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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.2021.758702</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>Isolation, Identification, and Selection of Bacteria With Proof-of-Concept for Bioaugmentation of Whitewater From Wood-Free Paper Mills</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Verdel</surname> <given-names>Nada</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1438431/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rijavec</surname> <given-names>Toma&#x017E;</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/357534/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rybkin</surname> <given-names>Iaroslav</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1172393/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Erzin</surname> <given-names>Anja</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Veli&#x0161;&#x010D;ek</surname> <given-names>&#x017D;iga</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Pintar</surname> <given-names>Albin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/585176/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lapanje</surname> <given-names>Ale&#x0161;</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/955248/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Inorganic Chemistry and Technology, National Institute of Chemistry</institution>, <addr-line>Ljubljana</addr-line>, <country>Slovenia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Environmental Sciences, Jo&#x017E;ef Stefan Institute</institution>, <addr-line>Ljubljana</addr-line>, <country>Slovenia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Helmholtz-Zentrum Dresden-Rossendorf</institution>, <addr-line>Dresden</addr-line>, <country>Germany</country></aff>
<aff id="aff4"><sup>4</sup><institution>Faculty of Chemistry and Chemical Technology, Graduate School, University of Ljubljana</institution>, <addr-line>Ljubljana</addr-line>, <country>Slovenia</country></aff>
<aff id="aff5"><sup>5</sup><institution>Koli&#x010D;evo Karton, d.o.o</institution>, <addr-line>Dom&#x017E;ale</addr-line>, <country>Slovenia</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Luiz Fernando Romanholo Ferreira, Tiradentes University, Brazil</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Juliana Heloisa Pin&#x00EA; Am&#x00E9;rico-Pinheiro, Brazil University, Brazil; Sikandar I. Mulla, REVA University, India</p></fn>
<corresp id="c001">&#x002A;Correspondence: Nada Verdel, <email>nada.verdel@gmail.com</email></corresp>
<corresp id="c002">Ale&#x0161; Lapanje, <email>ales.lapanje@ijs.si</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Microbiotechnology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>758702</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Verdel, Rijavec, Rybkin, Erzin, Veli&#x0161;&#x010D;ek, Pintar and Lapanje.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Verdel, Rijavec, Rybkin, Erzin, Veli&#x0161;&#x010D;ek, Pintar and Lapanje</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 wood-free paper industry, whitewater is usually a mixture of additives for paper production. We are currently lacking an efficient, cost-effective purification technology for their removal. In closed whitewater cycles the additives accumulate, causing adverse production problems, such as the formation of slime and pitch. The aim of our study was to find an effective bio-based strategy for whitewater treatment using a selection of indigenous bacterial isolates. We first obtained a large collection of bacterial isolates and then tested them individually by simple plate and spectrophotometric methods for their ability to degrade the papermaking additives, i.e., carbohydrates, resin acids, alkyl ketene dimers, polyvinyl alcohol, latex, and azo and fluorescent dyes. We examined correlation between carbon source use, genera, and inoculum source of isolates using two multivariate methods: principal component analysis and FreeViz projection. Of the 318 bacterial isolates, we selected a consortium of four strains (<italic>Xanthomonadales bacterium</italic> sp. CST37-CF, <italic>Sphingomonas</italic> sp. BLA14-CF, <italic>Cellulosimicrobium</italic> sp. AKD4-BF and <italic>Aeromonas</italic> sp. RES19-BTP) that degrade the entire spectrum of tested additives by means of dissolved organic carbon measurements. A proof-of-concept study on a pilot scale was then performed by immobilizing the artificial consortium of the four strains and inserting them into a 33-liter, tubular flow-through reactor with a retention time of &#x003C; 15 h. The consortium caused an 88% reduction in the COD of the whitewater, even after 21 days.</p>
</abstract>
<kwd-group>
<kwd><italic>Aeromonas</italic></kwd>
<kwd>azo dye</kwd>
<kwd>bioaugmentation</kwd>
<kwd>principal component analysis</kwd>
<kwd>environmental microbiology</kwd>
<kwd>whitewater</kwd>
</kwd-group>
<contract-sponsor id="cn001">European Regional Development Fund<named-content content-type="fundref-id">10.13039/501100008530</named-content></contract-sponsor>
<contract-sponsor id="cn002">Javna Agencija za Raziskovalno Dejavnost RS<named-content content-type="fundref-id">10.13039/501100004329</named-content></contract-sponsor>
<contract-sponsor id="cn003">Fonds Wetenschappelijk Onderzoek<named-content content-type="fundref-id">10.13039/501100003130</named-content></contract-sponsor>
<contract-sponsor id="cn004">Horizon 2020<named-content content-type="fundref-id">10.13039/501100007601</named-content></contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="63"/>
<page-count count="15"/>
<word-count count="12009"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="S1">
<title>Introduction</title>
<p>The pulp and paper (P&#x0026;P) industry is a major consumer and severe polluter of water resources. Particularly with wood-free paper, the production demands call for large volumes of water per ton of wood-free paper (<xref ref-type="bibr" rid="B14">Hamm and Schabel, 2007</xref>; <xref ref-type="bibr" rid="B51">Suhr et al., 2015</xref>). The trend in the P&#x0026;P industry to reduce water consumption by completely closing the process water (whitewater) cycles (<xref ref-type="bibr" rid="B21">Hubbe et al., 2016</xref>) has not been adopted by the majority of paper mills (<xref ref-type="bibr" rid="B51">Suhr et al., 2015</xref>), since the resulting accumulation of additives used in papermaking adversely affects the production process.</p>
<p>To facilitate the closure of water cycles the whitewater can be treated to reduce the amount of accumulated organic matter and microbial growth (<xref ref-type="bibr" rid="B21">Hubbe et al., 2016</xref>). The form of the treatment is dependent on the type of paper production. In the wood-free paper industry, whitewater might be easier to treat, because it lacks recalcitrant woody compounds like lignin. On the other hand, several organic additives are used, which need to be effectively removed. Carbohydrates increase the biological oxygen demand, leading to the growth of mucus, while sizing and binding agents cause the formation of stickies, which impair the properties of the paper (<xref ref-type="bibr" rid="B39">Miranda et al., 2008</xref>; <xref ref-type="bibr" rid="B31">Licursi et al., 2016</xref>). Residues of azo dyes are unwanted visual contaminants and fluorescent stilbene dyes are recalcitrant and toxic to aquatic life (<xref ref-type="bibr" rid="B47">Salas et al., 2019</xref>). To the best of our knowledge, no specific treatment studies to address these issues associated with wood-free paper production have been conducted.</p>
<p>The best-known strategies to treat whitewater and reduce the amount of accumulating organic additives include membrane filtration, the use of coagulating chemicals, biological and enzymatic treatments, and the use of oxidizing agents (<xref ref-type="bibr" rid="B20">Hubbe, 2007</xref>; <xref ref-type="bibr" rid="B51">Suhr et al., 2015</xref>). These approaches have drawbacks, like membrane clogging, high sludge production, high energy consumption, low biodegradation of recalcitrant pollutants or the release of secondary pollutants (<xref ref-type="bibr" rid="B42">Priyadarshinee et al., 2016</xref>). Additionally, the main limitation of these in-mill, whitewater-treatment approaches is providing constant technological parameters, such as temperature and pH (<xref ref-type="bibr" rid="B20">Hubbe, 2007</xref>).</p>
<p>We focused on an alternative, biobased approach that could remove poorly degradable organic additives from wood-free whitewater that limit COD removal. Bioaugmentation with specific microorganisms can have minimal impact on the environment, reduce treatment costs, and can help remove even the most recalcitrant organic additives (<xref ref-type="bibr" rid="B16">Herrero and Stuckey, 2015</xref>; <xref ref-type="bibr" rid="B48">Santisi et al., 2015</xref>). State-of-the-art studies on the bioaugmentation of the P&#x0026;P industry&#x2019;s effluents have mainly focused on the degradation of recalcitrant lignin (<xref ref-type="bibr" rid="B42">Priyadarshinee et al., 2016</xref>), which is not present in wood-free whitewater. Those more relevant for the wood-free industry have demonstrated the microbial degradation of resin acids (<xref ref-type="bibr" rid="B60">Yu and Mohn, 2001</xref>, <xref ref-type="bibr" rid="B61">2002</xref>) and a lowering of the total chemical oxygen demand using microbes (<xref ref-type="bibr" rid="B35">Malaviya and Rathore, 2007</xref>; <xref ref-type="bibr" rid="B30">Li et al., 2018</xref>; <xref ref-type="bibr" rid="B34">Majumdar et al., 2019</xref>). Additionally, ubiquitous microorganisms have been reported to hydrolyze starch (<xref ref-type="bibr" rid="B37">Mehta and Satyanarayana, 2016</xref>) and cellulose (<xref ref-type="bibr" rid="B58">Wierzbicka-Wo&#x015B; et al., 2019</xref>). More generally, microbes degrading azo dyes have been observed on several occasions (reviewed in <xref ref-type="bibr" rid="B50">Sol&#x00ED;s et al., 2012</xref>; <xref ref-type="bibr" rid="B55">Varjani et al., 2020</xref>) and the biodegradation of synthetic binders such as PVA has also been reported (<xref ref-type="bibr" rid="B59">Wu et al., 2019</xref>). Lastly, data on the bacterial biodegradation of AKD and fluorescent dyes is lacking, but their degradation might be feasible using the adapted indigenous inoculums from the whitewater environment (<xref ref-type="bibr" rid="B3">Atlas and Bartha, 1998</xref>; <xref ref-type="bibr" rid="B36">Malla et al., 2018</xref>).</p>
<p>If the start-up inoculums for biological treatment plants are sampled randomly from comparable environments (e.g., activated sludge from different treatment plants), they can perform poorly. Firstly, because according to Pareto&#x2019;s law (<xref ref-type="bibr" rid="B8">Dejonghe et al., 2001</xref>; <xref ref-type="bibr" rid="B6">Cooper et al., 2019</xref>) only a minority of the sampled organisms will degrade the organic additives and, secondly, because the degraders of the recalcitrant additives will lose out to the faster-growing microorganisms that utilize the readily biodegradable additives. To prepare an optimal inoculum the selected bacteria need to be protected from competitors, cellular washing-off and fluctuating process conditions by the immobilization of cells onto porous carriers (<xref ref-type="bibr" rid="B17">Horemans et al., 2017a</xref>; <xref ref-type="bibr" rid="B15">Hassan et al., 2018</xref>).</p>
<p>Based on the available data, we hypothesize that bacterial degraders of the additives used in paper production are found in the whitewater itself. Most probably, the majority can decompose the most readily degradable carbon sources, such as starch, while some of them can degrade the less-biodegradable additives, even fluorescent dyes. Complex chemical mixtures require either the cooperation of several bacterial specialists that complement each other in different niches or a single generalist with versatile metabolic processes. It turns out that consortia are more efficient at degradation processes than single strains with broad repertoire of carbon sources (<xref ref-type="bibr" rid="B48">Santisi et al., 2015</xref>). It would, therefore, be ideal to acquire the smallest robust consortium consisting of highly active bacteria that occupy specific ecological niches defined by the nutrients they can utilize.</p>
<p>Accordingly, the main aim of our study was to simulate an actual whitewater microbial system and artificially construct a bacterial consortium capable of degrading all the additives that are introduced during the wood-free paper manufacturing process: starch, cellulose, resin acids, AKD, polyvinyl alcohol, latex, as well as azo and fluorescent dyes. To prepare such a consortium, we pursued several aims (<xref ref-type="fig" rid="F1">Figure 1</xref>): (i) to collect bacteria with stable catabolism at low nutrient concentrations, we performed bacterial isolation under nutrient-poor conditions (<xref ref-type="bibr" rid="B18">Horemans et al., 2017b</xref>), (ii) to construct the optimal multi-strain inoculum, we selected bacteria according to their repertoire of carbon sources (i.e., the organic contaminants of whitewater) and prepared different combinations of active bacteria in synthetic and real whitewater and (iii) to upscale the prepared inoculum for a proof-of-concept pilot test, we applied a cell-immobilization strategy (<xref ref-type="bibr" rid="B17">Horemans et al., 2017a</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Construction of a bacterial consortium with high potential for wood-free whitewater treatment.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-758702-g001.tif"/>
</fig>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Whitewater Analysis</title>
<p>To better understand the stability of the characteristics of whitewater during the production process, we monitored several parameters of whitewater from a wood-free-paper mill over a period of 2 months (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A1</xref>). We measured the chemical oxygen demand (COD) (<xref ref-type="bibr" rid="B25">ISO 6060, 1989</xref>), the biological oxygen demand (BOD<sub>5</sub>) (<xref ref-type="bibr" rid="B24">ISO 5815-1, 2019</xref>) and the pH (pH meter model 827, Metrohm). The dissolved organic carbon content (DOC) was measured with an advanced TOC analyser (Teledyne Tekmar, model Torch) with a NDIR detector, by subtracting the measured inorganic carbon content from the measured total carbon content. The concentrations of anions (Cl<sup>&#x2013;</sup> and SO<sub>4</sub><sup>2&#x2013;</sup>) were measured using a Dionex DX-120 ion chromatograph (<xref ref-type="bibr" rid="B22">ISO 10304-1, 2007</xref>) and those of the cations (Ca<sup>2+</sup>, Mg<sup>2+</sup>, Na<sup>+</sup>, K<sup>+</sup>, and NH<sub>4</sub><sup>+</sup>) using a Dionex Thermo Fisher Scientific ion chromatograph (<xref ref-type="bibr" rid="B23">ISO 14911, 1998</xref>). The content of HCO<sub>3</sub><sup>&#x2013;</sup> anions was titrated with HCl (<xref ref-type="bibr" rid="B26">ISO 9963-2, 1994</xref>).</p>
</sec>
<sec id="S2.SS2">
<title>Sample Collection</title>
<p>At the wood-free-paper mill we collected three types of samples: the clear filtrate (CF) of whitewater passed through the disc filter, the biofilm (BF) taken from the wet-end part of the paper machine and the effluent of the biological treatment plant (BTP). The CF and BF are both periodically washed into the biological treatment plant. We collected 1 liter of CF and BTP and 0.1 liter of BF and used them as inocula to culture the bacterial degraders of the papermaking organic additives. A total of 100 &#x03BC;L of the 10-times-diluted inoculum source was microbiologically enriched in M9 minimal medium (<xref ref-type="bibr" rid="B38">Miller, 1972</xref>) supplemented with a sole carbon source at final concentration 0.3 mM. M9 minimal medium contained 1x M9 salts (33.7 mM Na<sub>2</sub>HPO<sub>4</sub> &#x22C5; 2H<sub>2</sub>O, 22.0 mM KH<sub>2</sub>PO<sub>4</sub>, 8.55 mM NaCl and 9.4 mM NH<sub>4</sub>Cl; VWR, United States), 1mM MgSO<sub>4</sub> &#x22C5; 7H<sub>2</sub>O, 0.3 mM CaCl<sub>2</sub> &#x22C5; 2H<sub>2</sub>O and 1x trace elements solution (all Sigma Aldrich, United States). We used 13 different carbon sources that are added to the paper-fiber slurry of the wood-free-paper production process and end up in the whitewater cycle (<xref ref-type="bibr" rid="B21">Hubbe et al., 2016</xref>): (i) the readily biodegradable additives (AKD, resin acids, cationic, native and soluble starch, cellulose, PVA, or latex), (ii) the non-readily biodegradable azo dyes (red, blue, black, and yellow), and (iii) the non-biodegradable fluorescent whitener (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A2</xref>). After 7 days at 25&#x00B0;C a total of 100 &#x03BC;L of the 100-fold-diluted culture enriched in the respective carbon source was plated in triplicates onto the solid M9 medium, supplemented with the respective carbon source. The obtained isolates were marked according to the carbon source they were able to utilize during isolation (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B1</xref>).</p>
</sec>
<sec id="S2.SS3">
<title>Biodegradation Assays</title>
<p>For each bacterial isolate, the potential to degrade the papermaking additive used as a carbon source during enrichment and isolation was evaluated. The assay duration and the amount of carbon source in the medium were adjusted to determine the activity of the most potent degraders. The amount of each carbon source was adjusted so that discoloration of the test medium was visible, and the duration of the test was set to when the discoloration was visually apparent (<xref ref-type="supplementary-material" rid="DS1">Supplementary Tables A3</xref>, <xref ref-type="supplementary-material" rid="DS1">A4</xref>). Depending on the carbon source, biodegradation tests were performed in solid or liquid media (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A1</xref>), all of which were supplemented with 10 mg/L cycloheximide (Sigma Aldrich, United States). Solid agar media were used to rapidly characterize the most active degraders of the readily biodegradable additives (see section &#x201C;The Readily Biodegradable Additives&#x201D;), while liquid media were used to characterize the degraders of the azo dyes and whitener (see section &#x201C;Azo Dyes&#x201D; and section &#x201C;Fluorescent Whitener&#x201D;). The absorption/emission maxima of the dyes and whitener were not affected by the concentration differences; therefore, the measurement was performed at a fixed wavelength (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A2</xref>). Centrifugation (12,000 &#x00D7; <italic>g</italic>, 5 min), which primarily served to sediment the cells, did not result in sedimentation in the assay for either the dyes or the whitener (see <xref ref-type="supplementary-material" rid="DS1">Supplementary Material</xref> section &#x201C;Development of the Biodegradation Assays for Azo Dyes and Whitener&#x201D;), but did in the case of the yellow dye, so the bioassays for this dye had to be adjusted accordingly (see section &#x201C;Fluorescent Whitener&#x201D;). Non-inoculated sterile media were used as controls in all experiments.</p>
<p>To test whether the degradation process of recalcitrant products is stable and suitable for industrial treatment process, we followed the time-dependent degradation of blue and red dyes and whitener using the most active bacterial strains. The exact initial concentrations of the carbon sources and the final duration of the tests are given in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A3</xref>.</p>
<sec id="S2.SS3.SSS1">
<title>The Readily Biodegradable Additives</title>
<p>The solid agar test media were based on the starch degradation assays described by <xref ref-type="bibr" rid="B28">Lal and Cheeptham (2012)</xref>. A total of 0.25&#x2013;10 g/L of starch, cellulose, AKD, resin acids, PVA, or latex was added to the M9 medium as the sole carbon source (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A3</xref>) and Lugol (I<sub>2</sub>+KI; Merck, Germany) was used to determine its degradation. The chemical reaction associated with this analysis is similar to the determination of iodine number. The formation of the iodine complexes by the addition of Lugol has been used to quantify the degradation of starch (<xref ref-type="bibr" rid="B28">Lal and Cheeptham, 2012</xref>), cellulose (<xref ref-type="bibr" rid="B52">Tashiro and Gakhutishvili, 2019</xref>), PVA (<xref ref-type="bibr" rid="B43">Proch&#x00E1;zkov&#x00E1; et al., 2014</xref>) and latex (<xref ref-type="bibr" rid="B54">Tyagi et al., 2000</xref>), whereas the degradation of AKD has not been previously studied using this approach. Therefore, for AKD degradation, a comparison was made with DOC measurements (see section &#x201C;Characterization and Selection of Bacteria With the Highest Potential for Degradation of Organic Additives&#x201D;). For each biodegradation assay, a single colony was inoculated on a circular area (<italic>r</italic> = 0.5 cm) on the solid M9 medium in 2-4 replicates (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A1E</xref>), and degradation was performed for up to 15 days at 25&#x00B0;C (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref>). Lugol was then poured onto the agar medium, and after 10 min the radius of the clearance zone around the colonies (<italic>r</italic><sub><italic>DIS</italic></sub>) was measured and the relative degradation coefficient calculated by normalizing the degradation to a fixed maximum value for all media using the equation <italic>c</italic>/<italic>c</italic><sub><italic>0</italic></sub> = (<italic>r</italic><sub><italic>DIS</italic></sub><sup>&#x002A;2</sup>&#x2212;<italic>r</italic><sub><italic>DIS</italic></sub><sup>2</sup>)/<italic>r</italic><sub><italic>DIS</italic></sub><sup>&#x002A;2</sup>. <italic>r</italic><sub><italic>DIS</italic></sub><sup>&#x002A;</sup> for the biodegradation assays was 3 cm, while for cross examination tests (see section &#x201C;Characterization and Selection of Bacteria With the Highest Potential for Degradation of Organic Additives&#x201D;) it was the discoloration radius of the best degrader strain per carbon source.</p>
<p>As the growth of several cultures was difficult to detect visually due to the opacity of the M9 test plates, the viability of each strain was checked by re-growing in nutrient broth (NB) to avoid false negatives.</p>
</sec>
<sec id="S2.SS3.SSS2">
<title>Azo Dyes</title>
<p>The discoloration experiments with red, blue, and black azo dyes were performed as cometabolism experiments in NB medium supplemented with 6&#x2013;57 mg/L of the respective dye (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A3</xref>). By cometabolism we mean the simultaneous biodegradation of the organic substances making up the medium NB and the dye additive. NB was added to the dyes medium, because in M9 media with 47&#x2013;95 mg/L of dye as sole source of carbon no clear results were obtained: no visual discoloring appeared, only minor decrease in intensity for inoculated media, decrease in intensity of sterile media for 5% and no increase in OD<sub>600</sub> in 10&#x2013;13 days. The discoloration experiments were performed according to <xref ref-type="bibr" rid="B41">Parmar and Shukla (2018)</xref>, with modifications, in transparent untreated 96 flat-bottom microplates (VWR), where 200 &#x03BC;L of each test medium was inoculated with a single bacterial strain. Bacteria were incubated until the appearance of the first visual discoloration, 18&#x2013;68 h, at 50 rpm and 25&#x00B0;C, the cells that discolored the dye were pelleted by centrifugation (12,000 &#x00D7; <italic>g</italic>, 5 min) and the supernatant was used for spectrophotometric evaluation of the discoloration of the liquid. The dye concentration was determined at the specific absorption maximum of a particular dye (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A2</xref>) using a Synergy H4 spectrophotometer (Biotec, United States) and the prepared calibration curves (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures A1</xref>, <xref ref-type="supplementary-material" rid="DS1">A2</xref>). The coefficient <italic>c</italic>/<italic>c</italic><sub>0</sub> was calculated, where <italic>c</italic> represents the unused and <italic>c</italic><sub>0</sub> represents the initial concentration of the carbon source.</p>
<p>For the yellow dye biodegradation assay, M9 medium supplemented by the yellow dye (95 mg/L) was used to measure the total absorption by the dye and cells (<italic>c</italic>), while M9 containing a small amount of glucose (47 mg/L) was used to measure only the contribution of cells (<italic>c</italic><sub><italic>cells</italic></sub>). The concentration of the remaining dye was calculated using the equation (<italic>c</italic>-<italic>c</italic><sub><italic>cells</italic></sub>)/<italic>c</italic><sub>0</sub>, where <italic>c</italic><sub>0</sub> denotes the initial concentration of yellow dye. Measurements were performed at 400 nm after incubation at 25&#x00B0;C and 50 rpm for 7 days. In addition, the OD<sub>600</sub> was recorded for each sample.</p>
</sec>
<sec id="S2.SS3.SSS3">
<title>Fluorescent Whitener</title>
<p>Cometabolism tests with the whitener were performed in M9 supplemented with 4 g/L glucose (M9<sub><italic>Glc</italic></sub>) and 0.9 g/L whitener, to determine the most potent degraders. The duration of the assay was set at the time when distinct visual differences in the opacity were observed, and a fourfold increase in OD<sub>600</sub> was measured simultaneously for the strongest strain. Bacterial cells were removed from media with distinct visual differences in opacity by centrifugation (12,000 &#x00D7; <italic>g</italic>, 5 min), and the 50-fold diluted supernatant was transferred to black flat-bottomed 96-well microtiter plates (VWR). Whitener concentration was determined by fluorescence measurements using Synergy H4 set at 315 &#x00B1; 6 nm (excitation) and 340-550 nm (emission), with emission maximum at 430 nm, endpoint read type, normal read speed, probe vertical offset 8 mm, and 100% sensitivity.</p>
</sec>
</sec>
<sec id="S2.SS4">
<title>Identification</title>
<p>Using 16S rRNA gene sequencing, we identified all the isolates that were shown to degrade the corresponding organic additive above the detection limit of the biodegradation assays, described in section &#x201C;Biodegradation Assays&#x201D; (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B2</xref>). A further 50, 52, 17, and 75% of isolates enriched and isolated on media containing red, blue, black or whitener dye, respectively, were identified as being able to use the recalcitrant dyes as sole carbon sources regardless of the detection limit of the biodegradation assays (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B1N</xref>). Overall, the DNA of 95 bacterial strains was obtained using isolation with Chelex<sup>&#x00AE;</sup>100 Resin (<xref ref-type="bibr" rid="B57">Walsh et al., 1991</xref>). A single colony of each isolate cultured on solid NB was transferred into the chelex solution. After a 15-min incubation at 95&#x00B0;C and a 15-min centrifugation at 4&#x00B0;C and 5000 rpm the supernatant containing the DNA was transferred into a sterile microcentrifuge tube and stored at &#x2212;20&#x00B0;C. The 16S rRNA gene was PCR amplified using standard primers according to <xref ref-type="bibr" rid="B19">Hubad and Lapanje (2013)</xref>. The primers 27f (AGA GTT TGA TCM TGG CTC AG) and 1492r (CGG TTA CCT TGT TAC GAC TT) (Integrated DNA Technologies, United States) were used for amplification. The PCR products were sequenced using Sanger technology with the forward primer 27f at Macrogen, NL.</p>
</sec>
<sec id="S2.SS5">
<title>Phylogenetic Trees</title>
<p>The chromatograms of the 16S rRNA sequences were curated in Chromas 2.6.6 (Technelysium Pty. Ltd.) to produce 1090&#x2013;1340 bp large sequences. The sequence identity was obtained using BLASTN 2.9.0+ (<xref ref-type="bibr" rid="B4">Camacho et al., 2009</xref>) and the databases RDP_11 (Ribosomal Database Project) and NCBI (National Center for Biotechnology Information). The sequences were deposited in the NCBI GenBank database with the accession numbers <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW144826">MW144826</ext-link>-<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW144947">MW144947</ext-link> and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW131116">MW131116</ext-link>.</p>
<p>Two types of phylogenetic trees were created on the basis of the Kimura 2-parametric model in MEGA X software (<xref ref-type="bibr" rid="B27">Kumar et al., 2018</xref>). The clustering of 95 isolates together with the most similar type strains was inferred using the unweighted pair-group method with arithmetic mean (UPGMA). The evolutionary distances were computed using the p-distance method, whereas the clustering of the four isolates of the consortium together with the most similar type strains was conducted using the NJ algorithm.</p>
</sec>
<sec id="S2.SS6">
<title>Principal Component Analysis and FreeViz Projection</title>
<p>Statistical correlation between carbon source use, genera, and inoculum source of isolates was examined using two multivariate methods: principal component analysis (PCA) and FreeViz projection (<xref ref-type="bibr" rid="B10">Dem&#x0161;ar et al., 2007</xref>) using Orange version 3.27.1 software (<xref ref-type="bibr" rid="B9">Dem&#x0161;ar et al., 2013</xref>). We used the relative reciprocal values of <italic>c</italic>/<italic>c</italic><sub>0</sub> (see <xref ref-type="supplementary-material" rid="TS2">Supplementary Table B3</xref>) on a scale from 0 to 1: <italic>c</italic><sub><italic>U</italic></sub>/<italic>c</italic><sub>0</sub>, where <italic>c</italic><sub><italic>U</italic></sub> indicates the relative amount of carbon source utilized after a given time and higher values indicate greater degradation activity. We defined the extreme degraders as those strains that degraded fluorescent whitener up to <italic>c</italic><sub><italic>U</italic></sub>/<italic>c</italic><sub>0</sub> &#x003E; 70% and other additives up to <italic>c</italic><sub><italic>U</italic></sub>/<italic>c</italic><sub>0</sub> &#x003E; 50%. <xref ref-type="supplementary-material" rid="TS2">Supplementary Table B4A</xref> shows the 11 variables (degradation activities) and their 44 average values. We calculated incomplete data for the tests in solid media using a model-based imputer of the software Orange, and for the cometabolism test of blue in NB we set a value of zero (see <xref ref-type="supplementary-material" rid="TS2">Supplementary Table B4C</xref>). Since we were dealing with many variables, we visualized the main features obtained by linear projection of PCA and FreeViz by explicitly making the basis vectors visible only when their endpoints exceeded a certain distance from the center, and marking the area where the basis vectors are not displayed with a circle, as previously reported (<xref ref-type="bibr" rid="B10">Dem&#x0161;ar et al., 2007</xref>; <xref ref-type="bibr" rid="B46">Sakurai et al., 2020</xref>).</p>
</sec>
<sec id="S2.SS7">
<title>Characterization and Selection of Bacteria With the Highest Potential for Degradation of Organic Additives</title>
<p>Based on the results of the biodegradation assays (see section &#x201C;Biodegradation Assays&#x201D;), we selected 44 of the most active strains, 2&#x2013;5 per carbon source (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref>). These were then cross examined for their ability to degrade eight organic papermaking additives (cationic and soluble starch, cellulose, resin acids, AKD, red and blue azo dyes, and whitener) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A2</xref>), which are most abundant in the paper-fiber slurry of a wood-free paper mill (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A2</xref>). In this way, we were able to characterize metabolic specialists, who degrade only a single additive, and metabolic generalists, who degrade a broad repertoire of organic papermaking additives. Using principal component analysis (see section &#x201C;Principal Component Analysis and FreeViz Projection&#x201D;), we selected six isolates covering the entire repertoire of additives: (i) starch, (ii) the readily biodegradable, (iii) dyes in glucose, (iv) dye in NB, (v) dye in NB, cellulose and whitener, and (vi) all additives. Activity for whitener was a preferred characteristic as it is the most difficult to degrade. For each of the six strains, the CFU versus OD<sub>600</sub> parameters were calibrated by culturing the strains in NB for 48 h at 25&#x00B0;C (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A3</xref>).</p>
<p>The cross-examination was performed using biodegradation assays (see section &#x201C;Biodegradation Assays&#x201D;), with experimental conditions as similar as possible for all additives. To prepare the inoculum, isolates were cultured for 3 days at 25&#x00B0;C and 50 rpm in M9<sub><italic>Glc</italic></sub> medium. Tests with the non-readily biodegradable compounds were performed for 4 days at 25&#x00B0;C as cometabolism tests in M9<sub><italic>Glc</italic></sub> supplemented with 5 mg/L red or blue dye or the whitener or in NB media supplemented with 5 mg/L blue dye (see <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A3</xref>); the cometabolism of the blue dye was tested in NB and M9<sub><italic>Glc</italic></sub> because the discoloration of dyes varies in different media (<xref ref-type="bibr" rid="B50">Sol&#x00ED;s et al., 2012</xref>).</p>
<p>The tests with the readily biodegradable compounds were performed in liquid and solid M9 media. The tests in the liquid M9 media supplemented with 0.5 g/L cationic or soluble starch or 4 g/L AKD lasted 4 days at 25&#x00B0;C. The absorbance was recorded at 584 nm before (<italic>c</italic><sub><italic>cells</italic></sub>) and after (<italic>c</italic> and <italic>c</italic><sub>0</sub>) the addition of Lugol and the coefficients (<italic>c</italic>-<italic>c</italic><sub><italic>cells</italic></sub>)/<italic>c</italic><sub>0</sub> were compared (see section &#x201C;Biodegradation Assays&#x201D;). Tests with solid M9, to which either 5 g/L cationic starch or cellulose or 0.25 g/L AKD or resin was added, lasted 7 days at 25&#x00B0;C with a fixed volume of medium per Petri plate (see <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A3</xref>).</p>
<p>Overall, to select bacteria with the highest potential for bioaugmentation of wood-free whitewater, we used detection methods based on absorption and fluorescence spectroscopy, and measuring the discoloration radius after addition of Lugol, whereas for media containing suspended solids (whitewater) (see section &#x201C;<italic>In vitro</italic> Co-culturing Test&#x201D; and section &#x201C;Pilot-Scale Experiment Proof of Concept Only&#x201D;) we determined the mineralization of organic additives by DOC and COD measurements (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Selection tests for building an artificial consortium and analytical methods to evaluate degradation of the additives.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Test</td>
<td valign="top" align="left">Additive<xref ref-type="table-fn" rid="t1fn1"><sup>a</sup></xref></td>
<td valign="top" align="left">Analytical method for assessing the degradation of the additive</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Biodegradation assay (see section &#x201C;Biodegradation Assays&#x201D;)</td>
<td valign="top" align="left">CST, ST, NST, CE, RES, AKD, PVA, and LX</td>
<td valign="top" align="left">Addition of Lugol, <italic>r</italic><sub><italic>DIS</italic></sub> measurement</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">RED, BLU, BLA, and Y</td>
<td valign="top" align="left">Absorbance at specific dye maximum</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">WH</td>
<td valign="top" align="left">Fluorescence at specific dye maximum</td>
</tr>
<tr>
<td valign="top" align="left">Cross-examination (see section &#x201C;Characterization and Selection of Bacteria With the Highest Potential for Degradation of Organic Additives&#x201D;)</td>
<td valign="top" align="left">CST, ST, and AKD</td>
<td valign="top" align="left">Addition of Lugol, absorbance at 584 nm</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">RED and BLU</td>
<td valign="top" align="left">Absorbance at specific dye maximum</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">WH</td>
<td valign="top" align="left">Fluorescence at specific dye maximum</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">CST, CE, AKD, and RES</td>
<td valign="top" align="left">Addition of Lugol, <italic>r</italic><sub>DIS</sub> measurement</td>
</tr>
<tr>
<td valign="top" align="left"><italic>In vitro</italic> co-culturing under sterile conditions (see section &#x201C;<italic>In vitro</italic> Co-culturing Test&#x201D;)</td>
<td valign="top" align="left">synthetic whitewater (CST, PVA, RES, and azo dye direct blue 15)</td>
<td valign="top" align="left">DOC measurement</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">industrial whitewater (all additives)</td>
<td valign="top" align="justify"/>
</tr>
<tr>
<td valign="top" align="left">Proof of concept under unsterile conditions (see section &#x201C;Pilot-Scale Experiment Proof of Concept Only&#x201D;)</td>
<td valign="top" align="left">industrial whitewater (all additives)</td>
<td valign="top" align="left">COD measurement</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fn1"><p><italic><sup><italic>a</italic></sup>Abbreviations of additives are listed in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A2</xref>.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS8">
<title><italic>In vitro</italic> Co-culturing Test</title>
<p>All 63 combinations of the six selected strains (single strains and co-cultures of two, three, four, five and six strains) were used to test the degradation of organic additives in synthetic and in real industrial whitewater under sterile conditions. Co-culturing in synthetic whitewater was performed to increase the regularity of the test, since the composition of the real whitewater depends on the papermaking process. The co-culturing test helped us to select the best combination for mineralization of additives in real whitewater. For the preparation of non-complex synthetic whitewater, M9 medium was used, to which CST, PVA, resin, and Direct blue 15 dye were added in a weight ratio of 1:1:1:0.5, totaling 107 mg/L DOC. Real whitewater was first sterilely filtered through a 0.2-&#x03BC;m membrane polypropylene filter (Macherey-Nagel) and then, M9 salts were added to achieve a 1&#x00D7; final concentration. Cells of each strain were collected by centrifugation (12,000 &#x00D7; <italic>g</italic>, 5 min) from cultures grown overnight in NB. Then they were washed three times and resuspended in sterile 0.9% NaCl. The number of cells in the suspension was calculated for each strain based on the calibration curves (see section &#x201C;Characterization and Selection of Bacteria With the Highest Potential for Degradation of Organic Additives&#x201D;). The volume of each strain suspension was adjusted to achieve a concentration of 10<sup>7</sup> CFU/mL in the final 200-&#x03BC;L co-culture test mixture. The co-culture experiment was performed in six replicates in 96-well microtiter plates. After 3 days at 25&#x00B0;C, the media were sterilely filtered through 0.2-&#x03BC;m polypropylene filters. Complete mineralization of organic carbon was analyzed by DOC measurements using a TOC analyzer (Shimadzu) (see <xref ref-type="supplementary-material" rid="TS2">Supplementary Table B5</xref>).</p>
<p>In addition, for the final four selected strains used to construct the artificial consortium, AKD degradation was confirmed by absorbance and DOC measurements (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A5</xref>).</p>
</sec>
<sec id="S2.SS9">
<title>Pilot-Scale Experiment (Proof of Concept Only)</title>
<p>The pilot-scale experiment was performed under unsterile conditions, for the proof of concept only. To demonstrate feasibility, the artificial consortium of the four bacteria selected in the co-culturing tests was first immobilized on porous carriers, which were then placed in a 33-liter plexiglass column (<italic>r</italic> = 0.06 m, <italic>h</italic> = 2 m) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures A4A&#x2013;C</xref>). A parallel, continuous flow of industrial whitewater was introduced into the column at a rate of 2 L/h using a Qdos 30D peristaltic pump (Watson Marlow). The hydraulic retention time in the column was estimated to be 13&#x2013;15 h. Aeration was set up at the bottom of the column and controlled by a Tecsis compression force transducer (Wika Group). Oxygen saturation of the whitewater was monitored using a HQ40d model multi portable oxygen electrode (Hach) submerged 20&#x2013;30 cm below the top of the column. During the run, there was minimal movement of the carriers caused by mixing of the liquid with the aeration system. After 8 days, a recirculation was set up at the same flow rate with an additional peristaltic pump to direct the flow back into the column. After 10 days, a new batch of whitewater was introduced. To create favorable growth conditions for the bacteria a ratio of COD : Total N : Total <italic>P</italic> = 100: 5: 1 was achieved by adding urea (solid) and H<sub>3</sub>PO<sub>4</sub> (85% w/v) (both Sigma Aldrich, United States) to the whitewater. The following process parameters were measured at the influent and effluent using Nanocolor rapid tests (Mesherey-Nagel): Total N, Total P, PO<sub>4</sub><sup>3&#x2013;</sup>, NO<sub>3</sub><sup>&#x2013;</sup>, NH<sub>4</sub><sup>+</sup>, and COD. The pH was measured using a portable pH meter model HQ11d (Hach). Samples of 0.25-L were collected at the inflow and outflow of the column in clean plastic containers and the process parameters were measured immediately after sampling. The control system was as described by <xref ref-type="bibr" rid="B44">Qu et al. (2005)</xref>. It was performed in 250 mL flasks containing 190 mL of clean carriers, a proportional amount of carriers immersed into 0.5% sodium alginate (2 carriers per 250 mL), and 250 mL of unsterile industrial whitewater in triplicate. The flasks were incubated in a shaker incubator at 50 rpm and 25&#x00B0;C, and the COD was measured before and after incubation of 15 h, i.e., the duration of the retention time, and the results were used as a control (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B6A</xref>).</p>
<p>Bacterial cells were immobilized on the carriers as previously reported (<xref ref-type="bibr" rid="B17">Horemans et al., 2017a</xref>). The four isolates were grown separately for 72 h at 25&#x00B0;C in liquid NB and the cells were collected by centrifugation (15 min at 12,000 &#x00D7; <italic>g</italic>) and re-suspended in 9 g/L NaCl to yield 3 &#x00D7; 10<sup>8</sup> CFU/mL of BLA14 and 1&#x2013;4 &#x00D7; 10<sup>9</sup> CFU/mL of CST37, AKD4, and RES19. Sodium alginate at a final concentration of 0.5% (w/v) and 0.4 L of sterile Kaldnes K3 carriers (Tongxiang Small Boss Ltd., China) were added to the bacterial suspension, which was then vacuumed three times using a two-stage P4Z rotary pump (ILMVAC) to impregnate the inner surface of the porous carriers with the cell suspension. We achieved 3&#x2013;4 &#x00D7; 10<sup>6</sup> CFU/carrier for BLA14, CST37 and RES19 and 2 &#x00D7; 10<sup>7</sup> CFU/carrier for AKD4. A total of 1.6 L of bacteria- loaded carriers, 0.4 L per isolate, was mixed with 23.4 L of clean carriers (25 L in total) and stored in a container for 16 h before being packed into the column. It was expected that cells released from the impregnated carriers would colonize the clean carriers in the system according to <xref ref-type="bibr" rid="B17">Horemans et al. (2017a)</xref>. We therefore assessed the CFU/carrier<sup>&#x2217;</sup> for each isolate, as if the cells would ideally be distributed from the immobilized to the total volume of carriers in the column (further details in <xref ref-type="supplementary-material" rid="TS2">Supplementary Table B6B</xref>). The relative difference in CFU/carrier after 7 days was calculated for each isolate individually (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B6B</xref>). For this purpose, the CFU/carrier of the freshly immobilized and the 7-day-old carriers collected 20&#x2013;30 cm below the top of the column were determined using standard plate counting. A total of four carriers were placed in 50 mL sterile centrifuge tubes containing 20 mL sterile 9 g/L NaCl, and all experiments were performed in two replicates. Cells were removed from the carriers by vortexing the carriers at maximum speed for 5 min. The amount of each was determined using a stereomicroscope (Motic SMZ-168) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A4E</xref>).</p>
<p>Monitoring the removal efficiencies of individual organic additives was performed indirectly due to the complexity of whitewater composition, containing low amount of additives, and suspended solids and dyes that interact with light absorption, by inferring the degradation of each additive from the characterized activities of the four isolates (see section &#x201C;Extreme Degraders Originate From Every Inoculation Source&#x201D; and section &#x201C;By selecting Six Isolates We Can Degrade the Whole Repertoire of the Organic Additives&#x201D;).</p>
</sec>
</sec>
<sec sec-type="results" id="S3">
<title>Results</title>
<sec id="S3.SS1">
<title>Results of Systematic Analysis of the Whitewater</title>
<p>Systematic analysis of the whitewater from a wood-free paper mill over a 2-month period revealed relatively constant COD, BOD<sub>5</sub> and DOC, of 300, 165, and 95 mg/L, respectively (&#x00B1;10%, <italic>n</italic> = 19, 8, 19) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A1</xref>). Consequently, we prepared a whitewater treatment solution using an artificial consortium of preselected indigenous bacterial strains that efficiently degrade organic additives used in papermaking.</p>
</sec>
<sec id="S3.SS2">
<title>The Phylogeny of Bacterial Isolates Relates to the Inoculation Source</title>
<p>We isolated a total of 318 bacterial strains from three inoculation sources, from which we successfully identified 95 by 16S rRNA gene sequencing. The isolates belonged to four phyla: Proteobacteria, Firmicutes, Actinobacteria and Bacteroidetes (<xref ref-type="fig" rid="F2">Figure 2</xref>). The largest number of them, 15 isolates, was identified with the closest relative [<italic>Pseudomonas</italic>] <italic>boreopolis</italic> (T), currently classified as <italic>Xanthomonadales bacterium</italic>, followed by 13 isolates as <italic>Mycobacterium</italic> sp. and 7 isolates as <italic>Micrococcus</italic> sp., <italic>Stenotrophomonas</italic> sp. and <italic>Agromyces</italic> sp. (<xref ref-type="table" rid="T2">Table 2</xref>). The highest proportion of all the identified isolates was obtained from CF (55%) and, respectively, 25% and 20% from BF and BTP. We found that isolates belonging to the same genus were in the majority (86%) inoculated from the same inoculation source (<xref ref-type="table" rid="T2">Table 2</xref>), except for <italic>Micrococcus</italic> sp. and <italic>Staphylococcus</italic> sp. that we assess as primary contaminants from the paper mill.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Phylogenetic tree UPGMA (unweighted pair-group method with arithmetic mean) based on 16S rRNA sequences of 95 isolates with their closest type strains. Values at the bifurcations show the bootstrap values of 500 clustering replications.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-758702-g002.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>The distribution of genera of the sequenced isolates among the inoculation sources [clear filtrate (CF), biofilm (BF), and effluent from the biological treatment plant (BTP)]; only genera with more than one isolate are listed.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Genus / taxonomic group<xref ref-type="table-fn" rid="t2fn1"><sup>a</sup></xref></td>
<td valign="top" align="center" colspan="3">Number of identified isolates (percentage of identified isolates)<hr/></td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="center">CF</td>
<td valign="top" align="center">BF</td>
<td valign="top" align="center">BTP</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>Sphingomonas</italic></td>
<td valign="top" align="center">3 (100%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Pedobacter</italic></td>
<td valign="top" align="center">5 (100%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Chelatococcus</italic></td>
<td valign="top" align="center">2 (100%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Xanthomonadales bacterium</italic></td>
<td valign="top" align="center">14 (93%)</td>
<td valign="top" align="center">1 (7%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Mycobacterium</italic></td>
<td valign="top" align="center">12 (92%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">1 (8%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Micrococcus</italic></td>
<td valign="top" align="center">5 (71%)</td>
<td valign="top" align="center">2 (29%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Stenotrophomonas</italic></td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">6 (86%)</td>
<td valign="top" align="center">1 (14%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Agromyces</italic></td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">6 (86%)</td>
<td valign="top" align="center">1 (14%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Pseudomonas</italic></td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">5 (100%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Microbacterium</italic></td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">6 (100%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Acinetobacter</italic></td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">2 (100%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Sphingobacterium</italic></td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">2 (100%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Klebsiella</italic></td>
<td valign="top" align="center">1 (50%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">1 (50%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Paenibacillus</italic></td>
<td valign="top" align="center">1 (50%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">1 (50%)</td>
</tr>
<tr>
<td valign="top" align="left"><italic>Staphylococcus</italic></td>
<td valign="top" align="center">2 (50%)</td>
<td valign="top" align="center">1 (25%)</td>
<td valign="top" align="center">1 (25%)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Total</bold></td>
<td valign="top" align="center"><bold>45 (55%)</bold></td>
<td valign="top" align="center"><bold>21 (25%)</bold></td>
<td valign="top" align="center"><bold>16 (20%)</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fn1"><p><italic><sup><italic>a</italic></sup>Isolates were identified by 16S rRNA gene sequencing (see section &#x201C;Identification&#x201D;).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3">
<title>Highly Active Degraders of the Organic Additives Are Found Among the Isolated Bacteria</title>
<p>Preliminary characterization of 318 bacterial isolates for their ability to degrade the carbon source they used during isolation (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B1</xref>) helped us to select 44 strains that were best able to degrade individual carbon sources (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref>). Overall, 30 of the selected strains degraded one of the readily biodegradable additives (cellulose, starch, latex, PVA, and AKD) and 15 of them degraded one of the five dyes (red, blue, black, yellow, and whitener). <italic>Xanthomonadales bacterium</italic> spp. were found to be the most active strains for degradation of readily biodegradable additives CST, ST, AKD, PVA, and CE with 5&#x2013;72% <italic>c</italic>/<italic>c</italic><sub>0</sub> higher degradation compared to other strains. For resin acids, latex and native starch, <italic>Aeromonas</italic> sp. RES19-BTP, <italic>Agromyces</italic> sp. strain LX13-BF and <italic>Agromyces</italic> sp. NST20-BTP were the most active with 36%, 44% and 4% more <italic>c</italic>/<italic>c</italic><sub>0</sub> than others, respectively.</p>
<p>According to the results of the biodegradation assay, the two isolates selected for blue dye degradation, BLU19 and BLU23, degraded 80% and 60% <italic>c</italic>/<italic>c</italic><sub>0</sub>, respectively, after 18 h (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref>). Determination of time-dependent activities (using different preparation of inoculum, see <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A3</xref>) revealed that BLU19 and BLU23 still showed significant differences after 24 h, degrading 40 &#x00B1; 3% and 33 &#x00B1; 2% <italic>c</italic>/<italic>c</italic><sub>0</sub>, respectively (<xref ref-type="fig" rid="F3">Figure 3A</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A6</xref>). However, after 48 h, a linear decrease to 13% &#x00B1; 0% <italic>c/c<sub>0</sub></italic> was achieved, and we observed no differences in degradation between the two BLU isolates. At 24 h, RED14 showed 9&#x2013;16 times faster red dye discoloration and degraded 96% of the dye (<xref ref-type="fig" rid="F3">Figure 3B</xref>), while at 48 h there were no significant differences between the RED isolates (14, 14A, 15A) that degraded all of the dye. Since we used a &#x223C;100-fold higher concentration of whitener, this resulted in higher <italic>c</italic>/<italic>c</italic><sub>0</sub> values (<xref ref-type="fig" rid="F3">Figure 3C</xref>). Therefore, we could not directly compare the <italic>c</italic>/<italic>c</italic><sub>0</sub> values between the degraders of whitener and the red and blue dyes. OD<sub>600</sub> measurements of WH5 and WH8 revealed no or minimal growth in 165 h, which is in contrast with CFU counts obtained, as 10<sup>9</sup> and 6 &#x00D7; 10<sup>10</sup> CFU/mL of WH5 and WH8 were counted, respectively. This indicates a disruption of light absorption by whitener. In the first 72 h of incubation, the maximum degradation of whitener to 75% <italic>c</italic>/<italic>c</italic><sub>0</sub> was recorded for WH8, which was 12% more than the others.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Time-dependent degradation activity of the most active isolates for red, blue, and whitener incubated up to 165 h at 25&#x00B0;C. The error bars indicate the standard errors of triplicates; low values of <italic>c</italic>/<italic>c</italic><sub>0</sub> indicate a high degradation activity; <italic>c</italic>/<italic>c</italic><sub>0</sub> are full and OD<sub>600</sub> empty symbols. <bold>(A)</bold> BLU19 and BLU23 in NB+10 mg/L blue. <bold>(B)</bold> RED14, RED16B, RED14A, and RED15A in NB+13 mg/L red. <bold>(C)</bold> WH5 and WH8 in M9<sub><italic>Glc</italic></sub>+0.5 g/L whitener.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-758702-g003.tif"/>
</fig>
<p>We found that the most active yellow isolates, Y17, Y18, Y19, degraded yellow dye similarly in 7 days, up to 55 &#x00B1; 5% <italic>c</italic>/<italic>c</italic><sub>0</sub>, and Y14A up to 92% <italic>c</italic>/<italic>c</italic><sub>0</sub> (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref>). In 72 h the black dye was discolored up to 75 &#x00B1; 6% <italic>c</italic>/<italic>c</italic><sub>0</sub> by three isolates with an extremely high OD<sub>600</sub> of 1.8&#x2013;2.4.</p>
</sec>
<sec id="S3.SS4">
<title>Extreme Degraders Originate From Every Inoculation Source</title>
<p>Using multivariate PCA and FreeViz projection, we found that papermaking additives could be classified into three groups: whitener, the least biodegradable additive, azo dyes and readily biodegradable additives (<xref ref-type="fig" rid="F4">Figure 4A</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A5A</xref>). Of the 44 isolates tested for carbon source repertoire, 70, 45, and 29% from the inoculation sources BTP, CF, and BF, respectively, are extreme degraders of at least one type of additive (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B4B</xref>). Starch utilization is a distinctive feature of isolates from CF, with 50 % (out of 20 isolates) being extreme degraders of readily biodegradable additives. Isolates from BF are characterized by the utilization of whitener, with 29% (out of 14) being extreme degraders of whitener. In the case of BTP, we isolated extreme degraders of all additives.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>FreeViz and PCA of tests for the repertoire of carbon sources of 44 isolates in liquid media with genera for clusters. <bold>(A)</bold> FreeViz projection and <bold>(B)</bold> PC1PC2 with 77% and <bold>(C)</bold> PC1PC3 with 62% explained variances. RED15A (circled in pink), BLA14 (red), Y14A (yellow), RES19 (green), AKD4 (brown), and CST37 (blue).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-758702-g004.tif"/>
</fig>
<p>With 82% explained variances (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B4E</xref>), a positive correlation was found between the test results in the solid and liquid media with CST and AKD, with 86 &#x00B1; 3% equal amounts of above- and below-average degraders (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B4F</xref>). Among them, seven isolates are extreme degraders of CST, AKD, resin and cellulose in solid media, while RES19 and RED15A are also extreme degraders of whitener. About 70% of extreme cellulose degraders are also extreme degraders of AKD, resin and CST, while 69% of extreme starch degraders are also extreme degraders of AKD when tested in liquid media. In addition, a positive correlation was found between dye degraders in M9<sub><italic>Glc</italic></sub>, with 82% of above and below average blue and red dye degraders occurring in equal proportions, with only three isolates causing extreme degradation of both dyes: BLA14, RES19, and AKD5. <italic>Xanthomonadales bacterium</italic> spp. stand out as extreme degraders of all readily biodegradable additives (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures A5C,D</xref>). RES19 is the best generalist, with an average <italic>c</italic>/<italic>c</italic><sub>0</sub> of 30% &#x00B1; 7% for all additives.</p>
</sec>
<sec id="S3.SS5">
<title>By Selecting Six Isolates We Can Degrade the Whole Repertoire of the Organic Additives</title>
<p>Strain AKD4 was selected on the basis of high hydrolysis of starch in liquid media (<xref ref-type="fig" rid="F5">Figure 5A</xref>) and whitener (<xref ref-type="fig" rid="F5">Figure 5B</xref>), with 0% and 74% <italic>c</italic>/<italic>c</italic><sub>0</sub> after 3 days, respectively, with the closest type strains <italic>Cellulosimicrobium funkei</italic> (T) and <italic>C. cellulans</italic> (T) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A6C</xref>). <italic>Xanthomonadales bacterium</italic> strain CST37-CF, which is closest to the [<italic>Pseudomonas</italic>] <italic>boreopolis</italic> (T) type strain (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A6A</xref>), also hydrolyzed 100% starch. It was selected because it was among the most active for all readily biodegradable additives, with an average <italic>c</italic>/<italic>c</italic><sub>0</sub> for starch, cellulose, resin acids and AKD of 18% &#x00B1; 11% and, unlike other comparable strains, active for utilizing whitener with 87% <italic>c</italic>/<italic>c</italic><sub>0</sub> (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B3</xref>). BLA14 and RES19 had the highest average activity for azo dyes (37% &#x00B1; 22% <italic>c</italic>/<italic>c</italic><sub>0</sub> and 39% &#x00B1; 8%, respectively). BLA14 was selected as a specialist for dye utilization, while RES19 was selected as the most active general isolate, an extreme degrader of starch (in liquid) (1% &#x00B1; 1% <italic>c</italic>/<italic>c</italic><sub>0</sub>) and an extreme degrader of whitener, red and blue dye with an average 48% &#x00B1; 10% <italic>c</italic>/<italic>c</italic><sub>0</sub>. BLA14 has the closest type strain <italic>Sphingomonas paucimobilis</italic> (T) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A6B</xref>) and RES19 is related to <italic>Aeromonas dhakensis</italic> (T) and <italic>A. caviae</italic> (T) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A6E</xref>). Strains Y14A, AKD13, WH5 and RED15A were the most active (12% &#x00B1; 0.3% <italic>c</italic>/<italic>c</italic><sub>0</sub>) for the blue dye in NB (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B3D</xref>). Among them, we selected Y14A with related strains <italic>Klebsiella pneumoniae</italic> (T) and <italic>K. quasipneumoniae</italic> (T) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A6D</xref>) because it was the most active for the blue dye in NB (11% <italic>c</italic>/<italic>c</italic><sub>0</sub>) and could also utilize the yellow dye as the only carbon source. RED15A with its sister strain <italic>Agromyces indicus</italic> (T) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A6C</xref>) was selected because, unlike AKD13, it is an extreme degrader of whitener (70% <italic>c</italic>/<italic>c</italic><sub>0</sub>) and a general degrader. It degraded starch, resin acids, AKD and cellulose in agar media with an average <italic>c</italic>/<italic>c</italic><sub>0</sub> of 36% &#x00B1; 4% (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B3G</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Reservoir of carbon sources of the six selected isolates. Error bars indicate the RSE of triplicates. Low values of <italic>c</italic>/<italic>c</italic><sub>0</sub> indicate high degradation activity. OD<sub>600</sub> are empty and <italic>c</italic>/<italic>c</italic><sub>0</sub> full symbols. <bold>(A)</bold> Starch and <bold>(B)</bold> dyes and whitener in M9<sub><italic>Glc</italic></sub>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-12-758702-g005.tif"/>
</fig>
</sec>
<sec id="S3.SS6">
<title>Coexistence of the Selected Strains Is Possible <italic>in vitro</italic></title>
<p>Co-culturing in media with synthetic and industrial whitewater was compared for all 63 combinations of the six selected isolates under sterile conditions (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B5</xref>). It was found that the isolate combinations consumed more organic carbon than the individual isolates after 3 days. Similar isolate combinations were most active in both media, showing that we correctly assumed the composition of the synthetic whitewater. We selected the most active combination in industrial whitewater media, with a <italic>c</italic>/<italic>c</italic><sub>0</sub> of 62.5 &#x00B1; 1.5% in both media, which consisted of a consortium of CST37, BLA14, RES19, and AKD4 (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B5</xref>). The regularity of the co-culture test was confirmed as the same combinations of strains were the best degraders in both media. The low degradation rates were attributed to the low amount of M9 salts in the industrial medium and the large amounts of the dye in the synthetic whitewater. The best consortium degraded 29% &#x00B1; 3% more carbon content than the single CST37 and was 23% more active in industrial whitewater than the single extreme general degrader RES19.</p>
</sec>
<sec id="S3.SS7">
<title>The Immobilized Artificial Consortium of Four Isolates Performs Well in Proof-of-Concept Pilot Test</title>
<p>The pilot experiment was conducted under non-sterile conditions using industrial whitewater and carriers loaded with strains of the artificial consortium, CST37, BLA14, AKD4, and RES19, placed in a 33-liter column (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures A4A&#x2013;C</xref>). After the flow stabilized, COD decreased from an initial 183 mg/L in the influent to 59 mg/L in the effluent, corresponding to a <italic>c</italic>/<italic>c</italic><sub>0</sub> of 32%. No decrease in COD was recorded for the control system after 15 h (see section &#x201C;Pilot-Scale Experiment Proof of Concept Only&#x201D;). Initially, a large coefficient of 2.7 was calculated for COD between the unfiltered and filtered effluent. As expected, the difference became insignificant after 3 days, and even on the 21st day, the COD of a new batch of whitewater decreased from 400 to 50 mg/L, corresponding to a <italic>c</italic>/<italic>c</italic><sub>0</sub> of 13%. Thus, we achieved 88% COD removal (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A4D</xref> and <xref ref-type="supplementary-material" rid="TS2">Supplementary Table B6A</xref>). Initially, 1.6 L of carriers, including 0.4 L for each isolate, were immobilized with 3&#x2013;4 &#x00D7; 10<sup>6</sup> CFU/carrier for RES19, CST37, and BLA14 and 2 &#x00D7; 10<sup>7</sup> CFU/carrier for AKD4, which extrapolates to 4&#x2013;7 &#x00D7; 10<sup>4</sup> and 3 &#x00D7; 10<sup>5</sup> CFU/carrier, respectively, for 25 L carriers (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B6B</xref>). On the seventh day, 10% of unknown microorganisms were detected on the used carriers taken 20 cm below the top of the column, a 22% &#x00B1; 1% increase in CFU/carrier for RES19 and AKD4, 3% for dye specialist BLA14 and 56% for CST37. From the characterization results in <xref ref-type="fig" rid="F5">Figure 5</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref> we extrapolate that the readily biodegradable additives were mineralized to 10% <italic>c</italic>/<italic>c</italic><sub>0</sub>, whereas mineralization of dyes was almost inexistent, 98% <italic>c</italic>/<italic>c</italic><sub>0</sub> of the COD, with discoloring of red and blue dye to 60% <italic>c</italic>/<italic>c</italic><sub>0</sub> and minimal discoloring of the recalcitrant whitener, black and yellow dye.</p>
</sec>
</sec>
<sec sec-type="discussion" id="S4">
<title>Discussion</title>
<p>We have demonstrated that the artificially constructed consortium of four indigenous bacterial strains, i.e., <italic>Xanthomonadales bacterium</italic> strain CST37-CF, <italic>Sphingomonas</italic> sp. BLA14-CF, <italic>Cellulosimicrobium</italic> sp. AKD4-BF and <italic>Aeromonas</italic> sp. RES19-BTP, is capable of degrading the organic additives used in a wood-free production process (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A4D</xref>). As we surmised from <xref ref-type="bibr" rid="B17">Horemans et al. (2017a)</xref>, the strains of the artificial consortium that were immobilized on the carriers also spread on the surfaces of the newly added clean carriers (section &#x201C;The Immobilized Artificial Consortium of Four Isolates Performs Well in Proof-of-Concept Pilot Test&#x201D;) and the stable degradation activity of the artificial consortium was confirmed by a 13% <italic>c</italic>/<italic>c</italic><sub>0</sub> for the COD (88% COD reduction), even on day 21 of the experiment, with no decrease in the COD for the control experiment. Our results in 15 h retention time are promising compared to the COD reduction obtained in other bioaugmentation studies relevant for wood-free paper mill whitewater treatment (<xref ref-type="bibr" rid="B60">Yu and Mohn, 2001</xref>, <xref ref-type="bibr" rid="B61">2002</xref>; <xref ref-type="bibr" rid="B35">Malaviya and Rathore, 2007</xref>; <xref ref-type="bibr" rid="B30">Li et al., 2018</xref>; <xref ref-type="bibr" rid="B34">Majumdar et al., 2019</xref>).</p>
<p>Microorganisms derived from the same environment, e.g., activated sludge sample, would be a poorer starting inoculum for the whitewater treatment because according to the biodegradation assay results (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B1</xref>) the 318 isolates somewhat conform to the Pareto principle (<xref ref-type="bibr" rid="B8">Dejonghe et al., 2001</xref>; <xref ref-type="bibr" rid="B6">Cooper et al., 2019</xref>), i.e., 82% of the isolates are below-average degraders of the papermaking additives. Already in the laboratory tests, the four selected bacteria were among the best in degrading the separate organic additives used in papermaking (<xref ref-type="fig" rid="F5">Figure 5</xref>). Two of the isolates are extreme degraders of different types of additives (CST37 and BLA14), and two are generalists (RES19 and AKD4). The co-culturing tests that yielded the artificial consortium of four bacteria (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B5</xref>) confirmed the results of <xref ref-type="bibr" rid="B48">Santisi et al. (2015)</xref>, i.e., that more bacteria have an advantage over a single extreme generalist such as strain RES19. As expected, BLA14, specialist in azo dyes, lose out to the faster growing degraders of the readily biodegradable compounds (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B6B</xref>). Accordingly, with extrapolating results from <xref ref-type="fig" rid="F5">Figure 5</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table A4</xref> we assume that 90% of the readily biodegradable additives were mineralized and 40% of red and blue dye discolored, while the recalcitrant whitener, black and yellow dye remained in the whitewater.</p>
<p>As we suspected according to <xref ref-type="bibr" rid="B36">Malla et al. (2018)</xref>, microbes from a wood-free paper mill are suitable for use of the pollutants at hand. In clear filtrate, isolates were continuously supplied with papermaking additives, while in biofilm, isolates were exposed to nutrient deprived conditions and had to adapt to utilization of recalcitrant whitener (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure A5B</xref>). Accordingly, the PCA and FreeViz results show that the <italic>Xanthomonadales bacterium</italic> strains from CF stand out as highly active degraders of readily biodegradable additives (<xref ref-type="fig" rid="F4">Figure 4</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Figures A5C,D</xref>). On the other hand, <italic>Micrococcus</italic> sp. RED14A- BF (from BF) is specialized for the recalcitrant whitener (<xref ref-type="supplementary-material" rid="TS2">Supplementary Table B4A</xref>), in agreement with <xref ref-type="bibr" rid="B7">Cui et al. (2012)</xref>. Additionally, in agreement with <xref ref-type="bibr" rid="B50">Sol&#x00ED;s et al. (2012)</xref>, the discoloration of non-readily biodegradable dyes by the isolates is dependent on the media (<xref ref-type="fig" rid="F4">Figure 4</xref>), as discoloration in glucose is more dye-specific, whereas in NB dye-degrading enzymes could be stochastically excreted. Accordingly, RED16B, in agreement with <xref ref-type="bibr" rid="B2">Assih et al. (2002)</xref>, produced stained products in NB (<xref ref-type="fig" rid="F3">Figure 3B</xref>) that could interfere with the whitewater treatment process.</p>
<p>The results for the degradation of readily biodegradable additives by <italic>Xanthomonadales bacterium</italic> sp. strain CST37-CF were confirmed by the reported (<xref ref-type="bibr" rid="B13">Guo et al., 2018</xref>) high activity for PVA utilization and discoloration of dyes by its closest relative, [<italic>Pseudomonas</italic>] <italic>boreopolis</italic>. However, there are no previous reports on its utilization of AKD, resin acids and cellulose. The discoloration of dyes by <italic>Klebsiella pneumoniae</italic> (<xref ref-type="bibr" rid="B62">Zablocka-Godlewska et al., 2015</xref>; <xref ref-type="bibr" rid="B1">Abdulsalam et al., 2020</xref>) and the utilization of polycyclic aromatic hydrocarbons by <italic>Sphingomonas paucimobilis</italic> (<xref ref-type="bibr" rid="B33">Lu et al., 2019</xref>; <xref ref-type="bibr" rid="B45">Ravintheran et al., 2019</xref>) are consistent with our results for <italic>Klebsiella</italic> sp. strain Y14A-BTP and <italic>Sphingomonas</italic> sp. strain BLA14-CF. Lignocellulolytic enzymes secreted by <italic>Cellulosimicrobium cellulans</italic> (<xref ref-type="bibr" rid="B32">Liu et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Dou et al., 2019</xref>), starch hydrolysis and degradation of phthalates by <italic>Agromyces</italic> sp. (<xref ref-type="bibr" rid="B29">Li et al., 2003</xref>; <xref ref-type="bibr" rid="B63">Zhao et al., 2016</xref>) and the broad metabolic capabilities of <italic>Aeromonas hydrophila</italic> (<xref ref-type="bibr" rid="B49">Seshadri et al., 2006</xref>; <xref ref-type="bibr" rid="B40">Ogugbue and Sawidis, 2011</xref>; <xref ref-type="bibr" rid="B53">Thomas et al., 2020</xref>) are in agreement with our results for <italic>Cellulosimicrobium</italic> sp. strain AKD4-BF, <italic>Agromyces</italic> sp. strain RED15A-BF and <italic>Aeromonas</italic> sp. strain RES19-BTP. Thus, review of the literature on the closest relatives of the six isolates selected by PCA confirmed the accuracy of our selection methods.</p>
<p>In short, the strategy for the preparation of an artificial consortium for bioaugmentation and the proposed improvements are as follows:</p>
<p>1. Collect an environmental sample and isolate 300&#x2013;400 bacteria. Isolating the bacteria with stable catabolism at low nutrient concentrations (<xref ref-type="bibr" rid="B18">Horemans et al., 2017b</xref>) was performed at nutrient levels, comparable to a 500-fold diluted lysogeny broth. This was most time-consuming step because growth of the isolates was slow, which is in agreement with <xref ref-type="bibr" rid="B12">Gray et al. (2019)</xref>.</p>
<p>2. Test the activity of the isolates with respect to the degradation of the targeted organic additives. Since simple, unambiguous selection methods for complex media are lacking, we propose to develop new analytical methods using specialist bacteria.</p>
<p>3. Find the combinations that can best be implemented in the desired environment.</p>
<p>4. Test the best combination in the desired environment for proof of concept. The pilot-scale experiment can only be treated as a proof of concept (see section &#x201C;Pilot-Scale Experiment Proof of Concept Only&#x201D;), nevertheless, we assume that application of the artificial consortium for whitewater treatment would reduce the amount of stickies and improve the paper production efficiency (<xref ref-type="bibr" rid="B39">Miranda et al., 2008</xref>; <xref ref-type="bibr" rid="B31">Licursi et al., 2016</xref>).</p>
<p>5. Test the stability of the consortium over time using different immobilization procedures and carriers, which according to the literature (<xref ref-type="bibr" rid="B17">Horemans et al., 2017a</xref>; <xref ref-type="bibr" rid="B15">Hassan et al., 2018</xref>) significantly affect the washout of the microbes.</p>
<p>6. Upgrade for industrial application by testing the bioreactor scalability (<xref ref-type="bibr" rid="B5">Connelly et al., 2017</xref>).</p>
</sec>
<sec sec-type="conclusion" id="S5">
<title>Conclusion</title>
<list list-type="simple">
<list-item>
<label>&#x2022;</label>
<p>The four bacteria selected for bioaugmentation were immobilized on carriers and placed in a 33-L column filled with whitewater. Even on day 21, an 88% decrease in COD was measured with a retention time of approximately 15 h. The results show that these bacteria can purify the whitewater of a wood-free paper mill.</p>
</list-item>
<list-item>
<label>&#x2022;</label>
<p>The four selected bacteria are two specialists, i.e., <italic>Xanthomonadales bacterium</italic> sp. CST37-CF and <italic>Sphingomonas</italic> sp. BLA14-CF, which complement each other in different niches, and two general degraders, i.e., <italic>Cellulosimicrobium</italic> sp. AKD4-BF and <italic>Aeromonas</italic> sp. RES19-BTP.</p>
</list-item>
<list-item>
<label>&#x2022;</label>
<p>318 isolated bacteria adapted to the wood-free paper production process were mostly below-average degraders of the organic additives tested. They were isolated from three interrelated inoculation sources: whitewater, biofilm from the paper machine and effluent from the biological treatment plant. In most cases, the inoculation sources determined the genera of the isolated bacteria.</p>
</list-item>
<list-item>
<label>&#x2022;</label>
<p>We made the following new findings: (a) In most cases, starch degraders are also active in the degradation of alkyl ketene dimers, (b) the discoloration of dyes in different substrates is uncorrelated, and (c) the <italic>Xanthomonadales bacterium</italic> sp. is characterized by high activity for readily biodegradable additives.</p>
</list-item>
</list>
</sec>
<sec sec-type="data-availability" id="S6">
<title>Data Availability Statement</title>
<p>The sequences were deposited in the NCBI GenBank database with the accession numbers <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW144826">MW144826</ext-link>&#x2013;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW144947">MW144947</ext-link> and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW131116">MW131116</ext-link>.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>NV, AL, AP, and TR contributed to conception and design of the study. NV and TR organized the database and performed the statistical analysis. NV, IR, AE, and &#x017D;V performed experimental work. NV wrote the first draft of the manuscript. NV, AL, and TR contributed to manuscript revision. All authors approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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>
</body>
<back>
<sec sec-type="funding-information" id="S8">
<title>Funding</title>
<p>The authors acknowledge financial support from the Ministry of Education, Science and Sport of the Slovenia (research program No. P2-0150) and the European Regional Development Fund (ERDF) within the Operational Program for the Implementation of European Cohesion Policy in the period 2014&#x2013;2020, Slovenian national projects (J4-7640, J1-6746, J3-1762, J1-9194, J7-9400, and P1-0143), Flemish-Slovenian research project: Bioavailable mercury methylation in the Adriatic sea (BE MERMAiD, grant agreement N1-0100), project CROSSING (grant PIE-0007), European Urban Initiative Actions funded project Applause (grant agreement UIA02-228), 2019-2023 (EU-Horizon 2020): InteGRated systems for Effective ENvironmEntal Remediation (GREENER, grant agreement 826312) and European Commission (SurfBio project, Grant No.: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="952379">952379</ext-link>).</p>
</sec>
<ack>
<p>The authors thank K. Burgar for suggesting the in-mill treatment, J. Jelnikar and &#x0160;. Bo&#x017E;i&#x010D; for their support, and J. Ter&#x017E;an and P. Djinovi&#x0107; for proofreading and comments. The manuscript was previously published as preprint (<xref ref-type="bibr" rid="B56">Verdel et al., 2020</xref>).</p>
</ack>
<sec id="S11" sec-type="supplementary-material"><title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2021.758702/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2021.758702/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="DS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.xlsx" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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</ref-list>
<glossary>
<title>Abbreviations</title>
<def-list id="DL1">
<def-item><term>16S rRNA</term><def><p>16S ribosomal ribonucleic acid</p></def></def-item>
<def-item><term>BOD<sub>5</sub></term><def><p>biological oxygen demand after 5 days</p></def></def-item>
<def-item><term>CFU</term><def><p>colony-forming units</p></def></def-item>
<def-item><term>COD</term><def><p>chemical oxygen demand</p></def></def-item>
<def-item><term>DOC</term><def><p>dissolved organic carbon</p></def></def-item>
<def-item><term>OD<sub>600</sub></term><def><p>absorption at 600 nm</p></def></def-item>
<def-item><term>PCA</term><def><p>principal component analysis</p></def></def-item>
<def-item><term>PVA</term><def><p>polyvinyl alcohol</p></def></def-item>
<def-item><term>(T)</term><def><p>type strain</p></def></def-item>
<def-item><term>AKD</term><def><p>alkyl ketene dimer</p></def></def-item>
<def-item><term>BF</term><def><p>biofilm</p></def></def-item>
<def-item><term>BLA</term><def><p>black dye HM 2482</p></def></def-item>
<def-item><term>BLU</term><def><p>blue dye</p></def></def-item>
<def-item><term>BTP</term><def><p>effluent from the biological treatment plant</p></def></def-item>
<def-item><term><italic>c</italic>/<italic>c</italic><sub>0</sub></term><def><p>coefficient between concentration of unutilized vs. initial carbon source</p></def></def-item>
<def-item><term><italic>c</italic><sub><italic>u</italic></sub>/<italic>c</italic><sub>0</sub></term><def><p>relative reciprocal values of <italic>c</italic>/<italic>c</italic><sub>0</sub> on a scale from 0 to 1</p></def></def-item>
<def-item><term>CE</term><def><p>cellulose</p></def></def-item>
<def-item><term>CF</term><def><p>clear filtrate</p></def></def-item>
<def-item><term>CST</term><def><p>cationic starch</p></def></def-item>
<def-item><term>DB15</term><def><p>direct blue 15 dye</p></def></def-item>
<def-item><term>M9<sub><italic>Glc</italic></sub></term><def><p>M9 minimal medium supplemented with 4g/L glucose</p></def></def-item>
<def-item><term>LX</term><def><p>latex</p></def></def-item>
<def-item><term>NB</term><def><p>nutrient broth No. 1</p></def></def-item>
<def-item><term>NST</term><def><p>native starch</p></def></def-item>
<def-item><term>RED</term><def><p>direct red 253 dye</p></def></def-item>
<def-item><term>RES</term><def><p>resin acids</p></def></def-item>
<def-item><term>ST</term><def><p>starch</p></def></def-item>
<def-item><term>WH</term><def><p>whitener</p></def></def-item>
<def-item><term>Y</term><def><p>yellow dye.</p></def></def-item>
</def-list>
</glossary>
</back>
</article>