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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1096384</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2022.1096384</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Electron microscopic imaging and NanoSIMS investigation on physiological responses of <italic>Aspergillus niger</italic> under Pb(II) and Cd(II) stress</article-title>
<alt-title alt-title-type="left-running-head">Pan et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2022.1096384">10.3389/fbioe.2022.1096384</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pan</surname>
<given-names>Shang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2064956/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhaoyan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Jiayi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Xuefei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Meng</surname>
<given-names>Lingzi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yunhui</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Su</surname>
<given-names>Mu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Zhen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1142643/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Agro-grassland Sciences</institution>, <institution>Nanjing Agricultural University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Resources and Environmental Sciences</institution>, <institution>Nanjing Agricultural University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Jiangsu Key Laboratory for Organic Waste Utilization</institution>, <institution>Nanjing Agricultural University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>State Key Laboratory of Palaeobiology and Stratigraphy</institution>, <institution>Nanjing Institute of Geology and Palaeontology</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1302998/overview">Da Tian</ext-link>, Anhui Agricultural University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <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>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1683953/overview">Khalid Abdallah Hussein</ext-link>, Assiut University, Egypt</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Shang Pan, <email>shangpan@njau.edu.cn</email>; Zhen Li, <email>lizhen@njau.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Bioprocess Engineering, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1096384</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Pan, Li, Wang, Li, Meng, Chen, Su and Li.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Pan, Li, Wang, Li, Meng, Chen, Su and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>In the bioremediation process, coexistence of lead (Pb) and cadmium causes complex toxicity, resulting in the difficulty of bioremediation. This study investigated the physiological responses and bioaccumulation mechanisms of the typical filamentous fungus <italic>Aspergillus niger</italic> under the coexistence of Pb and Cd. Four treatments were set up, i.e., control, sole Pb, sole Cd, and coexistence of Pb and Cd. The morphology of <italic>A. niger</italic> were observed by scanning electron microscopy (SEM) and transmission electron microscopy (TEM), respectively. Then, nano-scale secondary ion mass spectrometry (NanoSIMS) was applied to accurately investigate the distribution of heavy metals in the fungal cells under the coexistence of Pb and Cd. Finally, the metallogenic process and mineral types were simulated by Geochemist&#x2019;s Workbench (GWB). The electron microscopic and NanoSIMS imaging showed that Pb and Cd were accumulated in both the extracellular and intracellular regions of the <italic>A. niger</italic> cells. In particular, the accumulated Pb content was ten times higher than that of Cd. However, Cd showed stronger toxicity than Pb to <italic>A. niger</italic>. Compared with the control treatment, Cd stress resulted in a two-fold increase of cell diameter and more extracellular substances, whereas the cell diameter increased nearly four times in the coexistence treatment. Moreover, the bioaccumulation of Pb was more intense than that of Cd during competitive sorption. The GWB simulation confirmed that Pb<sup>2&#x2b;</sup> can form multiple minerals (e.g., PbC<sub>2</sub>O<sub>4</sub>, PbHPO<sub>4</sub>, and Pb<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub>, <italic>etc.</italic>), which significantly weakened its toxicity on the cell surface. This study elucidated the morphological characteristics of <italic>A. niger</italic> and competitive bioaccumulation under the coexistence of Pb and Cd, which would facilitate the application of microorganisms to the bioremediation of coexisted metals.</p>
</abstract>
<kwd-group>
<kwd>lead</kwd>
<kwd>cadmium</kwd>
<kwd>
<italic>Aspergillus niger</italic>
</kwd>
<kwd>electron microscopy</kwd>
<kwd>NanoSIMS</kwd>
<kwd>GWB simulation</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Fundamental Research Funds for the Central Universities<named-content content-type="fundref-id">10.13039/501100012226</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Heavy metal pollution caused by anthropogenic activities is increasing (<xref ref-type="bibr" rid="B22">Jarup, 2003</xref>; <xref ref-type="bibr" rid="B21">Hou, 2021</xref>). The coexistence of heavy metals in sewage and solid wastes derived from mining, smelting, and electroplating industries usually causes compound pollution (<xref ref-type="bibr" rid="B47">Song et al., 2022</xref>). Lead (Pb) and cadmium (Cd) are the two most common heavy metals (<xref ref-type="bibr" rid="B58">Yang et al., 2018</xref>). According to the national communique of soil pollution survey by the Ministry of Environmental Protection of China, the over-limit rates of Pb and Cd were 1.5% and 7.0%, respectively (<xref ref-type="bibr" rid="B35">MEP of China, 2014</xref>). Thus, the coexistence of Pb and Cd is one of the most common combined pollutions (<xref ref-type="bibr" rid="B15">Gao et al., 2010</xref>; <xref ref-type="bibr" rid="B7">Chen et al., 2015</xref>).</p>
<p>
<italic>Aspergillus niger</italic> is a representative phosphate-solubilizing fungus in soil (<xref ref-type="bibr" rid="B28">Khan et al., 2014</xref>). It could produce abundant organic acids and extracellular degradative enzymes to accelerate the release of phosphate (<xref ref-type="bibr" rid="B52">Tian et al., 2021</xref>). Thus, <italic>A. niger</italic> has been widely applied to bioremediation (<xref ref-type="bibr" rid="B51">Tian et al., 2020</xref>; <xref ref-type="bibr" rid="B59">Yang et al., 2020</xref>). <italic>Aspergillus niger</italic> had more stable heritability and a strictly stronger acid-producing capacity than bacteria and many other fungi (<xref ref-type="bibr" rid="B44">Sharma et al., 2013</xref>; <xref ref-type="bibr" rid="B62">Yu et al., 2021</xref>). The oxalic acid (H2C2O4) secreted by <italic>A. niger</italic> could efficiently precipitate heavy metal cations (<xref ref-type="bibr" rid="B56">Yakout, 2014</xref>). In addition, heavy metals could be accumulated in both intracellular and extracellular regions of fungal cells (<xref ref-type="bibr" rid="B26">Kapoor and Viraraghavan, 1997</xref>; <xref ref-type="bibr" rid="B39">Qiu et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Geng et al., 2022</xref>). Thus, the filamentous fungus <italic>A. niger</italic> has been considered as an ideal strain for heavy metal bioremediation (<xref ref-type="bibr" rid="B1">Ahluwalia and Goyal, 2007</xref>; <xref ref-type="bibr" rid="B41">Ren et al., 2009</xref>; <xref ref-type="bibr" rid="B63">Zegzouti et al., 2020</xref>). However, previous studies mostly focused on remediation of a single heavy metal (<xref ref-type="bibr" rid="B17">Gola et al., 2016</xref>; <xref ref-type="bibr" rid="B50">Tian et al., 2019</xref>; <xref ref-type="bibr" rid="B36">Okolie et al., 2020</xref>). Therefore, lacking knowledge of bioaccumulation under the coexistence of Pb and Cd impeded the application of microorganisms in the remediation.</p>
<p>The sorption capacity of <italic>A. niger</italic> to Pb was usually higher than that of Cd due to their different affinity to negative charges on cell surface (<xref ref-type="bibr" rid="B2">Amini &#x26; Younesi, 2009</xref>; <xref ref-type="bibr" rid="B36">Okolie et al., 2020</xref>). <italic>Aspergillus niger</italic> had higher tolerance concentrations of Pb than Cd, i.e., &#x3e;1,500&#xa0;mg/L for Pb and only 100&#xa0;mg/L for Cd (<xref ref-type="bibr" rid="B50">Tian et al., 2019</xref>; <xref ref-type="bibr" rid="B36">Okolie et al., 2020</xref>). Moreover, Pb-oxalate was easier to be precipitated than Cd-oxalate, as the solubility product constant (<italic>Ksp</italic>) of Pb-oxalate is nearly three orders of magnitude less than Cd-oxalate (Pb oxalate: <italic>Ksp</italic> &#x3d; 2.74 &#xd7; 10<sup>&#x2212;11</sup>; Cd oxalate: <italic>Ksp</italic> &#x3d; 1.42 &#xd7; 10<sup>&#x2212;8</sup>) (<xref ref-type="bibr" rid="B4">Benitez and Dubois, 1999</xref>; <xref ref-type="bibr" rid="B25">Johansson et al., 2008</xref>). Therefore, the responses of <italic>A. niger</italic> to Pb and Cd should be correlated to a series of factors under the coexistence system.</p>
<p>Scanning electron microscopy (SEM) and transmission electron microscopy (TEM) were suitable for observing the surface morphology and internal structure of microorganisms, respectively (<xref ref-type="bibr" rid="B24">Jiang et al., 2021</xref>; <xref ref-type="bibr" rid="B49">Su et al., 2021</xref>). In the interaction between microorganisms and heavy metals, the metallogenesis and mineral crystal structure were observed by SEM (<xref ref-type="bibr" rid="B5">Bhattacharya et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Chen et al., 2019</xref>; <xref ref-type="bibr" rid="B50">Tian et al., 2019</xref>; <xref ref-type="bibr" rid="B55">Xu et al., 2021</xref>). Significant changes in the sizes of microbial cells have been observed under metal stimulation based on SEM imaging (<xref ref-type="bibr" rid="B17">Gola et al., 2016</xref>; <xref ref-type="bibr" rid="B45">Sharma et al., 2017</xref>; <xref ref-type="bibr" rid="B23">Jiang et al., 2020</xref>). In addition, TEM could identify intracellular and extracellular adsorption of heavy metals based on its resolution up to nanometre scale (<xref ref-type="bibr" rid="B65">Zhu et al., 2017</xref>). Furthermore, the fine observation by TEM elucidated a new cell wall formation under Pb stress (<xref ref-type="bibr" rid="B50">Tian et al., 2019</xref>).</p>
<p>Nano-secondary ion mass spectrometry (NanoSIMS) owns high sensitivity when investigating microchemistry (<xref ref-type="bibr" rid="B20">Guerquin-Kern et al., 2005</xref>). Recently, the potential of NanoSIMS as a new tool in the study of bio-interface has been demonstrated (<xref ref-type="bibr" rid="B61">Yu et al., 2020</xref>). The high sensitivity, high lateral resolution (50&#xa0;nm for Cs<sup>&#x2b;</sup> primary ion beam source), and high mass resolution (&#x223c;4,000X) for secondary ions qualify the NanoSIMS as a powerful tool for investigating elemental composition (e.g., C, N, P, and halogen elements) on microbial samples (<xref ref-type="bibr" rid="B38">Popa et al., 2007</xref>). However, NanoSIMS technology is rarely applied to the studies of microbial responses to heavy metals.</p>
<p>In this study, we investigated the morphological responses and metallogenic mechanisms of <italic>A. niger</italic> to the coexistence of Pb and Cd. SEM and TEM were used to elucidate morphology characteristics and internal structures of <italic>A. niger</italic> cells. Then, NanoSIMS was applied to identify the distribution of cell composition elements and heavy metals. Finally, based on Geochemist&#x2019;s Workbench (GWB), the mineralization of Pb and Cd cations was simulated, which would provide a theoretical understanding of bioremediation.</p>
</sec>
<sec id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Fungal strain and incubation</title>
<p>
<italic>Aspergillus niger</italic> strain information can be referred to our previous study (<xref ref-type="bibr" rid="B39">Qiu et al., 2021</xref>). The fungus accession number in China General Microbiological Cultural Collection Center (CGMCC) is No. 11544. <italic>Aspergillus. niger</italic> was cultured in potato dextrose agar (PDA) medium at 28&#xa0;&#xb0;C for 5&#xa0;days. After spore formation, the medium was drenched with sterile water. The spores were scraped carefully from the plate surface with a fine brush. Then, the suspension was filtered through a three-layer sterile cheesecloth to eliminate mycelial fragments. The concentration of spores was measured by haemacytometer. The initial count of spores was 10<sup>7</sup>&#xa0;cfu&#xa0;mL<sup>&#x2212;1</sup>.</p>
</sec>
<sec id="s2-2">
<title>2.2 Experimental design</title>
<p>Four treatments were performed, i.e., CK (no metal addition), TPb (sole Pb addition), TCd (sole Cd addition), and TPbCd (addition of Pb and Cd). The concentrations of Pb and Cd addition were both .893&#xa0;mmol/L. Three replicates were set for each treatment. The solid Pb(NO<sub>3</sub>)<sub>2</sub> powder (Xilong Scientifc Ltd.) and Cd(NO<sub>3</sub>)<sub>2</sub> powder (98% cadmium nitrate tetrahydrate, Sigma Aldrich Inc.) were added to 100&#xa0;mL potato dextrose broth (PDB) medium. After sterilizing the medium, 1&#xa0;mL spore suspensions were added to the medium for incubation. The initial pH value of the inoculation system was set as 6.5. All the treatments were incubated at 28&#xb0;C for 5&#xa0;days under 180&#xa0;rpm shaking.</p>
</sec>
<sec id="s2-3">
<title>2.3 Experimental instruments and analytical methods</title>
<p>After the incubation, the precipitates and supernatant were separated by centrifugation (2,504 rcf, 10&#xa0;min). The precipitates were dried at 65&#xb0;C for 24&#xa0;h for subsequent analyses.</p>
<sec id="s2-3-1">
<title>2.3.1 SEM analysis</title>
<p>The samples were fixed by 2.5% glutaraldehyde for 4&#xa0;h. After the samples were rinsed with .1&#xa0;M sodium phosphate buffer (pH &#x3d; 7.4), ethanol of 30%, 50%, 70%, 85%, 90%, and 100% was used for dehydration of the precipitates. Finally, isoamyl alcohol was applied to dry the precipitates in a freeze-dryer for 48&#xa0;h. The samples were pasted on the platform with conductive adhesive for SEM analysis. The image acquisition was tested by Carl Zeiss SUPRATM 55 system. Gold particles by Gressington 108 Autosputter coated the samples to improve electrical conductivity and prevent thermal damage. Semi-quantitative analysis was performed by Oxford Aztec X-Max 150 energy dispersive X-ray spectrometer (EDS).</p>
</sec>
<sec id="s2-3-2">
<title>2.3.2 TEM analysis</title>
<p>The processing of the samples for TEM analysis can refer to our previous study (Tian et al., 2019). The precipitate was pre-fixated with electron microscopy fixative (G1102, Servicebio, Wuhan, China) and fixed again by osmic acid. The samples were prepared as ultrathin sections (60&#x2013;80&#xa0;nm thickness). The field-emission transmission electron microscope was performed by FEI Tecnai G2 F20S-TWIN system equipped with AZtec X-Max 80T energy dispersive spectrometer (EDS).</p>
</sec>
<sec id="s2-3-3">
<title>2.3.3 NanoSIMS analysis</title>
<p>The precipitates collected from the TPbCd treatment were analyzed by NanoSIMS. The sample preparation processes were similar to the process for preparation of TEM samples. After embedding, the sample was sectioned with 400&#xa0;nm thick slices. The element observations were performed with a NanoSIMS 50 (Cameca, Courbevoie, France). A Cs &#x2b; primary ion beam was used to continuously bombard microbial cells on the sample surface. Then, the secondary ions were sputtered and liberation from the upper surface. These secondary ions were sorted based on their energy in the electrostatic sector before being dispersed in a mass spectrometer according to their mass/charge ratios. By acquiring a series of spatially referenced spectra, maps of <sup>16</sup>O<sup>&#x2212;</sup>&#x3001;<sup>12</sup>C<sup>14</sup>N<sup>&#x2212;</sup> (characterize nitrogen (N)), <sup>208</sup>Pb<sup>16</sup>O<sup>&#x2212;</sup> and <sup>114</sup>Cd<sup>16</sup>O<sup>&#x2212;</sup> were produced for the atomic mass.</p>
</sec>
<sec id="s2-3-4">
<title>2.3.4 GWB modeling</title>
<p>Geochemist&#x2019;s Workbench (GWB 11, Aqueous Solutions LLC.) was applied to simulate mineralization of the metals. Under the Titration mode, using React module to simulate ion concentration changes with pH value in the system. The concentrations of Pb<sup>2&#x2b;</sup> and Cd<sup>2&#x2b;</sup> in the system were set based on the experimental design. The maximum concentration of H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup> was set to 10&#xa0;mmol/L (<xref ref-type="bibr" rid="B39">Qiu et al., 2021</xref>). The phase diagram of the dominant minerals was drawn by Act2 module. The mineralization of Pb and Cd were subsequently simulated when reaching an equilibrium state at each site of the system.</p>
</sec>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 SEM and EDS analyses</title>
<p>In the CK treatment, the typical diameter of <italic>A. niger</italic> hypha was &#x223c;2&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F1">Figures 1A,B</xref>). In the TPb treatment, the hypha has a typical diameter of &#x223c;3&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F1">Figures 1C,D</xref>). The value increased to 5&#x2013;6&#xa0;&#x3bc;m in the TCd treatment (<xref ref-type="fig" rid="F1">Figures 1E,F</xref>). Moreover, the hyphae were tightly interwoven under Pb stress, but loosely arranged under Cd stress.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The SEM images of <italic>Aspergillus niger</italic> after 5&#xa0;days incubation in the CK <bold>(A, B)</bold>, TPb <bold>(C, D)</bold>, and TCd <bold>(E, F)</bold> treatments. The representative particles on the mycelial surface in images C and E were selected for EDS analysis.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g001.tif"/>
</fig>
<p>The mycelia showed rough surface with the enrichment of particles. In the TPb treatment, the particle diameter varied between .1&#x2013;.5&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F1">Figure 1D</xref>). In contrast, the particle diameter in the TCd treatment was larger, i.e., 1&#x2013;2&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F1">Figure 1F</xref>). The representative particles on the mycelial surface were selected for EDS analysis. In the TPb and TCd treatments, the weight percentage of Pb and Cd accounted for 38.57% and 14.83%, respectively (<xref ref-type="fig" rid="F1">Figures 1C,E</xref>). In the TPbCd treatment, the mycelia were arranged tightly and orderly. The diameter of hypha was &#x223c;5&#x2013;6&#xa0;&#x3bc;m, which was much larger than those in the other treatments (<xref ref-type="fig" rid="F2">Figure 2</xref>). Meanwhile, the Pb and Cd weight percentage at P1 was 51.2% and 9.27%, respectively. The content of Pb was nearly five times higher than Cd. The Pb content at P2 was 1.26&#xa0;wt%, yet Cd was under the detection line (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The SEM image of <italic>Aspergillus niger</italic> after 5&#xa0;days incubation in the TPbCd treatment. The representative spots of P1 and P2 were selected for EDS analysis.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g002.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 TEM and EDS analyses</title>
<p>In the CK treatment, the cell diameter was about 2&#x2013;3&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F3">Figures 3A,B</xref>). There was almost no extracellular substances. The cell wall thickness was around .1&#xa0;&#x3bc;m. Moreover, no evident black particles were observed (see <xref ref-type="fig" rid="F3">Figures 3A,B</xref>). In the TPb treatment, the cell size or the cell wall thickness showed no significant change (<xref ref-type="fig" rid="F3">Figures 3C,D</xref>). However, the abundance of extracellular substances was increased, which were attached loosely to the cell walls. The particles were enriched near the vacuoles (<xref ref-type="fig" rid="F3">Figures 3C,D</xref>). In the TCd treatment, the cell diameters were increased to 5&#x2013;6&#xa0;&#x3bc;m, and the cell wall thickness was increased to .3&#xa0;&#x3bc;m. Meanwhile, the extracellular substances were secreted to form a dense layer outside the cells. Moreover, the particles were not only distributed in the intracellular region, but also adsorbed on the extracellular substance surfaces (<xref ref-type="fig" rid="F3">Figures 3E,F</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The TEM images of morphological changes of <italic>Aspergillus niger</italic> after 5&#xa0;days incubation in the CK <bold>(A, B)</bold>, TPb <bold>(C, D)</bold>, and TCd <bold>(E, F)</bold> treatments. Cell diameters of representative cells were shown.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g003.tif"/>
</fig>
<p>In the TPbCd treatment, the cell diameter was enlarged to 7&#x2013;11&#xa0;&#xb5;m under TEM, which was about twice of that in the TCd treatment and four times of that in the CK treatment (<xref ref-type="fig" rid="F4">Figure 4</xref>). Moreover, the particles were enriched in both the extracellular and intracellular regions of the cells (<xref ref-type="fig" rid="F4">Figure 4</xref>). It should be noted that the circles with a diameter of &#x223c;5&#xa0;&#xb5;m were the microgrid membrane holes. The cells of <italic>A. niger</italic> were marked by dotted circles (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The TEM images of morphological changes of <italic>Aspergillus niger</italic> after 5&#xa0;days incubation in the TPbCd treatment. Cell diameters of several representative cells were shown. Representative Pb and Cd nano-particles (NPs) were shown.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g004.tif"/>
</fig>
<p>The representative micro-regions (marked as rectangular in <xref ref-type="fig" rid="F4">Figure 4C</xref>) were selected for high-resolution observation. It showed that the particles aggregated in the extracellular region, while dispersedly distributed in the intracellular region (<xref ref-type="fig" rid="F5">Figures 5A,B</xref>). The weight percentage of Pb in P1 and P2 was 31.08% and 21.40%, while that of Cd was as low as 4.06% and 3.41%, respectively. No signal of Pb or Cd was detected in P3 (<xref ref-type="fig" rid="F5">Figures 5C&#x2013;E</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The TEM images of the rectangular regions in <xref ref-type="fig" rid="F4">Figures 4A</xref> image <bold>(A)</bold> and <xref ref-type="fig" rid="F4">4C</xref> image <bold>(B)</bold> at high-resolution (slight offset might occur). Three representative spots (P1, P2, P3) were selected for EDS analysis as shown in images <bold>(C&#x2013;E) </bold>respectively.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g005.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 NanoSIMS analysis</title>
<p>The spatial distribution of the secondary ions <sup>16</sup>O<sup>&#x2212;</sup>, <sup>12</sup>C<sup>14</sup>N<sup>&#x2212;</sup>, <sup>208</sup>Pb<sup>16</sup>O<sup>&#x2212;</sup>, and <sup>114</sup>Cd<sup>16</sup>O<sup>&#x2212;</sup> under the TPbCd treatment were displayed in <xref ref-type="fig" rid="F6">Figure 6</xref>. The intense <sup>16</sup>O<sup>&#x2212;</sup> signals were indicated in the dashed rectangular area (see <xref ref-type="fig" rid="F6">Figure 6A</xref>). In contrast, the strong <sup>12</sup>C<sup>14</sup>N<sup>&#x2212;</sup> signals appeared in the intracellular region (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The <sup>12</sup>C<sup>14</sup>N<sup>&#x2212;</sup> was used to characterize the contour and position of cells as N has been considered as an indicator of biogenic matters (<xref ref-type="bibr" rid="B42">Romer et al., 2006</xref>). Moreover, several weak <sup>12</sup>C<sup>14</sup>N<sup>&#x2212;</sup> signal circles were observed, which might be attributed to the dead cells undergoing/after cytoplasm decomposition. In addition, the enrichment of both <sup>208</sup>Pb<sup>16</sup>O<sup>&#x2212;</sup> and <sup>114</sup>Cd<sup>16</sup>O<sup>&#x2212;</sup> were higher in the extracellular region than that in the intracellular region (<xref ref-type="fig" rid="F6">Figures 6C,D</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>NanoSIMS images of <italic>Aspergillus niger</italic> cells in the TPbCd treatment. <bold>(A)</bold> <sup>16</sup>O<sup>&#x2212;</sup> secondary ion image; <bold>(B)</bold> <sup>12</sup>C<sup>14</sup>N<sup>&#x2212;</sup> secondary ion image; <bold>(C)</bold> <sup>208</sup>Pb<sup>16</sup>O<sup>&#x2212;</sup> secondary ion image; <bold>(D)</bold> <sup>114</sup>Cd<sup>16</sup>O<sup>&#x2212;</sup> secondary ion image.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g006.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 GWB simulation</title>
<p>The geochemical modeling under the TPbCd treatment showed that the concentrations of Pb<sup>2&#x2b;</sup> and Cd<sup>2&#x2b;</sup> were decreasing along with the decline of H<sup>&#x2b;</sup> and C<sub>2</sub>O<sub>4</sub>
<sup>2&#x2212;</sup> concentrations (<xref ref-type="fig" rid="F7">Figure 7</xref>). In addition, the Pb<sup>2&#x2b;</sup> concentration was always lower than that of Cd<sup>2&#x2b;</sup>, which indicated that Pb<sup>2&#x2b;</sup> was easier to form mineralized precipitation (with occurrence of C<sub>2</sub>O<sub>4</sub>
<sup>2&#x2212;</sup>) than Cd<sup>2&#x2b;</sup> (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The concentration curve of the main ion species varying with pH value after 5&#xa0;days incubation in the TPbCd treatment.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g007.tif"/>
</fig>
<p>The phase diagrams revealed the mineralization processes of Pb and Cd (<xref ref-type="fig" rid="F8">Figure 8</xref>). In the TPb treatment, the mineral was Pb-oxalate when pH &#x3c; 5.2, while the mineral types increased to Pb<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub>, PbHPO<sub>4</sub>, and Pb<sub>5</sub>(PO<sub>4</sub>)<sub>3</sub>OH when pH &#x3e; 5.2 (<xref ref-type="fig" rid="F8">Figure 8A</xref>). In the TCd treatment, most Cd existed as free cations when pH &#x3c; 3. When pH &#x3c; 3.8 and H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup>&#x3e;.4&#xa0;mmol/L, the system was dominated by Cd<sub>5</sub>(PO<sub>4</sub>)<sub>3</sub>OH. When pH &#x3e; 3.8 and H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup>&#x3c;.4&#xa0;mmol/L, oxalate minerals dominate the mineralization (<xref ref-type="fig" rid="F8">Figure 8B</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Diagrams of Pb and Cd phase with the changes of pH and H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup> concentrations in the TPb treatment <bold>(A)</bold>, TCd treatment <bold>(B)</bold>, and TPbCd treatment <bold>(C)</bold>.</p>
</caption>
<graphic xlink:href="fbioe-10-1096384-g008.tif"/>
</fig>
<p>In the TPbCd treatment, Pb presented as Pb-oxalate when pH value and H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup> concentrations were relatively low (<xref ref-type="fig" rid="F8">Figure 8C</xref>). Compared with the TCd treatment, Cd-oxalate was not formed when pH &#x3e; 3.8 and H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup> &#x3c; .4&#xa0;mmol/L (<xref ref-type="fig" rid="F8">Figures 8B,C</xref>). Only when pH and H<sub>2</sub>PO<sub>4</sub>
<sup>&#x2212;</sup> concentrations continue to increased, Cd<sup>2&#x2b;</sup> cations were mineralized to Cd<sub>5</sub>(PO<sub>4</sub>)<sub>3</sub>OH. In addition, Pb induced a variety of minerals, such as Pb<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub>, PbHPO<sub>4</sub>, and Pb<sub>5</sub>(PO<sub>4</sub>)<sub>3</sub>OH (<xref ref-type="fig" rid="F8">Figure 8C</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>In this study, <italic>A. niger</italic> showed distinct responses to Pb and Cd stresses. This was consistent with the conclusion that Pb concentrations &#x3c;1,000&#xa0;mg/L could promote biological activity (<xref ref-type="bibr" rid="B43">Sayer et al., 1999</xref>). Therefore, the secretion of extracellular substances would subsequently be promoted (<xref ref-type="fig" rid="F3">Figure 3</xref>). However, the tolerance of A. <italic>niger</italic> to Cd was much weaker due to its high toxicity and migration (<xref ref-type="bibr" rid="B54">Wu et al., 2016</xref>). The biomass of <italic>A. niger</italic> was significantly lower under Cd stress than the CK and Pb treatments (<xref ref-type="bibr" rid="B53">Wang, et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Qiu, et al., 2021</xref>). The dead cell lysis would also release intracellular organic matters (<xref ref-type="bibr" rid="B32">Li, et al., 2021</xref>), which were adsorbed around the living cells to isolate the contact between the cells and heavy metals. In addition, the extracellular substances and cell debris had similar functional groups (<xref ref-type="bibr" rid="B30">Li, et al., 2012</xref>), which were mainly composed of proteins, polysaccharides, lipids, and humic acids (<xref ref-type="bibr" rid="B33">Lin et al., 2014</xref>). Their negatively charged functional groups could adsorb heavy metal cations (<xref ref-type="bibr" rid="B9">Comte et al., 2008</xref>; <xref ref-type="bibr" rid="B10">Dang et al., 2018</xref>). Therefore, the abundance of extracellular organic substances are able to form a protective layer of <italic>A. niger</italic> to immobilize metals.</p>
<p>Microbes can adapt to environmental changes by regulating their morphology (<xref ref-type="bibr" rid="B19">Guan et al., 2020</xref>). This study revealed the phenomenon of the enlargement of the cross-section of hyphae under the coexistence of Pb and Cd (<xref ref-type="fig" rid="F3">Figure 3</xref>). Moreover, appropriate Pb<sup>2&#x2b;</sup> in the coexistence system could significantly enhance microbial activities by promoting the tricarboxylic acid cycle of <italic>A. niger</italic> (<xref ref-type="bibr" rid="B39">Qiu et al., 2021</xref>). This response to heavy metals was also observed in <italic>A. niger</italic> sporangia which were increased by 50% (<xref ref-type="bibr" rid="B55">Xu et al., 2021</xref>). When <italic>A. niger</italic> was exposed to heavy metals, it preferred to promote the surface area by expanding the cell volume. The larger cell surface provided more active sites for adsorbing more heavy metal ions (<xref ref-type="bibr" rid="B46">Smyth, 1989</xref>). This mechanism was also consistent with the study regarding the resistance of bacteria to Cd toxicity (<xref ref-type="bibr" rid="B27">Keene et al., 2008</xref>).</p>
<p>The NanoSIMS mapping showed that the bioaccumulation of Pb and Cd was more intense in the extracellular than intracellular region. <italic>Aspergillus niger</italic> could secrete a variety of low-molecular-weight organic acids (LMWOAs) (<xref ref-type="bibr" rid="B48">Strobel, 2001</xref>; <xref ref-type="bibr" rid="B31">Li et al., 2016</xref>). Oxalic acid was the most abundant LMWOAs (<xref ref-type="bibr" rid="B56">Yakout, 2014</xref>). Compared with other LMWOAs, oxalic acid had a higher acidity constant (p<italic>Ka</italic>1 &#x3d; 1.25; p<italic>Ka</italic>2 &#x3d; 4.27), which facilitated the formation of oxalate precipitation to reduce metal toxicity (<xref ref-type="bibr" rid="B18">Green and Clausen, 2003</xref>). In addition, Pb had higher competitive accumulation than Cd in the coexistence system. The competitive accumulation of Pb and Cd also existed in the bioremediation by bacteria. For example, a study of <italic>Pseudomonas putida</italic> showed that Pb<sup>2&#x2b;</sup> had almost the same sorption sites as Cd<sup>2&#x2b;</sup> on the cell surface (<xref ref-type="bibr" rid="B13">Du et al., 2016</xref>). Moreover, the bioaccumulation efficiency of <italic>Exiguobacterium</italic> sp. to Pb was also higher than that of Cd (<xref ref-type="bibr" rid="B37">Park and Chon, 2016</xref>).</p>
<p>The GWB simulation showed that Pb<sup>2&#x2b;</sup> and Cd<sup>2&#x2b;</sup> competed for oxalate species (C<sub>2</sub>O<sub>4</sub>
<sup>&#x2212;</sup>) in the coexistence system (<xref ref-type="fig" rid="F7">Figure 7</xref>). Pb<sup>2&#x2b;</sup> was preferred to generate oxalate minerals due to that Pb-oxalate usually has a lower <italic>Ksp</italic> value than Cd-oxalate (<xref ref-type="bibr" rid="B4">Benitez and Dubois, 1999</xref>). Furthermore, Pb<sup>2&#x2b;</sup> could form a variety of mineral species (e.g., Pb oxalate (PbC<sub>2</sub>O<sub>4</sub>), PbHPO<sub>4</sub>, and Pb<sub>3</sub>(PO<sub>4</sub>)<sub>2</sub>). However, Cd<sup>2&#x2b;</sup> cations were commonly mineralized as Cd<sub>5</sub>(PO<sub>4</sub>)<sub>3</sub>OH. Additionally, it was attributed to the stronger affinity between Pb and amino acid residues, which induces the <italic>Ksp</italic> of Pb-containing compounds lower than that of Cd (<xref ref-type="table" rid="T1">Table 1</xref>). Therefore, in the coexistence of Pb and Cd, Pb<sup>2&#x2b;</sup> was more easily mineralized. The mineralization finally immobilized and detoxified the cations.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Solubility product constants (<italic>Ksp</italic>) of typical Pb and Cd compounds.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Functional groups</th>
<th align="left">Chemical formula</th>
<th align="left">
<italic>Ksp</italic>
</th>
<th align="left">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="4" align="left">Pb</td>
</tr>
<tr>
<td align="left">&#x2003;Carboxyl groups</td>
<td align="left">-COOH</td>
<td align="left">2.74 &#xd7; 10<sup>&#x2212;11</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B29">Lee et al. (1999)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Phosphate groups</td>
<td align="left">-H<sub>2</sub>PO<sub>4</sub>
</td>
<td align="left">8.0 &#xd7; 10<sup>&#x2212;43</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B34">Martinez et al. (2004)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Hydroxyl</td>
<td align="left">-OH</td>
<td align="left">1.2 &#xd7; 10<sup>&#x2212;15</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B14">Frost and Williams (2004)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Carbonate</td>
<td align="left">-CO<sub>3</sub>
</td>
<td align="left">7.4 &#xd7; 10<sup>&#x2212;14</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B60">Yao et al. (2013)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Chromate</td>
<td align="left">-CrO<sub>4</sub>
</td>
<td align="left">2.8 &#xd7; 10<sup>&#x2212;13</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B64">Zheng et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Sulfate radical</td>
<td align="left">-SO<sub>4</sub>
</td>
<td align="left">1.6 &#xd7; 10<sup>&#x2212;8</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B11">DeSantis et al. (2018)</xref>
</td>
</tr>
<tr>
<td colspan="4" align="left">Cd</td>
</tr>
<tr>
<td align="left">&#x2003;Carboxyl groups</td>
<td align="left">-COOH</td>
<td align="left">1.42 &#xd7; 10<sup>&#x2212;8</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B53">Wang et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Phosphate groups</td>
<td align="left">-H<sub>2</sub>PO<sub>4</sub>
</td>
<td align="left">2.53 &#xd7; 10<sup>&#x2212;33</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B12">Dmitrevskii et al. (2008)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Hydroxyl</td>
<td align="left">-OH</td>
<td align="left">5.27 &#xd7; 10<sup>&#x2212;15</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B6">Canepari et al. (1998)</xref>
</td>
</tr>
<tr>
<td align="left">&#x2003;Carbonate</td>
<td align="left">-CO<sub>3</sub>
</td>
<td align="left">1.0 &#xd7; 10<sup>&#x2212;12</sup>
</td>
<td align="left">
<xref ref-type="bibr" rid="B40">Remacle et al. (1992)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>This study identified the physiological responses and metallogenetic mechanisms of <italic>A. niger</italic> to Pb and Cd stress. Our findings confirmed that the filamentous fungus <italic>A. niger</italic> had multiple pathways to effectively adsorb heavy metal ions, e.g., producing LMWOAS, secreting extracellular substances, and enlarging the cell surface area. Therefore, <italic>A. niger</italic> shows evident advantages in the bioremediation of heavy metals. In the coexistence system, Pb had preferential bioaccumulation than Cd, which allowed that most Pb cations could be mineralized and detoxified. This study sheds a light on the remediation of the coexistence of metals by functional fungi.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>ZL and SP conceived the research. SP, LM, and MS designed and conducted the experiments. ZYL, JW, XL, and YC performed the data analyses. SP and ZL wrote the manuscript with significant inputs from all other authors.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by the Fundamental Research Funds for the Central Universities (KYCYXT2022004) and State Key Laboratory of Palaeobiology and Stratigraphy (Nanjing Institute of Geology and Palaeontology, CAS) (No. 223116).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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