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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ind. Microbiol.</journal-id>
<journal-title>Frontiers in Industrial Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ind. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2813-7809</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/finmi.2024.1473316</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Industrial Microbiology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Identification of <italic>Yarrowia lipolytica</italic> as a platform for designed consortia that incorporate <italic>in situ</italic> nitrogen fixation to enable ammonia-free bioconversion</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pomraning</surname>
<given-names>Kyle R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Deng</surname>
<given-names>Shuang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Duong</surname>
<given-names>Rylan D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Czajka</surname>
<given-names>Jeffrey J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2605178"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Bohutskyi</surname>
<given-names>Pavlo</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="https://loop.frontiersin.org/people/299330"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Energy and Environment Directorate, Pacific Northwest National Laboratory</institution>, <addr-line>Richland, WA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory</institution>, <addr-line>Richland, WA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Biological Systems Engineering, Washington State University</institution>, <addr-line>Pullman, WA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Shuchi Singh, University of Illinois at Urbana-Champaign, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Divya Ramchandran, Amyris, United States</p>
<p>Nagiat Hwisa, University of Illinois at Urbana&#x2013;Champaign, United States</p>
<p>Sangdo Yook, The University of Texas at Austin, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Kyle R. Pomraning, <email xlink:href="mailto:kyle.pomraning@pnnl.gov">kyle.pomraning@pnnl.gov</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>09</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>2</volume>
<elocation-id>1473316</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Pomraning, Deng, Duong, Czajka and Bohutskyi</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Pomraning, Deng, Duong, Czajka and Bohutskyi</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>Bioconversion processes require nitrogen for growth and production of intracellular enzymes to produce biofuels and bioproducts. Typically, this is supplied as reduced nitrogen in the form of ammonia, which is produced offsite from N<sub>2</sub> and H<sub>2</sub> via the Haber-Bosch process. While this has revolutionized industries dependent on fixed nitrogen (e.g., modern agriculture), it is highly energy-intensive and its reliance on natural gas combustion results in substantial global CO<sub>2</sub> emissions. Here we investigated the feasibility of <italic>in situ</italic> biological nitrogen fixation from N<sub>2</sub> gas as a strategy to reduce greenhouse gas impacts of aerobic bioconversion processes. We developed an efficient and cost-effective method to screen fungal bioconversion hosts for compatibility with the free-living diazotrophic bacterium <italic>Azotobacter vinelandii</italic> under nitrogen fixing conditions. Our screening revealed that the genus <italic>Yarrowia</italic> is particularly enriched during co-culture experiments. Follow-up experiments identified four <italic>Y. lipolytica</italic> strains (NRRL Y-11853, NRRL Y-7208, NRRL Y-7317, and NRRL YB-618) capable of growth in co-culture with <italic>A. vinelandii</italic>. These strains utilize ammonium secreted during diazotrophic fixation of N<sub>2</sub>, which is provided as a component of the air input stream during aerobic fermentation. This demonstrates the feasibly of <italic>in situ</italic> biological nitrogen fixation to support heterotrophic fermentation processes for production of fuels and chemicals.</p>
</abstract>
<kwd-group>
<kwd>nitrogen fixation</kwd>
<kwd>diazotroph</kwd>
<kwd>
<italic>Yarrowia lipolytica</italic>
</kwd>
<kwd>
<italic>Azotobacter vinelandii</italic>
</kwd>
<kwd>predictive phenomics</kwd>
<kwd>oleaginous</kwd>
<kwd>co-culture</kwd>
<kwd>community screening</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="68"/>
<page-count count="10"/>
<word-count count="4304"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Fuels and Chemicals</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Bioconversion processes, critical for the production of biofuels and bioproducts, require significant amounts of nitrogen for microbial growth and enzyme production (<xref ref-type="bibr" rid="B16">Huo et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B41">Otto et&#xa0;al., 2022</xref>). Traditionally, this nitrogen is supplied in the form of ammonia, produced offsite through the Haber-Bosch process, which combines N<sub>2</sub> and H<sub>2</sub> under high temperature and pressure (<xref ref-type="bibr" rid="B54">Smith et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B32">Matt, 2023</xref>). While this industrial process has revolutionized nitrogen-dependent sectors, particularly modern agriculture, its reliance on natural gas combustion for energy contributes approximately 1% to global CO2 emissions (<xref ref-type="bibr" rid="B54">Smith et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B32">Matt, 2023</xref>). As the bioeconomy expands, the demand for fixed nitrogen in bioprocesses is expected to increase, potentially exacerbating this environmental impact. Therefore, developing sustainable alternatives for nitrogen supply in bioproduction is crucial for reducing the carbon footprint of the bioeconomy.</p>
<p>
<italic>In-situ</italic> fixation of atmospheric N<sub>2</sub> presents a promising sustainable alternative to ammonia for bioprocessing (<xref ref-type="bibr" rid="B14">Haskett et&#xa0;al., 2022</xref>). Diazotrophic microorganisms, capable of fixing atmospheric nitrogen, have evolved to form mutualistic and even symbiotic relationships with various organisms in nature (<xref ref-type="bibr" rid="B5">Boyd and Peters, 2013</xref>; <xref ref-type="bibr" rid="B38">Nag et&#xa0;al., 2022</xref>). For instance, rhizobia form symbiotic relationships with legumes, providing fixed nitrogen in exchange for carbon sources (<xref ref-type="bibr" rid="B13">Hardoim et&#xa0;al., 2015</xref>). In marine environments, certain cyanobacteria form symbioses with diatoms and corals, supporting nitrogen fixation in nutrient-poor waters (<xref ref-type="bibr" rid="B61">Tschitschko et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B36">Moynihan et&#xa0;al., 2022</xref>). The soil bacterium <italic>Azotobacter vinelandii</italic> is particularly noteworthy for its efficient nitrogen fixation capabilities (<xref ref-type="bibr" rid="B40">Noar and Bruno-B&#xe1;rcena, 2018</xref>). The <italic>nif</italic>L mutant of <italic>A. vinelandii</italic> can fix gaseous N<sub>2</sub> to secreted ammonia even under aerobic conditions (<xref ref-type="bibr" rid="B7">Curatti et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B42">Plunkett et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B37">Mus et&#xa0;al., 2022</xref>), making it an attractive candidate for inclusion as a nitrogen-fixing biocatalyst in agricultural and bioconversion processes.</p>
<p>Establishing synthetic communities that can function efficiently under specific bioprocess conditions (temperature, pH, salinity, redox potential, etc.) without harmful competition or inhibition presents significant challenges (<xref ref-type="bibr" rid="B65">Widder et&#xa0;al., 2016</xref>). Improving interactions and mitigating competition in such synthetic communities is a complex and time-consuming task. Conventional bioprocess development involves metabolic engineers analyzing known and constructed biochemical routes to identify the most favorable pathways and organisms considering factors such as thermodynamic feasibility, enzyme functionality, and cofactor requirements (<xref ref-type="bibr" rid="B20">Jagmann and Philipp, 2014</xref>; <xref ref-type="bibr" rid="B24">Kosina et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B33">McCarty et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B56">Song et&#xa0;al., 2024</xref>). These community approaches are typically first tested in model organisms like <italic>Escherichia coli</italic> or <italic>Saccharomyces cerevisiae</italic>. However, pairing of optimal hosts with superior characteristics, such as rapid growth rates, ability to utilize diverse feedstocks, and resistance to growth inhibitors that can naturally establish mutualistic relationships is crucial to minimize optimization efforts. Partner screening and matching should employ low-cost, expedited, and high-throughput methodologies and will be necessary to successfully deploy agricultural and bioconversion technologies based on microbial communities.</p>
<p>In this study, we investigate the feasibility of <italic>in situ</italic> biological nitrogen fixation from N<sub>2</sub> gas to reduce the greenhouse gas impacts of aerobic bioconversion processes using a paired community (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) and present a novel, cost-effective approach for identifying competitive bioconversion hosts for industrial processes. Our method utilizes an industrial yeast library encompassing a broad diversity of <italic>Ascomycete</italic> and <italic>Basidiomycete</italic> yeasts, crucial for host discovery in developing bioprocesses from novel feedstocks or under specific environmental conditions. This approach not only addresses the immediate need for sustainable nitrogen sources in bioprocessing but also has broader implications for industrial biotechnology. By enabling rapid identification of compatible microbial partnerships, our method could accelerate the development of efficient, environmentally friendly bioprocesses across multiple industries, potentially revolutionizing fields from biofuel production, and agriculture, to waste valorization.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Synthetic community design to enable <italic>in situ</italic> biological fixation of N<sub>2</sub> gas during aerobic bioconversion processes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="finmi-02-1473316-g001.tif"/>
</fig>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Cultivation conditions</title>
<p>Yeast strains were provided by the ARS culture collection (Peoria, IL), the Phaff Yeast Culture Collection (Davis, CA), the American Type Culture Collection (Manassas, VA), and the CBS-KNAW Culture Collection (Utrecht, NL) and are listed in <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Data Sheet 1</bold>
</xref>. Yeast strains were maintained on YPD (20 g/L glucose, 20 g/L peptone, 10 g/L yeast extract), YM (10 g/L glucose, 5 g/L peptone, 3 g/L yeast extract, 3 g/L malt extract), or PD (20 g/L glucose, 4 g/L potato extract) medium supplemented with 20 g/L agar as appropriate at 30&#xb0;C. All yeast strains were stored in 15% glycerol at -80C. The ammonium-secreting <italic>Azotobacter vinelandii</italic> nifL mutant (<xref ref-type="bibr" rid="B37">Mus et&#xa0;al., 2022</xref>) (kindly provided by Florence Mus, Washington State University, WA, USA) was grown aerobically at 30&#xb0;C and 200 rpm in a 250 mL baffled Erlenmeyer flask in a rotary shaker. Medium used for selection and co-culture experiments include Yeast Nitrogen Base without amino acids and ammonium sulfate (YNB; BD, USA) supplemented with 20 g/L glucose and either 3 g/L (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub> or NaNO<sub>3</sub> without pH adjustment, modified Burk&#x2019;s medium (mBG; 20 g/L glucose; 0.2 g/L KH<sub>2</sub>PO<sub>4</sub>; 0.8 g/L K<sub>2</sub>HPO<sub>4</sub>; 0.2 g/L MgSO<sub>4</sub>&#x2022;7H<sub>2</sub>O; 0.13 g/L CaCl<sub>2</sub>&#x2022;2H<sub>2</sub>O; 0.000253 g/L Na<sub>2</sub>MoO<sub>4</sub>&#x2022;2H<sub>2</sub>O; 0.00145 g/L FeSO<sub>4</sub>&#x2022;7H<sub>2</sub>O, pH 6.0), modified Burk&#x2019;s medium with nitrogen (mBGN; 20 g/L glucose; 3 g/L (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub>; 0.2 g/L KH<sub>2</sub>PO<sub>4</sub>; 0.8 g/L K<sub>2</sub>HPO<sub>4</sub>; 0.2 g/L MgSO<sub>4</sub>&#x2022;7H<sub>2</sub>O; 0.13 g/L CaCl<sub>2</sub>&#x2022;2H<sub>2</sub>O; 0.000253 g/L Na<sub>2</sub>MoO<sub>4</sub>&#x2022;2H<sub>2</sub>O; 0.00145 g/L FeSO<sub>4</sub>&#x2022;7H<sub>2</sub>O, pH 6.0) and a derivative with mixed carbon sources representative of lignocellulosic hydrolysate (mBGX; 20 g/L glucose; 20 g/L xylose; 0.2 g/L KH<sub>2</sub>PO<sub>4</sub>; 0.8 g/L K<sub>2</sub>HPO<sub>4</sub>; 0.2 g/L MgSO<sub>4</sub>&#x2022;7H<sub>2</sub>O; 0.13 g/L CaCl<sub>2</sub>&#x2022;2H<sub>2</sub>O; 0.000253 g/L Na<sub>2</sub>MoO<sub>4</sub>&#x2022;2H<sub>2</sub>O; 0.00145 g/L FeSO<sub>4</sub>&#x2022;7H<sub>2</sub>O, pH 6.0) (<xref ref-type="bibr" rid="B37">Mus et&#xa0;al., 2022</xref>). For co-culture experiments yeast and <italic>A. vinelandii</italic> cultures were washed twice with mBGX to remove spent medium and resuspended in fresh mGBX with <italic>A. vinelandii</italic> and the yeast, each to OD<sub>600</sub> = 0.001. Co-cultures were grown aerobically at 30&#xb0;C and 200 rpm in 250 mL baffled Erlenmeyer flask in a rotary shake for 7 to 10 days.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Yeast library construction and selection</title>
<p>Industrial yeasts were cultivated individually in YPD, YM, and PD medium in 96-well plates covered with breathable membranes at room temperature on an orbital plate shaker for 4 days at 800 rpm after which most cultures had reached stationary phase. Individual cultures of different strains from each medium type were then mixed in equal volume amounts and passaged at 1:100 volume into fresh YPD, YM, and PD medium. Mixed cultures were grown overnight at 30&#xb0;C and 200 rpm in 250 mL baffled Erlenmeyer flasks in a rotary shaker. Cultures were then aliquoted as 15% glycerol stocks in cryo-tubes, flash-frozen in liquid N<sub>2</sub> and stored at -80&#xb0;C as the industrial yeast library starting material. For all library experiments, a fresh cryo-stock was thawed on ice prior to 1:100 inoculation in fresh medium. For selection experiments the industrial yeast library and <italic>A. vinelandii</italic> cultures were washed twice and resuspended in fresh medium with each inoculum to OD<sub>600</sub> = 0.001. Selection experimental cultures were grown aerobically at 30&#xb0;C and 400 rpm in 24-well plates with breathable membranes on an orbital plate shaker for 4 days prior to passaging 1:100 volume to fresh medium. Passaging was performed three times prior to collection of cell pellets by centrifugation at 13,000xg. The supernatant was removed for HPLC analysis and cell pellets were stored at -80C for further analysis. All selection experiments were performed in at least triplicate.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Sequencing analysis</title>
<p>Genomic DNA was isolated from cell pellets using a yeast genomic DNA purification kit (AMRESCO, Solon, OH). The fungal internal transcribed spacer (ITS) region was amplified from genomic DNA samples by PCR with primers ITS1_F (5&#x2019;-CTTGGTCATTTAGAGGAAGTAA-3&#x2019;) and ITS4_R (5&#x2019;-TCCTCCGCTTATTGATATGC-3&#x2019;) (<xref ref-type="bibr" rid="B60">Toju et&#xa0;al., 2012</xref>). Oligonucleotides were purchased from IDT (Coralville, Iowa). PCR reactions were assessed for quality by gel electrophoresis and purified using a QIAquick PCR purification kit (Qiagen, Hilden, Germany). ITS amplicons were sequenced using the Illumina-based amplicon-EZ service (Genewiz Inc, South Plainfield, NJ). To assess mapping quality, FASTQ files of ITS amplicons were combined from all samples and mapped to ITS sequences present in the UNITE and UNITE+S databases (<xref ref-type="bibr" rid="B1">Abarenkov et&#xa0;al., 2024</xref>), and the NCBI ITS RefSeq Database (<xref ref-type="bibr" rid="B53">Schoch et&#xa0;al., 2014</xref>) using Bowtie2 (<xref ref-type="bibr" rid="B25">Langmead and Salzberg, 2012</xref>) in end-to-end or local alignment mode and and Samtools (<xref ref-type="bibr" rid="B9">Danecek et&#xa0;al., 2021</xref>) to assess mapping statistics. Read counts were converted to log<sub>2</sub> scale and median normalized within datasets prior to hierarchical clustering using average linkage with the correlation distance metric and visualization as heat-maps using InfernoRDN (<xref ref-type="bibr" rid="B43">Polpitiya et&#xa0;al., 2008</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Analytical methods</title>
<p>Extracellular metabolites including glucose and xylose were quantified by HPLC. Ten microliters of the samples filtered with 0.2 &#xb5;m syringe filters were analyzed for 45 min using an Aminex HPX-87H ion exclusion column with a 4.5 mM H<sub>2</sub>SO<sub>4</sub> flow of 0.55 ml/min. The temperature of the column was 50&#xb0;C. The refractive index was measured with a Waters 2414 refractive index detector at 30&#xb0;C as well as the UV absorption at 210 nm. For microscopy, 10ul of coculture was taken and observed under the stereomicroscope-Leica MZ16 (Leica Microsystem Ltd, Bannockburn, IL, USA) at day 7. All images were captured at the same magnification (x100).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Establishment of an industrial yeast library</title>
<p>We developed a diverse library of industrially relevant yeast species and strains to enable rapid screening for bioconversion hosts with desirable phenotypes, including substrate utilization, tolerance to product toxicity as well as adaptability to various process conditions that impact process economics and greenhouse gas emissions such as temperature, pH, and osmolyte concentration (<xref ref-type="bibr" rid="B39">Navarrete and Mart&#xed;nez, 2020</xref>; <xref ref-type="bibr" rid="B58">Sun and Alper, 2020</xref>; <xref ref-type="bibr" rid="B50">Rodriguez-Ocasio et&#xa0;al., 2022</xref>). The library encompasses representatives from both the <italic>Saccharomycotina</italic> subphylum, where most industrial yeasts are found (<xref ref-type="bibr" rid="B49">Riley et&#xa0;al., 2016</xref>), and the <italic>Basidiomycete</italic> yeasts, particularly from <italic>Agaricomycotina</italic> and <italic>Pucciniomycotina</italic>, to capture a broad range of metabolic diversity (<xref ref-type="bibr" rid="B21">Johnson, 2013</xref>; <xref ref-type="bibr" rid="B49">Riley et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Andreu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B57">Suchova et&#xa0;al., 2022</xref>). Our library comprises 249 strains from 191 species across 82 genera (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Data Sheet 1</bold>
</xref>), with an emphasis on genera known for their potential in converting industrial and agricultural wastes into valuable bioproducts. These include <italic>Yarrowia</italic>, <italic>Lipomyces</italic>, <italic>Rhodotorula</italic>, <italic>Debaryomyces</italic>, and <italic>Trichosporon</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Where possible, we prioritized strains with publicly available genome sequences and annotations to facilitate future genomic analyses.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Industrial yeast library composition. Yeast strains broadly representative of major fungal lineages with an emphasis on strain diversity within genera of industrial interest were selected for inclusion in the industrial yeast library. <bold>(A)</bold> Library composition based on number of strains selected for each genus. <bold>(B)</bold> Library composition based on log<sub>2</sub> transformed sequencing counts of the physical library prior to storage as -80&#xb0;C glycerol stocks (n=4).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="finmi-02-1473316-g002.tif"/>
</fig>
<p>To construct the library each yeast was cultivated on three rich general purpose medium formulations (YPD, YM, and PD) for four days to ensure growth to or near stationary phase prior to mixing the yeast cultures in equal volumes. The mixed library was then diluted into fresh YPD, YM, and PD and allowed to grow overnight prior to collecting and freezing the library as glycerol stock aliquots. Genomic DNA was prepared from four samples of the industrial yeast library prior to storage to assess representation and quality. Universal primers for the fungal internal transcribed spacer (ITS) were used to amplify the ITS region from the pooled library, sequenced as amplicons, and aligned to sequences from high quality fungal ITS databases. Three databases were evaluated as sources of ITS sequences; the NCBI ITS RefSeq Database (<xref ref-type="bibr" rid="B53">Schoch et&#xa0;al., 2014</xref>) the UNITE database for molecular identification of fungi (<xref ref-type="bibr" rid="B1">Abarenkov et&#xa0;al., 2024</xref>), and UNITE+S which contains additional singletons. Amplicon sequences were aligned to ITS sequences in each database using end-to-end or local alignment modes to evaluate trade-offs between accuracy and quantity of mappings. As expected, local alignments mapped a greater number of the amplicon reads though this came at the expense of some unique mappings. In end-to-end mode more amplicons aligned to the NCBI database than the UNITE databases (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). We further assessed the quality of end-to-end and local alignments by comparing the ratio of reads mapped to high count targets in the NCBI database and found that for expected yeast genera present in the industrial yeast library (<italic>Yarrowia</italic>, <italic>Pichia</italic>, <italic>Candida</italic>, ect.) the ratio was approximately 1:1 whereas filamentous fungi not present in the library (<italic>Mucor</italic>, <italic>Fusarium</italic>, <italic>Penicillium</italic>, <italic>Loekoeslaszloa</italic>, ect.) were identified only in local alignment mode (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Finally, we compared the ratio of reads mapping to high-count targets in the three databases in end-to-end mode. The overall quality of identifications was similar with some nuances in the naming of genera (e.g. <italic>Pichia</italic> in NCBI vs. <italic>Issatchenkia</italic> in the UNITE databases) and occasional erroneous alignment to filamentous fungi not present in the industrial yeast library even in end-to-end mode (e.g. <italic>Alternaria</italic> in UNITE+S and <italic>Penicillium</italic> in all 3 databases) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). From these results we concluded that alignment to the NCBI ITS RefSeq Database in end-to-end mode produced the highest quality output and was used for all further analyses (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Data Sheet 2</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Comparison of mapping strategies and ITS databases. <bold>(A)</bold> Amplicon reads were aligned in end-to-end and local mode to three ITS databases (NCBI, UNITE, and UNITE+S). <bold>(B)</bold> High read count ratios after mapping to the NCBI ITS database in local or end-to-end mode. Note that in local mode, many reads erroneously align to filamentous fungi absent in the library (e.g. <italic>Mucor</italic>, <italic>Fusarium</italic>, <italic>Penicillium</italic>, <italic>Loekoeslaszloa</italic>). <bold>(C)</bold> Comparison of high read count hits after end-to-end mode alignment to three ITS databases. Note differences in naming represented in the different databases (e.g. <italic>Pichia</italic> in NCBI vs. <italic>Issatchenkia</italic> in the UNITE databases) and occasional erroneous alignment to filamentous fungi not present in the library even in end-to-end mode (e.g. <italic>Alternaria</italic> in UNITE+S and <italic>Fusarium</italic> in all 3 databases).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="finmi-02-1473316-g003.tif"/>
</fig>
<p>ITS amplicon sequences from Industrial yeast library samples collected during library construction were used to evaluate the overall composition of the stored library. ITS sequences from 73% of the genera included in the library design were identified in the physical library prior to storage suggesting overall maintenance of diversity through the use of diverse media for library preparation and broad detection with the possibility that PCR bias may contribute to loss of detection for some genera. Notable expansion was observed for some rapidly growing Ascomycete genera (<italic>Pichia</italic>, <italic>Candida</italic>, and <italic>Yarrowia</italic>) while overall representation of the Basidiomycetes declined (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Interestingly, 89% of the genera included in the library design were identified in follow-up experiments examining library composition in conditions with stronger selective pressure (data not shown). This suggests that while some strains may be present at levels lower than the threshold of detection for amplicon sequencing in the library stock, they can enrich and be quantified in environmental conditions where they are more competitive.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Selection of yeasts able to partner with <italic>Azotobacter vinelandii</italic> during <italic>in situ</italic> N<sub>2</sub> fixation</title>
<p>Fixed nitrogen, typically in the form of nitrate or ammonium, is essential for microbial growth in biological processes. Conventionally, ammonia produced by the energy and CO<sub>2</sub> intensive Haber-Bosch process serves as the nitrogen source for commercial bioprocesses (<xref ref-type="bibr" rid="B54">Smith et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B32">Matt, 2023</xref>). In this study, we explored <italic>in situ</italic> biological fixation of nitrogen by incorporating the nifL mutant of <italic>A. vinelandii</italic>, which is capable of fixing gaseous N<sub>2</sub> and secreting ammonia under aerobic conditions (<xref ref-type="bibr" rid="B37">Mus et&#xa0;al., 2022</xref>). The inclusion of <italic>A. vinelandii</italic> as a nitrogen-fixing biocatalyst offers an alternative to supplying offsite ammonia produced through the Haber-Bosch process, potentially reducing the carbon footprint of bioprocesses. We screened the industrial yeast library using a selective enrichment approach to identify yeasts capable of partnering with <italic>A. vinelandii</italic>, as well as those able to grow on various nitrogen sources. This was followed by amplicon sequencing of the ITS region to quantify competitive yeasts present in the selected libraries (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The industrial yeast library was passaged on YNB with either ammonium or nitrate as the nitrogen source, mBGN (with ammonium), and mBG in co-culture with <italic>A. vinelandii</italic> (using N<sub>2</sub> gas as the only nitrogen source). After three passages, we isolated genomic DNA from the cell pellet, amplified the ITS region, and sequenced it to quantify yeast enrichment in different selective environments.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>    <p>Identification of industrial yeasts amenable to co-culture with  <italic>A. vinelandii</italic>. <bold>(A)</bold> Industrial yeast species that compete well in selective conditions are enriched by passaging and identified by ITS-amplicon sequencing. <bold>(B)</bold> Log<sub>2</sub> median-normalized read counts for major yeast genera after selection with different nitrogen sources. <bold>(C)</bold> Glucose consumption of individual <italic>Yarrowia lipolytica</italic> strains present in the industrial yeast library in co-culture with <italic>A</italic>. <italic>vinelandii</italic> with N<sub>2</sub> as the nitrogen source at day 4. Note that xylose was included in the medium but not consumed. *Significantly more glucose consumed than <italic>A</italic>. <italic>vinelandii</italic> cultures without yeast (<italic>p</italic> &lt; 0.01). <bold>(D)</bold> Light microscopy of <italic>A</italic>. <italic>vinelandii</italic> and yeast strains in co-culture.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="finmi-02-1473316-g004.tif"/>
</fig>
<p>Highly competitive <italic>Ascomycete</italic> yeasts were enriched in the control cultures with NH<sub>4</sub> as the nitrogen source (e.g. <italic>Scheffersomyces</italic>, <italic>Debaryomyces</italic>, and related yeasts) while more metabolically diverse yeasts were enriched on NO<sub>3</sub> as the nitrogen source such as the xylose consuming <italic>Myxozyma</italic> (<xref ref-type="bibr" rid="B45">Pomraning et&#xa0;al., 2019</xref>), <italic>Rhodotorula</italic> (<xref ref-type="bibr" rid="B59">Tiukova et&#xa0;al., 2019</xref>), and <italic>Spathaspora</italic> (<xref ref-type="bibr" rid="B15">Hou, 2012</xref>). A variety of yeast were enriched after passaging in co-culture with <italic>A. vinelandii</italic> with N<sub>2</sub> as the nitrogen source. These included <italic>Tremella</italic>, <italic>Apiotrichum</italic>, <italic>Metschnikowia</italic>, <italic>Kondoa</italic>, <italic>Zygosaccharomyces</italic>, <italic>Cutaneotrichosporon</italic>, <italic>Trichosporon</italic>, <italic>Effuseotrichosporon</italic>, <italic>Fellomyces</italic>, <italic>Yarrowia</italic>, and <italic>Rhodotorula</italic> species (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Many of the strains enriched in co-culture with <italic>A. vinelandii</italic> are considered to be oleaginous yeasts that accumulate greater than 20% of their biomass as lipids when grown in nitrogen limited conditions including <italic>Trichosporon</italic>, <italic>Yarrowia</italic>, and <italic>Rhodotorula</italic> strains (<xref ref-type="bibr" rid="B68">Zhu et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B11">Gao et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B47">Pomraning et&#xa0;al., 2015</xref>). The oleaginous phenotype is controlled by both nitrogen quantity and quality (<xref ref-type="bibr" rid="B46">Pomraning et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B44">Pomraning et&#xa0;al., 2017</xref>), and a high C:N ratio with ammonium as a nitrogen source is typically used to induce lipid accumulation (<xref ref-type="bibr" rid="B22">Kerkhoven et&#xa0;al., 2016</xref>). In our co-culture system with <italic>A. vinelandii</italic>, yeast growth is limited by the rate of N<sub>2</sub> fixation and secretion of usable ammonium. This natural nitrogen limitation may provide an inherent mechanism for controlling lipid production processes in oleaginous yeasts while simultaneously supplying sufficient nitrogen to support essential housekeeping metabolism for optimal productivity. This balance offers a potential advantage for bioprocess design, potentially eliminating the need for precise external nitrogen control and allowing for more robust and efficient lipid production systems.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Co-culture of oleaginous <italic>Yarrowia lipolytica</italic> with <italic>Azotobacter vinelandii</italic> during <italic>in situ</italic> N<sub>2</sub> fixation</title>
<p>We co-cultured 10 strains of oleaginous <italic>Y. lipolytica</italic> with <italic>A. vinelandii</italic> to confirm the ability of heterotrophic yeasts to grow in N<sub>2</sub> fixing conditions. Prior to co-culture, <italic>A. vinelandii</italic> was precultured in aerobic N<sub>2</sub> fixing conditions while the yeast strains were passaged in N-starvation conditions to induce a state of scavenging and eliminate carry-over of NH<sub>4</sub>. Both partners were washed to remove any extracellular nitrogen and co-cultivation initiated in 50 mL shake-flask cultures at low density in aerobic N<sub>2</sub> fixing conditions in mBGX medium with glucose and xylose as carbon sources to mimic sugars present in enzymatically hydrolyzed lignocellulosic biomass, and to differentiate between sugars utilized by xylose-consuming strains of <italic>Y. lipolytica</italic> (<xref ref-type="bibr" rid="B48">Quarterman et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B62">Walker et&#xa0;al., 2018</xref>) and <italic>A. vinelandii</italic> which does not utilize xylose (<xref ref-type="bibr" rid="B34">Millan et&#xa0;al., 2020</xref>). Cultures without <italic>A. vinelandii</italic> were included for each yeast to control for any additional growth observed without the N<sub>2</sub> fixing partner that we speculate is due to carryover of intracellular nitrogen reserves. After 7 days, all <italic>Y. lipolytica</italic>-containing cultures showed additional glucose consumption compared to <italic>A. vinelandii</italic> control monocultures, but no consumption of xylose. Four co-cultures (strains NRRL Y-11853, NRRL Y-7208, NRRL Y-7317, and NRRL YB-618) consumed significantly more glucose than <italic>A. vinelandii alone</italic> (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). Light microscopy confirmed the presence of both yeast and <italic>A. vinelandii</italic> cells in co-cultures at harvest time (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>) indicating growth of both species in the diazotroph/heterotroph partnership.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The development of commercial bioprocesses requires careful selection of microbial hosts (<xref ref-type="bibr" rid="B4">Boundy-Mills, 2012</xref>) capable of efficiently converting feedstocks into desired products under economically viable conditions. This selection process involves numerous considerations, including metabolic capacity, genetic tractability, native phenotypic distinction for hard to engineer complex phenotypes such as growth rate and temperature/pH optimization, competitiveness with contaminating microbes and viruses, and synergies with other microbes in designed consortia. Data at all these levels is often incomplete or completely absent. Successful development then relies on rapid evaluation and discovery of appropriate microbial hosts that meet these complex bioprocess objectives.</p>
<p>To facilitate identification of yeasts for commercial applications we constructed a diverse yeast library incorporating strains known for their potential in bioconversion of emerging waste feedstocks, as well as a broad phylogenetic range to facilitate discovery of hosts appropriate for future bioprocess development efforts. This approach differs from comprehensive microbial libraries, which, while valuable for preserving genetic diversity, often require substantial resources to maintain (<xref ref-type="bibr" rid="B10">De Vero et&#xa0;al., 2019</xref>). Our method focuses on developing a robust screening approach for identifying high-performing strains sourced from existing collections maintained as mixed cultures and provides a streamlined pathway for candidate selection without the need for exhaustive library management.</p>
<p>The novel screening approach we employed was able to identify promising yeast strains capable of pairing with the diazotrophic bacterium A<italic>. vinelandii</italic> to enable <italic>in situ</italic> nitrogen fixation during bioconversion. This approach combines bulk competitive screening with amplicon sequencing and offers several advantages over traditional high-throughput screening techniques. While traditional methods often rely on individual strain culturing, which can be labor and equipment intensive, susceptible to contamination, and require resources that scale with number of strains assayed (<xref ref-type="bibr" rid="B52">Sarnaik et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B2">Andreu et&#xa0;al., 2022</xref>), our competitive screening can be accomplished in a single cultivation regardless of the number of strains. This approach is particularly suited to identify robust biocatalysts less susceptible to contamination. Furthermore, the use of inexpensive ITS sequencing (<xref ref-type="bibr" rid="B55">Sommermann et&#xa0;al., 2018</xref>) with a mixed library allows for routine, low-cost screening.</p>
<p>Our results indicate that oleaginous yeasts, particularly from the genus <italic>Yarrowia</italic>, can be successfully partnered with N<sub>2</sub>-fixing <italic>A. vinelandii</italic> during aerobic fermentation to produce oleochemicals and fuel precursors including fatty alcohols (<xref ref-type="bibr" rid="B8">Dahlin et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B6">Cordova et&#xa0;al., 2020</xref>), designer fatty acids (<xref ref-type="bibr" rid="B12">Gemperlein et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Konzock et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B64">Wang et&#xa0;al., 2022</xref>), free fatty acids (<xref ref-type="bibr" rid="B66">Yuzbasheva et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B64">Wang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B51">Salvador Lopez et&#xa0;al., 2023</xref>), and triglycerides (<xref ref-type="bibr" rid="B26">Lazar et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B63">Wang et&#xa0;al., 2020</xref>) from sugar feedstocks without supplemental ammonia. This finding suggests a potential pathway to reduce reliance on energy-intensive industrial ammonia production. The Haber-Bosch process, while effective, is associated with significant CO<sub>2</sub> emissions (1.7-2.1 kg CO2e/kg NH<sub>3</sub>) and is responsible for ~2% of global CO<sub>2</sub> emissions due to natural gas combustion (<xref ref-type="bibr" rid="B28">Liu X. et&#xa0;al., 2020</xref>). In contrast, biological nitrogen fixation mediated by diazotrophs occurs under ambient conditions, offering a potentially more sustainable alternative (<xref ref-type="bibr" rid="B17">Imran et&#xa0;al., 2021</xref>). However, it&#x2019;s important to note that biological nitrogen fixation is also energy-intensive, requiring 8 ATP to produce 1 molecule of ammonia under ideal conditions, with additional energy needed to manage oxygen during aerobic cultivation (<xref ref-type="bibr" rid="B18">Inomura et&#xa0;al., 2017</xref>). In the scenario considered here, energy required to support nitrogen fixation is derived from catabolism of sugars that are ultimately derived from atmospheric CO<sub>2</sub> that has been upgraded by plants using solar energy. Future work including process modeling and life-cycle analysis will elucidate the potential for economic and emissions impacts of this approach compared to conventional methods, as well as efforts to improve strains and processes for more efficient nitrogen fixation and excretion in designed microbial consortia.</p>
<p>In conclusion, we have developed and demonstrated a simple, inexpensive approach to identify competitive bioconversion hosts for industrial processes. Our industrial yeast library, encompassing a variety of microbes important for established bioprocesses and a broad diversity of <italic>Ascomycete</italic> and <italic>Basidiomycete</italic> yeasts, provides a valuable resource for host discovery when developing bioprocesses from novel feedstocks or under challenging environmental conditions. This method of pooled strain analysis can be applied to various contexts crucial for bioprocess development. The application explored here supports the use of a co-culture approach to eliminate ammonia inputs by pairing the diazotrophic bacterium <italic>A. vinelandii</italic> with a heterotrophic yeast, <italic>Y. lipolytica</italic>, that is widely used to produce microbial oils as food or fuel precursors (<xref ref-type="bibr" rid="B27">Liu H. et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Lu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B64">Wang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B67">Zhang et&#xa0;al., 2022</xref>) as well as a variety of bioproducts (<xref ref-type="bibr" rid="B31">Markham and Alper, 2018</xref>; <xref ref-type="bibr" rid="B35">Miller and Alper, 2019</xref>; <xref ref-type="bibr" rid="B3">Bilal et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B30">Madzak, 2021</xref>; <xref ref-type="bibr" rid="B19">Jach and Malm, 2022</xref>) by fixation of N<sub>2</sub> provided as a component of the air input stream during aerobic fermentation. This demonstrates the feasibly of <italic>in situ</italic> biological nitrogen fixation to support heterotrophic fermentation processes for the production of fuels and chemicals and warrants further development guided by process modeling and life-cycle analysis to examine economic feasibility and emissions impacts and to guide development of strains and the overall process to fix and transfer nitrogen within a designed community for microbial bioconversion.</p>
</sec>
</body>
<back>
<sec id="s5" 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="SF1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>KP: Conceptualization, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SD: Formal analysis, Investigation, Methodology, Supervision, Writing &#x2013; review &amp; editing. RD: Investigation, Methodology, Writing &#x2013; review &amp; editing. JC: Investigation, Methodology, Writing &#x2013; review &amp; editing. PB: Conceptualization, Funding acquisition, Project administration, Visualization, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. Pacific Northwest National Laboratory is multi-program national laboratory operated by Battelle for the DOE under Contract No. DE-AC06-76RLO1830. This work was supported by the Predictive Phenomics Initiative Laboratory Directed Research and Development Program.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Microbial strains used in this work were provided by the USDA-ARS Culture Collection (NRRL) and the Phaff Yeast Culture Collection, University of California Davis.</p>
</ack>
<sec id="s8" 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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision</p>
</sec>
<sec id="s9" 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>
<sec id="s10" sec-type="disclaimer">
<title>Author disclaimer</title>
<p>The views expressed in the article do not necessarily represent the views of the U.S. Department of Energy or the United States Government.</p>
</sec>
<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/finmi.2024.1473316/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/finmi.2024.1473316/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.xlsx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 1</label>
<caption>
<p>Excel file containing strain and phylogenetic designations for yeasts included in the Industrial Yeast Library.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet2.xlsx" id="SF2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Data Sheet 2</label>
<caption>
<p>Excel file containing raw ITS amplicon sequencing counts against the NCBI ITS RefSeq Database in end-to-end mode.</p>
</caption>
</supplementary-material>
</sec>
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