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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<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.2023.1224543</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Toward the use of mixed microbial cultures for the biological production of adipic and levulinic acid</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Pinto-Ibieta</surname><given-names>Fernanda</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2313751/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Cea</surname><given-names>Mara</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Serrano</surname><given-names>Antonio</given-names></name><xref rid="aff4" ref-type="aff"><sup>4</sup></xref><xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2317036/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Felissia</surname><given-names>Fernando E.</given-names></name><xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Area</surname><given-names>Mar&#x00ED;a Cristina</given-names></name><xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1190714/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Cabrera</surname><given-names>Francisco</given-names></name><xref rid="aff7" ref-type="aff"><sup>7</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Ciudad</surname><given-names>Gustavo</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="aff3" ref-type="aff"><sup>3</sup></xref><xref rid="aff8" ref-type="aff"><sup>8</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Departamento de Procesos Industriales, Facultad de Ingenier&#x00ED;a, Universidad Cat&#x00F3;lica de Temuco</institution>, <addr-line>Temuco</addr-line>, <country>Chile</country></aff>
<aff id="aff2"><sup>2</sup><institution>Departamento de Ingenier&#x00ED;a Qu&#x00ED;mica, Universidad de La Frontera</institution>, <addr-line>Temuco</addr-line>, <country>Chile</country></aff>
<aff id="aff3"><sup>3</sup><institution>Scientific and Technological Bioresource Nucleus (BIOREN), Universidad de La Frontera</institution>, <addr-line>Temuco</addr-line>, <country>Chile</country></aff>
<aff id="aff4"><sup>4</sup><institution>Institute of Water Research, University of Granada</institution>, <addr-line>Granada</addr-line>, <country>Spain</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Microbiology, Pharmacy Faculty, University of Granada</institution>, <addr-line>Granada</addr-line>, <country>Spain</country></aff>
<aff id="aff6"><sup>6</sup><institution>IMAM, UNaM, CONICET, FCEQYN, Programa de Celulosa y Papel (PROCYP)</institution>, <addr-line>Posadas</addr-line>, <country>Argentina</country></aff>
<aff id="aff7"><sup>7</sup><institution>Instituto de Ciencias Qu&#x00ED;micas Aplicadas, Universidad Aut&#x00F3;noma de Chile</institution>, <addr-line>Temuco</addr-line>, <country>Chile</country></aff>
<aff id="aff8"><sup>8</sup><institution>Instituto del Medio Ambiente (IMA), Universidad de La Frontera</institution>, <addr-line>Temuco</addr-line>, <country>Chile</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Annamalai Neelamegam, Dartmouth College, United States</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Sathish Kumar Ramamoorthy, Sathyabama Institute of Science and Technology, India; Bishal Sharma, Dartmouth College, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Fernanda Pinto-Ibieta, <email>fpinto@uct.cl</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1224543</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Pinto-Ibieta, Cea, Serrano, Felissia, Area, Cabrera and Ciudad.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Pinto-Ibieta, Cea, Serrano, Felissia, Area, Cabrera and Ciudad</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>Biological synthesis of high added-value compounds like adipic acid (AA), levulinic acid (LA), or polyhydroxybutyrate (PHB) using pure culture has been separately reported. However, pure culture requires sterile conditions and the use of specific carbon sources resulting in high operating costs. Different alternatives based on the use of mixed microbial cultures (MMC) have been explored to resolve this problem. MMC have been widely reported for the production of PHB, but scarcely reported for LA production and never for AA synthesis. This work presents a novel strategy for the co-production of AA LA, and PHB using MMC. The strategy consists in selecting an MMC producer of AA, LA and PHB from an inoculum obtained from a wastewater treatment plant, which is then subjected to the feast and famine culture strategy in a sequential batch reactor, coupled with a batch reactor step to enhance the accumulation of AA and LA. The results showed that the MMC could produce a 16&#x2009;&#x00B1;&#x2009;2, 23&#x2009;&#x00B1;&#x2009;1 and 5&#x2009;&#x00B1;&#x2009;%1 (g compound/g volatile solids) of AA, LA and PHB, respectively, using a non-fermented residual biomass rich in pentose, namely synthetic hemicellulose hydrolysate (SHH) as the carbon source. These results contribute to generating future research to better understand and optimise the biosynthesis of these compounds by MMC.</p>
</abstract>
<kwd-group>
<kwd>adipic acid</kwd>
<kwd>levulinic acid</kwd>
<kwd>mixed microbial cultures (MMC)</kwd>
<kwd>hemicellulose hydrolysate</kwd>
<kwd>feast and famine</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="46"/>
<page-count count="8"/>
<word-count count="6594"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbiotechnology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>The biological process to produce high value-added compounds has been gaining interest, as these processes form part of the efforts to move from a fossil fuel economy to one based on renewable resources (<xref ref-type="bibr" rid="ref16">Jeong et al., 2018</xref>). Some of these high value-added compounds that can be produced using biological processes are adipic acid (AA), levulinic acid (LA), and polyhydroxybutyrate (PHB) (<xref ref-type="bibr" rid="ref31">Rodriguez-Perez et al., 2018</xref>; <xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al., 2020</xref>, <xref ref-type="bibr" rid="ref27">2021</xref>). LA is a platform molecule that allows the production of a wide range of compounds applied in the chemical, food, and agrochemical industries, being considered among the 12 molecules with the highest added value in the world (<xref ref-type="bibr" rid="ref18">Lappalainen and Dong, 2019</xref>; <xref ref-type="bibr" rid="ref23">Morakile et al., 2022</xref>; <xref ref-type="bibr" rid="ref903">Ukawa-Sato et al., 2023</xref>). AA is use to produce of nylon 6.6, a polymer in very high demand in the textile and automotive industries (<xref ref-type="bibr" rid="ref30">Riveiro et al., 2020</xref>; <xref ref-type="bibr" rid="ref35">Wu et al., 2023</xref>). It can also be used as an intermediate to produce different compounds like cyclopentanone and 1.6-hexanediol, which are important in the fragrance and resin production industries, respectively (<xref ref-type="bibr" rid="ref8">Corona et al., 2018</xref>; <xref ref-type="bibr" rid="ref17">Kruyer et al., 2020</xref>). Finally, PHB are biodegradable polyesters that can be produced in bioprocesses from renewable resources in contrast to fossil-based bio-recalcitrant polymers (<xref ref-type="bibr" rid="ref6">Cassuriaga et al., 2018</xref>; <xref ref-type="bibr" rid="ref9">Correa-Galeote et al., 2022a</xref>). Biological synthesis of AA, LA, and PHB using pure culture has been reported separately. For instance, engineered bacterial strains like <italic>Saccharomyces cerevisiae</italic> and <italic>Pseudomonas putida</italic> are able to synthesise AA from different substrates, even hexoses and lignin (<xref ref-type="bibr" rid="ref29">Raj et al., 2018</xref>; <xref ref-type="bibr" rid="ref42">Zhao et al., 2018</xref>; <xref ref-type="bibr" rid="ref35">Wu et al., 2023</xref>). LA synthesis can be carried out by fermentation of pentoses using engineered <italic>Saccharomyces cerevisiae</italic> and <italic>Pichia stipis</italic> (<xref ref-type="bibr" rid="ref41">Zhangelinni, 2017</xref>). PHB production from pure culture using pentoses and hexoses has been widely recognised and exploited (<xref ref-type="bibr" rid="ref21">Li and Wilkins, 2020</xref>). In contrast with pure culture, the use of mixed microbial cultures (MMC) is gaining attention. MMC involve lower operating costs and can be adapted to the use of agro-industrial waste as a carbon source, minimising both the operational cost and the ecological footprint of these processes (<xref ref-type="bibr" rid="ref15">Huang et al., 2018</xref>; <xref ref-type="bibr" rid="ref22">Mohamad Fauzi et al., 2019</xref>; <xref ref-type="bibr" rid="ref37">Yin et al., 2019a</xref>; <xref ref-type="bibr" rid="ref10">Correa-Galeote et al., 2022b</xref>). The use of MMC subjected to a feast and famine strategy is mainly focused on PHB production using volatile fatty acids as the carbon source (<xref ref-type="bibr" rid="ref31">Rodriguez-Perez et al., 2018</xref>). Less reported, however, has been the use of non-fermented waste as a carbon source for PHB production (<xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al., 2020</xref>, <xref ref-type="bibr" rid="ref27">2021</xref>). Indeed, the ability of the MMC to produce PHB when the carbon source used was reduction sugars obtained from lignocellulosic hydrolysates has been described (<xref ref-type="bibr" rid="ref38">Yin et al., 2019b</xref>, <xref ref-type="bibr" rid="ref36">2020</xref>). However, in addition to PHB production, it seems that non-fermented waste as feed for MMC could favour the accumulation of other added-value compounds by controlling operational parameters such as the dissolved oxygen, the organic loading rate or the feast/famine cycle length (<xref ref-type="bibr" rid="ref27">Pinto-Ibieta et al., 2021</xref>). For example, <xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al. (2020)</xref> reached a LA production of up to 32% (g compound/g <italic>VS</italic>) (<italic>VS</italic>, volatile solids) with a MMC fed with pentose-rich hemicellulose hydrolysate. Meanwhile, <xref ref-type="bibr" rid="ref2">Argiz et al. (2021)</xref> managed to accumulate 18% (g compound/g <italic>VS</italic>) of triglycerides and 26% (g compound/g <italic>VS</italic>) of PHA when the MMC were fed with residual fish-canning oil. The co-production of some compounds could be possible because of a close relationship between metabolic routes. For example, the intracellular production of both AA and LA involve the pentose phosphate pathway by the transformation of the pentoses to pyruvic acid and its subsequent oxidation to acetyl-CoA (<xref ref-type="bibr" rid="ref20">Lee et al., 2019</xref>; <xref ref-type="bibr" rid="ref203">Miscevic et al., 2019</xref>). The synthesis of LA or AA is then carried out from succinyl CoA after the acetyl-CoA enters the Krebs cycle (<xref ref-type="bibr" rid="ref20">Lee et al., 2019</xref>). Although the metabolic route for AA accumulation is known, to the best of our knowledge, the ability to produce AA by MMC has not been previously reported.</p>
<p>Therefore, this study is focused mainly on (1) proving, if possible, the use of MMC to produce AA through the use of non-fermented feedstock rich in xylose as the carbon source, and (2) if possible, co-producing AA, with LA or PHB using the MMC. Thus, the main novelty of this work lies in opening up a new strategy for the biological synthesis of AA using MMC in co-production with LA and PHB.</p>
</sec>
<sec id="sec2" sec-type="materials|method">
<label>2.</label>
<title>Materials and method</title>
<sec id="sec3">
<label>2.1.</label>
<title>Operation of SBRs to adapt the MMC</title>
<p>Six 2-L sequential batch reactors (SBR) were simultaneously operated to evaluate the adaptation of an MMC to synthesise AA in co-production with LA under a feast and famine regime. The first condition (SBR1), assayed in triplicate, was fed with synthetic hemicellulose hydrolysate, where the composition in percentage (% g compound/g <italic>VS</italic>) was a residual stream of lignocellulosic process fractionation (<xref ref-type="bibr" rid="ref33">Vallejos et al., 2017</xref>): 78% xylose, 9.0% acetic acid, 5.06% furfural, 4.7% arabinose, 2.3% glucose, 0.8% cellobiose, and 0.14% hydroxymethylfurfural. A second condition (SBR2), assayed in triplicate, was operated using acetic acid as the only carbon source. Both substrates were selected as models for comparing the use of non-fermented (SHH) versus acetate substrate as the carbon source to produce high added-value compounds (AA and LA) instead of PHB when the MMC are subjected to a feast and famine regimen. SBR1 and SBR2 were supplemented with the nutrients and minerals necessary for bacterial growth, including: 132&#x2009;mg of peptone/L, 68&#x2009;mg of beef extract/L, 112&#x2009;mg of (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub>/L, 49&#x2009;mg of KH<sub>2</sub>PO<sub>4</sub>, 66 MgSO<sub>4</sub>/L, 170&#x2009;mg of NH<sub>4</sub>Cl/L, 92&#x2009;mg of K<sub>2</sub>HPO<sub>4</sub>/L, 45&#x2009;mg KH<sub>2</sub>PO<sub>4</sub>/L, 600&#x2009;mg MgSO<sub>4</sub>/L, 100&#x2009;mg EDTA/L, 70&#x2009;mg CaCl<sub>2</sub>/L, and 2&#x2009;mL of a trace element solution (<xref ref-type="bibr" rid="ref14">Huang et al., 2017</xref>). 10&#x2009;mg Thiourea/L was also added to prevent nitrification. The trace elements solution was composed of 1,000&#x2009;mg FeSO<sub>4</sub>&#x00B7;6H<sub>2</sub>O/L, 150&#x2009;mg H<sub>3</sub>BO<sub>3</sub>/L, 150&#x2009;mg CoCl<sub>2</sub>&#x00B7;6H<sub>2</sub>O/L, 120&#x2009;mg MnCl<sub>2</sub>&#x00B7;4H<sub>2</sub>O/L, 120&#x2009;mg ZnSO<sub>4</sub>&#x00B7;7H<sub>2</sub>O/L, 60&#x2009;mg Na<sub>2</sub>MoO<sub>4</sub>&#x00B7;2H<sub>2</sub>O/L, 30&#x2009;mg KI/L, and 30&#x2009;mg CuSO<sub>4</sub>&#x00B7;5H<sub>2</sub>O/L.</p>
<p>SBR1 and SBR2 were inoculated with activated sludge from the municipal wastewater treatment plant in Temuco, Chile. Both reactors were operated under the same conditions: 4&#x2009;L/min airflow, 30&#x00B0;C, 60&#x2009;rpm, and a C/N/P ratio of 30/0.9/0.1 (in mmol/L). The strategy applied was the alternation of F/F periods through SBR operation to obtain MMC enriched with microorganisms capable of producing high added-value compounds. Two cycles per day were carried out in each SBR until a stable operation was reached. One cycle consisted of: a feed period (6&#x2009;min) followed by an aerobic reaction (704&#x2009;min) and 10&#x2009;min of withdrawal (<xref ref-type="bibr" rid="ref14">Huang et al., 2017</xref>; <xref ref-type="bibr" rid="ref34">Wang et al., 2017</xref>). No settling phase was performed, and all excess biomass was withdrawn with the mixed liquor (<xref ref-type="bibr" rid="ref12">Dionisi et al., 2005</xref>; <xref ref-type="bibr" rid="ref5">Cabrera et al., 2019</xref>). Thus, the biomass retention time was equal to the hydraulic retention time. 0.25&#x2009;L of substrate was fed into each reactor in each cycle using organic loading rate (OLR) of 60 Cmmol/L&#x002A;day. At the end of each cycle, 0.25&#x2009;L of the liquid was withdrawn by digital peristaltic pumps using a Compact DAQ system (cDAQ-9,178 chassis, National Instruments, Austin, TX, United States), with a routine programmed using the LabView software (National Instruments). SBR1 and SBR2 were operated for 100 consecutive cycles (50&#x2009;days) since stable operation was reached from cycle 80 in a previous study (<xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al., 2020</xref>). To monitor the evolution of AA, LA, PHB, and biomass growth in both SBR, samples were taken at the end of a cycle once a week. Once a stable operation was determined, intermediate samples were taken during feeding cycles 80, 84, 88, and 90 from both reactors. The samples were taken in triplicate every hour to monitor the evolution of AA, AL, PHB, biomass, and carbon source uptake (pentoses and acetate) as a function of the time in the cycle. The mean and standard deviation of these cycles were calculated to corroborate the stability of the operation.</p>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Batch assays to maximise the accumulation of target compounds</title>
<p>The MMC obtained from the operation of SBR1 and SBR2 were cultivated separately in batch reactors to evaluate their adaptability to the use of SHH and maximise their ability to produce LA, AA and/or PHB in a batch stage, regardless of the substrate used during the selection phase. SHH (described in point 2.1) was the only carbon source used in these batch assays. The maximum accumulation capacity of compounds was assayed without the addition of nitrogen, since it has been reported that restricting this nutrient in the culture could lead to the accumulation of storage compounds by the cell (<xref ref-type="bibr" rid="ref13">Guerfali et al., 2018</xref>; <xref ref-type="bibr" rid="ref7">Chong et al., 2019</xref>). Six assays, in triplicate, were carried out to evaluate the effect of increasing SHH doses (30, 75, and 120 Cmmol/L) on the production of the compounds of interest (<xref rid="tab1" ref-type="table">Table 1</xref>). 80&#x2009;mL of adapted MMC (with a concentration of 3&#x2009;mg <italic>VS</italic>/L), obtained from each SBR reactor described in Section 2.1 were used as inoculum in Erlenmeyer flasks containing 120&#x2009;mL of mineral medium without a nitrogen source (see Section 2.1), incubated for 24&#x2009;h at 150&#x2009;rpm and 30&#x00B0;C. ANOVA tests were performed to evaluate the significance of the differences observed for AA and LA accumulations at the different experimental conditions.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Assays in batch reactors for the improvement of levulinic acid (LA), adipic acid (AA), and polyhydroxybutyrate (PHB) accumulation.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Batch No</th>
<th align="center" valign="top">SHH concentration (Cmmol/L)</th>
<th align="center" valign="top">Inoculum</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="center" valign="middle">120</td>
<td align="center" valign="middle">MMC from SBR1</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="center" valign="middle">75</td>
<td align="center" valign="middle">MMC from SBR1</td>
</tr>
<tr>
<td align="left" valign="middle">3</td>
<td align="center" valign="middle">30</td>
<td align="center" valign="middle">MMC from SBR1</td>
</tr>
<tr>
<td align="left" valign="middle">4</td>
<td align="center" valign="middle">120</td>
<td align="center" valign="middle">MMC from SBR2</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="center" valign="middle">75</td>
<td align="center" valign="middle">MMC from SBR2</td>
</tr>
<tr>
<td align="left" valign="middle">6</td>
<td align="center" valign="middle">30</td>
<td align="center" valign="middle">MMC from SBR2</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SHH, synthetic hemicellulose hydrolysate; MMC, mixed microbial culture; SBR, sequential batch reactor.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec5">
<label>2.3.</label>
<title>Analytical methods</title>
<p>LA, AA, and PHB were quantified and identified according to <xref ref-type="bibr" rid="ref18">Lappalainen and Dong (2019)</xref> and <xref ref-type="bibr" rid="ref32">Serafim et al. (2004)</xref>. A GC/MS Clarus 600 (Perkin Elmer) with an ELITE 1701 column 30&#x2009;m &#x00D7; 0.25&#x2009;mm &#x00D7; 0.25&#x2009;um was used for identification, and a GC/FID Clarus 600 (Perkin Elmer) with CAPILAR NUKOLTM SUPELCO 30&#x2009;m &#x00D7; 0.25&#x2009;mm &#x00D7; 0.25&#x2009;um for quantification. The calibration curve was obtained by injecting a series of standards at different concentrations of AA, LA, and PHB (Sigma Aldrich). The substrate consumption was measured by determining the concentration of reducing sugars and acetate in filtered samples (0.22&#x2009;&#x03BC;m pore size PVDF membrane, Merck). To quantify the total reducing sugars, the dinitrosalicylic acid (DNS) reagent method was used (<xref ref-type="bibr" rid="ref40">Zhang et al., 2012</xref>; <xref ref-type="bibr" rid="ref28">Prasertsung et al., 2017</xref>). Acetate was determined by gas chromatography in a flame ionisation detector (Clarus 400, PerkinElmer), using a NukolTM capillary column (Sigma-Aldrich, Darmstadt, Germany). <italic>VS</italic> and soluble chemical oxygen demand (SCOD) were quantified using a standard technique (<xref ref-type="bibr" rid="ref3">AWWA, 2005</xref>).</p>
</sec>
</sec>
<sec id="sec6" sec-type="results">
<label>3.</label>
<title>Results</title>
<sec id="sec7">
<label>3.1.</label>
<title>Mixed microbial culture selection capable of producing LA, AA and PHB</title>
<sec id="sec8">
<label>3.1.1.</label>
<title>LA, AA and PHB concentration evolution over operation time of selection reactors using SHH and acetate</title>
<p>The evolution of LA, AA, PHB, and <italic>VS</italic> during the operation of SBR1 is shown in <xref rid="fig1" ref-type="fig">Figure 1A</xref>. An adaptation stage was observed during the first 30&#x2009;days of operation followed by stable operation, reflected by constant concentrations of LA, AA, PHB and <italic>VS</italic> in successive cycle ends. At the same time, cell wash-out was observed since there was a gradual reduction in <italic>VS</italic> from 5.7&#x2009;&#x00B1;&#x2009;0.3&#x2009;g/L to 3&#x2009;&#x00B1;&#x2009;0.1&#x2009;g/L from days 0 to 35. According to <xref ref-type="bibr" rid="ref2">Argiz et al. (2021)</xref>, the decrease in the biomass concentration can be explained by the culture selection, with only the microbial populations capable of surviving at the F/F culture strategy remaining and synthesising SHH as a carbon source. The results showed that there was no AA and LA production at the beginning of the culture (<xref rid="fig1" ref-type="fig">Figure 1A</xref>). These compounds were produced after 20&#x2009;days of operation, proving that the use of the F/F culture strategy was able to select a MMC that favours LA and AA production from SHH. Specifically, LA and AA reached mean concentration values of 5.9&#x2009;&#x00B1;&#x2009;0.7% (g compound/g <italic>VS</italic>) and 5.2&#x2009;&#x00B1;&#x2009;0.2% (g compound/g <italic>VS</italic>), respectively, from days 20 to 50 of operation (<xref rid="fig1" ref-type="fig">Figure 1A</xref>). On the other hand, the MMC selection for PHB production was not observed using SHH, since the PHB concentration stays constant throughout the operation time, i.e., 2.4&#x2009;&#x00B1;&#x2009;0.5% (g compound/g <italic>VS</italic>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Evolution of levulinic acid (LA), adipic acid (AA), polyhydroxybutyrate (PHB), and volatile solids (<italic>VS</italic>) in the 50&#x2009;days performed by SBR1 <bold>(A)</bold> and SBR2 <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-14-1224543-g001.tif"/>
</fig>
<p><xref rid="fig1" ref-type="fig">Figure 1B</xref> shows that, contrary to the findings with SBR1, AA and LA were not synthesised when acetate was used as the carbon source in SBR2. Under these conditions, only PHB was determined in the reactor throughout the experimental time. In particular, PHB reached a mean value of 29.5&#x2009;&#x00B1;&#x2009;1.3% (g compound/g <italic>VS</italic>) once the steady state was reached during days 41&#x2013;50 (<xref rid="fig1" ref-type="fig">Figure 1B</xref>). This behaviour was expected, since it is widely reported that MMC can transform volatile fatty acids into PHB (<xref ref-type="bibr" rid="ref19">Lee et al., 2015</xref>; <xref ref-type="bibr" rid="ref27">Pinto-Ibieta et al., 2021</xref>; <xref ref-type="bibr" rid="ref202">Argiz et al., 2022</xref>). Therefore, the production of AA and LA was only possible when the conditions were against the PHB through the feeding of a complex carbon source like SHH.</p>
</sec>
<sec id="sec9">
<label>3.1.2.</label>
<title>Analysis of the behaviour of LA, AA, PHB, acetate and pentoses inside the culture cycles of the selection reactors</title>
<p><xref rid="fig2" ref-type="fig">Figure 2A</xref> shows the variation of the mean concentrations of LA, AA, PHB, acetate and pentoses determined for four culture cycles performed by SBR1 during operation days 40, 42, 44, and 50. According to the variation in the concentration of the pentoses, SHH was consumed in around 2.5&#x2009;h after the start of the cycle. At the same time, after a rapid drop from 8 to 2.8&#x2009;mg/L, the dissolved oxygen increased again to a value of 8&#x2009;mg/L (<xref rid="fig2" ref-type="fig">Figure 2A</xref>). This indicates the end of the feast phase and the beginning of the famine phase. The intracellular AA content increased from 3 to 9% (g compound/g <italic>VS</italic>) in the feast phase and decreased from 9% to 5% (g compound/g <italic>VS</italic>) in the famine phase. LA increased from 4% to 13% in the feast phase and decreased from 13 to 4% in the famine phase. Meanwhile, PHB remained around 3% (g compound/g <italic>VS</italic>) during the whole cycle (<xref rid="fig2" ref-type="fig">Figure 2A</xref>). The results showed that during the famine phase, the MMC were able to consume the AA and LA accumulated during the feast phase, probably due to external substrate limitation. Thus, AA and LA could be considered another carbon reserve like PHB. <xref rid="fig2" ref-type="fig">Figure 2B</xref> shows the variation of the mean concentrations of PHB, DO and acetate measured in four operational cycles performed in SBR2, at operation days 40, 42, 44, and 50. DO concentration increased from 1&#x2009;g/L to 8&#x2009;g/L at the end of the feast phase (after around 3&#x2009;h of operation), when PHB production reached a concentration up to 25% (g compound/g <italic>VS</italic>). However, the PHB concentration decreased during the famine phase to values around 11% (g compound/g <italic>VS</italic>). AA and LA production were negligible throughout the cycle duration (<xref rid="fig2" ref-type="fig">Figure 2B</xref>). These results confirmed that the AA and LA production benefitted from the feeding of a complex substrate such as SHH to the MMC.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Variation of the concentration of levulinic acid (LA), adipic acid (AA), polyhydroxybutyrate (PHB), pentoses, acetate, volatile solids (<italic>VS</italic>), and dissolved oxygen (DO) throughout the cycle duration for SBR1 <bold>(A)</bold> and SBR2 <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-14-1224543-g002.tif"/>
</fig>
<p>To date, to the best of our knowledge, the biological synthesis of AA has been only described from glucose and for metabolically engineered cultures of <italic>Saccharomyces cerevisiae</italic> (<xref ref-type="bibr" rid="ref39">Zhang et al., 2020</xref>) or <italic>Escherichia coli</italic> (<xref ref-type="bibr" rid="ref43">Zhou et al., 2020</xref>). AA biosynthesis using MMC feed with SHH has not been reported previously. LA biosynthesis using MMC feed with SHH has recently been reported by <xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al. (2020)</xref>, where the LA concentration reached a value of up to 32% (g compound/g <italic>VS</italic>). The present research demonstrated that not only genetically modified microorganisms can metabolise pentoses into AA or LA. On the other hand, some studies have achieved an accumulation of PHB of up to 20% (g compound/g <italic>VS</italic>) using synthetic pentoses or lignocellulose hydrolysate to feed MMC under a F/F strategy (<xref ref-type="bibr" rid="ref205">Zhang et al., 2016</xref>; <xref ref-type="bibr" rid="ref38">Yin et al., 2019b</xref>). The differences in the profile of the accumulated compounds could be explained by the microbial composition of the selected MMC, as the microbial compositions in those studies differed from that used in the present research. In this sense, <xref ref-type="bibr" rid="ref25">Oliveira et al. (2017)</xref> reported that the selected MMC will be different as a consequence of changes in the feed strategy. The different operational conditions established for the F/F culture strategy in this work versus those established by <xref ref-type="bibr" rid="ref205">Zhang et al., 2016</xref> will probably lead to a MMC enriched in LA-and AA-producing microorganisms.</p>
<p>Production of LA, but not of AA, production was achieved in our previous studies using SHH (<xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al., 2020</xref>). <xref rid="tab2" ref-type="table">Table 2</xref> shows a comparative summary of the results and operational conditions reported by <xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al. (2020)</xref> and those for SBR1 in the present work. In both cases, SHH was the carbon source, but the operational conditions of the F/F culture strategy were different, i.e., different DO, organic loading rate and nutrient ratio were fixed (<xref rid="tab2" ref-type="table">Table 2</xref>). Therefore, the type of compound (LA and AA) produced could be a response of microorganisms to these differences in the established operational conditions. For instance, <xref rid="tab2" ref-type="table">Table 2</xref> shows that when DO concentration during the feast phase was higher than 3&#x2009;mg/L, the selected MMC showed a tendency to synthesize AA in co-production with LA. By contrast, when the DO concentration was lower than 3&#x2009;mg/L, the microorganisms synthesised only LA. <xref ref-type="bibr" rid="ref4">Bart and Cavallaro (2015)</xref> reported that depending on the metabolic pathway type through which AA is synthesised using pure cultures, anaerobic systems could be more efficient than aerobic, or <italic>vice-versa</italic>. On the other hand, metabolic pathways to synthesise succinyl-CoA (intermediary in AA synthesis) were reported as being more efficient in the microaerobic system than aerobic or anaerobic. Therefore, DO concentration would be a crucial operational parameter to be controlled to favour the metabolic pathways related to AA production. This is also consistent with <xref ref-type="bibr" rid="ref27">Pinto-Ibieta et al. (2021)</xref>, where different operational conditions (DO, F/F ratio, SBR cycle length, organic loading rate (OLR), pH, C/N, and temperature) established for the F/F culture strategy were compiled and analysed, showing how the variation of these operational conditions favoured the accumulation of some compounds over others. These authors found that DO concentration was the variable that most clearly influenced the accumulation of targeted compounds. At DO concentrations higher than 3&#x2009;mg/L, MMC tended to synthesise PG and TAG, while DO concentrations lower than 3&#x2009;mg/L favoured the production of PHB and LA. Finally, the greater accumulation of LA observed in <xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al. (2020)</xref> than in the present study may be due to the lower OLR used in the present work. According to <xref ref-type="bibr" rid="ref11">de Oliveira et al. (2019)</xref> the amount of PHB produced will increase as the organic loading rate increases, as long as the organic loading rate does not result in substrate inhibition.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Levulinic acid (LA), adipic acid (AA), and polyhydroxybutyrate (PHB) production obtained per operation cycle by F/F culture strategy under different operational conditions, using SHH as carbon source per one operation cycle.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">LA % (g compound/g <italic>VS</italic>)</th>
<th align="center" valign="top">AA % (g compound/g <italic>VS</italic>)</th>
<th align="center" valign="top">PHB % (g compound/g <italic>VS</italic>)</th>
<th align="center" valign="top">DO during feast phase (mg/L)</th>
<th align="center" valign="top">C/N/P</th>
<th align="center" valign="top">OLR (mMC/d)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">SBR fed with SHH reported in our previous work (<xref ref-type="bibr" rid="ref26">Pinto-Ibieta et al., 2020</xref>)</td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">&#x003C; 3</td>
<td align="center" valign="top">45/2/1</td>
<td align="center" valign="top">90</td>
</tr>
<tr>
<td align="left" valign="top">SBR1 fed with SHH reported in present work</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">3</td>
<td align="center" valign="top">&#x003E; 3</td>
<td align="center" valign="top">30/0.9/0.1</td>
<td align="center" valign="top">60</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>DO, dissolved oxygen; OLR, organic loading rate; SHH, synthetic hemicellulose hydrolysate; SBR, sequential batch reactor; <italic>VS</italic>, volatile solids.</p>
</table-wrap-foot>
</table-wrap>
<p>Although the LA and AA co-production was possible in the present work, further studies with MMC are required to determine which of these variables could be the principal factor that favours synthesis and control in the selective accumulation of both AA and LA. In particular, the effect of DO concentration on the F/F culture strategy should be studied, as this seems to be the main variable that affects the synthesis of AA over LA. Nevertheless, the results indicate that under the operational conditions evaluated during the F/F culture strategy, the adapted MMC contain microorganisms with the required enzymatic pool for bioconversion of pentoses into AA and LA.</p>
</sec>
</sec>
<sec id="sec10">
<label>3.2.</label>
<title>Batch assays for improvement of LA, AA, and PHB accumulation by previously selected microorganisms in SBR reactors</title>
<p><xref rid="fig3" ref-type="fig">Figure 3A</xref> shows the concentrations of LA, AA, and PHB reached for the different SHH concentrations evaluated in the batch experiments conducted with the MMC previously selected in SBR1. For the three SHH concentrations evaluated, it was possible to accumulate the three added-value compounds identified in SBR1: LA, AA, and PHB. The highest concentration of SHH (120 Cmmol/L) produced the highest accumulation of each compound, obtaining yields of 23&#x2009;&#x00B1;&#x2009;1, 16&#x2009;&#x00B1;&#x2009;2, and 6&#x2009;&#x00B1;&#x2009;2% g compound/g <italic>VS</italic> of LA, AA, and PHB, respectively (<xref rid="fig3" ref-type="fig">Figure 3A</xref>). When using 75 Cmmol/L, the LA, AA, and PHB accumulation concentrations were 20&#x2009;&#x00B1;&#x2009;2, 14&#x2009;&#x00B1;&#x2009;1, and 4&#x2009;&#x00B1;&#x2009;1% (g compound/g <italic>VS</italic>), respectively; no significative difference from the latter was found in the values obtained at 120 Cmmol/L (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). The higher concentrations observed at 120 Cmmol/L could indicate that SHH was not inhibitory at this concentration (<xref ref-type="bibr" rid="ref11">de Oliveira et al., 2019</xref>). The lowest accumulations were obtained at 30 Cmmol/L, with yields of only 15&#x2009;&#x00B1;&#x2009;3, 9&#x2009;&#x00B1;&#x2009;2, and 5&#x2009;&#x00B1;&#x2009;2% (g compound/g <italic>VS</italic>) for LA, AA and PHB, respectively (<xref rid="fig3" ref-type="fig">Figure 3A</xref>), values which showed a significative reduction compared to those obtained at 120 Cmmol/L (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). This decrease could be caused by a limitation in the substrate, which could leading to a microbial growth limitation (<xref ref-type="bibr" rid="ref1">Alburqueque et al., 2010</xref>; <xref ref-type="bibr" rid="ref27">Pinto-Ibieta et al., 2021</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Maximum levulinic acid (LA), adipic acid (AA), polyhydroxybutyrate (PHB) accumulation capacity for mixed microbial cultures adapted in SBR1 <bold>(A)</bold> and SBR2 <bold>(B)</bold> at different synthetic hemicellulose hydrolysate (SHH) concentrations.</p>
</caption>
<graphic xlink:href="fmicb-14-1224543-g003.tif"/>
</fig>
<p>The use of MMC from SBR2 instead of SBR1 in the batch experiments resulted in general in a higher concentration of PHB and lower concentration of AA and LA compared to the results obtained using SBR1 (<xref rid="fig3" ref-type="fig">Figure 3</xref>). Specifically, by feeding with SHH at 120 Cmmol/L, it was possible to accumulate LA, AA, and PHB at concentrations of 18&#x2009;&#x00B1;&#x2009;2, 7&#x2009;&#x00B1;&#x2009;1, and 15&#x2009;&#x00B1;&#x2009;2% (g compound/g <italic>VS</italic>), respectively (<xref rid="fig3" ref-type="fig">Figure 3B</xref>). On the other hand, at 30 Cmmol/L, the production of both LA and PHB was 5% (g compound/g <italic>VS</italic>), while no production of AA was observed. As in the reactors inoculated with the MMC obtained from SBR1, the statistical analysis (ANOVA) for the reactors inoculated with the MMC obtained from SBR2 only showed a significant difference when comparing 120 versus 30 Cmmol/L (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>).</p>
<p>These results indicate that the simultaneous production of LA, AA, and PHB was possible using both adaptations of MMC under batch conditions (from SBR1 and SBR2), although the long-term adaptation of the MMC to the SHH in SBR1 favoured the accumulation of AA and LA. It may be noted that the origin and adaptation of the MMC could be a key point for the accumulation of high added-value compounds, as it is indicated by the statistical differences observed in the accumulation extents obtained from the MMC from SBR1 and SBR2 (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>).</p>
<p><xref rid="fig4" ref-type="fig">Figure 4</xref> shows the evolution of pentoses, biomass, LA, AA, and PHB during the culture time for the assays at 120 Cmmol/L using MMC from SBR1 (<xref rid="fig4" ref-type="fig">Figure 4B</xref>) and from SBR2 (<xref rid="fig4" ref-type="fig">Figure 4B</xref>) as the inoculum. Both reactors resulted in similar production and composition of the accumulated compounds despite of the different MMC used (<xref rid="fig4" ref-type="fig">Figure 4</xref>). Pentoses and acetic acid were rapidly consumed while AA, LA, and PHB were produced at the same time. The maximum accumulation of AA and LA was reached at the time when the pentoses were exhausted (around 3&#x2009;h). Likewise, the maximum PHB was reached once the acetic acid was exhausted in the reactors (<xref rid="fig4" ref-type="fig">Figure 4</xref>). Similar behaviours were observed for AA, LA, and PHB, with concentrations decreasing after maximum generation. These results could indicate AA and LA storage in some kind of carbon source similar to PHB. Therefore, MMC adapted from SBR2 were not able to synthesise LA and AA using acetate, but the same microorganisms fed with SHH were capable of synthesising LA and AA, confirming that the production of AA and LA depends on the use of SHH as carbon source. This was expected since the metabolic pathways described for both AA and LA production begin with hexoses and/or pentoses as substrate (<xref ref-type="bibr" rid="ref20">Lee et al., 2019</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Evolution of levulinic acid (LA), adipic acid (AA), polyhydroxybutyrate (PHB), pentoses, acetate, and volatile solids (<italic>VS</italic>) during batch culture at 120 Cmmol/L for mixed microbial cultures from SBR1 <bold>(A)</bold> and SBR2 <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-14-1224543-g004.tif"/>
</fig>
<p>Although both MMC types were able to synthesise LA, AA, and PHB when cultivated in batch conditions, the culture yields were different. As expected, MMC adapted in SBR1 with SHH were able to produce higher yields of AA and LA than those from SBR2. On the other hand, the co-production of LA and PHB was favoured in the batch assays conducted with MMC selected in SBR2. Therefore, the kind of substrate used in the selection stage could stimulate the production of specific compounds in a subsequent batch stage. The possible benefits of this co-production should be evaluated considering the yields of each compound, their final properties, the difficulties, and costs of separation, etc. In addition, it is important to identify the microbial communities and their metabolic pathway involved in AA and LA synthesis.</p>
</sec>
</sec>
<sec id="sec11" sec-type="conclusions">
<label>4.</label>
<title>Conclusion</title>
<p>This research demonstrate that it is possible to accumulate AA from MMC, in co-production with LA, using SHH as a non-fermented carbon source and selecting the right operational conditions of the F/F culture strategy. Depending on the carbon source used during the adaptation stage (SHH or acetic acid), different proportions of AA, LA, and PHB were obtained during the accumulation stage in the batch assays. Our study indicates that MMC have the versatility to produce different added-value compounds from SHH, demonstrating that the production of one compound or another can be favoured depending on the operational conditions established, especially DO concentration. Nevertheless, further research is needed into the optimising the operational conditions of the F/F culture strategy to improve the AA and LA production yields. Furthermore, the adapted microbial community must be identified to understand the intracellular mechanisms for AA and LA accumulation.</p>
</sec>
<sec id="sec12" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="sec13">
<title>Author contributions</title>
<p>FP-I, MC, GC, and FC contributed to conception and design of the study. FP-I organized the database and wrote the first draft of the manuscript. MC, GC, FC, and AS provided guidance and suggestions for the experimental design and discussed the results. FP-I, MC, FC, GC, FF, MA, and AS wrote and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec14" sec-type="funding-information">
<title>Funding</title>
<p>This research was funded by Fondecyt Postdoctorado No. 3210626, Agencia Nacional de Investigaci&#x00F3;n y Desarrollo de Chile, ANID.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>The authors wish to acknowledge the financial support provided by Postdoctoral Fondecyt project N&#x00B0;3210626. Antonio Serrano is grateful to the Economic Transformation, Industry, Knowledge, and Universities Department of the Andalucia Autonomous Government for his Emergia fellowship (EMERGIA20_00114).</p>
</ack>
<sec id="sec16" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2023.1224543/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2023.1224543/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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