>), with precise latitude and longitude recorded for each location. The selection was based on visual indicators of anthropogenic disturbance and the likelihood of harboring microbial populations exposed to metal stress. Samples were collected from the top 0&#x2013;10&#x202F;cm of the soil surface using sterile tools, transported to the laboratory under refrigerated conditions, and processed within 24&#x202F;h. They exhibited neutral to slightly alkaline pH (7.2&#x2013;7.8), EC 0.55&#x2013;16.7 dS m<sup>&#x2212;1</sup>, organic matter 2.1&#x2013;9.8%, and available P 71&#x2013;668&#x202F;mg&#x202F;kg<sup>&#x2212;1</sup>. Total metal concentrations (mg&#x202F;kg<sup>&#x2212;1</sup>) were: Pb 45&#x2013;467, Cd 0.1&#x2013;1.8, Cr 15&#x2013;109, Cu 13&#x2013;1,002, Ni 10&#x2013;73, Zn 30&#x2013;6,341, As 3.3&#x2013;11.1.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Isolation and maintenance of <italic>Pseudomonas</italic> spp.</title>
<p>Soil samples (1&#x202F;g) were suspended in sterile physiological saline solution (0.9% NaCl) and serially diluted. Aliquots (100&#x202F;&#x03BC;L) of appropriate dilutions were spread on Pseudomonas Agar Base (PAB) (Oxoid) supplemented with Cetrimide-Fucidin-Cephaloridine (C-F-C) (Oxoid), a selective supplement to inhibit non-<italic>Pseudomonas</italic> bacteria. Plates were incubated aerobically at 25&#x202F;&#x00B0;C for 48&#x202F;h. Colonies with distinct <italic>Pseudomonas</italic>-like morphology (mucoid, convex, translucent to opaque, often pigmented) were subcultured on fresh PAB plates and purified through successive streaking.</p>
<p>A total of 100 bacterial isolates presumptively belonging to Pseudomonadaceae were recovered from contaminated soils, with strain identifiers assigned sequentially and mapped to specific sampling sites as follows: site 1 (IDs FG1&#x2013;FG9), site 2 (FG10&#x2013;FG19), site 3 (FG20&#x2013;FG27), and so forth, up to site 12 (FG92&#x2013;100), as described in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>. To improve readability, the code used in figures will take into account just the number of the code. Purified isolates were maintained on Nutrient agar (Oxoid, Basingstoke, UK) slants at 4&#x202F;&#x00B0;C for short-term use and preserved in glycerol stocks at &#x2212;20&#x202F;&#x00B0;C for long-term storage. These isolates were later subjected to morphological, biochemical, and functional screening to assess their ecological and bioremediative potential.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Morphological and biochemical characterization of <italic>Pseudomonas</italic> isolates</title>
<p>The morphology of the colonies that was observed on PAB was used for evaluation of pigment production, surface texture, elevation, edge definition, and opacity. Gram staining was performed on fresh cultures, after 24&#x202F;h incubation at optimum temperature, to confirm Gram-negative cell structure and rod-shaped morphology. Furthermore, a series of key biochemical assays were conducted to assess the metabolic functionality of the isolates. Catalase activity was evaluated based on the formation of oxygen bubbles upon exposure to 3% hydrogen peroxide, indicating the presence of the catalase enzyme (<xref ref-type="bibr" rid="ref74">Whittenbury, 1964</xref>). Oxidase activity (<xref ref-type="bibr" rid="ref66">Steel, 1961</xref>) was determined using commercial oxidase reagent strips (Merck Millipore, Darmstadt, Germany), allowing for the detection of cytochrome c oxidase. The oxidative or fermentative metabolism of glucose was assessed through the oxidative/fermentative (O/F) test (<xref ref-type="bibr" rid="ref48">Porres and Stanyon, 1974</xref>), performed in Hugh and Leifson&#x2019;s medium (Biolife, Milan, Italy). Finally, bacterial motility was investigated using a semi-solid agar medium (0.4% w/v) (<xref ref-type="bibr" rid="ref69">Tittsler and Sandholzer, 1936</xref>), enabling the observation of active cellular movement through diffuse growth patterns within the medium.</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Functional phenotypical characterization</title>
<sec id="sec7">
<label>2.4.1</label>
<title>Growth index assessment under pH and temperature stress</title>
<p>Overnight cultures of each isolate were grown in nutrient broth (Oxoid, Basingstoke, UK) and subsequently inoculated at a concentration of 5&#x2013;6 log CFU/mL into 5&#x202F;mL of fresh nutrient broth. Prior to inoculation, the medium was adjusted to specific environmental conditions to evaluate the physiological adaptability of the strains. In particular, the pH of the broth was modified to 4.5, 5.5, 6.5 (used as the control), 7.5, and 8.5, using sterile 1&#x202F;M HCl or 1&#x202F;M NaOH prior to autoclaving and verified with a calibrated pH, while temperature conditions were set at 15&#x202F;&#x00B0;C, 25&#x202F;&#x00B0;C (control), and 37&#x202F;&#x00B0;C.</p>
<p>Cultures were incubated under agitation (150&#x202F;rpm) for 24 and 48&#x202F;h. The optical density at 600&#x202F;nm (OD&#x2086;&#x2080;&#x2080;) was measured at both times using a UV&#x2013;Vis spectrophotometer.</p>
<p>The Growth Index (GI) was calculated for each condition as described previosuly (<xref ref-type="bibr" rid="ref3">Bevilacqua et al., 2009</xref>), using the following <xref ref-type="disp-formula" rid="E1">Equation 1</xref>:</p><disp-formula id="E1">
<mml:math id="M1">
<mml:mi>GI</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo stretchy="true">(</mml:mo>
<mml:msub>
<mml:mi>Abs</mml:mi>
<mml:mtext>sample</mml:mtext>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>Abs</mml:mi>
<mml:mtext>control</mml:mtext>
</mml:msub>
<mml:mo stretchy="true">)</mml:mo>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:math>
<label>(1)</label>
</disp-formula>
<p>Where Abs_sample corresponds to the OD&#x2086;&#x2080;&#x2080; under stress conditions and Abs<sub>control</sub> is the OD&#x2086;&#x2080;&#x2080; under optimal conditions (pH 6.5 and 25&#x202F;&#x00B0;C).</p>
</sec>
<sec id="sec8">
<label>2.4.2</label>
<title>Drought tolerance simulation</title>
<p>Osmotic stress resistance was tested in nutrient broth supplemented with polyethylene glycol (PEG 6000) (Sigma-Aldrich, Darmstadt, Germany) at final concentrations of 0% (control), 5, 10, 15, and 20%. Isolates were incubated for 48&#x202F;h at 25&#x202F;&#x00B0;C, and growth was assessed spectrophotometrically (OD&#x2086;&#x2080;&#x2080;). The drought resistance (DR) was determined by comparing the samples&#x2019; OD<sub>600</sub> against the control by the <xref ref-type="disp-formula" rid="E2">Equation 2</xref>:</p><disp-formula id="E2">
<mml:math id="M2">
<mml:mi>DR</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo stretchy="true">(</mml:mo>
<mml:msub>
<mml:mi>Abs</mml:mi>
<mml:mtext>sample</mml:mtext>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>Abs</mml:mi>
<mml:mtext>control</mml:mtext>
</mml:msub>
<mml:mo stretchy="true">)</mml:mo>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:math>
<label>(2)</label>
</disp-formula>
</sec>
</sec>
<sec id="sec9">
<label>2.5</label>
<title>Heavy metal resistance assays</title>
<sec id="sec10">
<label>2.5.1</label>
<title>Growth assay in liquid medium</title>
<p>Minimum Inhibitory Concentration (MIC) assays were performed as a preliminary qualitative screening to identify isolates capable of sustaining growth under increasing metal concentrations. This step was used to reduce the initial collection to the most resistant isolates, which were subsequently tested for quantitative removal capacity. The isolates were exposed to zinc sulfate (ZnSO&#x2084;&#x00B7;7H&#x2082;O), lead nitrate (Pb(NO&#x2083;)&#x2082;), potassium dichromate (K&#x2082;Cr&#x2082;O&#x2087;), copper sulfate (CuSO&#x2084;&#x00B7;5H&#x2082;O), cadmium chloride (CdCl&#x2082;&#x00B7;2.5H&#x2082;O) and sodium arsenite (NaAsO&#x2082;). All 100 isolates were initially inoculated into 10&#x202F;mL of nutrient broth containing 100&#x202F;mg/L, 200&#x202F;mg/L or 300&#x202F;mg/L of a heavy metal. Cultures were prepared from overnight metal-free precultures and standardized to an initial OD&#x2086;&#x2080;&#x2080; of approximately 0.05. Incubation was carried out at 28&#x202F;&#x00B0;C with shaking at 150&#x202F;rpm for 48&#x202F;h. At the end of the incubation period, bacterial growth was quantified by measuring optical density at 600&#x202F;nm (OD&#x2086;&#x2080;&#x2080;). All assays included a zero-metal control prepared with the same medium without heavy-metal supplementation. Data were modeled as Growth Index, using the zero-metal samples as references.</p>
</sec>
<sec id="sec11">
<label>2.5.2</label>
<title>Removal assay in liquid medium</title>
<p>To evaluate the heavy metal removal potential of <italic>Pseudomonas</italic>, isolates that had shown the highest resistance in preliminary assays were selected. Test concentrations were 200&#x202F;mg/L for Cr and Zn, and 300&#x202F;mg/L for Cu, Pb, As. Cd removal was not assessed because no isolates survive to more than 100&#x202F;mg/L.</p>
<p>Each isolate was inoculated at a concentration of 5&#x2013;6 log CFU/mL into 5&#x202F;mL of nutrient broth supplemented with specific concentrations of selected heavy metal salts, to evaluate their tolerance thresholds. Cultures were incubated in contaminated nutrient broth for 48&#x202F;h at 25&#x202F;&#x00B0;C with shaking at 150&#x202F;rpm. After incubation, samples were centrifuged at 5000&#x202F;&#x00D7;&#x202F;g for 10&#x202F;min to separate the biomass. The supernatant was collected and subjected to organic matter digestion to eliminate potential interference prior to metal quantification.</p>
<p>The residual metal concentrations in digested broth were determined by Inductively Coupled Plasma Optical Emission Spectroscopy (ICP-OES, Agilent 5,800) following acid digestion according to ISO 14870:2001 (<xref ref-type="bibr" rid="ref22">International Organization for Standardization, 2001</xref>). Samples were mineralized in a microwave oven (MARS6-CEM) using a nitric acid&#x2013;hydrogen peroxide- hydrofluoridric acid solution (20:7.5:2.5 volume ratio) in accordance with standard protocols for trace metal analysis in biological matrices. Metals quantification was perfomed using a certified multi-standard (Periodic table mix1 for ICP, Supelco).</p>
<p>The removal efficiency (RE%) for each metal was calculated using the formula:</p><disp-formula id="E3">
<mml:math id="M3">
<mml:mi>RE</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mo stretchy="true">(</mml:mo>
<mml:mo>%</mml:mo>
<mml:mo stretchy="true">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mo stretchy="true">(</mml:mo>
<mml:mo stretchy="true">(</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">x</mml:mi>
</mml:msub>
<mml:mo stretchy="true">)</mml:mo>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo stretchy="true">)</mml:mo>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:math>
</disp-formula>
<p>Where:</p><list list-type="bullet">
<list-item>
<p>C<sub>0</sub>&#x202F;=&#x202F;initial metal concentration (mg/L)</p>
</list-item>
<list-item>
<p>C<sub>x</sub>&#x202F;=&#x202F;residual metal concentration after incubation (mg/L)</p>
</list-item>
</list>
<p>Uninoculated control samples containing only the metal-supplemented medium were included to account for abiotic losses.</p>
</sec>
</sec>
<sec id="sec12">
<label>2.6</label>
<title>Molecular identification of bacterial isolates</title>
<p>Genomic DNA was extracted from 24-h cultures grown in nutrient broth using the E. Z. N. A.&#x00AE; Bacterial DNA Kit (Omega Bio-Tek, USA), according to the manufacturer&#x2019;s instructions and stored at &#x2212;20&#x202F;&#x00B0;C until use.</p>
<p>The 16S rRNA gene was amplified using the forward primer Y1 (5&#x2032;-TGGCTCAGAACGAACGCTGGCGGC-3&#x2032;) (<xref ref-type="bibr" rid="ref76">Young et al., 1991</xref>) and the reverse primer Y3 (5&#x2032;-TACCTTGTTACGACTTCACCCCAGTC-3&#x2032;) (<xref ref-type="bibr" rid="ref33">Laranjo et al., 2004</xref>). Each reaction was prepared in a final volume of 50&#x202F;&#x03BC;L, consisting of: 34.25&#x202F;&#x03BC;L nuclease-free water (NZYTech, Portugal), 5&#x202F;&#x03BC;L 10&#x202F;&#x00D7;&#x202F;buffer (NZYTech), 2.5&#x202F;&#x03BC;L MgCl&#x2082; (50&#x202F;mM) (NZYTech), 1&#x202F;&#x03BC;L dNTP (10&#x202F;mM) mix (NZYTech), 3&#x202F;&#x03BC;L of each primer 5&#x202F;pmol/&#x03BC;L, 0.25&#x202F;&#x03BC;L Taq polymerase (5&#x202F;U/&#x03BC;L) (NZYTech), 1&#x202F;&#x03BC;L of DNA template (NZYTech).</p>
<p>Polymerase Chain Reaction (PCR) was carried out using a Bio-Rad MJ Mini thermal cycler, following a standardized amplification protocol. The cycling conditions included an initial denaturation at 95&#x202F;&#x00B0;C for 3&#x202F;min, followed by 25&#x202F;cycles (denaturation at 95&#x202F;&#x00B0;C for 30&#x202F;s, annealing at 62&#x202F;&#x00B0;C for 30&#x202F;s, extension at 72&#x202F;&#x00B0;C for 90&#x202F;s) and a final extension at 72&#x202F;&#x00B0;C for 10&#x202F;min. PCR products were visualized by agarose gel electrophoresis. Each PCR product (1&#x202F;&#x03BC;L) was mixed with 2&#x202F;&#x03BC;L of GelRed and 2&#x202F;&#x03BC;L Gel Loading Solution (GLS) (0.25% bromophenol blue, 30% glycerol) and then examined under UV transillumination. Amplicons showing a clear band of expected size, against an appropriate molecular weight marker (Ladder III), were purified using ExoCleanUp FAST (VWR, Denmark), according to the manufacturer instructions. Purified products were stored at &#x2212;20&#x202F;&#x00B0;C until Sanger sequencing. Raw chromatograms were trimmed, and consensus FASTA sequences were assembled and inspected in Bioedit (v. 7.7.1) (<xref ref-type="bibr" rid="ref32">Laranjo et al., 2008</xref>). After quality filtering and trimming, a final alignment of approximately 1,400&#x202F;bp was obtained for each isolate. Chimera screening was performed using UCHIME (<xref ref-type="bibr" rid="ref15">Edgar et al., 2011</xref>) implemented in VSEARCH (v. 2.30.0) with default parameters (<xref ref-type="bibr" rid="ref58">Rognes et al., 2016</xref>). The 16S rRNA sequences obtained were compared with reference sequences retrieved from the NCBI GenBank database. Phylogenetic reconstruction was performed in MEGA v.12 (<xref ref-type="bibr" rid="ref30">Kumar et al., 2024</xref>) using MUSCLE as aligning algorithm and the Maximum Likelihood (ML) method under Hasegawa&#x2013;Kishino&#x2013;Yano model with a proportion of invariable sites (HKY&#x202F;+&#x202F;I) (<xref ref-type="bibr" rid="ref19">Hasegawa et al., 1985</xref>; <xref ref-type="bibr" rid="ref37">Luo et al., 2010</xref>), selected as the best-fit model based on the lowest Bayesian Information Criterion (BIC) score. Gaps and missing data were handled with the partial deletion (95% site coverage) option. The robustness of the resulting topology was assessed by bootstrap analysis with 1,000 replicates (<xref ref-type="bibr" rid="ref34">Laranjo et al., 2012</xref>). <italic>Escherichia coli</italic> (accession number X80725.1) and <italic>Aeromonas media</italic> (accession number X60410.2) were included as outgroup sequences.</p>
</sec>
<sec id="sec13">
<label>2.7</label>
<title>Statistics</title>
<p>All experiments were performed at least in duplicate. Preliminary assays, including minimum inhibitory concentration (MIC) screening and morphological characterization on PAB, were conducted in duplicate to verify reproducibility. Growth index measurements under temperature, pH, and osmotic stress, as well as metal removal assays determined by ICP&#x2013;OES, were performed in triplicate to allow statistical evaluation. Data from triplicate experiments were analyzed using STATISTICA software version 12 (StatSoft Inc., Tulsa, OK, USA). Significant differences between groups were assessed using paired t-tests for two-group comparisons or one-way analysis of variance (ANOVA) followed by Tukey&#x2019;s HSD post-hoc test. For duplicate datasets, only descriptive statistics (mean&#x202F;&#x00B1;&#x202F;standard deviation) were performed. Differences were considered statistically significant at <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<label>3</label>
<title>Results</title>
<sec id="sec15">
<label>3.1</label>
<title>Morphological and biochemical characterization of <italic>Pseudomonas</italic> isolates</title>
<p>A total of 100 presumptive <italic>Pseudomonas</italic> isolates, previously recovered from polluted soils, were screened for multiple functional traits related to bioremediation capacity. All isolates were confirmed as Gram-negative, consistent with the taxonomic characteristics of the genus. Biochemical profiling revealed a predominance of oxidase-positive (87%) and catalase-positive (94%) phenotypes, reflecting the presence of active respiratory enzyme systems. Moreover, the strains predominantly exhibited an oxidative metabolism when tested on O/F medium, in line with their aerobic lifestyle.</p>
</sec>
<sec id="sec16">
<label>3.2</label>
<title>Growth index under temperature and pH stress conditions</title>
<p>Growth Index (GI) was evaluated under different abiotic stress conditions at 24 and 48&#x202F;h (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Under acidic conditions, <xref ref-type="fig" rid="fig1">Figures 1A</xref>,<xref ref-type="fig" rid="fig1">B</xref>, isolates exhibited variable tolerance: growth was markedly reduced at pH 4.5, while it remained stable between pH 5.5 and 8.5, indicating broad pH adaptability with limited acid resistance. Temperature stress <xref ref-type="fig" rid="fig1">Figures 1C</xref>,<xref ref-type="fig" rid="fig1">D</xref> revealed that most isolates maintained substantial growth at 15&#x202F;&#x00B0;C but were strongly inhibited at 37&#x202F;&#x00B0;C, confirming adaptation to moderate rather than elevated temperatures. After 48&#x202F;h, growth generally improved across all tested conditions, suggesting that most isolates are psychrotolerant and capable of recovering under suboptimal environments. It is worth mentioning that GI approach differs from the normally used method of growth rate and growth kinetic evaluation; in fact, Gi is a &#x201C;static&#x201D; measure as it gives a growth performance in some sampling points (for this research 24 and 48&#x202F;h), and is used by authors as a screening tool to reduce the number of assays in the case of many isolates, as reported elsewhere (<xref ref-type="bibr" rid="ref12">Corbo et al., 2017</xref>). To summarize the multivariate behavior of the isolates across all tested conditions, a principal component analysis (PCA) was performed using GI values at 24&#x202F;h. The PCA loading plot (<xref ref-type="fig" rid="fig2">Figure 2A</xref>) revealed that Factor 1, which explained 47.44% of the total variance, was primarily influenced by growth at pH 4.5 and 37&#x202F;&#x00B0;C. Factor 2 (16.64% of variance) was mainly driven by growth at pH 5.5, 7.5, 8.5 and 15&#x202F;&#x00B0;C.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Growth index (GI) of <italic>Pseudomonas</italic> isolates at 24 <bold>(A,C)</bold> and 48 <bold>(B,D)</bold> hours under different stress conditions. Boxplots represent responses to thermal (15&#x202F;&#x00B0;C, 37&#x202F;&#x00B0;C) and pH (4.5&#x2013;8.5) treatments, 25&#x202F;&#x00B0;C and pH 6.5 used as control. Outliers indicate high-performing or stress-sensitive strains.</p>
</caption>
<graphic xlink:href="fmicb-16-1731818-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Box plots illustrating data distributions across different pH levels and temperatures over time. Graphs A and B show data at various pH levels (4.5, 5.5, 7.5, 8.5) over 24 and 48 hours, respectively. Graphs C and D display data at 15&#x00B0;C and 37&#x00B0;C temperatures over 24 and 48 hours, respectively. Each plot includes the median, interquartile ranges, and outliers.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Principal component analysis (PCA) of growth responses of <italic>Pseudomonas</italic> isolates in liquid medium in different stress conditions, after 24&#x202F;h of incubation. <bold>(A)</bold> Loading plot indicating the contribution of each metal variable to the first two principal components. <bold>(B)</bold> Score plot showing the distribution of isolates.</p>
</caption>
<graphic xlink:href="fmicb-16-1731818-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Graph A displays variables inside a red circle with blue vectors labeled by pH and temperature, indicating their contributions to factors one and two. Graph B is a scatter plot with blue data points and numbers, showing clusters encircled in red with factors labeled on the axes.</alt-text>
</graphic>
</fig>
<p>The PCA score plot (<xref ref-type="fig" rid="fig2">Figure 2B</xref>) showed that most isolates clustered near the origin, corresponding to neutral pH and temperature conditions. A few isolates (17, 28, 63, 79, 89) were positioned along the left-upper quadrant, indicating a tendency to better grow in pH 7.5&#x2013;8.5 and 15&#x202F;&#x00B0;C conditions. The cluster formed by the isolates 45, 91 and 97 showed a better resistance to acid pH (4.5) and higher temperatures (37&#x202F;&#x00B0;C) meanwhile the cluster composed by the isolates 66 and 88 appeared at the far right of Factor 1, suggesting low resistance to both acid and thermal stress.</p>
</sec>
<sec id="sec17">
<label>3.3</label>
<title>Osmotic stress tolerance under PEG conditions</title>
<p>The tolerance of <italic>Pseudomonas</italic> isolates to osmotic stress was evaluated in media supplemented with polyethylene glycol (PEG) at concentrations of 5, 10, 15, and 20% (<xref ref-type="fig" rid="fig3">Figures 3A</xref>&#x2013;<xref ref-type="fig" rid="fig3">D</xref>). Most isolates maintained normal growth at 5% PEG (<xref ref-type="fig" rid="fig3">Figure 3A</xref>), showing little to no inhibition compared with control conditions. At 10% PEG (<xref ref-type="fig" rid="fig3">Figure 3B</xref>), moderate inhibition appeared in several isolates, although the majority still sustained positive growth indices, suggesting a general capacity to cope with mild osmotic pressure. When PEG concentration increased to 15% (<xref ref-type="fig" rid="fig3">Figure 3C</xref>), growth performance markedly declined, with most isolates exhibiting negative GI values and only a limited number maintaining normal growth. At the highest concentration, 20% PEG (<xref ref-type="fig" rid="fig3">Figure 3D</xref>), inhibition became widespread, and only a few isolates displayed measurable growth activity, confirming that severe osmotic stress significantly restricts proliferation.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Frequency distribution of bacterial growth responses under increasing concentrations of polyethylene glycol (PEG) as an osmotic stressor. Histograms represent the number of isolates showing specific growth deviations (Y-axis) under PEG concentrations of 5% <bold>(A)</bold>, 10% <bold>(B)</bold>, 15% <bold>(C)</bold>, and 20% <bold>(D)</bold>. The red curve indicates the fitted normal distribution for each dataset. Data illustrate a progressive shift toward more negative growth values with increasing PEG concentration, suggesting enhanced stress sensitivity and reduced tolerance among the microbial isolates.</p>
</caption>
<graphic xlink:href="fmicb-16-1731818-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Four histograms (A to D) each with a normal distribution curve overlay in red. Each histogram represents different concentrations: PEG 5%, 10%, 15%, and 20%. The x-axis shows PEG concentration, and the y-axis shows the number of observations. Higher bars in the center suggest a normal distribution for all graphs.</alt-text>
</graphic>
</fig>
<p>Detailed isolate-specific responses and visual comparisons across PEG concentrations are provided in the Supplementary Materials (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). The heatmap representation allows quick identification of tolerant isolates such as FG36, FG54, FG91, and FG97, which consistently retained neutral or positive growth under high PEG levels, supporting their potential role as robust candidates for application in fluctuating or stress-prone soils.</p>
</sec>
<sec id="sec18">
<label>3.4</label>
<title>Growth performance in presence of heavy metals</title>
<p>The performance of resistance under heavy metals stress (Cu, As, Cr, Pb, Zn, 100&#x202F;mg/L per each) are resumed in the heatmap representation (<xref ref-type="fig" rid="fig4">Figure 4</xref>) after 48&#x202F;h of incubation in liquid medium supplemented with heavy metals to highlight the different tolerance profiles. In <xref ref-type="fig" rid="fig4">Figure 4A</xref>, isolate FG31 displayed consistently good growth or biomass accumulation across Cu, As, Pb, and Zn evident in all corresponding heatmap rows. Isolate FG33 showed a similar trend, particularly under Cu and Pb exposure, while maintaining intermediate growth under Cr and As. Other isolates, such as FG29, stood out for their elevated growth under As stress, showing one of the highest GI values within the dataset. In contrast, isolates from FG17 to FG21 were characterized by low residual growth, under all HMs exposure. In the second group of isolates (from FG34 to FG66), shown in <xref ref-type="fig" rid="fig4">Figure 4B</xref>, heterogeneous growth patterns were observed across the five tested metals. Isolate FG50 displayed high GI values in all polluted conditions, suggesting consistent growth in these conditions. Isolates FG37 and FG40 maintained elevated OD levels in Cu, while their response to Zn was comparatively lower. Isolate FG43 showed strong growth in the presence of As, with reduced growth under other metals, indicating a selective response pattern. The remaining isolates in the group displayed mixed and variable behavior, with intermediate to low values more frequently observed under Cu and Pb. In the third group (from FG67 to FG100), represented in <xref ref-type="fig" rid="fig4">Figure 4C</xref>, isolate FG94 showed uniformly high growth across all metal conditions, with red intensities evident for Cu, As, Pb, Zn, and Cr. Isolates FG83 and FG89 exhibited elevated GI values particularly under As and Cu, respectively. Isolate FG79 demonstrated high growth in Cu and Cr, while showing moderate values for the remaining metals. Isolate FG74 had its highest growth under As, with lower responses for Zn and Cr. Isolate FG76 displayed poor growth under Zn exposure but maintained high GI levels in Cu and As conditions.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Heatmaps showing growth performance of <italic>Pseudomonas</italic> isolates after 48&#x202F;h incubation in liquid medium supplemented with 100&#x202F;mg/L of copper (Cu), arsenic (As), chromium (Cr), lead (Pb), and zinc (Zn). Growth was measured spectrophotometrically and expressed as growth index (GI). Values are color-coded from dark green (low GI) to dark red (high GI). <bold>(A)</bold> Isolates from FG1 to FG33; <bold>(B)</bold> isolates from FG34 to FG66; <bold>(C)</bold> isolates from FG67 to FG100.</p>
</caption>
<graphic xlink:href="fmicb-16-1731818-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Three heat maps labeled A, B, and C show metal ion concentrations over 48 hours. Each map includes five metals: Cu, As, Cr, Pb, and Zn, with a color scale from green to red indicating increasing concentrations. Map A (columns 1-33), B (columns 34-66), and C (columns 67-99) display similar patterns of variation among the metals. The color key ranges from 10 to 260, with green representing low and red high concentrations.</alt-text>
</graphic>
</fig>
<p>The isolates that exhibited a Growth Index (GI)&#x202F;&#x003E;&#x202F;75% after incubation in liquid medium supplemented with 100&#x202F;mg/L of heavy metals (Zn, Pb, Cr, As, Cu) were subsequently inoculated into medium containing 200&#x202F;mg/L of the same HM. The same selection criterion (GI&#x202F;&#x003E;&#x202F;75%) was then applied to identify candidates for further testing at 300&#x202F;mg/L. Microorganisms not included in the subsequent tables (<xref ref-type="supplementary-material" rid="SM1">Supplementary Tables S2, S3</xref>) failed to reach the 75% GI threshold and were therefore excluded from the following steps.</p>
<p>At 200&#x202F;mg/L (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>), several <italic>Pseudomonas</italic> isolates retained growth capacity above the 75% threshold in response to at least one metal. Among these, isolate FG1 displayed a broad tolerance profile, with GI values of 110.9% in Zn, 81.4% in Cr, 89.2% in As, and 139.7% in Cu, although Pb resulted in a lower GI (58.5%). Isolate FG5 exhibited consistent high growth across Zn (82.7%), Pb (84.8%), As (140.8%), and Cu (126.5%), while isolate 4 showed GI values above 100% in Zn (120.7%) and Pb (104.8%), but reduced growth in As (20.5%) and Cr (54.1%).</p>
<p>Isolate 7 stood out for its performance under Pb (141.4%), As (104.9%), and Cu (137.3%), despite lower growth under Zn and Cr. Other isolates (e.g., FG2 and FG15) exceeded the threshold in Cu (108.2 and 91.3%, respectively), with FG2 also performing in Pb (75.7%). These results suggest a subset of microorganisms with stable growth responses across metals, particularly As and Cu.</p>
<p>At 300&#x202F;mg/L (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>), overall growth performance declined, yet several isolates retained GI values &#x003E;75%. Isolate FG5 maintained elevated tolerance to As (108.4%) and moderate growth in Zn (72.0%), while isolate FG7 again showed high GI in Cu (126.5%) and sustained growth in As (85.2%). Strain FG4 exceeded the threshold only in Zn (81.7%).</p>
<p>Beyond these, additional isolates demonstrated specific resistance. Isolate FG28 retained high GI under Zn (89.1%), and FG32 responded well to Cu (91.4%). Isolate FG59 showed tolerance to As (90.9%), while FG94 and FG95 were among the few to remain above threshold in Pb (76.0 and 82.0%, respectively), with FG95 also achieving 98.0% in As.</p>
</sec>
<sec id="sec19">
<label>3.5</label>
<title>Evaluation of heavy metal removal</title>
<p>Based on MIC screening, only isolates maintaining growth at or above 200&#x202F;mg/L were retained for subsequent quantitative analyses. These selected strains were subjected to ICP&#x2013;OES measurements to verify their metal-removal performance.</p>
<p>While the previously described GI evaluation focused on microbial growth in the presence of heavy metals (HMs), a confirmatory experiment was carried out to assess their actual metal removal capacity. Each isolate was inoculated in liquid medium supplemented with a single metal at defined concentrations: 200&#x202F;mg/L for chromium and zinc, and 300&#x202F;mg/L for copper, lead, and arsenic. Residual metal concentrations were quantified via ICP-OES and compared to initial values to estimate removal efficiency.</p>
<p>The results, summarized in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>, revealed marked variability among isolates in terms of residual concentration of HMs in supernatant, expressed as mg/L. For chromium, isolate FG43 showed the best performance (residual Cr: 56.3&#x202F;&#x00B1;&#x202F;0.14&#x202F;mg/L), followed closely by isolate FG94 (57.3&#x202F;&#x00B1;&#x202F;0.05&#x202F;mg/L). In the case of lead, isolate FG27 showed the highest removal (14.7&#x202F;&#x00B1;&#x202F;0.11&#x202F;mg/L), followed by isolates FG76 (69.9&#x202F;&#x00B1;&#x202F;0.04&#x202F;mg/L) and FG43 (30.0&#x202F;&#x00B1;&#x202F;0.08&#x202F;mg/L). Zinc removal was most efficient in strain FG77 (42.1&#x202F;&#x00B1;&#x202F;0.12&#x202F;mg/L), while for arsenic, isolates FG55 the lowest residual concentrations (0.22&#x202F;&#x00B1;&#x202F;0.08&#x202F;mg/L). Copper removal was generally modest but isolates FG89 (81.7&#x202F;&#x00B1;&#x202F;0.11&#x202F;mg/L) and FG94 (87.8&#x202F;&#x00B1;&#x202F;0.07&#x202F;mg/L) performed better than others.</p>
<p>The HMs removal percentages were calculated relative to initial concentrations (<xref ref-type="table" rid="tab1">Table 1</xref>), and twenty-two best performing isolates were selected. There were three inclusion criteria, based on isolates performance (I) removal of at least 3 HM; (II) removal of at least two HM; (III)&#x202F;&#x003E;&#x202F;90% HM removal in at least one metal Several isolates showed broad removal capacity across different single-metal, making them promising candidates for bioremediation.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Heavy metal removal, expressed as percentage, by selected <italic>Pseudomonas</italic> isolates in polluted liquid medium.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Strain Code</th>
<th align="center" valign="top">Cr Removal (%)</th>
<th align="center" valign="top">Zn Removal (%)</th>
<th align="center" valign="top">Cu Removal (%)</th>
<th align="center" valign="top">As Removal (%)</th>
<th align="center" valign="top">Pb Removal (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">FG1</td>
<td align="char" valign="top" char=".">69.31</td>
<td align="char" valign="top" char=".">76.28</td>
<td align="char" valign="top" char=".">66.33</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG4</td>
<td align="char" valign="top" char=".">68.51</td>
<td align="char" valign="top" char=".">75.29</td>
<td align="char" valign="top" char=".">66.40</td>
<td align="char" valign="top" char=".">79.81</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG12</td>
<td/>
<td align="char" valign="top" char=".">74.99</td>
<td/>
<td align="char" valign="top" char=".">79.54</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG15</td>
<td/>
<td align="char" valign="top" char=".">75.61</td>
<td align="char" valign="top" char=".">66.46</td>
<td align="char" valign="top" char=".">80.23</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG25</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">74.71</td>
<td align="char" valign="top" char=".">78.65</td>
</tr>
<tr>
<td align="left" valign="top">FG43</td>
<td align="char" valign="top" char=".">71.88</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">90.01</td>
</tr>
<tr>
<td align="left" valign="top">FG48</td>
<td align="char" valign="top" char=".">67.28</td>
<td/>
<td/>
<td align="char" valign="top" char=".">79.45</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG55</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">99.93</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG57</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">79.77</td>
<td align="char" valign="top" char=".">89.02</td>
</tr>
<tr>
<td align="left" valign="top">FG61</td>
<td/>
<td/>
<td align="char" valign="top" char=".">67.27</td>
<td align="char" valign="top" char=".">79.49</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG63</td>
<td align="char" valign="top" char=".">69.86</td>
<td/>
<td align="char" valign="top" char=".">68.55</td>
<td align="char" valign="top" char=".">80.09</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG73</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">80.08</td>
<td align="char" valign="top" char=".">82.75</td>
</tr>
<tr>
<td align="left" valign="top">FG76</td>
<td/>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">93.45</td>
</tr>
<tr>
<td align="left" valign="top">FG77</td>
<td/>
<td align="char" valign="top" char=".">78.96</td>
<td/>
<td align="char" valign="top" char=".">80.28</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG78</td>
<td/>
<td align="char" valign="top" char=".">77.49</td>
<td/>
<td align="char" valign="top" char=".">79.61</td>
<td align="char" valign="top" char=".">88.23</td>
</tr>
<tr>
<td align="left" valign="top">FG83</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">80.03</td>
<td align="char" valign="top" char=".">76.71</td>
</tr>
<tr>
<td align="left" valign="top">FG88</td>
<td align="char" valign="top" char=".">70.73</td>
<td/>
<td/>
<td align="char" valign="top" char=".">79.71</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG90</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">80.59</td>
<td align="char" valign="top" char=".">82.10</td>
</tr>
<tr>
<td align="left" valign="top">FG92</td>
<td align="char" valign="top" char=".">68.02</td>
<td/>
<td/>
<td align="char" valign="top" char=".">80.93</td>
<td align="char" valign="top" char=".">80.21</td>
</tr>
<tr>
<td align="left" valign="top">FG94</td>
<td align="char" valign="top" char=".">71.41</td>
<td align="char" valign="top" char=".">68.63</td>
<td align="char" valign="top" char=".">70.73</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">FG95</td>
<td/>
<td align="char" valign="top" char=".">77.87</td>
<td/>
<td/>
<td align="char" valign="top" char=".">77.55</td>
</tr>
<tr>
<td align="left" valign="top">FG97</td>
<td/>
<td align="char" valign="top" char=".">77.84</td>
<td align="char" valign="top" char=".">67.47</td>
<td align="char" valign="top" char=".">80.31</td>
<td align="char" valign="top" char=".">77.29</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Isolates performance thresholds are (I) removal of at least 3 HM; (II) removal of at least 2 HM; (III)&#x202F;&#x003E;&#x202F;90% HM removal in at least one metal.</p>
</table-wrap-foot>
</table-wrap>
<p>Among the top performers, isolate FG4 removed 68.5% of Cr, 75.3% of Zn, 66.4% of Cu, and 79.8% of As, indicating broad-spectrum activity. FG1 showed similar efficiency, particularly for Zn (76.3%), Cu (66.3%), Cr (69.5%), except for arsenic. FG15 was especially effective for As (80.2%), Cu (66.5%), and Zn (75.6%), while FG25 stood out for Pb (78.6%) and Cu (74.8%). Other notable isolates included FG76 (Pb&#x202F;&#x003E;&#x202F;90%) and FG55 (As&#x003E;95 79.2%).</p>
</sec>
<sec id="sec20">
<label>3.6</label>
<title>Genomic identification of potential bioremediating <italic>Pseudomonas</italic> spp.</title>
<p>The 16S rRNA gene sequences from 22 isolates identified as promising bioremediation candidates <italic>in vitro</italic> were deposited in GenBank; accession numbers are provided in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>. BLAST alignment against the NCBI GenBank database revealed sequence identities ranging between 98.7 and 100% with reference strains belonging to the genus <italic>Pseudomonas</italic>, confirming genus-level assignment.</p>
<p>A phylogenetic tree was constructed using the Maximum Likelihood method with 1,000 bootstrap replicates (<xref ref-type="fig" rid="fig5">Figure 5</xref>). The resulting topology resolved the isolates into several well-supported clades (bootstrap &#x2265;92%), consistent with species-level classification.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Maximum likelihood phylogenetic tree based on 16S rRNA gene sequences of 22 <italic>Pseudomonas</italic> isolates obtained from polluted soils in the Foggia area (Italy). Sequences were aligned with reference strains retrieved from NCBI GenBank, and evolutionary distances were computed using the Hasegawa, Kishino, and Yano model. Bootstrap values (1,000 replicates)&#x202F;&#x003E;&#x202F;90% are shown at the branch nodes. <italic>Escherichia coli</italic> (X80725.1) and <italic>Aeromonas media</italic> (X60410.2) were used as outgroups. Scale bar indicates 0.02 nucleotide substitutions per site.</p>
</caption>
<graphic xlink:href="fmicb-16-1731818-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Phylogenetic tree illustrating the relationships among various Pseudomonas strains, labeled with GenBank accession numbers. Bootstrap values indicate confidence levels, with major clades supported by values above ninety. The tree includes Escherichia coli and Aeromonas media as outgroups. Scale bar represents evolutionary distance.</alt-text>
</graphic>
</fig>
<p>Cluster I grouped isolates FG4, FG15 and FG25 with <italic>Pseudomonas poae</italic> (AB495132.1) and <italic>Pseudomonas azotoformans</italic> (OP164742.1), with sequence similarity &#x003E;99%, suggesting their affiliation to the <italic>P. fluorescens</italic> group. FG1 and FG94 clustered tightly with <italic>Pseudomonas reactans</italic> (MK114600.1), sharing 99.1% similarity, while FG12 associated with <italic>P. libanensis</italic> (KP208622.1) at 99.2% identity. Isolates FG43 and FG76 formed a small sub-clade within this group, indicating a close phylogenetic relationship with <italic>P. libanensis</italic> (98.9% similarity) but potentially representing distinct haplotypes. Cluster II included FG88, FG78, FG55, FG77 and FG83, positioned within the <italic>P. brenneri</italic> complex (bootstrap 100, 99.0&#x2013;99.3% similarity), while FG61, FG63, FG73, FG90 and FG57 grouped with <italic>Pseudomonas proteolytica</italic> (KU647672.1), showing 98.8&#x2013;99.1% identity. FG48 was closely related to <italic>P. alkylphenolica</italic> (PQ781525.1), sharing 99.3% sequence identity. A distinct and robust clade (bootstrap &#x2265;97%) included FG92, FG95 and FG97, which clustered with <italic>Pseudomonas putida</italic> reference strains (EU118779.1, PQ444060.1), with &#x003E;99% sequence similarity, confirming their classification as <italic>P. putida</italic>.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec21">
<label>4</label>
<title>Discussion</title>
<p>This study provides a comprehensive phenotypic and genotypic characterization of <italic>Pseudomonas</italic> isolates from multi-metal contaminated soils, integrating growth performance under physico-chemical stresses, heavy-metal tolerance, quantitative removal capacity, and phylogenetic structure. Microbial communities in polluted soils are continuously subjected to selective pressures such as metal toxicity, oxidative stress, nutrient imbalance, and co-contamination with organic pollutants, which act as evolutionary filters favoring microorganisms equipped with robust detoxification systems, efflux pumps, and regulatory networks for stress adaptation (<xref ref-type="bibr" rid="ref51">Qi et al., 2022</xref>; <xref ref-type="bibr" rid="ref72">Wang et al., 2023</xref>; <xref ref-type="bibr" rid="ref79">Zou et al., 2024</xref>). These conditions may drive microevolutionary divergence within local populations, generating ecotypes that differ not only in tolerance intensity but also in the regulatory balance between stress resistance and metabolic efficiency. <italic>Pseudomonas</italic> spp. is paradigmatic in this scenario, with large genomes, metabolic versatility (<xref ref-type="bibr" rid="ref64">Silby et al., 2011</xref>), and complex regulons that allow them to survive and function under metal and redox stress (<xref ref-type="bibr" rid="ref18">Gillieatt and Coleman, 2024</xref>). The isolates characterized here can therefore be interpreted not simply as survivors, but as functionally adapted members of the soil microbiota, actively contributing to natural attenuation and offering potential for bioaugmentation strategies.</p>
<p>Growth Index data confirmed that most isolates are psychrotolerant, sustaining growth at 15&#x202F;&#x00B0;C and thus ecologically suited for temperate soils, whereas growth was markedly reduced at 37&#x202F;&#x00B0;C, consistent with the thermal niche of psychrotolerant soil bacteria (<xref ref-type="bibr" rid="ref9">Chauhan et al., 2023</xref>; <xref ref-type="bibr" rid="ref70">Vollmer et al., 2023</xref>). Similar observations have been reported for <italic>Pseudomonas</italic> sp. B14-6, a cold-adapted isolate with optimal physiology at low temperatures (<xref ref-type="bibr" rid="ref25">Kang et al., 2022</xref>), and for <italic>P. fluorescens</italic> strains showing morphological stress at 37&#x202F;&#x00B0;C (<xref ref-type="bibr" rid="ref24">Kahli et al., 2022</xref>). This suggests that temperature acts as a stabilizing factor shaping metabolic specialization in these lineages. Psychrotolerance may confer an advantage under field conditions by ensuring enzymatic activity at low temperatures when metal solubility and mobility increase, thus sustaining bioremediation potential in cold or seasonal soils. A subset of strains maintained GI&#x202F;&#x003E;&#x202F;80% at pH 4.5, suggesting acid-tolerant ecotypes; this aligns with the well-documented role of pH as a dominant driver of soil community composition, where acidification decreases <italic>&#x03B1;</italic>-diversity and selects for specialized acidophiles (<xref ref-type="bibr" rid="ref71">Wang et al., 2022</xref>; <xref ref-type="bibr" rid="ref20">Hu et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Zhang et al., 2024</xref>). PEG assays revealed heterogeneous osmotic tolerance, with some isolates retaining normal GI even under high osmotic pressure, an advantageous trait for bioaugmentation in arid or drought-prone soils (<xref ref-type="bibr" rid="ref5">Bouremani et al., 2024</xref>). This aspect is particularly relevant given that many multi-contaminated soils are marginal or abandoned lands, frequently characterized by poor water retention and seasonal drought. Successful bioaugmentation in such environments requires strains capable of coping with osmotic stress and desiccation, as water scarcity can limit microbial activity and metal immobilization efficiency. Under PEG-imposed stress, superior isolates likely activate sigma-factor (<italic>AlgU</italic>)-mediated regulons controlling membrane stability and stress response (<xref ref-type="bibr" rid="ref73">Wang et al., 2024</xref>) and induce biosynthesis or uptake of compatible solutes (glycine betaine, proline, ectoine, trehalose) via pathways such as <italic>betB</italic> upregulation (<xref ref-type="bibr" rid="ref17">Fan et al., 2024</xref>). EPS production and biofilm formation further protect cells by retaining water and buffering local water potential, thereby enhancing persistence under dry or osmotically challenging conditions (<xref ref-type="bibr" rid="ref26">Karash and Yahr, 2022</xref>; <xref ref-type="bibr" rid="ref52">Quan et al., 2022</xref>; <xref ref-type="bibr" rid="ref8">Chai et al., 2024</xref>). It can therefore be hypothesized that osmotic tolerance indirectly contributes to metal resistance, since EPS matrices and compatible solutes also limit ionic toxicity and oxidative stress.</p>
<p>In parallel, heavy-metal exposure imposes oxidative stress, and survival depends on activation of OxyR/SoxR regulons and antioxidant enzymes (catalase, peroxidase, superoxide dismutase), mechanisms recently documented in metal-resistant <italic>Pseudomonas</italic> (<xref ref-type="bibr" rid="ref43">Palma et al., 2005</xref>; <xref ref-type="bibr" rid="ref13">Da Cruz Nizer et al., 2021</xref>; <xref ref-type="bibr" rid="ref39">M&#x00E9;ndez et al., 2022</xref>; <xref ref-type="bibr" rid="ref45">Pang et al., 2023</xref>; <xref ref-type="bibr" rid="ref35">Li et al., 2024</xref>). MIC screening revealed tolerance up to 300&#x202F;mg/L for Cu, Pb, and As, consistent with environmental <italic>Pseudomonas</italic> from mining soils (<xref ref-type="bibr" rid="ref49">Pramanik et al., 2021</xref>; <xref ref-type="bibr" rid="ref14">De Santis et al., 2025</xref>). Importantly, ICP-OES results confirmed that tolerance translated into actual sequestration: FG4, FG15, FG76, and FG92 removed &#x003E; 65% of Cr, Zn, Cu, and As, and FG76 achieved &#x003E; 90% Pb removal, values that place our isolates among the most efficient bioremediators reported in the literature. Growth-based tolerance and metal-removal capacity were intentionally evaluated as distinct traits. MIC data served as preliminary screening to identify viable and resistant isolates, whereas ICP&#x2013;OES assays provided quantitative evidence of detoxification potential. The absence of a strict linear correlation between MIC and removal efficiency confirms that tolerance and detoxification are governed by partially independent physiological pathways. Highly tolerant isolates likely rely on active efflux and intracellular detoxification, whereas moderately tolerant but high-removal strains depend on surface biosorption and EPS-mediated immobilization.</p>
<p>Comparable efficiencies have been documented for <italic>Pseudomonas</italic> spp. in a variety of systems: for instance, <italic>Pseudomonas stutzeri</italic> LBR achieved significant Pb removal in field soils through bioaugmentation, leading to a measurable decrease in exchangeable Pb fractions and reduced ecological risk indices after treatment (<xref ref-type="bibr" rid="ref57">Ridene et al., 2023</xref>). In another study, <italic>Pseudomonas alcaliphila</italic> NEWG-2 removed up to 96.6% of Cr(VI) at 200&#x202F;mg/L using alginate-immobilized cells, with FTIR and SEM&#x2013;EDS analyses confirming biosorption via carboxyl, hydroxyl, and amide groups and partial bioreduction of Cr(VI) to less toxic Cr(III) (<xref ref-type="bibr" rid="ref16">El-Naggar et al., 2020</xref>). Similarly, <italic>Pseudomonas veronii</italic> 2E displayed high Cu biosorption capacity (71.4% in 24&#x202F;h) and maintained performance in continuous packed-bed systems, with successful metal recovery via desorption and potential for process recycling (<xref ref-type="bibr" rid="ref7">Busnelli and Vullo, 2022</xref>). Together, these studies support the view that the metal removal efficiencies achieved by our isolates are not only quantitatively significant but also mechanistically consistent with established biosorption and bioaccumulation processes observed in high-performance <italic>Pseudomonas</italic> strains. These outcomes are consistent with a composite mechanism involving EPS-mediated biosorption, intracellular bioaccumulation, and microbially induced carbonate precipitation (MICP). It can therefore be hypothesized that FG76 and FG92, characterized by the highest Pb and Cu removals, exploit a combination of EPS-mediated sequestration and MICP processes to achieve rapid and stable immobilization, while FG4 and FG15 may rely more on intracellular accumulation mechanisms supported by membrane-bound reductases. Functional groups within EPS provide abundant cation-binding sites (<xref ref-type="bibr" rid="ref2">Bal&#x00ED;kov&#x00E1; et al., 2022</xref>), while MICP has been shown to lower Cd bioavailability and is increasingly recognized as a field-viable remediation strategy (<xref ref-type="bibr" rid="ref78">Zhang et al., 2023</xref>). Beyond physiological mechanisms, genomic determinants such as <italic>czc, cad, cop, ars,</italic> and <italic>mer</italic> operons likely underpin the observed broad-spectrum tolerance, with cross-regulatory interactions (e.g., Czc-Cad systems in <italic>P. putida</italic> KT2440) enhancing multi-metal resilience (<xref ref-type="bibr" rid="ref36">Liu et al., 2021</xref>; <xref ref-type="bibr" rid="ref60">S&#x00E1;nchez-Corona et al., 2025</xref>). The phylogenetic reconstruction was performed with the sole aim of confirming the taxonomic affiliation of the isolates within the <italic>Pseudomonas</italic> genus. Given the high intra-specific variability typical of <italic>Pseudomonas</italic>, functional traits such as tolerance and detoxification efficiency are often strain-dependent and cannot be reliably inferred from phylogenetic proximity. The presence of multiple phylogenetic clades among our isolates indicates functional redundancy, a well-recognized stabilizing factor that buffers microbial ecosystem functions under disturbance (<xref ref-type="bibr" rid="ref31">Lanari et al., 2022</xref>; <xref ref-type="bibr" rid="ref10">Chen et al., 2024</xref>; <xref ref-type="bibr" rid="ref75">Yang et al., 2024</xref>; <xref ref-type="bibr" rid="ref28">Khidr et al., 2025</xref>). This redundancy suggests that metal-removal activity would likely persist even if individual strains were inhibited, consistent with evidence that multi-strain bacterial consortia outperform single isolates for multi-metal bioremediation and enhance system resilience (<xref ref-type="bibr" rid="ref28">Khidr et al., 2025</xref>; <xref ref-type="bibr" rid="ref50">Qattan, 2025</xref>). In this perspective, assembling consortia combining tolerant and high-removal isolates could maximize efficiency while minimizing ecological risk, a hypothesis that warrants mesocosm validation. Overall, the convergence of anthropogenic-stress adaptation, psychrotolerance, osmotic and oxidative stress resilience, high MICs with quantitatively verified removals, EPS/MICP-driven immobilization, genomic determinants of resistance, and clade-level redundancy positions FG4, FG15, FG76, and FG92 as excellent candidates for pilot-scale bioaugmentation. Although the tested isolates demonstrated broad tolerance across individual heavy metals, these results do not prove a true multi-metal tolerance under simultaneous exposure. The experiments were performed under single-metal conditions to ensure reproducibility and to disentangle individual metal effects. However, in natural environments, metals often co-occur and may interact additively, antagonistically, or synergistically, influencing both toxicity and detoxification dynamics. Future work will therefore test binary and ternary metal combinations at environmentally relevant ratios to determine whether tolerance and removal capacities are maintained or modified under mixed-metal stress. Such experiments will provide a more realistic evaluation of the ecological performance and biotechnological applicability of the selected strains. Future research should include mechanistic validation (EPS, siderophore, osmolyte, and antioxidant assays; metal speciation), genome-wide screening for resistance loci and ARGs (<xref ref-type="bibr" rid="ref60">S&#x00E1;nchez-Corona et al., 2025</xref>), design of complementary consortia, mesocosm trials to assess persistence and competitiveness, and immobilization on carriers such as biochar or alginate to maximize survival and operational reusability (<xref ref-type="bibr" rid="ref21">Hu et al., 2025</xref>; <xref ref-type="bibr" rid="ref23">Jhariya et al., 2025</xref>).</p>
<p>This study provides an integrated assessment of the adaptive, physiological, and phylogenetic traits of <italic>Pseudomonas</italic> isolates recovered from multi-metal contaminated soils. The combined use of phenotypic screening, metal tolerance assays, and molecular identification enabled the characterization of strains exhibiting diverse stress-response profiles and significant detoxification potential. The results underline the ecological plasticity of <italic>Pseudomonas</italic>, a genus widely recognized for its metabolic versatility, environmental resilience, and ability to persist in complex and contaminated matrices.</p>
<p>The findings support the view that native <italic>Pseudomonas</italic> populations represent an important biological resource for environmentally friendly soil restoration strategies. Their ability to tolerate and remove different metals suggests a promising role in the implementation of bioaugmentation and biostabilization processes aimed at reducing metal mobility and bioavailability. In this perspective, understanding the interplay between tolerance mechanisms, metal-binding structures, and phylogenetic background may facilitate the rational selection of efficient strains and the design of tailored microbial consortia.</p>
<p>Future research should focus on genome-level mapping of resistance operons and co-localized ARGs, detailed metabolite assays (EPS, siderophores, osmolytes, antioxidants), pilot-scale mesocosm trials to assess persistence and competitiveness, and immobilization of selected isolates on carriers such as biochar or alginate to enhance survival, reusability, and operational stability.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec22">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>.</p>
</sec>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>AD: Data curation, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AB: Conceptualization, Data curation, Methodology, Project administration, Resources, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SC: Investigation, Writing &#x2013; review &#x0026; editing. ML: Methodology, Writing &#x2013; review &#x0026; editing. MF: Methodology, Writing &#x2013; review &#x0026; editing. MM: Investigation, Writing &#x2013; review &#x0026; editing. MC: Conceptualization, Resources, Writing &#x2013; review &#x0026; editing. MS: Conceptualization, Resources, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors thank the technical staff of the Department of Agriculture, Food, Natural Resources and Engineering (University of Foggia) for laboratory assistance and logistical support during soil sampling and microbial analyses.</p>
</ack>
<sec sec-type="COI-statement" id="sec24">
<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>
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</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alengebawy</surname><given-names>A.</given-names></name> <name><surname>Abdelkhalek</surname><given-names>S. T.</given-names></name> <name><surname>Qureshi</surname><given-names>S. R.</given-names></name> <name><surname>Wang</surname><given-names>M.-Q.</given-names></name></person-group> (<year>2021</year>). <article-title>Heavy metals and pesticides toxicity in agricultural soil and plants: ecological risks and human health implications</article-title>. <source>Toxics</source> <volume>9</volume>:<fpage>42</fpage>. doi: <pub-id pub-id-type="doi">10.3390/toxics9030042</pub-id>, <pub-id pub-id-type="pmid">33668829</pub-id></mixed-citation></ref>
<ref id="ref2"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bal&#x00ED;kov&#x00E1;</surname><given-names>K.</given-names></name> <name><surname>Vojtkov&#x00E1;</surname><given-names>H.</given-names></name> <name><surname>Duborsk&#x00E1;</surname><given-names>E.</given-names></name> <name><surname>Kim</surname><given-names>H.</given-names></name> <name><surname>Mat&#x00FA;&#x0161;</surname><given-names>P.</given-names></name> <name><surname>Ur&#x00ED;k</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Role of exopolysaccharides of Pseudomonas in heavy metal removal and other remediation strategies</article-title>. <source>Polymers</source> <volume>14</volume>:<fpage>4253</fpage>. doi: <pub-id pub-id-type="doi">10.3390/polym14204253</pub-id>, <pub-id pub-id-type="pmid">36297831</pub-id></mixed-citation></ref>
<ref id="ref3"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bevilacqua</surname><given-names>A.</given-names></name> <name><surname>Corbo</surname><given-names>M. R.</given-names></name> <name><surname>Sinigaglia</surname><given-names>M.</given-names></name></person-group> (<year>2009</year>). <article-title>Selection of yeasts as starter cultures for table olives: a step-by-step procedure</article-title>. <source>Front. Microbiol.</source> <volume>3</volume>:<fpage>194</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2012.00194</pub-id></mixed-citation></ref>
<ref id="ref4"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bora</surname><given-names>B.</given-names></name> <name><surname>Kauser</surname><given-names>H.</given-names></name> <name><surname>Geed</surname><given-names>S. R.</given-names></name></person-group> (<year>2025</year>). <article-title>Bioremediation strategies for xenobiotic degradation in petroleum-impacted industrial ecosystems: practical challenges and future directions</article-title>. <source>J Water Process Eng</source> <volume>70</volume>:<fpage>106877</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jwpe.2024.106877</pub-id></mixed-citation></ref>
<ref id="ref5"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bouremani</surname><given-names>N.</given-names></name> <name><surname>Cherif-Silini</surname><given-names>H.</given-names></name> <name><surname>Silini</surname><given-names>A.</given-names></name> <name><surname>Rabhi</surname><given-names>N. E. H.</given-names></name> <name><surname>Bouket</surname><given-names>A. C.</given-names></name> <name><surname>Belbahri</surname><given-names>L.</given-names></name></person-group> (<year>2024</year>). <article-title>Osmotolerant plant growth promoting bacteria mitigate adverse effects of drought stress on wheat growth</article-title>. <source>AIMSMICRO</source> <volume>10</volume>, <fpage>507</fpage>&#x2013;<lpage>541</lpage>. doi: <pub-id pub-id-type="doi">10.3934/microbiol.2024025</pub-id>, <pub-id pub-id-type="pmid">39219754</pub-id></mixed-citation></ref>
<ref id="ref6"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Briffa</surname><given-names>J.</given-names></name> <name><surname>Sinagra</surname><given-names>E.</given-names></name> <name><surname>Blundell</surname><given-names>R.</given-names></name></person-group> (<year>2020</year>). <article-title>Heavy metal pollution in the environment and their toxicological effects on humans</article-title>. <source>Heliyon</source> <volume>6</volume>:<fpage>e04691</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.heliyon.2020.e04691</pub-id>, <pub-id pub-id-type="pmid">32964150</pub-id></mixed-citation></ref>
<ref id="ref7"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Busnelli</surname><given-names>M. P.</given-names></name> <name><surname>Vullo</surname><given-names>D. L.</given-names></name></person-group> (<year>2022</year>). <article-title>Copper removal mediated by <italic>Pseudomonas veronii</italic> 2E in batch and continuous reactors</article-title>. <source>J. Sustain. Dev. Energy Water Environ. Syst.</source> <volume>10</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.13044/j.sdewes.d8.0351</pub-id></mixed-citation></ref>
<ref id="ref8"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chai</surname><given-names>L.</given-names></name> <name><surname>Zaburdaev</surname><given-names>V.</given-names></name> <name><surname>Kolter</surname><given-names>R.</given-names></name></person-group> (<year>2024</year>). <article-title>How bacteria actively use passive physics to make biofilms</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>121</volume>:<fpage>e2403842121</fpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.2403842121</pub-id>, <pub-id pub-id-type="pmid">39264745</pub-id></mixed-citation></ref>
<ref id="ref9"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chauhan</surname><given-names>M.</given-names></name> <name><surname>Kimothi</surname><given-names>A.</given-names></name> <name><surname>Sharma</surname><given-names>A.</given-names></name> <name><surname>Pandey</surname><given-names>A.</given-names></name></person-group> (<year>2023</year>). <article-title>Cold adapted <italic>Pseudomonas</italic>: ecology to biotechnology</article-title>. <source>Front. Microbiol.</source> <volume>14</volume>:<fpage>1218708</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2023.1218708</pub-id>, <pub-id pub-id-type="pmid">37529326</pub-id></mixed-citation></ref>
<ref id="ref10"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname><given-names>H.</given-names></name> <name><surname>Lei</surname><given-names>L.</given-names></name> <name><surname>Li</surname><given-names>Z.</given-names></name> <name><surname>Zhou</surname><given-names>H.</given-names></name> <name><surname>Cheng</surname><given-names>H.</given-names></name> <name><surname>Chen</surname><given-names>Z.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Redundancy and resilience of microbial community under aniline stress during wastewater treatment</article-title>. <source>Sci. Total Environ.</source> <volume>951</volume>:<fpage>175822</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2024.175822</pub-id>, <pub-id pub-id-type="pmid">39197768</pub-id></mixed-citation></ref>
<ref id="ref11"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Coelho</surname><given-names>L. M.</given-names></name> <name><surname>Rezende</surname><given-names>H. C.</given-names></name> <name><surname>Coelho</surname><given-names>L. M.</given-names></name> <name><surname>De Sousa</surname><given-names>P. A. R.</given-names></name> <name><surname>Melo</surname><given-names>D. F. O.</given-names></name> <name><surname>Coelho</surname><given-names>N. M. M.</given-names></name></person-group> (<year>2015</year>). &#x201C;<article-title>Bioremediation of polluted waters using microorganisms</article-title>&#x201D; in <source>Advances in bioremediation of wastewater and polluted soil</source>. ed. <person-group person-group-type="editor"><name><surname>Shiomi</surname><given-names>N.</given-names></name></person-group> (<publisher-loc>London, UK</publisher-loc>: <publisher-name>InTech</publisher-name>).</mixed-citation></ref>
<ref id="ref12"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Corbo</surname><given-names>M. R.</given-names></name> <name><surname>Bevilacqua</surname><given-names>A.</given-names></name> <name><surname>Speranza</surname><given-names>B.</given-names></name> <name><surname>Gallo</surname><given-names>M.</given-names></name> <name><surname>Campaniello</surname><given-names>D.</given-names></name> <name><surname>Sinigaglia</surname><given-names>M.</given-names></name></person-group> (<year>2017</year>). <article-title>Selection of wild lactic acid bacteria for sausages: design of a selection protocol combining statistic tools, technological and functional properties</article-title>. <source>LWT Food Sci. Technol.</source> <volume>81</volume>, <fpage>144</fpage>&#x2013;<lpage>152</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.lwt.2017.03.051</pub-id></mixed-citation></ref>
<ref id="ref13"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Da Cruz Nizer</surname><given-names>W. S.</given-names></name> <name><surname>Inkovskiy</surname><given-names>V.</given-names></name> <name><surname>Versey</surname><given-names>Z.</given-names></name> <name><surname>Strempel</surname><given-names>N.</given-names></name> <name><surname>Cassol</surname><given-names>E.</given-names></name> <name><surname>Overhage</surname><given-names>J.</given-names></name></person-group> (<year>2021</year>). <article-title>Oxidative stress response in <italic>Pseudomonas aeruginosa</italic></article-title>. <source>Pathogens</source> <volume>10</volume>:<fpage>1187</fpage>. doi: <pub-id pub-id-type="doi">10.3390/pathogens10091187</pub-id>, <pub-id pub-id-type="pmid">34578219</pub-id></mixed-citation></ref>
<ref id="ref14"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>De Santis</surname><given-names>A.</given-names></name> <name><surname>Bevilacqua</surname><given-names>A.</given-names></name> <name><surname>Racioppo</surname><given-names>A.</given-names></name> <name><surname>Speranza</surname><given-names>B.</given-names></name> <name><surname>Corbo</surname><given-names>M. R.</given-names></name> <name><surname>Altieri</surname><given-names>C.</given-names></name> <etal/></person-group>. (<year>2025</year>). <article-title>A preliminary investigation into heavy metal tolerance in Pseudomonas isolates: does the isolation site have an effect?</article-title> <source>Agriculture</source> <volume>15</volume>:<fpage>1692</fpage>. doi: <pub-id pub-id-type="doi">10.3390/agriculture15151692</pub-id></mixed-citation></ref>
<ref id="ref15"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Edgar</surname><given-names>R. C.</given-names></name> <name><surname>Haas</surname><given-names>B. J.</given-names></name> <name><surname>Clemente</surname><given-names>J. C.</given-names></name> <name><surname>Quince</surname><given-names>C.</given-names></name> <name><surname>Knight</surname><given-names>R.</given-names></name></person-group> (<year>2011</year>). <article-title>UCHIME improves sensitivity and speed of chimera detection</article-title>. <source>Bioinformatics</source> <volume>27</volume>, <fpage>2194</fpage>&#x2013;<lpage>2200</lpage>. doi: <pub-id pub-id-type="doi">10.1093/bioinformatics/btr381</pub-id>, <pub-id pub-id-type="pmid">21700674</pub-id></mixed-citation></ref>
<ref id="ref16"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>El-Naggar</surname><given-names>N. E.-A.</given-names></name> <name><surname>El-khateeb</surname><given-names>A. Y.</given-names></name> <name><surname>Ghoniem</surname><given-names>A. A.</given-names></name> <name><surname>El-Hersh</surname><given-names>M. S.</given-names></name> <name><surname>Saber</surname><given-names>W. I. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Innovative low-cost biosorption process of Cr6+ by <italic>Pseudomonas alcaliphila</italic> NEWG-2</article-title>. <source>Sci. Rep.</source> <volume>10</volume>:<fpage>14043</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-020-70473-5</pub-id>, <pub-id pub-id-type="pmid">32820181</pub-id></mixed-citation></ref>
<ref id="ref17"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fan</surname><given-names>M.</given-names></name> <name><surname>Tan</surname><given-names>S.</given-names></name> <name><surname>Wang</surname><given-names>W.</given-names></name> <name><surname>Zhang</surname><given-names>X.</given-names></name></person-group> (<year>2024</year>). <article-title>Improvement in salt tolerance ability of <italic>Pseudomonas putida</italic> KT2440</article-title>. <source>Biology</source> <volume>13</volume>:<fpage>404</fpage>. doi: <pub-id pub-id-type="doi">10.3390/biology13060404</pub-id>, <pub-id pub-id-type="pmid">38927284</pub-id></mixed-citation></ref>
<ref id="ref18"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gillieatt</surname><given-names>B. F.</given-names></name> <name><surname>Coleman</surname><given-names>N. V.</given-names></name></person-group> (<year>2024</year>). <article-title>Unravelling the mechanisms of antibiotic and heavy metal resistance co-selection in environmental bacteria</article-title>. <source>FEMS Microbiol. Rev.</source> <volume>48</volume>:<fpage>fuae017</fpage>. doi: <pub-id pub-id-type="doi">10.1093/femsre/fuae017</pub-id>, <pub-id pub-id-type="pmid">38897736</pub-id></mixed-citation></ref>
<ref id="ref19"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hasegawa</surname><given-names>M.</given-names></name> <name><surname>Kishino</surname><given-names>H.</given-names></name> <name><surname>Yano</surname><given-names>T.</given-names></name></person-group> (<year>1985</year>). <article-title>Dating of the human-ape splitting by a molecular clock of mitochondrial DNA</article-title>. <source>J. Mol. Evol.</source> <volume>22</volume>, <fpage>160</fpage>&#x2013;<lpage>174</lpage>. doi: <pub-id pub-id-type="doi">10.1007/BF02101694</pub-id>, <pub-id pub-id-type="pmid">3934395</pub-id></mixed-citation></ref>
<ref id="ref20"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hu</surname><given-names>Z.</given-names></name> <name><surname>Delgado-Baquerizo</surname><given-names>M.</given-names></name> <name><surname>Fanin</surname><given-names>N.</given-names></name> <name><surname>Chen</surname><given-names>X.</given-names></name> <name><surname>Zhou</surname><given-names>Y.</given-names></name> <name><surname>Du</surname><given-names>G.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Nutrient-induced acidification modulates soil biodiversity-function relationships</article-title>. <source>Nat. Commun.</source> <volume>15</volume>:<fpage>2858</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-024-47323-3</pub-id>, <pub-id pub-id-type="pmid">38570522</pub-id></mixed-citation></ref>
<ref id="ref21"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hu</surname><given-names>Y.</given-names></name> <name><surname>Wang</surname><given-names>C.</given-names></name> <name><surname>Wang</surname><given-names>Y.</given-names></name></person-group> (<year>2025</year>). <article-title>Biochar-immobilized <italic>Pseudomonas aeruginosa</italic> enhances copper remediation and growth of Chinese Milk vetch (<italic>Astragalus sinicus</italic>)</article-title>. <source>Microorganisms</source> <volume>13</volume>:<fpage>1793</fpage>. doi: <pub-id pub-id-type="doi">10.3390/microorganisms13081793</pub-id>, <pub-id pub-id-type="pmid">40871297</pub-id></mixed-citation></ref>
<ref id="ref22"><mixed-citation publication-type="other"><person-group person-group-type="author"><collab id="coll1">International Organization for Standardization</collab></person-group>. (<year>2001</year>). <source>Soil quality-extraction of trace elements by buffered DTPA solution</source>. <publisher-loc>Geneva, Switzerland</publisher-loc>: <publisher-name>ISO</publisher-name>.</mixed-citation></ref>
<ref id="ref23"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jhariya</surname><given-names>U.</given-names></name> <name><surname>Chien</surname><given-names>M.-F.</given-names></name> <name><surname>Umetsu</surname><given-names>M.</given-names></name> <name><surname>Kamitakahara</surname><given-names>M.</given-names></name></person-group> (<year>2025</year>). <article-title>New insights into immobilized bacterial systems for removal of heavy metals from wastewater</article-title>. <source>Int. J. Environ. Sci. Technol.</source> <volume>22</volume>, <fpage>8319</fpage>&#x2013;<lpage>8334</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s13762-025-06369-6</pub-id></mixed-citation></ref>
<ref id="ref24"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kahli</surname><given-names>H.</given-names></name> <name><surname>B&#x00E9;ven</surname><given-names>L.</given-names></name> <name><surname>Grauby-Heywang</surname><given-names>C.</given-names></name> <name><surname>Debez</surname><given-names>N.</given-names></name> <name><surname>Gammoudi</surname><given-names>I.</given-names></name> <name><surname>Morot&#x00E9;</surname><given-names>F.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Impact of growth conditions on <italic>Pseudomonas fluorescens</italic> morphology characterized by atomic force microscopy</article-title>. <source>IJMS</source> <volume>23</volume>:<fpage>9579</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms23179579</pub-id>, <pub-id pub-id-type="pmid">36076985</pub-id></mixed-citation></ref>
<ref id="ref25"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kang</surname><given-names>M.</given-names></name> <name><surname>Choi</surname><given-names>T.-R.</given-names></name> <name><surname>Ahn</surname><given-names>S.</given-names></name> <name><surname>Heo</surname><given-names>H. Y.</given-names></name> <name><surname>Kim</surname><given-names>H.</given-names></name> <name><surname>Lee</surname><given-names>H. S.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Arctic Psychrotolerant Pseudomonas sp. B14-6 exhibits temperature-dependent susceptibility to aminoglycosides</article-title>. <source>Antibiotics</source> <volume>11</volume>:<fpage>1019</fpage>. doi: <pub-id pub-id-type="doi">10.3390/antibiotics11081019</pub-id>, <pub-id pub-id-type="pmid">36009888</pub-id></mixed-citation></ref>
<ref id="ref26"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Karash</surname><given-names>S.</given-names></name> <name><surname>Yahr</surname><given-names>T. L.</given-names></name></person-group> (<year>2022</year>). <article-title>Genome-wide identification of <italic>Pseudomonas aeruginosa</italic> genes important for desiccation tolerance on inanimate surfaces</article-title>. <source>mSystems</source> <volume>7</volume>, <fpage>e0011422</fpage>&#x2013;<lpage>e0011422</lpage>. doi: <pub-id pub-id-type="doi">10.1128/msystems.00114-22</pub-id>, <pub-id pub-id-type="pmid">35469420</pub-id></mixed-citation></ref>
<ref id="ref27"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Khan</surname><given-names>D.</given-names></name> <name><surname>Kabiraj</surname><given-names>A.</given-names></name> <name><surname>Roy</surname><given-names>R. K.</given-names></name> <name><surname>Let</surname><given-names>M.</given-names></name> <name><surname>Majhi</surname><given-names>K.</given-names></name> <name><surname>Bandopadhyay</surname><given-names>R.</given-names></name></person-group> (<year>2022</year>). &#x201C;<article-title>Bioremediation of heavy metals by metagenomic approaches</article-title>&#x201D; in <source>Omics insights in environmental bioremediation</source>. eds. <person-group person-group-type="editor"><name><surname>Kumar</surname><given-names>V.</given-names></name> <name><surname>Thakur</surname><given-names>I. S.</given-names></name></person-group> (<publisher-loc>Singapore</publisher-loc>: <publisher-name>Springer Nature Singapore</publisher-name>), <fpage>393</fpage>&#x2013;<lpage>413</lpage>.</mixed-citation></ref>
<ref id="ref28"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Khidr</surname><given-names>R.</given-names></name> <name><surname>Qurbani</surname><given-names>K.</given-names></name> <name><surname>Muhammed</surname><given-names>V.</given-names></name> <name><surname>Salim</surname><given-names>S.</given-names></name> <name><surname>Abdulla</surname><given-names>S.</given-names></name> <name><surname>Wsw</surname><given-names>H.</given-names></name></person-group> (<year>2025</year>). <article-title>Synergistic effects of indigenous bacterial consortia on heavy metal tolerance and reduction</article-title>. <source>Environ. Geochem. Health</source> <volume>47</volume>:<fpage>79</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s10653-025-02392-1</pub-id>, <pub-id pub-id-type="pmid">39966180</pub-id></mixed-citation></ref>
<ref id="ref29"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kumar</surname><given-names>V.</given-names></name> <name><surname>Rout</surname><given-names>C.</given-names></name> <name><surname>Singh</surname><given-names>J.</given-names></name> <name><surname>Saharan</surname><given-names>Y.</given-names></name> <name><surname>Goyat</surname><given-names>R.</given-names></name> <name><surname>Umar</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>A review on the clean-up technologies for heavy metal ions contaminated soil samples</article-title>. <source>Heliyon</source> <volume>9</volume>:<fpage>e15472</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.heliyon.2023.e15472</pub-id>, <pub-id pub-id-type="pmid">37180942</pub-id></mixed-citation></ref>
<ref id="ref30"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kumar</surname><given-names>S.</given-names></name> <name><surname>Stecher</surname><given-names>G.</given-names></name> <name><surname>Suleski</surname><given-names>M.</given-names></name> <name><surname>Sanderford</surname><given-names>M.</given-names></name> <name><surname>Sharma</surname><given-names>S.</given-names></name> <name><surname>Tamura</surname><given-names>K.</given-names></name></person-group> (<year>2024</year>). <article-title>MEGA12: molecular evolutionary genetic analysis version 12 for adaptive and green computing</article-title>. <source>Mol. Biol. Evol.</source> <volume>41</volume>:<fpage>msae263</fpage>. doi: <pub-id pub-id-type="doi">10.1093/molbev/msae263</pub-id>, <pub-id pub-id-type="pmid">39708372</pub-id></mixed-citation></ref>
<ref id="ref31"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lanari</surname><given-names>M.</given-names></name> <name><surname>Horta</surname><given-names>P. A.</given-names></name> <name><surname>Da Silva Copertino</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Functional redundancy and stability in a subtidal macroalgal community in the southwestern Atlantic coast</article-title>. <source>Mar. Environ. Res.</source> <volume>173</volume>:<fpage>105519</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.marenvres.2021.105519</pub-id>, <pub-id pub-id-type="pmid">34775208</pub-id></mixed-citation></ref>
<ref id="ref32"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Laranjo</surname><given-names>M.</given-names></name> <name><surname>Alexandre</surname><given-names>A.</given-names></name> <name><surname>Rivas</surname><given-names>R.</given-names></name> <name><surname>Vel&#x00C3;&#x00A1;zquez</surname><given-names>E.</given-names></name> <name><surname>Young</surname><given-names>J. P. W.</given-names></name> <name><surname>Oliveira</surname><given-names>S.</given-names></name></person-group> (<year>2008</year>). <article-title>Chickpea rhizobia symbiosis genes are highly conserved across multiple <italic>Mesorhizobium</italic> species: mesorhizobia symbiosis genes are conserved</article-title>. <source>FEMS Microbiol. Ecol.</source> <volume>66</volume>, <fpage>391</fpage>&#x2013;<lpage>400</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1574-6941.2008.00584.x</pub-id>, <pub-id pub-id-type="pmid">18795953</pub-id></mixed-citation></ref>
<ref id="ref33"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Laranjo</surname><given-names>M.</given-names></name> <name><surname>Machado</surname><given-names>J.</given-names></name> <name><surname>Young</surname><given-names>J. P. W.</given-names></name> <name><surname>Oliveira</surname><given-names>S.</given-names></name></person-group> (<year>2004</year>). <article-title>High diversity of chickpea Mesorhizobium species isolated in a Portuguese agricultural region</article-title>. <source>FEMS Microbiol. Ecol.</source> <volume>48</volume>, <fpage>101</fpage>&#x2013;<lpage>107</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.femsec.2003.12.015</pub-id>, <pub-id pub-id-type="pmid">19712435</pub-id></mixed-citation></ref>
<ref id="ref34"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Laranjo</surname><given-names>M.</given-names></name> <name><surname>Young</surname><given-names>J. P. W.</given-names></name> <name><surname>Oliveira</surname><given-names>S.</given-names></name></person-group> (<year>2012</year>). <article-title>Multilocus sequence analysis reveals multiple symbiovars within Mesorhizobium species</article-title>. <source>Syst. Appl. Microbiol.</source> <volume>35</volume>, <fpage>359</fpage>&#x2013;<lpage>367</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.syapm.2012.06.002</pub-id>, <pub-id pub-id-type="pmid">22817876</pub-id></mixed-citation></ref>
<ref id="ref35"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Li</surname><given-names>C.</given-names></name> <name><surname>Wei</surname><given-names>Z.</given-names></name> <name><surname>He</surname><given-names>X.</given-names></name> <name><surname>He</surname><given-names>H.</given-names></name> <name><surname>Liu</surname><given-names>Y.</given-names></name> <name><surname>Zuo</surname><given-names>Y.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>OxyR-regulated T6SS functions in coordination with siderophore to resist oxidative stress</article-title>. <source>Microbiol Spectr</source> <volume>12</volume>, <fpage>e0323123</fpage>&#x2013;<lpage>e0323123</lpage>. doi: <pub-id pub-id-type="doi">10.1128/spectrum.03231-23</pub-id>, <pub-id pub-id-type="pmid">38189330</pub-id></mixed-citation></ref>
<ref id="ref36"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname><given-names>H.</given-names></name> <name><surname>Zhang</surname><given-names>Y.</given-names></name> <name><surname>Wang</surname><given-names>Y.</given-names></name> <name><surname>Xie</surname><given-names>X.</given-names></name> <name><surname>Shi</surname><given-names>Q.</given-names></name></person-group> (<year>2021</year>). <article-title>The connection between Czc and cad systems involved in cadmium resistance in <italic>Pseudomonas putida</italic></article-title>. <source>IJMS</source> <volume>22</volume>:<fpage>9697</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms22189697</pub-id>, <pub-id pub-id-type="pmid">34575861</pub-id></mixed-citation></ref>
<ref id="ref37"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Luo</surname><given-names>A.</given-names></name> <name><surname>Qiao</surname><given-names>H.</given-names></name> <name><surname>Zhang</surname><given-names>Y.</given-names></name> <name><surname>Shi</surname><given-names>W.</given-names></name> <name><surname>Ho</surname><given-names>S. Y.</given-names></name> <name><surname>Xu</surname><given-names>W.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Performance of criteria for selecting evolutionary models in phylogenetics: a comprehensive study based on simulated datasets</article-title>. <source>BMC Evol. Biol.</source> <volume>10</volume>:<fpage>242</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1471-2148-10-242</pub-id>, <pub-id pub-id-type="pmid">20696057</pub-id></mixed-citation></ref>
<ref id="ref38"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Manikandan</surname><given-names>S. K.</given-names></name> <name><surname>Nair</surname><given-names>V.</given-names></name></person-group> (<year>2023</year>). <article-title>Developing a biocatalyst showcasing the synergistic effect of rice husk biochar and bacterial cells for the removal of heavy metals</article-title>. <source>New J. Chem.</source> <volume>47</volume>, <fpage>21199</fpage>&#x2013;<lpage>21213</lpage>. doi: <pub-id pub-id-type="doi">10.1039/D3NJ02889E</pub-id></mixed-citation></ref>
<ref id="ref39"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>M&#x00E9;ndez</surname><given-names>V.</given-names></name> <name><surname>Rodr&#x00ED;guez-Castro</surname><given-names>L.</given-names></name> <name><surname>Dur&#x00E1;n</surname><given-names>R. E.</given-names></name> <name><surname>Padr&#x00F3;n</surname><given-names>G.</given-names></name> <name><surname>Seeger</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>The OxyR and SoxR transcriptional regulators are involved in a broad oxidative stress response in <italic>Paraburkholderia xenovorans</italic> LB400</article-title>. <source>Biol. Res.</source> <volume>55</volume>:<fpage>7</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40659-022-00373-7</pub-id>, <pub-id pub-id-type="pmid">35184754</pub-id></mixed-citation></ref>
<ref id="ref40"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mishra</surname><given-names>A.</given-names></name> <name><surname>Saxena</surname><given-names>A.</given-names></name> <name><surname>Singh</surname><given-names>S. P.</given-names></name></person-group> (<year>2019</year>). <article-title>Isolation and characterization of microbial strains from refinery effluent to screen their bioremediation potential</article-title>. <source>J. Pure Appl. Microbiol.</source> <volume>13</volume>, <fpage>2325</fpage>&#x2013;<lpage>2332</lpage>. doi: <pub-id pub-id-type="doi">10.22207/JPAM.13.4.48</pub-id></mixed-citation></ref>
<ref id="ref41"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mitra</surname><given-names>S.</given-names></name> <name><surname>Chakraborty</surname><given-names>A. J.</given-names></name> <name><surname>Tareq</surname><given-names>A. M.</given-names></name> <name><surname>Emran</surname><given-names>T. B.</given-names></name> <name><surname>Nainu</surname><given-names>F.</given-names></name> <name><surname>Khusro</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Impact of heavy metals on the environment and human health: novel therapeutic insights to counter the toxicity</article-title>. <source>J. King Saud Univers. Sci.</source> <volume>34</volume>:<fpage>101865</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jksus.2022.101865</pub-id></mixed-citation></ref>
<ref id="ref42"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Monga</surname><given-names>A.</given-names></name> <name><surname>Fulke</surname><given-names>A. B.</given-names></name> <name><surname>Gaud</surname><given-names>A.</given-names></name> <name><surname>Sharma</surname><given-names>A.</given-names></name> <name><surname>Ram</surname><given-names>A.</given-names></name> <name><surname>Dasgupta</surname><given-names>D.</given-names></name></person-group> (<year>2022</year>). <article-title>Isolation and identification of novel chromium tolerant bacterial strains from a heavy metal polluted urban creek: an assessment of bioremediation efficiency and flocculant production</article-title>. <source>Thalassas</source> <volume>38</volume>, <fpage>1233</fpage>&#x2013;<lpage>1244</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s41208-022-00458-w</pub-id></mixed-citation></ref>
<ref id="ref43"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Palma</surname><given-names>M.</given-names></name> <name><surname>Zurita</surname><given-names>J.</given-names></name> <name><surname>Ferreras</surname><given-names>J. A.</given-names></name> <name><surname>Worgall</surname><given-names>S.</given-names></name> <name><surname>Larone</surname><given-names>D. H.</given-names></name> <name><surname>Shi</surname><given-names>L.</given-names></name> <etal/></person-group>. (<year>2005</year>). <article-title><italic>Pseudomonas aeruginosa</italic> SoxR does not conform to the archetypal paradigm for SoxR-dependent regulation of the bacterial oxidative stress adaptive response</article-title>. <source>Infect. Immun.</source> <volume>73</volume>, <fpage>2958</fpage>&#x2013;<lpage>2966</lpage>. doi: <pub-id pub-id-type="doi">10.1128/IAI.73.5.2958-2966.2005</pub-id>, <pub-id pub-id-type="pmid">15845502</pub-id></mixed-citation></ref>
<ref id="ref44"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pande</surname><given-names>V.</given-names></name> <name><surname>Pandey</surname><given-names>S. C.</given-names></name> <name><surname>Sati</surname><given-names>D.</given-names></name> <name><surname>Bhatt</surname><given-names>P.</given-names></name> <name><surname>Samant</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Microbial interventions in bioremediation of heavy metal contaminants in agroecosystem</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>:<fpage>824084</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.824084</pub-id>, <pub-id pub-id-type="pmid">35602036</pub-id></mixed-citation></ref>
<ref id="ref45"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pang</surname><given-names>X.</given-names></name> <name><surname>Chen</surname><given-names>C.</given-names></name> <name><surname>Sun</surname><given-names>J.</given-names></name> <name><surname>Zhan</surname><given-names>H.</given-names></name> <name><surname>Xiao</surname><given-names>Y.</given-names></name> <name><surname>Cai</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Effects of complex pollution by microplastics and heavy metals on soil physicochemical properties and microbial communities under alternate wetting and drying conditions</article-title>. <source>J. Hazard. Mater.</source> <volume>458</volume>:<fpage>131989</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jhazmat.2023.131989</pub-id>, <pub-id pub-id-type="pmid">37453357</pub-id></mixed-citation></ref>
<ref id="ref46"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Perkovi&#x0107;</surname><given-names>S.</given-names></name> <name><surname>Paul</surname><given-names>C.</given-names></name> <name><surname>Vasi&#x0107;</surname><given-names>F.</given-names></name> <name><surname>Helming</surname><given-names>K.</given-names></name></person-group> (<year>2022</year>). <article-title>Human health and soil health risks from heavy metals, micro(nano)plastics, and antibiotic resistant bacteria in agricultural soils</article-title>. <source>Agronomy</source> <volume>12</volume>:<fpage>2945</fpage>. doi: <pub-id pub-id-type="doi">10.3390/agronomy12122945</pub-id></mixed-citation></ref>
<ref id="ref47"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Popoola</surname><given-names>O. J.</given-names></name> <name><surname>Ogundele</surname><given-names>O. D.</given-names></name> <name><surname>Ladapo</surname><given-names>E. A.</given-names></name> <name><surname>Senbore</surname><given-names>S.</given-names></name></person-group> (<year>2024</year>). &#x201C;<article-title>The impact of heavy metal contamination in soils on soil microbial communities and its potential health risks for humans</article-title>&#x201D; in <source>Soil microbiome in green technology sustainability</source>. eds. <person-group person-group-type="editor"><name><surname>Aransiola</surname><given-names>S. A.</given-names></name> <name><surname>Atta</surname><given-names>H. I.</given-names></name> <name><surname>Maddela</surname><given-names>N. R.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer Nature Switzerland</publisher-name>), <fpage>351</fpage>&#x2013;<lpage>375</lpage>.</mixed-citation></ref>
<ref id="ref48"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Porres</surname><given-names>J. M.</given-names></name> <name><surname>Stanyon</surname><given-names>R. E.</given-names></name></person-group> (<year>1974</year>). <article-title>One-tube oxidation-fermentation test</article-title>. <source>Am. J. Clin. Pathol.</source> <volume>61</volume>, <fpage>368</fpage>&#x2013;<lpage>374</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcp/61.3.368</pub-id>, <pub-id pub-id-type="pmid">4592205</pub-id></mixed-citation></ref>
<ref id="ref49"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pramanik</surname><given-names>K.</given-names></name> <name><surname>Mandal</surname><given-names>S.</given-names></name> <name><surname>Banerjee</surname><given-names>S.</given-names></name> <name><surname>Ghosh</surname><given-names>A.</given-names></name> <name><surname>Maiti</surname><given-names>T. K.</given-names></name> <name><surname>Mandal</surname><given-names>N. C.</given-names></name></person-group> (<year>2021</year>). <article-title>Unraveling the heavy metal resistance and biocontrol potential of Pseudomonas sp. K32 strain facilitating rice seedling growth under cd stress</article-title>. <source>Chemosphere</source> <volume>274</volume>:<fpage>129819</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chemosphere.2021.129819</pub-id>, <pub-id pub-id-type="pmid">33582538</pub-id></mixed-citation></ref>
<ref id="ref50"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Qattan</surname><given-names>S. Y. A.</given-names></name></person-group> (<year>2025</year>). <article-title>Harnessing bacterial consortia for effective bioremediation: targeted removal of heavy metals, hydrocarbons, and persistent pollutants</article-title>. <source>Environ. Sci. Eur.</source> <volume>37</volume>:<fpage>85</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12302-025-01103-y</pub-id></mixed-citation></ref>
<ref id="ref51"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Qi</surname><given-names>Q.</given-names></name> <name><surname>Hu</surname><given-names>C.</given-names></name> <name><surname>Lin</surname><given-names>J.</given-names></name> <name><surname>Wang</surname><given-names>X.</given-names></name> <name><surname>Tang</surname><given-names>C.</given-names></name> <name><surname>Dai</surname><given-names>Z.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Contamination with multiple heavy metals decreases microbial diversity and favors generalists as the keystones in microbial occurrence networks</article-title>. <source>Environ. Pollut.</source> <volume>306</volume>:<fpage>119406</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envpol.2022.119406</pub-id>, <pub-id pub-id-type="pmid">35561794</pub-id></mixed-citation></ref>
<ref id="ref52"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Quan</surname><given-names>K.</given-names></name> <name><surname>Hou</surname><given-names>J.</given-names></name> <name><surname>Zhang</surname><given-names>Z.</given-names></name> <name><surname>Ren</surname><given-names>Y.</given-names></name> <name><surname>Peterson</surname><given-names>B. W.</given-names></name> <name><surname>Flemming</surname><given-names>H.-C.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Water in bacterial biofilms: pores and channels, storage and transport functions</article-title>. <source>Crit. Rev. Microbiol.</source> <volume>48</volume>, <fpage>283</fpage>&#x2013;<lpage>302</lpage>. doi: <pub-id pub-id-type="doi">10.1080/1040841X.2021.1962802</pub-id>, <pub-id pub-id-type="pmid">34411498</pub-id></mixed-citation></ref>
<ref id="ref53"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Qurbani</surname><given-names>K.</given-names></name> <name><surname>Khdir</surname><given-names>K.</given-names></name> <name><surname>Sidiq</surname><given-names>A.</given-names></name> <name><surname>Hamzah</surname><given-names>H.</given-names></name> <name><surname>Hussein</surname><given-names>S.</given-names></name> <name><surname>Hamad</surname><given-names>Z.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title><italic>Aeromonas sobria</italic> as a potential candidate for bioremediation of heavy metal from contaminated environments</article-title>. <source>Sci. Rep.</source> <volume>12</volume>:<fpage>21235</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-022-25781-3</pub-id>, <pub-id pub-id-type="pmid">36481784</pub-id></mixed-citation></ref>
<ref id="ref54"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rahman</surname><given-names>Z.</given-names></name> <name><surname>Singh</surname><given-names>V. P.</given-names></name></person-group> (<year>2020</year>). <article-title>Bioremediation of toxic heavy metals (THMs) contaminated sites: concepts, applications and challenges</article-title>. <source>Environ. Sci. Pollut. Res.</source> <volume>27</volume>, <fpage>27563</fpage>&#x2013;<lpage>27581</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11356-020-08903-0</pub-id>, <pub-id pub-id-type="pmid">32418096</pub-id></mixed-citation></ref>
<ref id="ref55"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rai</surname><given-names>P. K.</given-names></name> <name><surname>Lee</surname><given-names>S. S.</given-names></name> <name><surname>Zhang</surname><given-names>M.</given-names></name> <name><surname>Tsang</surname><given-names>Y. F.</given-names></name> <name><surname>Kim</surname><given-names>K.-H.</given-names></name></person-group> (<year>2019</year>). <article-title>Heavy metals in food crops: health risks, fate, mechanisms, and management</article-title>. <source>Environ. Int.</source> <volume>125</volume>, <fpage>365</fpage>&#x2013;<lpage>385</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envint.2019.01.067</pub-id>, <pub-id pub-id-type="pmid">30743144</pub-id></mixed-citation></ref>
<ref id="ref56"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rashid</surname><given-names>A.</given-names></name> <name><surname>Schutte</surname><given-names>B. J.</given-names></name> <name><surname>Ulery</surname><given-names>A.</given-names></name> <name><surname>Deyholos</surname><given-names>M. K.</given-names></name> <name><surname>Sanogo</surname><given-names>S.</given-names></name> <name><surname>Lehnhoff</surname><given-names>E. A.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Heavy metal contamination in agricultural soil: environmental pollutants affecting crop health</article-title>. <source>Agronomy</source> <volume>13</volume>:<fpage>1521</fpage>. doi: <pub-id pub-id-type="doi">10.3390/agronomy13061521</pub-id></mixed-citation></ref>
<ref id="ref57"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ridene</surname><given-names>S.</given-names></name> <name><surname>Werfelli</surname><given-names>N.</given-names></name> <name><surname>Mansouri</surname><given-names>A.</given-names></name> <name><surname>Landoulsi</surname><given-names>A.</given-names></name> <name><surname>Abbes</surname><given-names>C.</given-names></name></person-group> (<year>2023</year>). <article-title>Bioremediation potential of consortium <italic>Pseudomonas Stutzeri</italic> LBR and <italic>Cupriavidus metallidurans</italic> LBJ in soil polluted by lead</article-title>. <source>PLoS One</source> <volume>18</volume>:<fpage>e0284120</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0284120</pub-id>, <pub-id pub-id-type="pmid">37319245</pub-id></mixed-citation></ref>
<ref id="ref58"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rognes</surname><given-names>T.</given-names></name> <name><surname>Flouri</surname><given-names>T.</given-names></name> <name><surname>Nichols</surname><given-names>B.</given-names></name> <name><surname>Quince</surname><given-names>C.</given-names></name> <name><surname>Mah&#x00E9;</surname><given-names>F.</given-names></name></person-group> (<year>2016</year>). <article-title>VSEARCH: a versatile open source tool for metagenomics</article-title>. <source>PeerJ</source> <volume>4</volume>:<fpage>e2584</fpage>. doi: <pub-id pub-id-type="doi">10.7717/peerj.2584</pub-id>, <pub-id pub-id-type="pmid">27781170</pub-id></mixed-citation></ref>
<ref id="ref59"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Roy</surname><given-names>R.</given-names></name> <name><surname>Samanta</surname><given-names>S.</given-names></name> <name><surname>Pandit</surname><given-names>S.</given-names></name> <name><surname>Naaz</surname><given-names>T.</given-names></name> <name><surname>Banerjee</surname><given-names>S.</given-names></name> <name><surname>Rawat</surname><given-names>J. M.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>An overview of Bacteria-mediated heavy metal bioremediation strategies</article-title>. <source>Appl. Biochem. Biotechnol.</source> <volume>196</volume>, <fpage>1712</fpage>&#x2013;<lpage>1751</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12010-023-04614-7</pub-id>, <pub-id pub-id-type="pmid">37410353</pub-id></mixed-citation></ref>
<ref id="ref60"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>S&#x00E1;nchez-Corona</surname><given-names>C. G.</given-names></name> <name><surname>Gonzalez-Avila</surname><given-names>L. U.</given-names></name> <name><surname>Hern&#x00E1;ndez-Cortez</surname><given-names>C.</given-names></name> <name><surname>Rojas-Vargas</surname><given-names>J.</given-names></name> <name><surname>Castro-Escarpulli</surname><given-names>G.</given-names></name> <name><surname>Castel&#x00E1;n-S&#x00E1;nchez</surname><given-names>H. G.</given-names></name></person-group> (<year>2025</year>). <article-title>Impact of heavy metal and resistance genes on antimicrobial resistance: ecological and public health implications</article-title>. <source>Genes</source> <volume>16</volume>:<fpage>625</fpage>. doi: <pub-id pub-id-type="doi">10.3390/genes16060625</pub-id>, <pub-id pub-id-type="pmid">40565518</pub-id></mixed-citation></ref>
<ref id="ref61"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Satyapal</surname><given-names>G. K.</given-names></name> <name><surname>Haque</surname><given-names>R.</given-names></name> <name><surname>Kumar</surname><given-names>N.</given-names></name></person-group> (<year>2024</year>). <article-title>Gamma irradiation in modulating arsenic bioremediation potential of <italic>Pseudomonas</italic> sp. AK1 and AK9</article-title>. <source>Int. J. Radiat. Biol.</source> <volume>100</volume>, <fpage>934</fpage>&#x2013;<lpage>939</lpage>. doi: <pub-id pub-id-type="doi">10.1080/09553002.2024.2345137</pub-id>, <pub-id pub-id-type="pmid">38657135</pub-id></mixed-citation></ref>
<ref id="ref62"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sazykin</surname><given-names>I.</given-names></name> <name><surname>Khmelevtsova</surname><given-names>L.</given-names></name> <name><surname>Azhogina</surname><given-names>T.</given-names></name> <name><surname>Sazykina</surname><given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Heavy metals influence on the bacterial community of soils: a review</article-title>. <source>Agriculture</source> <volume>13</volume>:<fpage>653</fpage>. doi: <pub-id pub-id-type="doi">10.3390/agriculture13030653</pub-id></mixed-citation></ref>
<ref id="ref63"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sharma</surname><given-names>P.</given-names></name> <name><surname>Bano</surname><given-names>A.</given-names></name> <name><surname>Singh</surname><given-names>S. P.</given-names></name> <name><surname>Dubey</surname><given-names>N. K.</given-names></name> <name><surname>Chandra</surname><given-names>R.</given-names></name> <name><surname>Iqbal</surname><given-names>H. M. N.</given-names></name></person-group> (<year>2022</year>). <article-title>Recent advancements in microbial-assisted remediation strategies for toxic contaminants</article-title>. <source>Cleaner Chem. Engin.</source> <volume>2</volume>:<fpage>100020</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.clce.2022.100020</pub-id></mixed-citation></ref>
<ref id="ref64"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Silby</surname><given-names>M. W.</given-names></name> <name><surname>Winstanley</surname><given-names>C.</given-names></name> <name><surname>Godfrey</surname><given-names>S. A. C.</given-names></name> <name><surname>Levy</surname><given-names>S. B.</given-names></name> <name><surname>Jackson</surname><given-names>R. W.</given-names></name></person-group> (<year>2011</year>). <article-title><italic>Pseudomonas</italic> genomes: diverse and adaptable</article-title>. <source>FEMS Microbiol. Rev.</source> <volume>35</volume>, <fpage>652</fpage>&#x2013;<lpage>680</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1574-6976.2011.00269.x</pub-id>, <pub-id pub-id-type="pmid">21361996</pub-id></mixed-citation></ref>
<ref id="ref65"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Singh</surname><given-names>P.</given-names></name> <name><surname>Singh</surname><given-names>R. K.</given-names></name> <name><surname>Zhou</surname><given-names>Y.</given-names></name> <name><surname>Wang</surname><given-names>J.</given-names></name> <name><surname>Jiang</surname><given-names>Y.</given-names></name> <name><surname>Shen</surname><given-names>N.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Unlocking the strength of plant growth promoting <italic>Pseudomonas</italic> in improving crop productivity in normal and challenging environments: a review</article-title>. <source>J. Plant Interact.</source> <volume>17</volume>, <fpage>220</fpage>&#x2013;<lpage>238</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17429145.2022.2029963</pub-id></mixed-citation></ref>
<ref id="ref66"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Steel</surname><given-names>K. J.</given-names></name></person-group> (<year>1961</year>). <article-title>The oxidase reaction as a taxonomic tool</article-title>. <source>J. Gen. Microbiol.</source> <volume>25</volume>, <fpage>297</fpage>&#x2013;<lpage>306</lpage>. doi: <pub-id pub-id-type="doi">10.1099/00221287-25-2-297</pub-id></mixed-citation></ref>
<ref id="ref67"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Su</surname><given-names>Y.</given-names></name> <name><surname>Sun</surname><given-names>S.</given-names></name> <name><surname>Liu</surname><given-names>Q.</given-names></name> <name><surname>Zhao</surname><given-names>C.</given-names></name> <name><surname>Li</surname><given-names>L.</given-names></name> <name><surname>Chen</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Characterization of the simultaneous degradation of pyrene and removal of Cr(VI) by a bacteria consortium YH</article-title>. <source>Sci. Total Environ.</source> <volume>853</volume>:<fpage>158388</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2022.158388</pub-id>, <pub-id pub-id-type="pmid">36049693</pub-id></mixed-citation></ref>
<ref id="ref68"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sundarraj</surname><given-names>S.</given-names></name> <name><surname>Sudarmani</surname><given-names>D. N. P.</given-names></name> <name><surname>Samuel</surname><given-names>P.</given-names></name> <name><surname>Sevarkodiyone</surname><given-names>S. P.</given-names></name></person-group> (<year>2023</year>). <article-title>Bioremediation of hexavalent chromium by transformation of <italic>Escherichia coli</italic> DH5&#x03B1; with chromate reductase (ChrR) genes of <italic>Pseudomonas putida</italic> isolated from tannery effluent</article-title>. <source>J. Appl. Microbiol.</source> <volume>134</volume>:<fpage>lxac019</fpage>. doi: <pub-id pub-id-type="doi">10.1093/jambio/lxac019</pub-id>, <pub-id pub-id-type="pmid">36626782</pub-id></mixed-citation></ref>
<ref id="ref69"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tittsler</surname><given-names>R. P.</given-names></name> <name><surname>Sandholzer</surname><given-names>L. A.</given-names></name></person-group> (<year>1936</year>). <article-title>The use of semi-solid agar for the detection of bacterial motility</article-title>. <source>J. Bacteriol.</source> <volume>31</volume>, <fpage>575</fpage>&#x2013;<lpage>580</lpage>. doi: <pub-id pub-id-type="doi">10.1128/jb.31.6.575-580.1936</pub-id>, <pub-id pub-id-type="pmid">16559914</pub-id></mixed-citation></ref>
<ref id="ref70"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Vollmer</surname><given-names>T.</given-names></name> <name><surname>Knabbe</surname><given-names>C.</given-names></name> <name><surname>Dreier</surname><given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Dual-temperature microbiological control of cellular products: a potential impact for bacterial screening of platelet concentrates?</article-title> <source>Microorganisms</source> <volume>11</volume>:<fpage>2350</fpage>. doi: <pub-id pub-id-type="doi">10.3390/microorganisms11092350</pub-id>, <pub-id pub-id-type="pmid">37764194</pub-id></mixed-citation></ref>
<ref id="ref71"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>T.</given-names></name> <name><surname>Cao</surname><given-names>X.</given-names></name> <name><surname>Chen</surname><given-names>M.</given-names></name> <name><surname>Lou</surname><given-names>Y.</given-names></name> <name><surname>Wang</surname><given-names>H.</given-names></name> <name><surname>Yang</surname><given-names>Q.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Effects of soil acidification on bacterial and fungal communities in the Jiaodong peninsula, northern China</article-title>. <source>Agronomy</source> <volume>12</volume>:<fpage>927</fpage>. doi: <pub-id pub-id-type="doi">10.3390/agronomy12040927</pub-id></mixed-citation></ref>
<ref id="ref72"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>X.</given-names></name> <name><surname>Dai</surname><given-names>Z.</given-names></name> <name><surname>Zhao</surname><given-names>H.</given-names></name> <name><surname>Hu</surname><given-names>L.</given-names></name> <name><surname>Dahlgren</surname><given-names>R. A.</given-names></name> <name><surname>Xu</surname><given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Heavy metal effects on multitrophic level microbial communities and insights for ecological restoration of an abandoned electroplating factory site</article-title>. <source>Environ. Pollut.</source> <volume>327</volume>:<fpage>121548</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.envpol.2023.121548</pub-id>, <pub-id pub-id-type="pmid">37011779</pub-id></mixed-citation></ref>
<ref id="ref73"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>J.</given-names></name> <name><surname>Wang</surname><given-names>Y.</given-names></name> <name><surname>Lu</surname><given-names>S.</given-names></name> <name><surname>Lou</surname><given-names>H.</given-names></name> <name><surname>Wang</surname><given-names>X.</given-names></name> <name><surname>Wang</surname><given-names>W.</given-names></name></person-group> (<year>2024</year>). <article-title>AlgU mediates hyperosmotic tolerance in <italic>Pseudomonas protegens</italic> SN15-2 by regulating membrane stability, ROS scavenging, and osmolyte synthesis</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>90</volume>, <fpage>e0059624</fpage>&#x2013;<lpage>e0059624</lpage>. doi: <pub-id pub-id-type="doi">10.1128/aem.00596-24</pub-id>, <pub-id pub-id-type="pmid">39023265</pub-id></mixed-citation></ref>
<ref id="ref74"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Whittenbury</surname><given-names>R.</given-names></name></person-group> (<year>1964</year>). <article-title>Hydrogen peroxide formation and catalase activity in the lactic acid Bacteria</article-title>. <source>J. Gen. Microbiol.</source> <volume>35</volume>, <fpage>13</fpage>&#x2013;<lpage>26</lpage>. doi: <pub-id pub-id-type="doi">10.1099/00221287-35-1-13</pub-id>, <pub-id pub-id-type="pmid">14167645</pub-id></mixed-citation></ref>
<ref id="ref75"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname><given-names>X.</given-names></name> <name><surname>Huang</surname><given-names>X.</given-names></name> <name><surname>Cheng</surname><given-names>Z.</given-names></name> <name><surname>Li</surname><given-names>S.</given-names></name> <name><surname>Mahjoob</surname><given-names>H. A.</given-names></name> <name><surname>Xu</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Response of soil general and specific functions following loss of microbial diversity: a review</article-title>. <source>Soil Secur.</source> <volume>15</volume>:<fpage>100151</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.soisec.2024.100151</pub-id></mixed-citation></ref>
<ref id="ref76"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Young</surname><given-names>J. P.</given-names></name> <name><surname>Downer</surname><given-names>H. L.</given-names></name> <name><surname>Eardly</surname><given-names>B. D.</given-names></name></person-group> (<year>1991</year>). <article-title>Phylogeny of the phototrophic rhizobium strain BTAi1 by polymerase chain reaction-based sequencing of a 16S rRNA gene segment</article-title>. <source>J. Bacteriol.</source> <volume>173</volume>, <fpage>2271</fpage>&#x2013;<lpage>2277</lpage>. doi: <pub-id pub-id-type="doi">10.1128/jb.173.7.2271-2277.1991</pub-id>, <pub-id pub-id-type="pmid">2007551</pub-id></mixed-citation></ref>
<ref id="ref77"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>H.</given-names></name> <name><surname>Jiang</surname><given-names>N.</given-names></name> <name><surname>Zhang</surname><given-names>S.</given-names></name> <name><surname>Zhu</surname><given-names>X.</given-names></name> <name><surname>Wang</surname><given-names>H.</given-names></name> <name><surname>Xiu</surname><given-names>W.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Soil bacterial community composition is altered more by soil nutrient availability than pH following long-term nutrient addition in a temperate steppe</article-title>. <source>Front. Microbiol.</source> <volume>15</volume>:<fpage>1455891</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2024.1455891</pub-id>, <pub-id pub-id-type="pmid">39345260</pub-id></mixed-citation></ref>
<ref id="ref78"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>W.</given-names></name> <name><surname>Zhang</surname><given-names>H.</given-names></name> <name><surname>Xu</surname><given-names>R.</given-names></name> <name><surname>Qin</surname><given-names>H.</given-names></name> <name><surname>Liu</surname><given-names>H.</given-names></name> <name><surname>Zhao</surname><given-names>K.</given-names></name></person-group> (<year>2023</year>). <article-title>Heavy metal bioremediation using microbially induced carbonate precipitation: key factors and enhancement strategies</article-title>. <source>Front. Microbiol.</source> <volume>14</volume>:<fpage>1116970</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2023.1116970</pub-id>, <pub-id pub-id-type="pmid">36819016</pub-id></mixed-citation></ref>
<ref id="ref79"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zou</surname><given-names>M.</given-names></name> <name><surname>Zhang</surname><given-names>Q.</given-names></name> <name><surname>Li</surname><given-names>F.</given-names></name> <name><surname>Chen</surname><given-names>L.</given-names></name> <name><surname>Qiu</surname><given-names>Y.</given-names></name> <name><surname>Yin</surname><given-names>Q.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Impacts of multiple environmental factors on soil bacterial community assembly in heavy metal polluted paddy fields</article-title>. <source>Sci. Rep.</source> <volume>14</volume>:<fpage>14696</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-024-65678-x</pub-id>, <pub-id pub-id-type="pmid">38926471</pub-id></mixed-citation></ref>
</ref-list>
<fn-group>
<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/1379622/overview">Chunqiao Xiao</ext-link>, Wuhan Institute of Technology, China</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/314989/overview">Irene Davidova</ext-link>, University of Oklahoma, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3263316/overview">Liu Xiuming</ext-link>, Chinese Academy of Sciences (CAS), China</p>
</fn>
</fn-group>
</back>
</article> 