<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1385845</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2024.1385845</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Recovery of rare earth elements from low-grade coal fly ash using a recyclable protein biosorbent</article-title>
<alt-title alt-title-type="left-running-head">Hussain et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2024.1385845">10.3389/fbioe.2024.1385845</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hussain</surname>
<given-names>Zohaib</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2656680/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dwivedi</surname>
<given-names>Divya</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kwon</surname>
<given-names>Inchan</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2062064/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>School of Materials Science and Engineering</institution>, <institution>Gwangju Institute of Science and Technology (GIST)</institution>, <addr-line>Gwangju</addr-line>, <country>Republic of Korea</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/851066/overview">Denys Kristalia Villa Gomez</ext-link>, The University of Queensland, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2666600/overview">Yun Liu</ext-link>, Zhengzhou University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1379622/overview">Chunqiao Xiao</ext-link>, Wuhan Institute of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2340538/overview">Patrick Diep</ext-link>, Lawrence Livermore National Laboratory (DOE), United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Inchan Kwon, <email>inchan@gist.ac.kr</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1385845</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Hussain, Dwivedi and Kwon.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Hussain, Dwivedi and Kwon</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>Rare earth elements (REEs), including those in the lanthanide series, are crucial components essential for clean energy transitions, but they originate from geographically limited regions. Exploiting new and diverse supply sources is vital to facilitating a clean energy future. Hence, we explored the recovery of REEs from coal fly ash (FA), a complex, low-grade industrial feedstock that is currently underutilized (leachate concentrations of REEs in FA are &#x3c; 0.003&#xa0;mol%). Herein, we demonstrated the thermo-responsive genetically encoded REE-selective elastin-like polypeptides (RELPs) as a recyclable bioengineered protein adsorbent for the selective retrieval of REEs from coal fly ash over multiple cycles. The results showed that RELPs could be efficiently separated using temperature cycling and reused with high stability, as they retained &#x223c;95% of their initial REE binding capacity even after four cycles. Moreover, RELPs selectively recovered high-purity REEs from the simulated solution containing one representative REE in the range of 0.0001&#x2013;0.005&#xa0;mol%, resulting in up to a 100,000-fold increase in REE purity. This study offers a sustainable approach to diversifying REE supplies by recovering REEs from low-grade coal fly ash in industrial wastes and provides a scientific basis for the extraction of high-purity REEs for industrial purposes.</p>
</abstract>
<kwd-group>
<kwd>rare earth elements</kwd>
<kwd>biosorption</kwd>
<kwd>biomaterials</kwd>
<kwd>elastin-like polypeptide</kwd>
<kwd>liquid&#x2013;liquid phase separation</kwd>
<kwd>intrinsically disordered protein</kwd>
<kwd>coacervation</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Bioprocess Engineering</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Rare earth elements (REEs) are vital for modern technology and clean energy. However, their supply is concentrated in a few countries, posing challenges for the transition to clean energy. Diversifying REE sources through sustainable methods and recycling is crucial (<xref ref-type="bibr" rid="B28">The White House, 2022</xref>; <xref ref-type="bibr" rid="B4">Carrera et al., 2023</xref>). Non-traditional REE resources, such as coal byproducts, are abundant and can diversify the REE supply chain (<xref ref-type="bibr" rid="B24">Park et al., 2017</xref>). However, conventional REE extraction methods are technically challenging, intricate, and costly due to the low REE content and the high concentrations of competing metals found in these feedstocks. Furthermore, these REE extraction processes, especially hydrometallurgy through solvent extraction, require significant energy input and impose substantial environmental burdens (<xref ref-type="bibr" rid="B24">Park et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Mattocks J et al., 2020</xref>). Hence, developing alternative technologies that enable the selective, efficient, and environmentally friendly recovery of REEs from non-traditional feedstocks is paramount to tackling their supply challenges.</p>
<p>Biosorption represents a potentially cost-effective and eco-friendly approach for metal recovery. Biosorption methods using natural and engineered whole cells and natural and engineered proteins have been explored for REE extraction. However, they have limitations, such as poor selectivity and operational issues. Industry and associated research fields generally ignore proteins for the REE life cycle and favor small, artificial chelators instead. However, the recent discovery of lanmodulin (LanM), a natural chelator, offers a sustainable alternative to conventional extraction methods with exceptional selectivity, especially for light REEs (<xref ref-type="bibr" rid="B5">Cotruvo et al., 2018</xref>; <xref ref-type="bibr" rid="B7">Deblonde et al., 2020</xref>; <xref ref-type="bibr" rid="B11">Dong et al., 2021</xref>; <xref ref-type="bibr" rid="B12">Featherston et al., 2021</xref>; <xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>), and has served as a technological platform for f-element detection, recovery, and separation (<xref ref-type="bibr" rid="B7">Deblonde et al., 2020</xref>). However, using only proteins for REE adsorption is not suitable and economical due to the short life, difficult reuse, and expensive single-use of proteins, and the extraction of desorbed REEs from free protein-based biosorbents is not trivial (<xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). Harnessing LanM for the effective and efficient recovery of REEs requires biosorption material with desirable functionality, stability, and reusability. Thus, to further improve the method efficiency by enabling facile protein reuse, recent studies highlight using a solid&#x2013;liquid extraction process for the selective recovery of REEs. For example, LanM was immobilized onto agarose microbeads based on thiol&#x2013;maleimide click chemistry. The resulting biosorbent was used for grouped REE extraction from low-grade feedstock fly ash (FA) leachate in a flow-through format (<xref ref-type="bibr" rid="B11">Dong et al., 2021</xref>). In another study inspired by LanM, chimeric protein DLanM containing two copies of LanM was immobilized onto agarose microbeads using a Cnbr-activated amine condensation reaction. The fixed bed column was then packed with DLanM&#x2013;agarose for the selective recovery of REEs under flow-through conditions (<xref ref-type="bibr" rid="B6">Cui et al., 2023</xref>). In a recent study, SpyTag&#x2013;SpyCatcher (Spy) chemistry was harnessed for bioconjugation to obtain REE-binding biomaterials; SpyCatcher-fused LanM was immobilized on the surface of SpyTag-functionalized magnetic nanoparticles. The engineered biomaterial selectively adsorbed REEs from the geothermal brine and low-grade leachate of coal FA. However, these methods have associated drawbacks of a time-consuming and complex material synthesis and immobilization process, reduced protein functionality, and REE adsorption kinetics upon immobilization (<xref ref-type="bibr" rid="B11">Dong et al., 2021</xref>; <xref ref-type="bibr" rid="B31">Xie et al., 2022</xref>; <xref ref-type="bibr" rid="B32">Ye et al., 2023a</xref>).</p>
<p>The reduced protein REE adsorption activity is observed because of the low protein-loading capacity and protein denaturation by chemical reagents and materials upon immobilization. Compared to the free LanM protein, upon immobilization using thiol&#x2013;maleimide click chemistry, LanM retained &#x223c;67% of the adsorption activity, and one of its REE-binding sites was also destabilized (<xref ref-type="bibr" rid="B11">Dong et al., 2021</xref>). In the case of SpyTag&#x2013;SpyCatcher chemistry, LanM maintained &#x223c;80% of adsorption activity (<xref ref-type="bibr" rid="B32">Ye et al., 2023a</xref>). The use of toxic chemicals and reagents or stringent conditions reduces the stability/activity of proteins. Moreover, the orientation and conformation of proteins are also hard to control, which may negatively impact protein stability/activity (<xref ref-type="bibr" rid="B33">Ye et al., 2023b</xref>). It is also important to consider the use of a non-adsorptive support matrix that allows the selectivity of the REE binding protein to determine the purity of the recovered metal solution and avoids potential matrix-mediated sorption of non-REEs and REEs; for example, non-protein-conjugated agarose microbeads showed an adsorption capacity of 4.38&#xa0;&#x3bc;g&#xa0;mL<sup>-1</sup> for La<sup>&#x2b;3</sup> (4,380&#xa0;ppb or 31&#xa0;&#xb5;M) at pH 3.5 (<xref ref-type="bibr" rid="B3">Brewer et al., 2019a</xref>; <xref ref-type="bibr" rid="B6">Cui et al., 2023</xref>).</p>
<p>We recently introduced a novel method named RExtractor, which employs a protein-based, all-aqueous approach for liquid&#x2013;liquid phase separation to selectively recover total REEs. This method utilizes a REE-sensitive, genetically encoded elastin-like polypeptide (RELP) that responds to changes in temperature. The technology allows for the repeated use of RELP biosorbents, enduring multiple cycles of adsorption/desorption and phase transitions to recover Tb<sup>3&#x2b;</sup>. Additionally, the RELP demonstrates resilience to acidic pH levels ranging from 3 to 6. The purification of RELP involves leveraging its unique phase transition behavior using inverse transition cycling (ITC), where the elastin-like polypeptide (ELP) serves as a purification tag (<xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). This method is advantageous due to its cost-effectiveness and time-saving nature, eliminating the need for chromatography and not being limited by resin capacity (<xref ref-type="bibr" rid="B21">Meyer and Chilkoti, 1999</xref>; <xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). Liquid&#x2013;liquid phase separation (LLPS), also known as coacervation, is a process where macromolecular solutions undergo phase separation, resulting in the formation of a dense, polymer-rich phase and a solvent-rich phase (<xref ref-type="bibr" rid="B10">Dinic et al., 2021</xref>). LLPS is commonly observed in proteins containing intrinsically disordered regions, like elastin. Various factors, including temperature, salt concentration, pH, and other biomolecules, such as RNA or ATP, are studied to modulate protein LLPS behavior (<xref ref-type="bibr" rid="B9">Dignon et al., 2019</xref>). Elastin LLPS, for example, is driven by temperature and involves entropic interactions between hydrophobic sequences or domains and the disruption of water molecules surrounding the polymer. Inspired by this behavior, ELPs have been designed for numerous biomedical and industrial applications (<xref ref-type="bibr" rid="B30">Vidal Ceballos et al., 2022</xref>). ELPs exhibiting lower critical solution temperature (LCST) phase behavior dissolve in aqueous solutions below their transition temperature (Tt) but undergo phase separation into a polymer-rich, insoluble coacervate phase at temperatures above Tt (<xref ref-type="bibr" rid="B29">Varanko et al., 2020</xref>). This reversible LCST behavior, known as coacervation, enables the inexpensive purification of ELPs through ITC, pioneered by <xref ref-type="bibr" rid="B21">Meyer and Chilkoti (1999)</xref>. In ITC, soluble ELPs are collected below Tt, while insoluble contaminants pellet down during cold spin, and the opposite occurs during hot spin above Tt. By adding salt (not exceeding 3&#xa0;M) and heat, ELP coacervation above Tt is facilitated, leading to the formation of micron-sized aggregates enriched in ELP fusion proteins. These aggregates can be separated from other soluble cell lysate components via centrifugation (hot spin) (<xref ref-type="bibr" rid="B13">Hassouneh et al., 2010</xref>).</p>
<p>Phase-transition efficiency of ELPs can be affected by several factors, such as ELP concentration, salt concentration, pH, and temperature. Therefore, there are two convenient ways to modulate the phase transition of ELP-fused proteins: increasing the solution temperature above the inverse T<sub>t</sub> or increasing the salt concentration to depress the T<sub>t</sub> below the solution temperature (<xref ref-type="bibr" rid="B13">Hassouneh et al., 2010</xref>). For metal desorption from biosorbents, mostly acids, salts, and ligands have been used. However, using salts in the desorption step reduced the REE recovery yield and purity (<xref ref-type="bibr" rid="B23">Park et al., 2016</xref>). Most of these studies focus on environmental remediation rather than extracting REEs for industrial applications, for which the purity of the recovered metals is critical. In the current study, we refrain from using salt during the desorption step by inducing the phase separation of RELPs through heating above Tt without the addition of salt (<xref ref-type="fig" rid="F1">Figure 1</xref>) to enhance REE purity through temperature cycling.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic diagram (Created with BioRender.com) of temperature cycling of RELP for the selective recovery of REEs from FA leachate through the following steps: with the addition of the FA leachate to RELP solution at 4&#xb0;C for adsorption at pH 4.5; phase separation above Tt and centrifugation at 37&#xb0;C to remove non-REEs; solubilization and desorption of the bound REEs at 4&#xb0;C in the desorption buffer; similar to step 2 to collect the coacervate and REEs. For subsequent cycles, RELP coacervates were resolubilized at 4&#xb0;Q17C, with the addition of fresh FA leachate for its repeated use in the recovery of REEs.</p>
</caption>
<graphic xlink:href="fbioe-12-1385845-g001.tif"/>
</fig>
<p>The key research needed for this promising new protein-based REE recovery technology is to demonstrate its ability to recover REEs in repeated cycles from low-grade industrial or environmental samples (<xref ref-type="bibr" rid="B16">Hutchison et al., 2021</xref>), even at environmentally relevant concentrations. For this purpose, coal combustion residuals, including FA, have been widely investigated as a potential source of REEs (<xref ref-type="bibr" rid="B26">Stoy et al., 2021</xref>). Coal power plants worldwide release millions of tons of coal ash annually and are landfilled. The leaching of toxic trace elements and ash spill events make landfills a significant environmental challenge (<xref ref-type="bibr" rid="B8">Deng et al., 2023</xref>). The recovery of REEs from FA has several advantages, which include readily available waste products, not requiring extensive excavation, and having a fine powder nature that makes it ideal for chemical processing (<xref ref-type="bibr" rid="B27">Taggart et al., 2016</xref>).</p>
<p>The present study offers the first direct experimental evidence of a RELP for extracting REEs from unconventional, low-grade REE feedstock in batch operation and its ability to recover low-concentration REEs with high purity. This technology will enable efficient and sustainable REE recovery from FA in order to meet the REE demand while also addressing the increasing environmental concerns with coal combustion residuals. Herein, we report that the use of RELPs for the selective extraction of total REEs from FA using temperature cycling paved the way for a quantitative, sustainable design of protein-based adsorbents for REE recovery.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>Restriction enzymes, ligase, and other molecular reagents for gene cloning were obtained from NEB (Ipswich, MA, United States). The pET-24a-ELP[V150] plasmid was purchased from Addgene (ID: 67015) (Watertown, MA, United States). Macrogen, Inc. (Seoul, South Korea) synthesized all DNAs and primers used for cloning. Unless otherwise specified, chemical reagents were obtained from Sigma-Aldrich (Saint Louis, MO, United States).</p>
</sec>
<sec id="s2-2">
<title>2.2 Preparation of the coal fly ash leachate</title>
<p>An FA sample was collected from a coal-fired power plant operated by the Korea Midland Power Boryeong Power Generation Site Division. A measure of 5&#xa0;g of FA was leached using 50&#xa0;mL of 2&#xa0;M HCl solution for 3&#xa0;h. The leachate was centrifuged at 5,000 <italic>g</italic> for 15&#xa0;min to remove any undissolved particles before pH adjustment using NaOH. The pH-adjusted leachate was centrifuged again to remove precipitates formed during pH adjustment. The final leachate solution obtained had a pH of 4.5. The concentrations of Y<sup>3&#x2b;</sup>, La<sup>3&#x2b;</sup>, Ce<sup>3&#x2b;</sup>, Pr<sup>3&#x2b;</sup>, Nd<sup>3&#x2b;</sup>, Sm<sup>3&#x2b;</sup>, Eu<sup>3&#x2b;</sup>, Gd<sup>3&#x2b;</sup>, Tb<sup>3&#x2b;</sup>, Ho<sup>3&#x2b;</sup>, Er<sup>3&#x2b;</sup>, Tm<sup>3&#x2b;</sup>, and Yb<sup>3&#x2b;</sup> were determined by ICP-MS (Agilent 7900, Agilent Technologies, Santa Clara, CA, United States). The Na<sup>2&#x2b;</sup>, Mg<sup>2&#x2b;</sup>, and Ca<sup>2&#x2b;</sup> concentrations were determined by ICP-OES (iCAP7400DUO, Thermo Scientific, Waltham, MA, United States). Samples were diluted with 2% HNO<sub>3</sub> for analysis. The ICP-MS and ICP-OES results corresponded to the mean values (<italic>n</italic> &#x3d; 3).</p>
</sec>
<sec id="s2-3">
<title>2.3 Protein expression and purification</title>
<p>The expression and purification of RELPs were performed as previously reported (<xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). In brief, the pET-24a-RELP plasmid encoding the RELP gene was constructed by adding the LanM gene to the pET-24a-ELP[V150] plasmid. The features of the pET-24a-RELP plasmid are shown in <xref ref-type="sec" rid="s10">Supplementary Material</xref>. The DNA and amino acid sequences of RELPs were previously reported (<xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). After the protein expression and purification of RELP, the concentration of the purified RELP (molar extinction coefficient: 6,990&#xa0;m<sup>&#x2212;1</sup>&#xa0;cm<sup>&#x2212;1</sup>) was measured at an absorbance of 280&#xa0;nm using a microplate reader (Synergy, BioTek, Winooski, VT, United States) according to Beer&#x2013;Lambert&#x2019;s law (<xref ref-type="bibr" rid="B22">Pace et al., 1995</xref>; <xref ref-type="bibr" rid="B1">Anthis and Clore, 2013</xref>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Structure prediction using AlphaFold</title>
<p>The AlphaFold Colab notebook from DeepMind was used for protein structure prediction (<xref ref-type="bibr" rid="B17">Jumper et al., 2021</xref>), and the full RELP sequence was provided as an input. The structure was visualized using PyMOL Molecular Graphics System, version 1.2r3pre, Schr&#xf6;dinger, LLC.</p>
</sec>
<sec id="s2-5">
<title>2.5 Characterization of reversible phase-transition behavior</title>
<p>To investigate the phase transition of the RELP at different concentrations, the RELP in 20&#xa0;mM MES buffer (pH 5.8) was heated from 26&#xb0;C to 44&#xb0;C at a rate of 1&#xb0;C/2 min, and changes in absorbance at 350&#xa0;nm (A<sub>
<bold>350nm</bold>
</sub>) were monitored using the microplate reader. The reversible phase-transition behavior over multiple cooling and heating cycles was further investigated by measuring size changes using dynamic light scattering (DLS). DLS was performed using the Zetasizer Nano ZSP (Malvern Instruments, Malvern, United Kingdom) with the 173&#xb0; backscatter detector. Protein solutions were prepared in MES (final concentration of 25&#xa0;&#x3bc;M), transferred to a DLS cuvette (precooled at 10&#xb0;C), and quickly transferred into the Zetasizer. After incubation at 10&#xb0;C, the first set of DLS measurements was conducted. Subsequent measurements were conducted at alternating temperatures (heating to 37&#xb0;C and cooling to 10&#xb0;C) for three cycles. The hydrodynamic diameter (Zavg) was calculated. Measurements were performed in triplicate.</p>
</sec>
<sec id="s2-6">
<title>2.6 REE recovery from the coal fly ash leachate</title>
<p>In 20&#xa0;mM MES buffer (pH 5.8), the FA leachate (<xref ref-type="table" rid="T1">Table 1</xref>) and 25&#xa0;&#xb5;M of RELP were mixed and kept at 4&#xb0;C. The coacervation above the T<sub>
<bold>t</bold>
</sub> was performed using a heat block at 37&#xb0;C for 10 min, followed by centrifugation at 15,000&#xa0;rpm at 37&#xb0;C for 10&#xa0;min, and the supernatant containing unbound metals was transferred to the new tube. Next, the RELP coacervates were resolubilized in phosphate&#x2013;citrate buffer (4&#xa0;mM Na<sub>2</sub>HPO<sub>4</sub> and 100&#xa0;mM citric acid, pH 2.2) at 4&#xb0;C for 10&#xa0;min for the desorption of bound REEs from RELPs. To separate the RELP and desorbed REEs, coacervation above T<sub>t</sub> was triggered as described previously. The supernatant was recovered and used to analyze the recovered metals. The obtained RELP coacervates were resolubilized in fresh coal fly ash leachate for subsequent cycles (up to four cycles). The concentrations of the recovered REEs were determined using ICP-MS. The percentage of the metal recovered was calculated relative to the amount of metal added initially.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Initial chemical composition of the coal fly ash leachate.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Metal</th>
<th align="center">Concentration (&#xb5;M)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="14" align="center">REEs</td>
<td align="center">Y</td>
<td align="center">1.376</td>
</tr>
<tr>
<td align="center">La</td>
<td align="center">0.893</td>
</tr>
<tr>
<td align="center">Ce</td>
<td align="center">1.710</td>
</tr>
<tr>
<td align="center">Pr</td>
<td align="center">0.211</td>
</tr>
<tr>
<td align="center">Nd</td>
<td align="center">0.829</td>
</tr>
<tr>
<td align="center">Sm</td>
<td align="center">0.171</td>
</tr>
<tr>
<td align="center">Eu</td>
<td align="center">0.035</td>
</tr>
<tr>
<td align="center">Gd</td>
<td align="center">0.169</td>
</tr>
<tr>
<td align="center">Tb</td>
<td align="center">0.025</td>
</tr>
<tr>
<td align="center">Dy</td>
<td align="center">0.141</td>
</tr>
<tr>
<td align="center">Ho</td>
<td align="center">0.028</td>
</tr>
<tr>
<td align="center">Er</td>
<td align="center">0.076</td>
</tr>
<tr>
<td align="center">Tm</td>
<td align="center">0.010</td>
</tr>
<tr>
<td align="center">Yb</td>
<td align="center">0.060</td>
</tr>
<tr>
<td rowspan="3" align="center">Non-REEs</td>
<td align="center">Mg</td>
<td align="center">4265</td>
</tr>
<tr>
<td align="center">Na</td>
<td align="center">128387</td>
</tr>
<tr>
<td align="center">Ca</td>
<td align="center">19701</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-7">
<title>2.7 Batch experiment to determine the recovery ability of the RELP for low concentrations of REEs</title>
<p>The RELP was incubated in four different solutions containing varying concentrations of REE (Tb<sup>3&#x2b;</sup>) (1&#xa0;&#xb5;M to nM range) and equimolar concentrations of Mg and Zn (approximately 1&#xa0;mM each). The REE was recovered as described above, except for the desorption of bound metal using citrate buffer (100&#xa0;mM citric acid, pH 1.8). The concentrations of the recovered metal in the filtrate were analyzed using ICP-MS.</p>
<p>Metal ion purity, fold increase, and yield are defined as<disp-formula id="equ1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="bold-italic">P</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">y</mml:mi>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mi mathvariant="bold-italic">g</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">z</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="bold-italic">F</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
<mml:mi mathvariant="bold-italic">d</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mi mathvariant="bold-italic">c</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">p</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">y</mml:mi>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="bold-italic">P</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">y</mml:mi>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">c</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">d</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">s</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="bold-italic">P</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">y</mml:mi>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi mathvariant="bold-italic">s</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
<mml:mi mathvariant="bold-italic">u</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ3">
<mml:math id="m3">
<mml:mrow>
<mml:mi mathvariant="bold-italic">Y</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
<mml:mi mathvariant="bold-italic">d</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">c</mml:mi>
<mml:mi mathvariant="bold-italic">o</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">I</mml:mi>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
<mml:mi mathvariant="bold-italic">b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:msub>
<mml:mtext>&#x2009;</mml:mtext>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Characterization of the biosorbent</title>
<p>The RELP used in this study is the LanM, derived from <italic>Methylorubrum extorquens</italic> AM1, fused to the C-terminus of the ELP. The generated <italic>de novo</italic> 3D structural model using AlphaFold2 (DeepMind) (<xref ref-type="bibr" rid="B17">Jumper et al., 2021</xref>) is shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>. As expected, the predicted structure showed an unstructured ELP region and the folded LanM protein region, suggesting that ELP fusion does not disrupt the folded structure of LanM. The RELP contains the ELP gene encoded with Val as the guest residue and comprises 150 repeats of the [GVGVP] amino acid motif (ELP[V150]). The RELPs purified through ITC have theoretical molecular weights of 75&#xa0;kDa and were observed in the protein gel around the 75-kDa protein standard, with a purity above 95% (<xref ref-type="fig" rid="F2">Figure 2B</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Purification and phase transition behavior of the RELP. <bold>(A)</bold> Predicted 3D structure of the RELP monomer generated using AlphaFold2. <bold>(B)</bold> Purified RELP by SDS-PAGE analysis. From left to right, lane 1: molecular weight marker (M); lane 2: before induction (BI); lane 3: after induction (AI); lane 4&#x2013;6: purified RELPs obtained from three different batches of purification. <bold>(C)</bold> Turbidity profile for the purified RELP at different concentrations. <bold>(D)</bold> Reversible size change of the RELP over multiple cycles at below Tt (10&#xb0;C) and above Tt (37&#xb0;C).</p>
</caption>
<graphic xlink:href="fbioe-12-1385845-g002.tif"/>
</fig>
<p>As discussed above, the phase transition of an ELP fusion protein is generally modulated by increasing the solution temperature above the inverse T<sub>t</sub>, and by increasing the salt concentration, the transition is achieved even at temperatures much lower than T<sub>t</sub> (<xref ref-type="bibr" rid="B13">Hassouneh et al., 2010</xref>). In the current study, we triggered the coacervation of the RELP by increasing the temperature of the purified protein solution above T<sub>t</sub>, without adding additional salt. For this purpose, following purification, the T<sub>t</sub> values of the RELP were measured by temperature-programmed turbidimetry. This technique monitors A<sub>350nm</sub> of the RELP solution while the temperature increases. As T<sub>t</sub> is concentration-dependent, T<sub>t</sub> is characterized by a concentration series. The turbidity profile exhibits a sharp increase corresponding to the RELP phase transition from soluble to insoluble aggregates. The results showed that T<sub>t</sub> of a RELP decreases as its concentration in solution increases (<xref ref-type="fig" rid="F2">Figure 2C</xref>). The reversibility of the RELP phase transition is confirmed by measuring size changes as the ELP transitions from unimer to micron-scale aggregates below T<sub>t</sub> and above T<sub>t</sub>, respectively. The micrometer-scale coacervates of the RELP were observed at 37&#xb0;C via DLS analysis. The DLS analysis also showed that the RELP maintains its reversible phase transition property during three cycles of temperature change. An insoluble coacervate is fully reversible upon cooling of the solution (when the solution temperature was decreased below T<sub>t</sub>) and was completely resolubilized (<xref ref-type="fig" rid="F2">Figure 2D</xref>). These results demonstrated that the LLPS of the RELP can be triggered by temperature only, and such a reversible transition of the RELP will improve the existing method for the repeated use of the RELP for selective recovery of REEs.</p>
</sec>
<sec id="s3-2">
<title>3.2 Reusability of biosorbents for REE recovery from fly ash over multiple cycles</title>
<p>We investigated the REE recovery using the RELP from the coal fly ash leachate, an abundant and potentially valuable industrial REE feedstock. The acid leachate of FA (pH 4.5) in this study contained &#x2248;152&#xa0;mM of total metal ions (<xref ref-type="table" rid="T1">Table 1</xref>), including &#x2248;5&#xa0;&#xb5;M REEs (0.003&#xa0;mol% REEs, excluding monovalent ions) and other metals (4&#xa0;mM&#xa0;Mg, 128&#xa0;mM Na, and 19&#xa0;mM Ca). Although the original coal fly ash leachate had Al, Si, and Fe, they were removed during pH adjustment. The RELP retained &#x223c;95% of the initial REE binding capacity even after four cycles (<xref ref-type="fig" rid="F3">Figure 3</xref>). The RELP selectively recovered the REEs for repeated cycles and showed minimal recovery for non-REEs, with no substantial decrease in its performance after four cycles of REE recovery from the FA leachate; the results were insignificant for each element between each cycle (<xref ref-type="fig" rid="F3">Figure 3</xref>). The slight, apparent high recovery efficiency for light REEs (Nd and Sm) over heavy REEs (<xref ref-type="fig" rid="F3">Figure 3</xref>) is likely due to the LanM, derived from <italic>M. extorquens</italic> AM1, favoring the larger and more abundant light REEs than heavy REEs (Gd&#x2013;Yb) (<xref ref-type="table" rid="T1">Table 1</xref>), as previously reported (<xref ref-type="bibr" rid="B7">Deblonde et al., 2020</xref>; <xref ref-type="bibr" rid="B11">Dong et al., 2021</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Recovery of REEs by RELP (25&#xa0;&#xb5;M) from the coal fly ash leachate (pH &#x3d; 4.5). The recovery percentage was calculated from the amount of metal recovered relative to the amount added. The data are represented as the mean &#xb1; SD and were subjected to one-way ANOVA with Tukey&#x2019;s <italic>post hoc</italic> test (no significant difference among the four cycles for each REE).</p>
</caption>
<graphic xlink:href="fbioe-12-1385845-g003.tif"/>
</fig>
<p>In comparison, previous studies showed single-step selective recovery of REEs from complex industrial wastes (<xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). In a single-step process, the RELP has shown high recovery efficiency for REEs (&#x2248;80%) from steel slag leachate containing 41&#xa0;mM of metal ions (<xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>). Moreover, in another study, the incubation of LanM with leachates of lignite and electronic waste, followed by a single-size exclusion filtration step (using a centrifugal filter with a molecular weight cutoff), showed that all of the non-REE elements remained in the recovered filtrates, and REEs are selectively extracted by the protein fraction left in retentate (<xref ref-type="bibr" rid="B7">Deblonde et al., 2020</xref>). The retentates obtained from the filtration assay were digested and used for metal quantification by ICP-MS (<xref ref-type="bibr" rid="B14">Hemmann et al., 2023</xref>). Hence, regarding the reusability of biosorbents for the selective and repeated recovery of REEs from complex industrial wastes, this study outperformed comparable REE extraction processes using protein-based technologies (<xref ref-type="bibr" rid="B7">Deblonde et al., 2020</xref>; <xref ref-type="bibr" rid="B15">Hussain et al., 2022</xref>; <xref ref-type="bibr" rid="B14">Hemmann et al., 2023</xref>). Moreover, the method we used is entirely protein-based, and hence, it does not require any centrifugal filter to separate protein-bound REEs from unbound non-REEs or proteins from recovered REEs after the desorption step. Considering industrial applications, the simplistic non-chromatographic purification and high stability upon reuse of the RELP demonstrate the flexibility and potential for use as a low-cost recovery platform for REEs from complex waste sources.</p>
</sec>
<sec id="s3-3">
<title>3.3 Biosorbent for the recovery of high-purity REEs in extremely low-concentration samples</title>
<p>REEs have been reported to exist at very low concentrations (picomolar scales) in various low-grade REE sources. We investigated the ability of the RELP to recover REEs from environmentally relevant concentrations (&#xb5;M to nM range). The RELP was incubated in different solutions containing varying concentrations of REEs (Tb<sup>3&#x2b;</sup>) (&#xb5;M to nM range) and equimolar concentrations of Mg and Zn (&#x223c;1&#xa0;mM each) at pH 5.8. Mg and Zn were selected as representative competing non-REE elements because REEs frequently coexist with these metals at high concentrations (high &#x3bc;M range) in ore and waste streams. The RELP selectively recovers the REE (Tb<sup>3&#x2b;</sup>), which has a concentration as low as 1.8&#xa0;nM (<xref ref-type="table" rid="T2">Table 2</xref>). Mattocks et al. constructed a LanM-based protein sensor. They confirmed its detection efficiency for REEs using fluorescence resonance energy transfer. The sensor detected REEs within a 10&#x2013;50 &#xb5;M range, with a 7-fold ratiometric response but only a weak response to divalent and trivalent metal ions at pH 7.0 (<xref ref-type="bibr" rid="B19">Mattocks et al., 2019</xref>). Moreover, in another study, Trp-substituted LanM directly quantified 3&#xa0;ppb (18&#xa0;nM) terbium in acid mine drainage using luminescence resonance energy transfer at pH 5.0 (<xref ref-type="bibr" rid="B12">Featherston et al., 2021</xref>). These studies anticipate that LanM can be used for detecting and quantifying REEs in extremely low concentrations in environmental and industrial samples. The results suggest the advantage of the RELP system for the selective recovery of high-purity REEs from extremely low-concentration metal solutions. We anticipate further applications of this system by re-engineering the RELP to selectively recover other metal ions (e.g., actinides) present at extremely low levels in seawater (<xref ref-type="bibr" rid="B18">Mattocks et al., 2022</xref>). Most previous biosorbent studies are more focused on environmental remediation than the extraction of REEs for industrial purposes, where the purity of the recovered metals is critical. The lanthanide-binding tag-engineered <italic>Escherichia coli</italic> cells showed REE purity of 0.11% in the extracted solution because of the adsorption of non-REEs to the cell surface, which eluted along with REEs (<xref ref-type="bibr" rid="B2">Brewer et al., 2019b</xref>). In terms of purity, LanM-immobilized magnetic nanoparticles showed 10.9&#xa0;mol% REE purity in the recovered solution, which was 1,155-fold higher than in the FA leachate stock solution (0.009&#xa0;mol%) (<xref ref-type="bibr" rid="B32">Ye et al., 2023a</xref>). The LanM-immobilized agarose microbead column showed 88.2&#xa0;mol% REE purity, which was 2,040-fold higher than in the FA leachate stock solution (0.043&#xa0;mol%) (<xref ref-type="bibr" rid="B11">Dong et al., 2021</xref>). The increase in REE purity by the RELP was 10&#x2013;100 orders of magnitude higher than other benchmark materials, such as LBT-engineered cells and LanM-immobilized magnetic nanoparticles, and comparable to the LanM-based column. Notably, the fold increase in REE purity was also 10&#x2013;100 order-of-magnitude higher than that of LanM-based biosorbents (<xref ref-type="table" rid="T2">Table 2</xref>). The results demonstrated that the RELP can be used to obtain high-purity REE mixture solutions by utilizing low-grade REE solutions. However, the RELP-based approach has limitations, such as the inability for intra-REE separation, as was demonstrated by the LanM-immobilized resin. We anticipate achieving even higher yields and product purity for other environmental and industrial waste leachates, which will be the subject of future studies.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>REE (Tb<sup>3&#x2b;</sup>) purity after recovery by the RELP. The initial molar concentrations of Tb<sup>3&#x2b;</sup> in each batch of synthetic solutions (ppb) and the amount of Mg<sup>2&#x2b;</sup> and Zn<sup>2&#x2b;</sup> added to each solution are approximately 1&#xa0;mM. The experiments were conducted in triplicates, and values are represented as the mean.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Initial Tb<sup>3&#x2b;</sup> concentration &#xb5;M (ppb)</th>
<th align="center">Tb<sup>3&#x2b;</sup> purity in initial solution (%)</th>
<th align="center">Tb<sup>3&#x2b;</sup> purity in recovered solution (%)</th>
<th align="center">Fold increase in Tb<sup>3&#x2b;</sup> purity</th>
<th align="center">Recovery of Tb<sup>3&#x2b;</sup> (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0.94 &#xb1; 1.9&#x2a;10<sup>&#x2212;2</sup> (150)</td>
<td align="center">0.044 &#xb1; 1.6&#x2a;10<sup>&#x2212;3</sup>
</td>
<td align="center">1.0&#x2a;10<sup>2</sup>
</td>
<td align="center">2250 &#xb1; 82</td>
<td align="center">78 &#xb1; 1.59</td>
</tr>
<tr>
<td align="center">9.4&#x2a;10<sup>&#x2212;2</sup> &#xb1; 1.9&#x2a;10<sup>&#x2212;3</sup> (15)</td>
<td align="center">4.0&#x2a;10<sup>&#x2212;3</sup> &#xb1; 1.6&#x2a;10<sup>&#x2212;4</sup>
</td>
<td align="center">1.0&#x2a;10<sup>2</sup>
</td>
<td align="center">22491 &#xb1; 828</td>
<td align="center">77 &#xb1; 1.56</td>
</tr>
<tr>
<td align="center">1.8&#x2a;10<sup>&#x2212;2</sup> &#xb1; 3.8&#x2a;10<sup>&#x2212;4</sup> (3.0)</td>
<td align="center">8.9&#x2a;10<sup>&#x2212;4</sup> &#xb1; 3.2&#x2a;10<sup>&#x2212;5</sup>
</td>
<td align="center">1.0&#x2a;10<sup>2</sup>
</td>
<td align="center">112452 &#xb1; 4141</td>
<td align="center">63 &#xb1; 1.28</td>
</tr>
<tr>
<td align="center">1.8&#x2a;10<sup>&#x2212;3</sup> &#xb1; 8.6&#x2a;10<sup>&#x2212;5</sup> (0.29)</td>
<td align="center">8.8&#x2a;10<sup>&#x2212;5</sup> &#xb1; 3.9&#x2a;10<sup>&#x2212;6</sup>
</td>
<td align="center">2.1&#x2a;10<sup>&#x2212;3</sup> &#xb1; 1.5&#x2a;10<sup>&#x2212;5</sup>
</td>
<td align="center">23 &#xb1; 0.99</td>
<td align="center">71 &#xb1; 3.44</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>It is noteworthy that the RELP platform can be leveraged to develop a more efficient biosorbent for recovering other critical elements and isotopes, provided it is re-engineered with other lanmodulin variants (<xref ref-type="bibr" rid="B18">Mattocks et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Park et al., 2022</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>4 Conclusion and environmental implications</title>
<p>In this study, we demonstrated the RELP as a promising technology for the highly selective extraction of REEs from low-grade REE feedstocks. Current hydrometallurgical and electrochemical technologies are environmentally destructive, have poor selectivity for REEs, and are inefficient for dilute and low-grade feedstocks. Compared to existing LanM-based biosorption approaches, this process requires fewer chemical and energy inputs and generates minimal byproducts or waste solutions. The RELP also demonstrated distinct advantages, including upscale non-chromatographic protein purification and reuse and ease of separation. Notably, the RELP effectively and selectively extracts REEs from the low-grade FA leachate over multiple cycles. The RELP shows potential for REE recovery from other low-grade waste streams (leachate concentrations of REEs &#x3c;1%) and containing high non-REE levels. In particular, the RELP biosorbent could serve as a platform for extracting high-purity REEs, such as dilute and low-grade REE solutions, and transforming them into more highly pure REE solutions. The recovered REE solution can be precipitated as mineral phases by adding oxalate or carbonate, and subsequently, the precipitates can be roasted to obtain total rare earth oxides. The simplicity, scalability, and economic viability of the method make it promising for industrial adoption. Purification and high reusability are required properties for developing low-cost biosorption technology for REE separation. However, properly designing fermenters with temperature-controlled purification and recovery of REEs will be another scaling-up strategy. This research aligns with UN Sustainable Development Goal 12, promotes a circular economy for a sustainable future, and reflects the role of green chemistry and engineering in sustainable production. By enabling the extraction of critical elements from diverse sources, RELP technology contributes to the sustainable management of REE-containing waste and diversifies the REE supply chain by utilizing fly ash as REE feedstock.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>ZH: conceptualization, formal analysis, investigation, methodology, writing&#x2013;original draft, writing&#x2013;review and editing. DD: writing&#x2013;review and editing. IK: conceptualization, funding acquisition, supervision, writing&#x2013;original draft, writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Research Foundation of Korea (NRF), the Ministry of Science, and ICT (grant number 2021R1A5A1028138).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<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">
<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/fbioe.2024.1385845/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2024.1385845/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Anthis</surname>
<given-names>N. J.</given-names>
</name>
<name>
<surname>Clore</surname>
<given-names>G. M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Sequence-specific determination of protein and peptide concentrations by absorbance at 205 nm</article-title>. <source>Protein Sci.</source> <volume>22</volume> (<issue>6</issue>), <fpage>851</fpage>&#x2013;<lpage>858</lpage>. <pub-id pub-id-type="doi">10.1002/pro.2253</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brewer</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Kou</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lammers</surname>
<given-names>L. N.</given-names>
</name>
<etal/>
</person-group> (<year>2019b</year>). <article-title>Recovery of rare earth elements from geothermal fluids through bacterial cell surface adsorption</article-title>. <source>Environ. Sci. Technol.</source> <volume>53</volume> (<issue>13</issue>), <fpage>7714</fpage>&#x2013;<lpage>7723</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.9b00301</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brewer</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dohnalkova</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Shutthanandan</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Kovarik</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Sawvel</surname>
<given-names>A. M.</given-names>
</name>
<etal/>
</person-group> (<year>2019a</year>). <article-title>Microbe encapsulation for selective rare-earth recovery from electronic waste leachates</article-title>. <source>Environ. Sci. Technol.</source> <volume>53</volume> (<issue>23</issue>), <fpage>13888</fpage>&#x2013;<lpage>13897</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.9b04608</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Carrera</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Duran</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Atasu</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Van Wassenhove</surname>
<given-names>L. N.</given-names>
</name>
</person-group> (<year>2023</year>) <source>Clean energy transition, scarcity and urban mining</source>. <publisher-loc>Rochester, NY</publisher-loc>: <publisher-name>Elsevier Inc</publisher-name>.</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cotruvo</surname>
<given-names>J. A.</given-names>
<suffix>Jr</suffix>
</name>
<name>
<surname>Featherston</surname>
<given-names>E. R.</given-names>
</name>
<name>
<surname>Mattocks</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Ho</surname>
<given-names>J. V.</given-names>
</name>
<name>
<surname>Laremore</surname>
<given-names>T. N.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Lanmodulin: a highly selective lanthanide-binding protein from a lanthanide-utilizing bacterium</article-title>. <source>J. Am. Chem. Soc.</source> <volume>140</volume> (<issue>44</issue>), <fpage>15056</fpage>&#x2013;<lpage>15061</lpage>. <pub-id pub-id-type="doi">10.1021/jacs.8b09842</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Qian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>The construction of a microbial synthesis system for rare earth enrichment and material applications</article-title>. <source>Adv. Mater.</source> <volume>35</volume> (<issue>33</issue>), <fpage>2303457</fpage>. <pub-id pub-id-type="doi">10.1002/adma.202303457</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deblonde</surname>
<given-names>G. J. P.</given-names>
</name>
<name>
<surname>Mattocks</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Reed</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Cotruvo</surname>
<given-names>J. A.</given-names>
<suffix>Jr</suffix>
</name>
<name>
<surname>Jiao</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Selective and efficient biomacromolecular extraction of rare-earth elements using lanmodulin</article-title>. <source>Inorg. Chem.</source> <volume>59</volume> (<issue>17</issue>), <fpage>11855</fpage>&#x2013;<lpage>11867</lpage>. <pub-id pub-id-type="doi">10.1021/acs.inorgchem.0c01303</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deng</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Advincula</surname>
<given-names>P. A.</given-names>
</name>
<name>
<surname>Eddy</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ucak-Astarlioglu</surname>
<given-names>M. G.</given-names>
</name>
<name>
<surname>Wyss</surname>
<given-names>K. M.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Heavy metal removal from coal fly ash for low carbon footprint cement</article-title>. <source>Commun. Eng.</source> <volume>2</volume> (<issue>1</issue>), <fpage>13</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1038/s44172-023-00062-7</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dignon</surname>
<given-names>G. L.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>Y. C.</given-names>
</name>
<name>
<surname>Mittal</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Temperature-controlled liquid&#x2013;liquid phase separation of disordered proteins</article-title>. <source>ACS Cent. Sci.</source> <volume>5</volume> (<issue>5</issue>), <fpage>821</fpage>&#x2013;<lpage>830</lpage>. <pub-id pub-id-type="doi">10.1021/acscentsci.9b00102</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dinic</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Marciel</surname>
<given-names>A. B.</given-names>
</name>
<name>
<surname>Tirrell</surname>
<given-names>M. V.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Polyampholyte physics: liquid&#x2013;liquid phase separation and biological condensates</article-title>. <source>Curr. Opin. Colloid and Interface Sci.</source> <volume>54</volume>, <fpage>101457</fpage>. <pub-id pub-id-type="doi">10.1016/j.cocis.2021.101457</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Mattocks</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Deblonde</surname>
<given-names>G. J. P.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cotruvo</surname>
<given-names>J. A.</given-names>
<suffix>Jr</suffix>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Bridging hydrometallurgy and biochemistry: a protein-based process for recovery and separation of rare earth elements</article-title>. <source>ACS Cent. Sci.</source> <volume>7</volume> (<issue>11</issue>), <fpage>1798</fpage>&#x2013;<lpage>1808</lpage>. <pub-id pub-id-type="doi">10.1021/acscentsci.1c00724</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Featherston</surname>
<given-names>E. R.</given-names>
</name>
<name>
<surname>Issertell</surname>
<given-names>E. J.</given-names>
</name>
<name>
<surname>Cotruvo</surname>
<given-names>J. A.</given-names>
<suffix>Jr</suffix>
</name>
</person-group> (<year>2021</year>). <article-title>Probing lanmodulin&#x2019;s lanthanide recognition via sensitized luminescence yields a platform for quantification of terbium in acid mine drainage</article-title>. <source>J. Am. Chem. Soc.</source> <volume>143</volume> (<issue>35</issue>), <fpage>14287</fpage>&#x2013;<lpage>14299</lpage>. <pub-id pub-id-type="doi">10.1021/jacs.1c06360</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hassouneh</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Christensen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Chilkoti</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Elastin-like polypeptides as a purification tag for recombinant proteins</article-title>. <source>Curr. Protoc. Protein Sci.</source> <volume>11</volume>, <fpage>Unit 6.11</fpage>. <pub-id pub-id-type="doi">10.1002/0471140864.ps0611s61</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hemmann</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Keller</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hemmerle</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Vonderach</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ochsner</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Bortfeld-Miller</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Lanpepsy is a novel lanthanide-binding protein involved in the lanthanide response of the obligate methylotroph Methylobacillus flagellatus</article-title>. <source>J. Biol. Chem.</source> <volume>299</volume> (<issue>3</issue>), <fpage>102940</fpage>. <pub-id pub-id-type="doi">10.1016/j.jbc.2023.102940</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hussain</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sim</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Kwon</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Repeated recovery of rare earth elements using a highly selective and thermo-responsive genetically encoded polypeptide</article-title>. <source>Adv. Funct. Mater.</source> <volume>32</volume> (<issue>13</issue>), <fpage>2109158</fpage>. <pub-id pub-id-type="doi">10.1002/adfm.202109158</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hutchison</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Mayer</surname>
<given-names>B. K.</given-names>
</name>
<name>
<surname>Vega</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chacha</surname>
<given-names>W. E.</given-names>
</name>
<name>
<surname>Zilles</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Making waves: biocatalysis and biosorption: opportunities and challenges associated with a new protein-based toolbox for water and wastewater treatment</article-title>. <source>Water Res. X</source> <volume>12</volume>, <fpage>100112</fpage>. <pub-id pub-id-type="doi">10.1016/j.wroa.2021.100112</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jumper</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pritzel</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Green</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Figurnov</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ronneberger</surname>
<given-names>O.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Highly accurate protein structure prediction with AlphaFold</article-title>. <source>Nature</source> <volume>596</volume>, <fpage>583</fpage>&#x2013;<lpage>589</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-021-03819-2</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mattocks</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Cotruvo</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Deblonde</surname>
<given-names>G. J. P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Engineering lanmodulin&#x2019;s selectivity for actinides over lanthanides by controlling solvent coordination and second-sphere interactions</article-title>. <source>Chem. Sci.</source> <volume>13</volume> (<issue>20</issue>), <fpage>6054</fpage>&#x2013;<lpage>6066</lpage>. <pub-id pub-id-type="doi">10.1039/d2sc01261h</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mattocks</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Ho</surname>
<given-names>J. V.</given-names>
</name>
<name>
<surname>Cotruvo</surname>
<given-names>J. A.</given-names>
<suffix>Jr</suffix>
</name>
</person-group> (<year>2019</year>). <article-title>A selective, protein-based fluorescent sensor with picomolar affinity for rare earth elements</article-title>. <source>J. Am. Chem. Soc.</source> <volume>141</volume> (<issue>7</issue>), <fpage>2857</fpage>&#x2013;<lpage>2861</lpage>. <pub-id pub-id-type="doi">10.1021/jacs.8b12155</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mattocks J</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cotruvo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Biological</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Biological, biomolecular, and bio-inspired strategies for detection, extraction, and separations of lanthanides and actinides</article-title>. <source>Chem. Soc. Rev.</source> <volume>49</volume> (<issue>22</issue>), <fpage>8315</fpage>&#x2013;<lpage>8334</lpage>. <pub-id pub-id-type="doi">10.1039/d0cs00653j</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meyer</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Chilkoti</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Purification of recombinant proteins by fusion with thermally-responsive polypeptides</article-title>. <source>Nat. Biotechnol.</source> <volume>17</volume> (<issue>11</issue>), <fpage>1112</fpage>&#x2013;<lpage>1115</lpage>. <pub-id pub-id-type="doi">10.1038/15100</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pace</surname>
<given-names>C. N.</given-names>
</name>
<name>
<surname>Vajdos</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Fee</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Grimsley</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gray</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>How to measure and predict the molar absorption coefficient of a protein</article-title>. <source>Protein Sci.</source> <volume>4</volume> (<issue>11</issue>), <fpage>2411</fpage>&#x2013;<lpage>2423</lpage>. <pub-id pub-id-type="doi">10.1002/pro.5560041120</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Reed</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yung</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Eslamimanesh</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lencka</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Anderko</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Bioadsorption of rare earth elements through cell surface display of lanthanide binding tags</article-title>. <source>Environ. Sci. Technol.</source> <volume>50</volume> (<issue>5</issue>), <fpage>2735</fpage>&#x2013;<lpage>2742</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.5b06129</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Brewer</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Reed</surname>
<given-names>D. W.</given-names>
</name>
<name>
<surname>Lammers</surname>
<given-names>L. N.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Recovery of rare earth elements from low-grade feedstock leachates using engineered bacteria</article-title>. <source>Environ. Sci. Technol.</source> <volume>51</volume> (<issue>22</issue>), <fpage>13471</fpage>&#x2013;<lpage>13480</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.7b02414</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cleary</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Mattocks</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>A genetically encoded fluorescent sensor for manganese(II), engineered from lanmodulin</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>119</volume> (<issue>51</issue>), <fpage>e2212723119</fpage>. <pub-id pub-id-type="doi">10.1073/pnas.2212723119</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stoy</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Diaz</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C. H.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Preferential recovery of rare-earth elements from coal fly ash using a recyclable ionic liquid</article-title>. <source>Environ. Sci. Technol.</source> <volume>55</volume> (<issue>13</issue>), <fpage>9209</fpage>&#x2013;<lpage>9220</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.1c00630</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taggart</surname>
<given-names>R. K.</given-names>
</name>
<name>
<surname>Hower</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Dwyer</surname>
<given-names>G. S.</given-names>
</name>
<name>
<surname>Hsu-Kim</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Trends in the rare earth element content of U.S.-Based coal combustion fly ashes</article-title>. <source>Environ. Sci. Technol.</source> <volume>50</volume> (<issue>11</issue>), <fpage>5919</fpage>&#x2013;<lpage>5926</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.6b00085</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="web">
<collab>The White House</collab> (<year>2022</year>). <article-title>FACT SHEET: securing a made in America supply chain for critical minerals</article-title>. <comment>Available at: <ext-link ext-link-type="uri" xlink:href="https://www.whitehouse.gov/briefing-room/statements-releases/2022/02/22/fact-sheet-securing-a-made-in-america-supply-chain-for-critical-minerals/">https://www.whitehouse.gov/briefing-room/statements-releases/2022/02/22/fact-sheet-securing-a-made-in-america-supply-chain-for-critical-minerals/</ext-link>.</comment>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Varanko</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Chilkoti</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Elastin-like polypeptides for biomedical applications</article-title>. <source>Annu. Rev. Biomed. Eng.</source> <volume>22</volume>, <fpage>343</fpage>-<lpage>369</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-bioeng-092419-061127</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vidal Ceballos</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>D&#xed;az A</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Preston</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Vairamon</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Koder</surname>
<given-names>R. L.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Liquid to solid transition of elastin condensates - PMC</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>119</volume> (<issue>37</issue>), <fpage>e2202240119</fpage>. <pub-id pub-id-type="doi">10.1073/pnas.2202240119</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Broad-spectrum and effective rare earth enriching via Lanmodulin-displayed Yarrowia lipolytica</article-title>. <source>J. Hazard Mater</source> <volume>438</volume>, <fpage>129561</fpage>. <pub-id pub-id-type="doi">10.1016/j.jhazmat.2022.129561</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2023a</year>). <article-title>Lanmodulin-functionalized magnetic nanoparticles as a highly selective biosorbent for recovery of rare earth elements</article-title>. <source>Environ. Sci. Technol.</source> <volume>57</volume> (<issue>10</issue>), <fpage>4276</fpage>&#x2013;<lpage>4285</lpage>. <pub-id pub-id-type="doi">10.1021/acs.est.2c08971</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2023b</year>). <article-title>Engineering biomaterials for the recovery of rare earth elements</article-title>. <source>Trends Biotechnol.</source> <volume>S0167-7799</volume> (<issue>23</issue>). <fpage>00302</fpage>-<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/j.tibtech.2023.10.011</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>