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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.2023.1202269</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Industrial Microbiology</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Perspectives on biorefineries in microbial production of fuels and chemicals</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Decker</surname>
<given-names>Stephen R.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/252026"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Brunecky</surname>
<given-names>Roman</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yarbrough</surname>
<given-names>John M.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2299451"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Subramanian</surname>
<given-names>Venkataramanan</given-names>
</name>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>National Renewable Energy Laboratory, BioEnergy Science and Technology Center</institution>, <addr-line>Golden, CO</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Lynn M. Wendt, Idaho National Laboratory (DOE), United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Nilesh Kumar Sharma, Praj Industries Limited, India</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Stephen R. Decker, <email xlink:href="mailto:steve.decker@nrel.gov">steve.decker@nrel.gov</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>1</volume>
<elocation-id>1202269</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Decker, Brunecky, Yarbrough and Subramanian</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Decker, Brunecky, Yarbrough and Subramanian</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>Microbes drive our complex biosphere by regulating the global ecosystem through cycling elements and energy. Humankind has barely begun leveraging this biotransformation capacity to impact global economies and ecologies. Advances in genetic engineering, molecular analysis, metabolic flux modeling, microbial consortia/biome mapping and engineering, cell-free bioproduction, artificial intelligence/machine learning and the ever expanding -omics frontiers have set the stage for paradigm changes to how humankind produces, uses, transforms, and recycles carbon and energy through microbes. Harnessing this enormous potential could drive a global bioeconomy and manage carbon at a planetary level but requires understanding and application at a grand scale across a broad range of science and engineering disciplines. The penultimate manifestation of these advances is the &#x201c;bio-refinery&#x201d;, which is often referenced, but is a long way from being fully developed as a global carbon management platform. Broadening the feed stocks, processing operations, and product portfolio to a sequential cascade optimizing the conversion as a whole instead of limited outputs could greatly advance deployment and stability of a bioeconomy.</p>
</abstract>
<kwd-group>
<kwd>bio-refinery</kwd>
<kwd>bioconversion</kwd>
<kwd>biofuels</kwd>
<kwd>bio-products</kwd>
<kwd>carbon management</kwd>
<kwd>bioeconomy</kwd>
<kwd>industrial microbiology</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="133"/>
<page-count count="11"/>
<word-count count="4370"/>
</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">
<title>Introduction</title>
<p>The &#x201c;bio-refinery&#x201d; is envisioned as &#x201c;biomass in - products out&#x201d; via a sequence of mechanical, thermochemical, and biological processes (<xref ref-type="bibr" rid="B116">Takkellapati et&#xa0;al., 2018</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) over a range of feed stocks and products. Setting aside grain/sugar feed stocks, lignocellulosic inputs dominate this landscape, often limited to one or a few closely related materials. Residual carbon represents an untapped resource for additional products or carbon sequestration. Proposed dedicated bio-refineries include starch (<xref ref-type="bibr" rid="B76">Koutinas et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B80">Laufer, 2019</xref>; <xref ref-type="bibr" rid="B102">Parchami et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B88">Marzo-Gago et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B58">He et&#xa0;al., 2023</xref>), sugarcane (<xref ref-type="bibr" rid="B104">Pereira et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B123">Valladares-Diestra et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Deeba et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B49">Fernando Herrera Adarme et&#xa0;al., 2022</xref>), or wheat straw to ethanol (<xref ref-type="bibr" rid="B71">Kaparaju et&#xa0;al., 2009</xref>), lignocellulosics to BDO (<xref ref-type="bibr" rid="B62">Huang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B82">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B51">Forte et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B57">Hazeena et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B107">Rehman et&#xa0;al., 2021</xref>), waste gases to ethanol (<xref ref-type="bibr" rid="B6">Arslan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B46">De Tissera et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B84">Liu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B118">Tharak and Mohan, 2022</xref>), trees to paper pulp (<xref ref-type="bibr" rid="B63">Huang et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B65">Hundt et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Gottumukkala et&#xa0;al., 2016</xref>), wet waste to biogas and fertilizer (<xref ref-type="bibr" rid="B18">Bhaskar et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Dahiya et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B53">Ge et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B45">Desmond-Le Quemener et&#xa0;al., 2019</xref>), biomass to hydrocarbon fuels (<xref ref-type="bibr" rid="B41">Davis et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Klein et&#xa0;al., 2021</xref>), and biomass to biochar, bio-oil, or syngas (<xref ref-type="bibr" rid="B124">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B110">Sarkar et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B132">Yuan and Macquarrie, 2015</xref>; <xref ref-type="bibr" rid="B60">Hong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">De Bhowmick et&#xa0;al., 2019a</xref>; <xref ref-type="bibr" rid="B46">De Tissera et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B115">Sun et&#xa0;al., 2020</xref>). &#x201c;Niche&#x201d; platforms have been proposed for specific feed stocks, conversion processes, and products. Usmani et&#xa0;al. published a review of lignocellulosic bio-refineries in 2021 (<xref ref-type="bibr" rid="B122">Usmani et&#xa0;al., 2021</xref>)and the IEA published a limited bio-refinery status in 2022, not including the US or Canada among others (<xref ref-type="bibr" rid="B4">Annevelink et&#xa0;al., 2022</xref>), which included &#x201c;extended&#x201d; pulp/paper, anaerobic digestion, or sugar/starch-based bio-refineries and only nine convert lignocellulosics to ethanol, most with mixed product streams. Feed-stocks for the remaining are variable and include wood processing waste, wet wastes, pulp and paper waste, used/primary vegetable oils/animal fats, textile waste, seed/starch based, grasses/ag crops/residues, and MSW/other wastes. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> is a compilation of selected lignocellulose/waste-based bio-refineries compiled from several websites (<xref ref-type="bibr" rid="B7">Ethanol biorefinery locations</xref>; <xref ref-type="bibr" rid="B8">Biorefineries in Europe</xref>; <xref ref-type="bibr" rid="B9">Global biorefinery status report 2022</xref>; <xref ref-type="bibr" rid="B10">Facilities</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Typical bio-refinery process scheme where limited feed stocks are transformed by a linear process into limited bio-products. <bold>(B)</bold> Expanded bio-refinery concept using multiple conversion processes to transform a range of feed stocks into an array of bio-products and sequestering untransformed carbon. RNG, Renewable Natural Gas; SAF, Sustainable Aviation Fuel.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="finmi-01-1202269-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Snapshot of global lignocellulose/waste-based bio-refineries operating at the time of this article&#x2019;s development.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Name</th>
<th valign="top" align="left">Country</th>
<th valign="top" align="left">Feedstock</th>
<th valign="top" align="left">Output</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="4" align="left">OCEANIA</th>
</tr>
<tr>
<td valign="top" align="left">Mackay Renewable Biocommodities Pilot Plant</td>
<td valign="top" align="left">Australia</td>
<td valign="top" align="left">lignocellulosics&#xa0;</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Ethtec, Hunter Pilot Biorefinery</td>
<td valign="top" align="left">Australia</td>
<td valign="top" align="left">Lignocellulosic material (sugar cane bagasse, crop stubbles and forest material)</td>
<td valign="top" align="left">Ethanol and xylitol</td>
</tr>
<tr>
<td valign="top" align="left">Northern Oil Advanced Biofuels</td>
<td valign="top" align="left">Australia</td>
<td valign="top" align="left">Sugar cane bagasse and prickly acacia. In the future: sawmill waste, tyres, plastics, food waste, biosolids</td>
<td valign="top" align="left">Biofuels (bio-crude)</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">EUROPE</th>
</tr>
<tr>
<td valign="top" align="left">AustroCel Biorefinery -</td>
<td valign="top" align="left">Austria</td>
<td valign="top" align="left">Cellulose waste</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">AGRANA Biorefinery</td>
<td valign="top" align="left">Austria</td>
<td valign="top" align="left">Wheat, maize</td>
<td valign="top" align="left">Bioethanol, animal feed, CO2</td>
</tr>
<tr>
<td valign="top" align="left">Lignovations - TU Wien</td>
<td valign="top" align="left">Austria</td>
<td valign="top" align="left">Woody residual biomass</td>
<td valign="top" align="left">Colloidal lignin particles</td>
</tr>
<tr>
<td valign="top" align="left">AustroCel Biorefinery</td>
<td valign="top" align="left">Austria</td>
<td valign="top" align="left">Cellulose waste</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Cellulonix Kajaani</td>
<td valign="top" align="left">Finland</td>
<td valign="top" align="left">forest residues</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Futurol</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">Multifeedstock</td>
<td valign="top" align="left">Ethanol, chemicals</td>
</tr>
<tr>
<td valign="top" align="left">Brensbach/Biowert</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">Grass and Silage</td>
<td valign="top" align="left">Energy, material and chemical products</td>
</tr>
<tr>
<td valign="top" align="left">UPM Leuna</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">Wood</td>
<td valign="top" align="left">material and chemical products</td>
</tr>
<tr>
<td valign="top" align="left">Cellulac Ltd</td>
<td valign="top" align="left">Ireland</td>
<td valign="top" align="left">Lignocellulosic</td>
<td valign="top" align="left">lactic acid ethyl acetate.</td>
</tr>
<tr>
<td valign="top" align="left">Cellulac Ltd. Commercial</td>
<td valign="top" align="left">Ireland</td>
<td valign="top" align="left">Lignocellulosic materials</td>
<td valign="top" align="left">High enantiopurity lactic acid and ethyl acetate.</td>
</tr>
<tr>
<td valign="top" align="left">Biochemtex-Crescentino</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">Lignocellulosic biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Versalis Biorefinery</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">Hardwood, ag residues</td>
<td valign="top" align="left">Bioethanol, Lignin</td>
</tr>
<tr>
<td valign="top" align="left">Zambezi process</td>
<td valign="top" align="left">Netherlands</td>
<td valign="top" align="left">Wood (Non-food biomass)</td>
<td valign="top" align="left">Chemicals: high-purity glucose and lignin</td>
</tr>
<tr>
<td valign="top" align="left">BioMCN</td>
<td valign="top" align="left">Netherlands</td>
<td valign="top" align="left">municipal waste</td>
<td valign="top" align="left">Biomethanol</td>
</tr>
<tr>
<td valign="top" align="left">Neste Biorefinery</td>
<td valign="top" align="left">Netherlands</td>
<td valign="top" align="left">Waste residues</td>
<td valign="top" align="left">Fuels and chemicals</td>
</tr>
<tr>
<td valign="top" align="left">ChemCell Ethanol</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">sulfite spent liquor</td>
<td valign="top" align="left">ethanol</td>
</tr>
<tr>
<td valign="top" align="left">Clariant Romania</td>
<td valign="top" align="left">Romania</td>
<td valign="top" align="left">agricultural residues</td>
<td valign="top" align="left">ethanol</td>
</tr>
<tr>
<td valign="top" align="left">Domsj&#xf6; Fabriker</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Forestry raw material</td>
<td valign="top" align="left">Cellulose, lignin, bioethanol and Biogas</td>
</tr>
<tr>
<td valign="top" align="left">S&#xf6;dra M&#xf6;nster&#xe5;s Liquid Forest&#x2122;</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Wood chip</td>
<td valign="top" align="left">Biomethanol</td>
</tr>
<tr>
<td valign="top" align="left">SCA Obbola&#x2013;Ume&#xe5;</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Black liquor</td>
<td valign="top" align="left">liquid biofuels and chemicals</td>
</tr>
<tr>
<td valign="top" align="left">Novamont-Terni,</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Local agricultural crops.</td>
<td valign="top" align="left">Bio-lubricant and bioplastics</td>
</tr>
<tr>
<td valign="top" align="left">Biochemtex-Crescentino</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Lignocellulosic biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">SOUTH AMERICA</th>
</tr>
<tr>
<td valign="top" align="left">GranBio</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">Cellulosic Bagasse/straw</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Raizen Energia</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">Cellulosic Bagasse/straw</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">NORTH AMERICA</th>
</tr>
<tr>
<td valign="top" align="left">Tembec Chemical Group</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">spent sulphite liquor feedstock</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Iogen Corporation</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">lignocellulosics</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Parallel Products</td>
<td valign="top" align="left">US (CA)</td>
<td valign="top" align="left">Waste Sugars/Alcohol</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Pelican Acquisition LLC</td>
<td valign="top" align="left">US (CA)</td>
<td valign="top" align="left">Corn/Sorghum/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">AVAPCO</td>
<td valign="top" align="left">US (GA)</td>
<td valign="top" align="left">Multiple lignocellulosics</td>
<td valign="top" align="left">Bioethanol, sugars, nanocellulose</td>
</tr>
<tr>
<td valign="top" align="left">Quad County Corn Processors</td>
<td valign="top" align="left">US (IA)</td>
<td valign="top" align="left">Corn/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">POET Biorefining - Shell Rock LLC</td>
<td valign="top" align="left">US (IA)</td>
<td valign="top" align="left">Corn/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">POET Biorefining - Iowa Falls LLC</td>
<td valign="top" align="left">US (IA)</td>
<td valign="top" align="left">Corn/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">NewEnergyBlue LLC</td>
<td valign="top" align="left">US (IA)</td>
<td valign="top" align="left">Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Louis Dreyfus Grand Junction LLC</td>
<td valign="top" align="left">US (IA)</td>
<td valign="top" align="left">Corn/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">PureField Ingredients LLC</td>
<td valign="top" align="left">US (KS)</td>
<td valign="top" align="left">Corn/Sorghum/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">ELEMENT LLC</td>
<td valign="top" align="left">US (KS)</td>
<td valign="top" align="left">Corn/Sorghum/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Parallel Products</td>
<td valign="top" align="left">US (KY)</td>
<td valign="top" align="left">Waste Sugars/Alcohol</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Red River BioRefinery LLC</td>
<td valign="top" align="left">US (ND)</td>
<td valign="top" align="left">Waste Sugars/Starch</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">VERBIO North America Corp.</td>
<td valign="top" align="left">US (NV)</td>
<td valign="top" align="left">Corn/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Dynamic Recycling LLC</td>
<td valign="top" align="left">US (TN)</td>
<td valign="top" align="left">Waste Sugars/Alcohol</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Ace Ethanol LLC</td>
<td valign="top" align="left">US (WI)</td>
<td valign="top" align="left">Corn/Cellulosic Biomass</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<th valign="top" colspan="4" align="left">ASIA</th>
</tr>
<tr>
<td valign="top" align="left">COFCO Zhaodong Co. COFCO Demo</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Lignocellulosic</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Beijing Shougang LanzaTech New Energy Technology Co., Ltd</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">waste gasses</td>
<td valign="top" align="left">ethanol</td>
</tr>
<tr>
<td valign="top" align="left">Longlive Bio-technology Co. Ltd.</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Lignocellulosic</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Shandong Zesheng Biotech Co.</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Lignocellulosic</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Jilin Fuel Alcohol</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Lignocellulosic</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Anhui BBCA Biochemical</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Corn Stover</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Henan Tianguan Group Henan 2</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Lignocellulosic</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">DINS Sakai Co.,Ltd. &#xa0;</td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="left">Construction waste</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">PraJ industries</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cellulosic Bagasse/straw</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Indian Oil RD 2G cellulosic</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cellulosic Bagasse/straw</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Indian Glycol &amp; DBT-ICT Mumbai</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cellulosic Bagasse/straw</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Assam Bio Refinery (ABRPL)</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cellulosic Bagasse/straw</td>
<td valign="top" align="left">Bioethanol</td>
</tr>
<tr>
<td valign="top" align="left">Indian Oil Corporation 3G plant</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">waste gasses</td>
<td valign="top" align="left">ethanol</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Lignocellulosic bio-refineries transforming the energy landscape through renewable fuels has had numerous social, political, and technical obstacles. Food vs. fuel, land-use, and carbon emissions have been used as arguments against biomass conversion. And while lack of incentives and credits are implied, failure points are mainly technical, i.e. conversion of recalcitrant plant polysaccharides to sugars (<xref ref-type="bibr" rid="B131">Yogalakshmi et&#xa0;al., 2023</xref>). Lignin is a problem as is crystalline cellulose and the heterogeneity of hemicelluloses, requiring complex processing and expensive enzymes. Dozens of pretreatments have been tested and generally failed, many due to focusing too tightly on a single product and devaluing the remainder (<xref ref-type="bibr" rid="B131">Yogalakshmi et&#xa0;al., 2023</xref>). Fibrous or woody structure requires energy to overcome and collection and transport impose additional costs and supply issues (<xref ref-type="bibr" rid="B108">Saini et&#xa0;al., 2020</xref>). Feedstock complexity leads to process design, construction, and operational complexity, other points of failure (<xref ref-type="bibr" rid="B108">Saini et&#xa0;al., 2020</xref>). A few examples speak to the primary causes. Dirty feed stocks wreaked havoc at Beta-Renewables and Poet&#x2019;s Project Liberty had feed stock feeding and pretreatment issues. KiOR failed to scale their facility correctly and low production could not maintain operational capacity while the ADM/Metabolix bioplastic venture failed due to uncertainties in design, production, and market adoption (<xref ref-type="bibr" rid="B108">Saini et&#xa0;al., 2020</xref>). Complexity failed INEOS&#x2019; Indian River facility with blame being put on wet wood, hydrogen cyanide production, and a range of equipment and power failures. (<xref ref-type="bibr" rid="B11">Investigation: INEOS failed despite $129 million in taxpayer subsidies</xref>) Basically, lab-based processes and TEA/LCA models failed at demonstration or commercial scale.</p>
<p>Dedicated bio-refineries based on localized feed stocks and targeted bio-products and continued advancement of all biological aspects of conversion are essential. However, a new paradigm valorizing carbon capture, mitigation, management, and sequestration is emerging; flexible bio-refineries using expanded feed stocks, cascading conversion technologies, and a portfolio of bio-products and sequestered carbon (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Carbon management as income provides flexibility in processing, obviating the constraint for high specific yields as subsequent processes can take partially converted residuals into a new production stream. Branching and cascading processes can trade decreased yield for increased throughput, lower capital and operating costs, and feed stock and product flexibility to fit local or changing markets while increasing overall carbon conversion yield through the inclusion of carbon sequestration.</p>
<p>A broader range of feed stocks and wider product portfolio, requires synergy and co-development in numerous areas and disciplines to optimize the overall system. This will include biology and biochemistry, chemical and mechanical engineering, thermochemical processing, chemical catalysis, techno-economic and life cycle analyses, and even other renewable energy sources to supply low-carbon power and electrons. A &#x201c;true&#x201d; bio-refinery will operate much like a petro- refinery; where feed stock is converted into an array of bio-products using multiple technologies optimized holistically. This concept has had limited effort to date, primarily exploration of gaseous feed stocks and the use of algae to capture CO<sub>2</sub> and serve as a feed stock or production system (<xref ref-type="bibr" rid="B113">Subhadra and Grinson, 2011</xref>; <xref ref-type="bibr" rid="B92">Morais et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B24">Butti and Mohan, 2017</xref>; <xref ref-type="bibr" rid="B72">Kassim and Meng, 2017</xref>; <xref ref-type="bibr" rid="B125">Wiesberg et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">De Bhowmick et&#xa0;al., 2019b</xref>; <xref ref-type="bibr" rid="B95">North, 2019</xref>; <xref ref-type="bibr" rid="B128">Yadav et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Banerjee et&#xa0;al., 2021</xref>), however various social and political pressures to valorize carbon management and sequestration will undoubtedly lead to higher interest in more extensive carbon utilization.</p>
<p>While BioEnergy with Carbon Capture and Sequestration (BECCS) is still uncertain (<xref ref-type="bibr" rid="B69">Jones and Albanito, 2020</xref>), technologies such as pyrolysis to form biochar waste carbon to concrete, plastics, and other durable materials (<xref ref-type="bibr" rid="B5">Arehart et&#xa0;al., 2021</xref>) could be a simpler option for carbon management (<xref ref-type="bibr" rid="B81">Lefebvre et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B101">Papageorgiou et&#xa0;al., 2021</xref>). The global bioeconomy is poised to emerge and impact planetary carbon reduction, but needed underlying science and engineering is just being developed.</p>
</sec>
<sec id="s2">
<title>Artificial intelligence and machine learning</title>
<p>This new holistic approach can be further enhanced with the use of advanced machine learning techniques and artificial intelligence developed in the past decade allowing the exploration of data sets from the benchtop scale to the bio-refinery scale and pushing the boundary for real-time predictive systems that are tailored for both microbes and feed stocks (<xref ref-type="bibr" rid="B99">Oruganti et&#xa0;al., 2023</xref>). These data driven approaches have proven to be a powerful tool in assisting design and understanding of biological production of fuels and chemicals. Already studied for optimizing algae growth as a feed stock (<xref ref-type="bibr" rid="B99">Oruganti et&#xa0;al., 2023</xref>), this approach can improve yield, product purity, analytics, and guide genetic engineering strategies (<xref ref-type="bibr" rid="B129">Yang et&#xa0;al., 2023</xref>) and enzyme engineering (<xref ref-type="bibr" rid="B50">Foroozandeh Shahraki et&#xa0;al., 2021</xref>). Reducing severity, time, Capex, and Opex and providing flexible product portfolios driven by prevailing markets are potential areas limited by the current model emphasizing high yields of limited products.</p>
</sec>
<sec id="s3">
<title>Feed-stocks</title>
<sec id="s3_1">
<title>Starch, sugars, and lignocellulosics</title>
<p>Microbiology has been used for centuries to produce bio-products and biochemicals from various biomass feed stocks (<xref ref-type="bibr" rid="B22">Buchholz and Collins, 2013</xref>). Most well-known is alcoholic fermentation by yeast, whether for beverage or fuel. Additional yeasts and bacterial systems are being developed and production of industrial chemicals such organic acids are heavily based in fungal fermentation of sugars (<xref ref-type="bibr" rid="B56">Grewal and Kalra, 1995</xref>; <xref ref-type="bibr" rid="B52">Francisco et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B127">Xue et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B112">Shikina et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B121">Upton et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Chib et&#xa0;al., 2023</xref>).</p>
<p>The U. S. Department of Energy focuses on lignocellulosic biomass crops such as hybrid poplar, switchgrass, miscanthus, and other grasses and fast-growing hardwoods (<xref ref-type="bibr" rid="B12">Feedstock technologies</xref>). Other lignocellulosics include agricultural residues such as corn stover, sugarcane bagasse, and wheat, oat, and rice straws, forestry thinnings, and wood processing residues. Proposed feed stocks include everything from municipal solid wastes and gases to algae. Any lignocellulosic biomass can be converted given the right process and market conditions and the myriad of proposed process technologies in &#x201c;dedicated&#x201d; bio-refineries are usually linear and focused on optimizing yield of one or a few products from a limited feed stock input.</p>
</sec>
<sec id="s3_2">
<title>Wet wastes and plastics</title>
<p>Food waste, manures, municipal solid waste, and sewage offer wide opportunities for conversion processes and products. As landfills increasingly reject organic wastes, alternative disposal routes are needed. Bio-refining is being proposed for many industrial food waste streams (<xref ref-type="bibr" rid="B77">Kumar et&#xa0;al., 2022</xref>) while sewage bio-solids are limited in traditional land-application for disposal (<xref ref-type="bibr" rid="B37">Collivignarelli et&#xa0;al., 2020</xref>). Expansion of municipal wastewater systems is often limited by urban sprawl so faster, more efficient options are needed (<xref ref-type="bibr" rid="B68">Jing et&#xa0;al., 2021</xref>). Manure is often concentrated by localized high volume ranching, farming, and processing operations. Some of these materials are used to generate biogas by anaerobic digestion, often in co-digestion with other ag residues, however residual digestate contains a large fraction of the original carbon and disposal is still problematic (<xref ref-type="bibr" rid="B36">Chiumenti et&#xa0;al., 2018</xref>).</p>
<p>Thermochemical treatment and land filling are the primary means of plastic disposal, however biological deconstruction for renewable plastic generation or other bio-products are being investigated (<xref ref-type="bibr" rid="B17">Bertocchini and Arias, 2023</xref>; <xref ref-type="bibr" rid="B87">Malik et&#xa0;al., 2023</xref>). Recycling and up-cycling plastics to biodegradable plastics bio-products are two approaches that can help restore the damage caused by this polymer (<xref ref-type="bibr" rid="B75">Kochanska et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B93">Morici et&#xa0;al., 2022</xref>). Plastics can serve as an excellent source of carbon for microbes, provided the bonds are hydrolysable. While microorganisms metabolize many natural recalcitrant compounds, they have not evolved to breaking down these recently developed man-made materials (<xref ref-type="bibr" rid="B73">Kim et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B83">Lim and Thian, 2022</xref>; <xref ref-type="bibr" rid="B89">Mat Yasin et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B38">Crystal Thew et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B119">Thew et&#xa0;al., 2023</xref>).</p>
<p>The grand challenge associated with biological conversion of plastics is multidimensional. Bio-catalysts that crack tough chemical bonds in plastics are limited. Enzyme engineering needs to be applied to develop enzymes for individual plastic types. Bio-conversion research on plastics has primarily focused on PET metabolism and research on other plastics is quite rudimentary. Metagenomic approaches to identify novel organisms and enzymes with plastic degrading properties must be explored to determine naturally evolving bio-catalysts from plastic enriched microbiomes, such as the landfills and oceans. Furthermore, integrated microbial and chemical approaches to deconstruct and valorize plastic carbon to bio-products will be critical to a circular bioeconomy.</p>
</sec>
<sec id="s3_3">
<title>Algae</title>
<p>Micro- and macro-algae present a massive biological resource for sequestering carbon and have long been proposed as bio-refinery feed stocks and catalysts. Algae take up CO<sub>2</sub> directly and often have very high productivity rates. Algae&#x2019;s ability to use HCO<sub>3</sub>
<sup>-</sup> directly enables 5-7-fold higher CO<sub>2</sub> absorption than wood (<xref ref-type="bibr" rid="B67">Jang et al., 2012</xref>) and biomass productivities nearly 4-fold higher than sugarcane (<xref ref-type="bibr" rid="B1">Adams et&#xa0;al., 2008</xref>). They can be grown without land or freshwater and do not compete for food production resources. In 2019, over 35 million tons of algae was harvested worldwide, with ~97% by aquaculture. Over 99.8% was macroalgae and 0.16% microalgae (<xref ref-type="bibr" rid="B27">Cai et&#xa0;al., 2021</xref>).</p>
<p>Microalgae are used to capture CO<sub>2</sub> and waste nutrients for production of bio-products and feed stock biomass. They have high neutral lipid concentrations (up to 70%), driving interest for biodiesel and biofuel production (<xref ref-type="bibr" rid="B35">Chisti, 2007</xref>; <xref ref-type="bibr" rid="B109">Sajjadi et&#xa0;al., 2018</xref>). Microalgae accumulate other storage compounds such as starch, which can serve for fermentative conversion to biofuels. The flexibility of growing microalgae in open ponds and enclosed photobioreactors under photoautotrophic, heterotrophic, or mixotrophic conditions make them an attractive system for bioproduct applications, though photobioreactors are generally considered too expensive and small scale for production of commodities such as biofuels.</p>
<p>Macroalgae (seaweeds) are starting to be recognized for applications such as waste-water treatments and natural fertilizer applications (<xref ref-type="bibr" rid="B47">Farghali et&#xa0;al., 2023</xref>). Their high carbohydrate content (over 60%), in comparison to less than 20% in microalgae (<xref ref-type="bibr" rid="B70">Jung et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B66">Jambo et&#xa0;al., 2016</xref>) and general lack of lignin and crystalline cellulose point towards easier biological conversion than lignocellulose, however harvest is a challenge. Their unusual polysaccharide chemistry and sometimes high protein content offer both challenges and opportunities. Alginates, carrageenan, fucoidan and laminarin found in the cell walls of macroalgae are recognized for their biological protective activities in humans, highlighting their pharmacological importance (<xref ref-type="bibr" rid="B105">Praveen et&#xa0;al., 2019</xref>). They serve as hydrocolloids or functional ingredients in the food industry. Pigments in the form of carotenoids and chlorophyll can serve as replacement for synthetic colors in the food industry (<xref ref-type="bibr" rid="B19">Biris-Dorhoi et&#xa0;al., 2020</xref>). The macroalgae industry can impact direct CO<sub>2</sub> removal efficiency by sequestering carbon in the form of biochar or via a bio-refinery approach (<xref ref-type="bibr" rid="B47">Farghali et&#xa0;al., 2023</xref>).</p>
<p>Most of the genetic engineering efforts have focused on microalgae, macroalgae are only starting to get some attention (<xref ref-type="bibr" rid="B32">Charrier et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Cao et&#xa0;al., 2022</xref>). Significant efforts are underway to engineer microalgae for biofuel production, despite considerable scientific challenges resulting in several unsuccessful commercialization attempts. Nevertheless, the field of microalgal research has come a long way towards realizing the potential of these photosynthetic organisms. Genetic engineering in macroalgae is just developing, leaving a lot of scope to be explored. While microalgae must be engineered to improve robustness and productivity, large scale cultivation of macroalgae supported by genetic engineering efforts must be achieved for biofuel and specific bioproduct-based applications.</p>
<p>Cyanobacteria have properties similar to micro- and macro-algae and show promise as an environmentally friendly feed stock for production of fuels and plastics alternatives (<xref ref-type="bibr" rid="B48">Farrokh et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B2">Afreen et&#xa0;al., 2021</xref>). They are known to produce pigments applicable in the food and cosmetics industries, while also serving as food supplement themselves (<xref ref-type="bibr" rid="B133">Zahra et&#xa0;al., 2020</xref>). Interesting bioactivities of their metabolites have also been reported, suggesting clinical importance. With smaller genome sizes, challenges associated with improving productivity and product diversity for industrial scale deployment can be addressed effectively using synthetic biology approaches in comparison to the more-cumbersome higher algae.</p>
</sec>
<sec id="s3_4">
<title>CO<sub>2</sub> and other gases</title>
<p>Bio-generated CO<sub>2</sub> from fermentation and CH<sub>4</sub>/CO<sub>2</sub> from anaerobic digestion represent point-source concentrated feed stocks for carbon capture, cycling, and utilization. Bio-conversion routes can generate renewable natural gas and methanol as well as ethanol which can be further upgraded to jet fuel and other products. Microbial engineering to enhance this capture and conversion is only now beginning. Syngas is already used as a feed stock for biorefining with several pilot and demonstration plants currently operating (<xref ref-type="bibr" rid="B40">Dahmen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B43">De Bhowmick et&#xa0;al., 2019b</xref>; <xref ref-type="bibr" rid="B46">De Tissera et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B128">Yadav et&#xa0;al., 2019</xref>). LanzaTech uses flue gas bioconversion for ethanol and other bio-products and subsequent upgrading to jet fuel using the LanzaJet process.</p>
<p>Bio-driven GHG mitigation is likely the only viable global-scale option in the near-term and bio-refineries are primed to contributed. Biology has been capturing CO<sub>2</sub> since the beginning of life at a planetary scale, the energy is sunlight, and biomass represents high-density carbon. The key will be balancing economical bio-products and sequestering the low-value carbon. In contrast, Direct Air Capture using adsorbants, desorption, and underground sequestration is too energy intensive. According to the International Energy Agency, DAC CO<sub>2</sub> requires between 6.5 and 10 GJ/t CO<sub>2</sub> or 1.8 to 2.7 MWh per ton (<xref ref-type="bibr" rid="B23">Budinis</xref>). In simple terms, sequestering 1 GT of CO<sub>2</sub> using DAC would require between 1800 and 2700 TWh, roughly half of the total U.S. output in 2021 of ~4000 TWh. The largest operating DAC facility, Climeworks ORCA plant in Iceland, sequesters 4000 MT/year, necessitating 250,000 similar plants to capture 1 GT CO<sub>2</sub>/year.</p>
</sec>
</sec>
<sec id="s4">
<title>Bio-catalysts</title>
<p>Biocatalysis forms the core of any circular bioeconomy, bio-refinery, or industrial biotechnology process. Biology&#x2019;s ability to rapidly catalyze biochemical reactions sequentially at low temperature and high specificity forms the basis of industrial biotechnology. Classical bio-catalysts such as microbes and enzymes have been used for centuries. More recently, immobilized cells and cell-free systems have gained attention as means to accomplish certain biochemical pathways without &#x201c;wasting&#x201d; carbon and energy maintaining viable cells. Regardless of form, bio-catalysts are fundamental to industrial production of biofuels, biochemicals, and bio-products.</p>
<sec id="s4_1">
<title>Microbes</title>
<p>Bacteria, yeast, fungi, and other whole cell bio-catalysts dominate industrial microbiology in biofuel and biochemical production. Examples include fungal production of organic acids and lipids (<xref ref-type="bibr" rid="B56">Grewal and Kalra, 1995</xref>; <xref ref-type="bibr" rid="B31">Carvalho et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B34">Chib et&#xa0;al., 2023</xref>), alcohols and lipids in yeast (<xref ref-type="bibr" rid="B98">Olson et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B64">Hull et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B25">Cai et&#xa0;al., 2016a</xref>; <xref ref-type="bibr" rid="B103">Pendon et&#xa0;al., 2021</xref>), alcohols and biochemicals in bacteria (<xref ref-type="bibr" rid="B26">Cai et&#xa0;al., 2016b</xref>), lipids and carotenoids in microalgae (<xref ref-type="bibr" rid="B85">Lopes da Silva et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B90">Monte et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B100">Papachristou et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B97">Oh et&#xa0;al., 2022</xref>), and a myriad of other bio-products from a range of microbes. Advances in molecular biology have enabled rapid and targeted metabolic engineering for increased product rate and titer, biofunneling to increase yields, expanded substrate utilization, redox balancing, and other cellular redesigns. Cutting edge technologies such as high through-put sequencing and targeted genome modification tools have opened a Pandora&#x2019;s box of opportunities in microbial metabolic engineering. The dawn of the -omics age has extended these opportunities even further as metabolomics, proteomics, fluxomics, genomics, transcriptomics, lipidomics, and glycomics continue to increase our understanding of cellular metabolism and pathways. Metagenomics, epigenomics, microbiomics, and secretomics have led us to the edge of engineering and directing microbial consortia in specific and targeted manner. These data-intensive techniques are tailor-made for big data applications of artificial intelligence and machine learning and as this interface of biology and data science continues to expand, we expect leaps forward in our understanding and manipulation of these cellular processes.</p>
</sec>
<sec id="s4_2">
<title>Enzymes</title>
<p>Enzymatic bioconversion of lignocellulosic biomass in the past 40+ years has evolved from relatively simple models of fungal cellulases such as Cel7A from <italic>Trichoderma reesei (</italic>
<xref ref-type="bibr" rid="B117">Taylor et&#xa0;al., 2018</xref>), to a broader and more comprehensive understating of mesoscale deconstruction mechanisms employed by multifunctional bacterial enzymes such as CelA from <italic>Caldicellulosiruptor bescii</italic> (<xref ref-type="bibr" rid="B20">Brunecky et&#xa0;al., 2017</xref>), synthetic multifunctional cellulases (<xref ref-type="bibr" rid="B21">Brunecky et&#xa0;al., 2020</xref>), and megaDalton sized cellulosomal complexes utilized by CBP organisms like <italic>Clostridium thermocellum</italic> (<xref ref-type="bibr" rid="B59">Hirano et&#xa0;al., 2016</xref>). Moreover, the critical debranching roles of accessory enzymes acting on xylan and other hemicelluloses (<xref ref-type="bibr" rid="B91">Moon et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B14">Barr et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B106">Pryor et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B78">Lagaert et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Cao et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Goncalves et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B61">Hu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B79">Laothanachareon et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B114">Sun et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B130">Yang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B96">Ogunyewo et&#xa0;al., 2021</xref>) and the discovery of Lytic Polysaccharide Mono-Oxygenase enzymes have also been critical in the development of modern commercial cellulases (<xref ref-type="bibr" rid="B3">Agger et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B94">Muller et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B16">Bernardi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B33">Cheng et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Calderaro et&#xa0;al., 2021</xref>).</p>
<p>Two primary challenges will be understanding deconstruction of lignocellulosic materials by novel enzymes and enzyme classes and leveraging that understanding to develop advanced commercial enzymes. Future enzyme cocktails will apply these deconstruction strategies to minimally pretreated lignocellulosic feed stocks in a cost-effective manner. Facile, robust, and low-cost production of enzymes must be developed significantly beyond the current state of the art to be applicable at global commodity scale.</p>
</sec>
<sec id="s4_3">
<title>Cell-free systems</title>
<p>Bio-based fuels and chemicals rely on living microbial cells, presenting challenges in engineering and optimizing metabolic pathways for these compounds. Mass transfer and pathway optimization are constrained by cell membranes and intracellular processes (<xref ref-type="bibr" rid="B86">Lu, 2017</xref>; <xref ref-type="bibr" rid="B126">Wilding et&#xa0;al., 2018</xref>) and much of the carbon ends up in cell biomass, reducing overall carbon efficiency. A high carbon efficiency bioeconomy could benefit from a move toward highly efficient cell-free synthetic biology (<xref ref-type="bibr" rid="B111">Sheldon and Woodley, 2018</xref>; <xref ref-type="bibr" rid="B126">Wilding et&#xa0;al., 2018</xref>). Cell-free synthetic biology is an emerging interdisciplinary approach utilizing enzymes and cofactor components that are engineered and optimized without the use of living cells, allowing direct control of transcription, translation, and metabolism in an open environment (<xref ref-type="bibr" rid="B86">Lu, 2017</xref>).</p>
<p>The primary advantages of cell free enzyme systems are facile manipulation of substrate ratios, and careful adjustment of high energy flux ratios that are either difficult or impossible to control in microbial systems. Enzyme activity and temperature optima are tuned through careful enzyme selection. In contrast, living systems issues include metabolite competition, generation of side products, suboptimal enzyme ratios, and variable temperature optima for the cell (<xref ref-type="bibr" rid="B15">Bergquist et&#xa0;al., 2020</xref>) and devotes significant energy and effort in keeping itself alive and reproducing. Unfortunately, key problems for cell free systems remain, largely related to robust and facile protein expression, where post translational modifications are key. Recycling energy carriers such as NADH/NADPH or ATP is also an problem, however there are some approaches using whole cell lysates or redox balancing reactions (<xref ref-type="bibr" rid="B120">Ullah et&#xa0;al., 2016</xref>). Examples of possible reactions are too many to list, but two common substrates, glucose and glycerol can be utilized to produce a variety of products (<xref ref-type="bibr" rid="B15">Bergquist et&#xa0;al., 2020</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="discussion">
<title>Discussion</title>
<p>We are on the cusp of a carbon-management-based global bioeconomy driven by reducing GHG levels, decarbonizing a wide range of industries, and equilibrating bioenergy and bio-products opportunities across geographical, cultural, economic, and social barriers. The bio-refinery will play a central role in this new paradigm and will function from niche to regional commodity scale. Feed-stocks and products will be extremely narrow or exceedingly broad based on local opportunities and the science and engineering needed will vary accordingly. The social, political, and economic factors will likely stay in flux for years, however the underlying need to solve global carbon levels will only continue to increase. Bio-based technologies offer the best and possibly only opportunity to achieve this planetary effort at scale and in the shortest time, but developing the myriad technologies needed to implement the solution will require constant and ongoing dissemination of results, collaborations across disciplines, and rigorous peer review to advance the bio-refinery to a meaningful level to solve rising carbon levels worldwide.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SD: Overall concept and framework, principal writing for abstract, introduction, Feed-stocks (starch, sugars, LCs, wet wastes, CO<sub>2</sub> and gases), Biocatalysts (microbes), edited and contributed to other sections, handles references, final editing and submission. RB: Principal writing for enzymes and cell-free sections, general contributions to rest of article, JY: Principal writing for AI/ML and cell-free. VS: Principal writing for algae, plastics, and microbes sections, general contributions to rest of article. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>Funding provided by U.S. Department of Energy Office of Energy Efficiency and Renewable Energy Bioenergy Technologies Office. The views expressed in the article do not necessarily represent the views of the DOE or the U.S. Government.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>This work was authored by Alliance for Sustainable Energy, LLC, the Manager and Operator of the National Renewable Energy Laboratory for the U.S. Department of Energy (DOE) under Contract No. DE-AC36-08GO28308.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author SRD 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>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" 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>
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