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<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">1104041</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2022.1104041</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>Separation, purification, and crystallization of 1,5-pentanediamine hydrochloride from fermentation broth by cation resin</article-title>
<alt-title alt-title-type="left-running-head">Li 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.2022.1104041">10.3389/fbioe.2022.1104041</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1284128/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Yibo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Yue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Feng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/573529/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Ganlu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Kequan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/349303/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ouyang</surname>
<given-names>Pingkai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/573324/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Yuning</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Biotechnology and Pharmaceutical Engineering</institution>, <institution>Nanjing Tech University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Jiangsu Institute of Industrial Biotechnology, JITRI Co., Ltd.</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Gansu Yinguang Juyin Chemical Co., Ltd.</institution>, <addr-line>Baiyin</addr-line>, <country>China</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/1113325/overview">Xin Zhou</ext-link>, Nanjing Forestry University, China</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/906683/overview">Limin Cao</ext-link>, Capital Normal University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/846795/overview">Yu-Cai He</ext-link>, Changzhou University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Kequan Chen, <email>kqchen@njtech.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Bioprocess Engineering, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1104041</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Li, Chen, Tang, Yang, He, Wang, Li, Chen, Ouyang and Yang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Li, Chen, Tang, Yang, He, Wang, Li, Chen, Ouyang and Yang</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>1,5-Pentanediamine hydrochloride (PDAH) was an important raw material for the preparation of bio-based pentamethylene diisocyanate (PDI). PDI has shown excellent properties in the application of adhesives and thermosetting polyurethane. In this study, PDAH was recovered from 1,5-pentanediamine (PDA) fermentation broth using a cation exchange resin and purified by crystallization. D152 was selected as the most suitable resin for purifying PDAH. The effects of solution pH, initial temperature, concentration of PDA, and adsorption time were studied by the static adsorption method. The equilibrium adsorption data were well fitted to Langmiur, Freundlich, and Temkin-Pyzhev adsorption isotherms. The adsorption free energy, enthalpy, and entropy were calculated. The experimental data were well described by the pseudo first-order kinetics model. The dynamic experiment in the fixed bed column showed that under optimal conditions, the adsorption capacity reached 96.45&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>, and the recovery proportion of the effective section reached 80.16%. In addition, the crystallization of the PDAH solution obtained by elution proved that the crystal product quality of resin eluting solution was highest. Thus, our research will contribute to the industrial scale-up of the separation of PDAH.</p>
</abstract>
<kwd-group>
<kwd>1,5-pentanediamine hydrochloride</kwd>
<kwd>resin</kwd>
<kwd>purification</kwd>
<kwd>crystallization</kwd>
<kwd>separation</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Bio-based polyurethane (PU) coatings have been widely used in recent decades and are gradually replacing petrochemical coatings because of their advantages of low environmental impact, easy access, low cost, and good biodegradability (<xref ref-type="bibr" rid="B25">Noreen et al., 2016</xref>; <xref ref-type="bibr" rid="B26">Paraskar et al., 2021</xref>; <xref ref-type="bibr" rid="B22">Ma et al., 2022</xref>). Bio-based pentamethylene diisocyanate (PDI) has shown excellent properties in the application of adhesives and thermosetting polyurethane, in which approximately 71% of the carbon content was bio-based. In theory, it is possible to replace petrochemical-based hexamethylene diisocyanate (HDI) (<xref ref-type="bibr" rid="B41">Zeng et al., 2022</xref>). At present, the industrial preparation of PDI is mainly liquid-phase phosgenation (<xref ref-type="bibr" rid="B20">Li W et al., 2021</xref>). The raw material for PDI is 1,5-pentanediamine (PDA), which needs to be obtained from biomass such as feed corn starch through biological fermentation engineering (<xref ref-type="bibr" rid="B36">Wang et al., 2021</xref>). In the two-step reaction, PDA initially reacts with a cold phosgene solution to produce 1,5-pentanediamine hydrochloride (PDAH) and carbamate. Phosgene is then further introduced and gradually heated to produce PDI. There are inevitably some problems in this process, such as the production of tar compounds and chloride by-products, and it is difficult to control the particle size and rate in the salt forming process, all of which result in many impurities and reduced yield (<xref ref-type="bibr" rid="B21">Liu et al., 2020</xref>; Li et al., 2020). Therefore, the high-quality PDAH can reduce the occurrence of side reactions by the phosgenation reaction, and this can improve the yield and purity of the final PDI (<xref ref-type="bibr" rid="B33">Takahashi et al., 2019</xref>).</p>
<p>A variety of technologies have been used to separate and purify products from fermentation broth, including precipitation, solvent extraction, adsorption, distillation, and membrane separation (<xref ref-type="bibr" rid="B3">Chen et al., 2007</xref>; <xref ref-type="bibr" rid="B14">Jeon et al., 2014</xref>; <xref ref-type="bibr" rid="B32">Szczygie&#x142;da and Prochaska., 2020</xref>; <xref ref-type="bibr" rid="B13">Hu et al., 2022</xref>; <xref ref-type="bibr" rid="B17">Lee and Lee., 2022</xref>). However, there are still a large number of bacteria, proteins, residual sugars and inorganic salts in the fermentation broth. Therefore, it is very important to choose an efficient, low pollution and low-cost technology to improve the yield. The advantages of using macroporous resin are strong adsorption capacity, high selectivity, low material cost, high regeneration possibility, and less pollutants (<xref ref-type="bibr" rid="B19">Li C et al., 2021</xref>). Commonly used resins are adsorption and ion exchange resins, which utilize a non-specific physical adsorption mechanism and an ion-exchange mechanism, respectively (<xref ref-type="bibr" rid="B38">Xiong et al., 2019</xref>). Macroporous adsorption resins are often used for the separation and purification of natural products, such as flavonoids (<xref ref-type="bibr" rid="B7">Dong et al., 2015</xref>), phenolic compounds (<xref ref-type="bibr" rid="B27">Park and Lee., 2021</xref>), alkaloids (<xref ref-type="bibr" rid="B42">Zhang et al., 2012</xref>), anthocyanin (<xref ref-type="bibr" rid="B40">Yang et al., 2022</xref>), and antioxidants (<xref ref-type="bibr" rid="B47">Zou et al., 2017</xref>). Macroporous ion exchange resins are commonly used to separate amino acids (<xref ref-type="bibr" rid="B7">Dong et al., 2015</xref>; <xref ref-type="bibr" rid="B4">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B43">Zhang et al., 2018</xref>), lactic acid (<xref ref-type="bibr" rid="B1">Ahmad et al., 2021</xref>), nutrients (<xref ref-type="bibr" rid="B16">Ke et al., 2021</xref>), succinic acid (<xref ref-type="bibr" rid="B2">Alexandri et al., 2019</xref>), and decolorization (<xref ref-type="bibr" rid="B29">Shi et al., 2017</xref>) from fermentation broth. However, there are few reports on the separation and purification of bio-based PDAH from pretreated fermentation broth by macroporous ion exchange resin.</p>
<p>Crystallization is an ancient separation process that is usually the last step in the purification process, and its control is crucial. Crystallization is a common and necessary unit operation in the chemical industry, and it is widely used in various industries, from the production of basic materials to complex pharmaceuticals (<xref ref-type="bibr" rid="B24">Ms et al., 2020</xref>; <xref ref-type="bibr" rid="B37">Weng et al., 2020</xref>). Compared with other purification processes, crystallization has the advantages of high recovery rate, good quality of recovered solid-liquid products, high yield, low energy consumption, good operability, and good stability (<xref ref-type="bibr" rid="B31">Sparenberg et al., 2021</xref>). At present, there are many products obtained by separation and purification using macroporous resin from fermentation broth and crystallization, such as bio-based carboxylic acids (<xref ref-type="bibr" rid="B15">Karp et al., 2018</xref>), antibiotics (<xref ref-type="bibr" rid="B44">Zheng et al., 2013</xref>), and hormones (<xref ref-type="bibr" rid="B39">Xu et al., 2018</xref>). In this study, higher purity and more uniform particle size of PDAH were obtained through crystallization, which provided a basis for the industrial production of PDI.</p>
<p>In order to master the separation performance of the resin and understand the basic principle of PDAH separation, this paper studied the influence of ion exchange resin on the static adsorption of PDA, the related adsorption thermodynamic kinetics, the optimization of the separation process, and the penetration and desorption curves of the fixed bed chromatographic column. The cooling crystallization products of the resin desorption solution and other two raw materials were compared. The results indicate that we were able to separate and purity high-quality PDAH through separation and purification, which can be used in the production of PDI.</p>
</sec>
<sec id="s2">
<title>2 Experiment section</title>
<sec id="s2-1">
<title>2.1 Chemicals and reagents</title>
<p>D113, D150, D152, and D155 resins used in experiment are weakly acidic cation exchange resins, which were purchased from Yuan Ye Biotechnology Co., Ltd. (Shanghai, China). The chemical reagents used in the experiment, ethanol, hydrochloric, acetonitrile and trifluoroacetic acid were purchased from Aladdin (Shanghai, China). The PDA fermentation broth and deionized water were provided by our laboratory.</p>
</sec>
<sec id="s2-2">
<title>2.2 HPLC conditions</title>
<p>A YMC Carotenoid column (250&#xa0;mm &#xd7; 4.6&#xa0;mm, s-5&#xa0;&#x3bc;m, Grace, Columbia, MD, United States) was used for these experiments with the following conditions: the mobile phase consisted of a mixture of 5% acetonitrile and 0.5% trifluoroacetic acid at a flow rate of 0.8&#xa0;ml&#xa0;min<sup>&#x2212;1</sup>. The injection volume was 10&#xa0;&#x3bc;l. The column temperature was 35&#xb0;C, and the differential detector (1,290, Agilent Technologies, Santa Clara, CA, United States) temperature was 35&#xb0;C (<xref ref-type="bibr" rid="B36">Wang et al., 2021</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Static adsorption and desorption experiments</title>
<p>Before use, four cation exchange resins were soaked in three times the volume of ethanol overnight, then washed with three times the volume of 1.0&#xa0;M hydrochloric acid, 1.0&#xa0;M sodium hydroxide, and 1.0&#xa0;M hydrochloric acid. The resin was then washed with deionized water until the washing solution was neutral. The resin was used after filtration.</p>
<p>Static equilibrium adsorption experiments were carried out in a 20&#xb0;C constant temperature oscillator. Wet resin (10 &#xb1; 0.1&#xa0;g) was added to 30&#xa0;ml of 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup> PDA fermentation broth in a 100&#xa0;ml conical flask. The speed of the thermostatic oscillator was set to 200&#xa0;r&#xa0;min<sup>&#x2212;1</sup> and the reaction time was set to 2.0&#xa0;h; under these conditions, the PDA fermentation liquid reached adsorption equilibrium. After adsorption, the adsorption solution was filtered and the concentration of filtrate was determined by HPLC. The resin was then washed with deionized water three times, and 20&#xa0;ml 1.0&#xa0;M hydrochloric acid solution was added for desorption. The flask was held in a 20&#xb0;C constant temperature oscillator and shaken for 2.0&#xa0;h. The desorption solution was analyzed by HPLC (<xref ref-type="bibr" rid="B9">Figueira et al., 2022</xref>). The resin was screened according to the equilibrium adsorption capacity, desorption capacity, and desorption rate, and these parameters were calculated according to the following formulas:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>W</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>W</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>;<italic>C</italic>
<sub>
<italic>0</italic>
</sub> was the initial concentration of adsorption solution, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium concentration of adsorption solution, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>V</italic>
<sub>
<italic>i</italic>
</sub> was the total volume of adsorbed solution, L; <italic>W</italic> was the mass of the wet resin, g. <italic>q</italic>
<sub>
<italic>d</italic>
</sub> was the equilibrium desorption amount, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>d</italic>
</sub> was the desorption solution concentration, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>V</italic>
<sub>
<italic>d</italic>
</sub> was the volume of desorption solution, L; <italic>D</italic> was desorption rate, %.</p>
</sec>
<sec id="s2-4">
<title>2.4 Thermodynamic experiments</title>
<p>The static equilibrium adsorption experiment was carried out at 20&#xb0;C in a constant temperature oscillator. Wet resin (10 &#xb1; 0.1&#xa0;g) was added to 30&#xa0;ml PDA fermentation liquid of different concentrations (50&#x2013;200&#xa0;g&#xa0;L<sup>&#x2212;1</sup>) in a 100&#xa0;ml conical flask. The speed of the thermostatic oscillator was set to 200&#xa0;r&#xa0;min<sup>&#x2212;1</sup> and the reaction time was set to 2.0&#xa0;h; under these conditions, the PDA fermentation liquid reached adsorption equilibrium. The adsorption solution was then filtered, and the concentration of filtrate after adsorption was determined by HPLC at different initial concentrations.</p>
</sec>
<sec id="s2-5">
<title>2.5 Kinetic experiments</title>
<p>Kinetic adsorption experiments were carried out at different temperatures (20&#x2013;40&#xb0;C) with a thermostatic oscillator. Wet resin (10 &#xb1; 0.1&#xa0;g) was added to 30&#xa0;ml 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup> PDA fermentation broth in a 100&#xa0;ml conical flask. The speed of the thermostatic oscillator was set at 200&#xa0;r&#xa0;min<sup>&#x2212;1</sup>, and 200&#xa0;&#x3bc;l was taken from the flask periodically for HPLC. The instantaneous concentration was analyzed until adsorption equilibrium was reached, and was calculated according to:<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>W</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>t</italic>
</sub> was the instantaneous adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>0</italic>
</sub> was the initial concentration of adsorption solution, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>t</italic>
</sub> was the concentration of adsorption solution at time t, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>V</italic>
<sub>
<italic>i</italic>
</sub> was the total volume of adsorbed solution, L; <italic>W</italic> was the mass of the wet resin, g.</p>
</sec>
<sec id="s2-6">
<title>2.6 Dynamic adsorption and desorption experiment</title>
<p>A certain amount of wet resin was added to the glass adsorption column by the wet method. The inner diameter of the adsorption column was 2.0&#xa0;cm and the heights were 10.0, 14.0, 20.0, and 30.0&#xa0;cm. A peristaltic pump was used to control the flow rate of the liquid at the outlet of the column, and a distributed collector was used to collect the sample outflow quantitatively. When the concentration of PDA at the column outlet was equal to the initial concentration of PDA solution, the adsorption experiment was completed. The effluent concentration of different volume sections was determined by HPLC. The penetration curve of PDA on the resin column was drawn with the effluent volume <italic>V</italic> (ml) as the abscissa and the effluent concentration of PDA as the ordinate. The effects of PDA concentration, flow rate, and the H/D on the dynamic penetration curve of PDA were investigated. In dynamic adsorption experiments, the adsorption capacity of the resin unit was determined by integrating the area above the penetration curve (<xref ref-type="bibr" rid="B9">Figueira et al., 2022</xref>), and was calculated according to:<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mn>0</mml:mn>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <italic>C</italic>
<sub>
<italic>1</italic>
</sub> was the initial concentration of dynamic adsorption, g&#xa0;L<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>ta</italic>
</sub> was the concentration of PDA effluent at a certain time, g&#xa0;L<sup>&#x2212;1</sup>; <italic>V</italic>
<sub>
<italic>t</italic>
</sub> was the outflow volume corresponding to <italic>C</italic>
<sub>
<italic>ta</italic>
</sub> time, ml; <italic>m</italic>
<sub>
<italic>a</italic>
</sub> was the mass of total PDA adsorbed by resin column, mg; <italic>m</italic>
<sub>
<italic>s</italic>
</sub> was the amount of resin used, g; <italic>Q</italic>
<sub>
<italic>a</italic>
</sub> was the adsorption capacity of PDA per unit of resin, mg&#xa0;g<sup>&#x2212;1</sup>.</p>
<p>Hydrochloric acid was used as the desorbing agent, a collector was used to collect the desorbing effluent at the outlet of the chromatographic column, measure the pigment OD value of the effluent, and draw the pigment curve with the effluent product <italic>V</italic> (ml) as the abscissa and the effluent pigment OD value as the ordinate and the concentration of PDA in the desorbing effluent was detected by HPLC. The desorption curve of PDA on the resin column was drawn with the effluent volume <italic>V</italic>
<sub>
<italic>m</italic>
</sub> (ml) as the abscissa and the concentration of PDA effluent as the ordinate. The effects of hydrochloric acid concentration, flow rate, and H/D on the pigment curve and the dynamic desorption curve of PDA were investigated. In order to obtain the eluent with high concentration, we selected the material solution of the section that reached more than 80% of the peak value of the eluent, and calculated these concentrations according to the following equations:<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mn>0</mml:mn>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:msubsup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.8</mml:mn>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:msubsup>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>where <italic>V</italic>
<sub>
<italic>m</italic>
</sub> was the volume of eluent required for complete desorption of PDA, ml; <italic>C</italic>
<sub>
<italic>td</italic>
</sub> was the concentration of PDA desorption solution at time t, g&#xa0;L<sup>&#x2212;1</sup>; <italic>m</italic>
<sub>
<italic>b</italic>
</sub> was the mass of total PDA eluted by resin column, g; <italic>C</italic>
<sub>
<italic>max</italic>
</sub> was the peak concentration of desorption solution, g&#xa0;L<sup>&#x2212;1</sup>; <italic>V</italic>
<sub>
<italic>1</italic>
</sub> was the volume of eluent when the absorption reached 0.8<italic>C</italic>
<sub>
<italic>max</italic>
</sub> for the first time, ml; <italic>V</italic>
<sub>
<italic>2</italic>
</sub> was the volume of eluent when the absorption reached 0.8<italic>C</italic>
<sub>
<italic>max</italic>
</sub> for the second time, ml; <italic>m</italic>
<sub>
<italic>c</italic>
</sub> was the mass of total PDA 0.8<italic>C</italic>
<sub>
<italic>max</italic>
</sub> twice by the resin column, g; <italic>F</italic> was the proportion of the mass of total PDA in the section with the concentration above the peak of 80% in the mass of total PDA eluted by resin column,%.</p>
</sec>
<sec id="s2-7">
<title>2.7 Crystallization of PDAH</title>
<p>The PDAH solution after fermentation (PHF), the PDAH solution decolorization by activated carbon after fermentation (PHDF), and the PDAH solution after elution of resin (PHER) were dissolved into the jacket beaker, preheated to 60&#xb0;C, then cooled to 20&#xb0;C&#x2013;10&#xb0;C; the crystals were observed 1.0&#xa0;h after the introduction of crystal precipitates. After the crystallization was complete, the product was extracted by filtration, washed, and dried. The experiment was repeated three times under the same operating conditions to determine the average purity and yield of the product (<xref ref-type="bibr" rid="B31">Sparenberg et al., 2021</xref>). A small number of samples were placed on a slide, covered with a cover slide, and observed with an optical microscope and photographed. The purity and yield were calculated according to the following equations:<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>y</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:mi>Y</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>m</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>where <italic>m</italic>
<sub>
<italic>1</italic>
</sub> was the mass of PDAH actually measured in the final product, g; <italic>M</italic>
<sub>
<italic>1</italic>
</sub> was the total mass of the final product to be tested, g; <italic>M</italic>
<sub>
<italic>2</italic>
</sub> was the mass of PDAH in the initial solution, g.</p>
<p>The product structure was analyzed by Nicolet Summit FTIR (Thermo Fisher Technology Co., Ltd. United States). The sample clip was placed in the sample window for infrared scanning determination.</p>
<p>A D8Advance powder X-ray diffractometer (Brock Technology Co., LTD. Germany) was used to detect CuK&#x3b1; rays (1.54056 A) under the following conditions: emission slit 1&#xba;; room temperature measuring; working voltage 40&#xa0;kV; scanning Angle 5&#x2013;60&#xba;; scanning step size 0.05&#xba;; scanning speed 1 step/second.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<sec id="s3-1">
<title>3.1 Resin selection</title>
<p>The adsorption and desorption capacities of cation exchange resins D113, D150, D152 and D155 are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. Among the four resins, the unit adsorption capacity of D113 reached the highest of 156.51&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>. However, the highest desorption capacity and desorption rate was observed with D152 (83.48&#xa0;mg&#xa0;g<sup>&#x2212;1</sup> and 62.53%, respectively). As can be seen from <xref ref-type="table" rid="T1">Table 1</xref>, the particle size of D113 was smaller than the other three resins, which increased the contact area between D113 and PDA fermentation broth, and made the adsorption capacity of D113 higher than the other three resins. However, the exchange capacity of D152 was the best among the four resins, which was also the reason why its desorption capacity and desorption rate were higher than the other three resins (<xref ref-type="bibr" rid="B8">Du et al., 2012</xref>). Therefore, D152 was selected to further study the adsorption process of PDA fermentation broth.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Adsorption and desorption capacity of different cation exchange resins.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Different cation exchange resin parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Resins</th>
<th align="center">Matrix</th>
<th align="center">Particle size (mm)</th>
<th align="center">Exchange capacity (mmol&#xa0;g<sup>&#x2212;1</sup>)</th>
<th align="center">Moisture content (<italic>%</italic>)</th>
<th align="center">Active functional group</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">D113</td>
<td align="center">Acrylic</td>
<td align="center">0.30&#x2013;1.2&#x2267;95%</td>
<td align="center">10.8</td>
<td align="center">45&#x2013;52</td>
<td align="center">carboxyl</td>
</tr>
<tr>
<td align="center">D150</td>
<td align="center">Acrylic</td>
<td align="center">0.315&#x2013;1.25&#x2267;90%</td>
<td align="center">10</td>
<td align="center">42&#x2013;50</td>
<td align="center">carboxyl</td>
</tr>
<tr>
<td align="center">D152</td>
<td align="center">Acrylic</td>
<td align="center">0.315&#x2013;1.25&#x2267;95%</td>
<td align="center">11.2</td>
<td align="center">50&#x2013;60</td>
<td align="center">carboxyl</td>
</tr>
<tr>
<td align="center">D155</td>
<td align="center">Acrylic</td>
<td align="center">0.45&#x2013;1.25&#x2267;95%</td>
<td align="center">9.5</td>
<td align="center">42&#x2013;50</td>
<td align="center">carboxyl</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Effects of pH and temperature on the adsorption process</title>
<p>The equilibrium adsorption capacity of static adsorption under different pH values (7.0&#x2013;13.0) is shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>. With the increase of pH, the adsorption capacity of D152 for PDA reached 133.80&#xa0;mg&#xa0;g<sup>&#x2212;1</sup> when the pH reached 9.0. There were three main forms of PDA in aqueous solution: C<sub>5</sub>H<sub>14</sub>N<sub>2</sub>, C<sub>5</sub>H<sub>15</sub>N<sub>2</sub>
<sup>&#x2b;</sup> and C<sub>5</sub>H<sub>16</sub>N<sub>2</sub>
<sup>2&#x2b;</sup>, which can be interconverted by adjusting the pH. When the pH was 9, PDA existed in ionic form, with more C<sub>5</sub>H<sub>15</sub>N<sub>2</sub>
<sup>&#x2b;</sup> and less C<sub>5</sub>H<sub>16</sub>N<sub>2</sub>
<sup>2&#x2b;</sup>. Under these conditions, it was more conducive to ion adsorption (<xref ref-type="bibr" rid="B18">Lee et al., 2019</xref>). When the pH value reached 11, the unit adsorption capacity of PDA decreased significantly. When the pH value was high, the PDA mostly existed in the solution in molecular form. At this time, the adsorption was mostly through non-ionic interactions, which were difficult to exchange through with the ionic resin. The adsorption capacity of D152 to PDA decreased with increasing pH.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Effect of pH on equilibrium adsorption capacity. <bold>(B)</bold> Effect of temperature on equilibrium adsorption capacity. <bold>(C)</bold> Effect of initial concentration of PDA on equilibrium adsorption capacity. <bold>(D)</bold> Effect of adsorption time on equilibrium adsorption capacity.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g002.tif"/>
</fig>
<p>The equilibrium adsorption capacity of static adsorption under different temperatures (20&#x2013;60&#xb0;C) is shown in <xref ref-type="fig" rid="F2">Figure 2B</xref>. It can be seen that when the temperature increased, the equilibrium adsorption capacity showed a negative correlation trend. The increase of temperature caused the adsorption reaction to move in the opposite direction, since the adsorption process was an exothermic event (<xref ref-type="bibr" rid="B46">Zhuang et al., 2020</xref>).</p>
<p>The equilibrium adsorption capacity of static adsorption under different initial PDA concentrations (50&#x2013;400&#xa0;g&#xa0;L<sup>&#x2212;1</sup>) is shown in <xref ref-type="fig" rid="F2">Figure 2C</xref>. At low concentration, the total number of adsorption sites was limited for fixed resin dosage, resulting in decreased adsorption efficiency with increasing of concentration. Before reaching the saturation adsorption capacity, the adsorption capacity increased with increaseing initial concentration (<xref ref-type="bibr" rid="B28">Ren et al., 2020</xref>). The saturated adsorption capacity of unit resin was 181.06&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>.</p>
<p>The equilibrium adsorption capacity of static adsorption for different adsorption times (0&#x2013;2.0&#xa0;h) is shown in <xref ref-type="fig" rid="F2">Figure 2D</xref>. As expected, increasing the contact time between D152 and PDA fermentation broth increased the adsorption capacity to a constant level. In the experimental device, when the adsorption time reached 1&#xa0;h, the equilibrium adsorption capacity did not increase further; there were a large number of surface adsorption sites on the resin, which were able to accommodate the ion mass transfer in the fermentation broth, thus promoting rapid adsorption. With the saturation of the surface adsorption sites, the influence of time on the adsorption rate decreased until it reached equilibrium (<xref ref-type="bibr" rid="B23">Moghimi et al., 2020</xref>).</p>
</sec>
<sec id="s3-3">
<title>3.3 Adsorption isotherm model</title>
<p>The adsorption performance of D152 for PDA was further tested by the adsorption isotherm model. Finding the best correlation for equilibrium curve was for optimizing the adsorption system. The Langmuir model is based on the following assumptions:&#x2460; the adsorbate is adsorbed on the surface of the adsorbent as a monolayer; &#x2461; Adsorption is dynamic, and the adsorbed molecules will return to the original solution under the influence of thermal motion; &#x2462; There is no interaction between the adsorbate molecules adsorbed on the surface of the adsorbent (<xref ref-type="bibr" rid="B34">Vinco et al., 2022</xref>). The following formula was used to calculate the equilibrium absorption capcity:<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>q</italic>
<sub>
<italic>m</italic>
</sub> was the maximum adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>K</italic>
<sub>
<italic>L</italic>
</sub> was adsorption equilibrium constant, L&#x00a0;mg<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption concentration, mg&#xa0;L<sup>&#x2212;1</sup>.</p>
<p>The Freundlich model is an empirical adsorption model with non-uniform surface (<xref ref-type="bibr" rid="B1">Ahmad et al., 2021</xref>), and can be expressed by the following equation:<disp-formula id="e13">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>F</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption concentration, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>K</italic>
<sub>
<italic>F</italic>
</sub> was the adsorption capacity, (mg&#x00a0;g<sup>&#x2212;1</sup>)&#x00b7;(mg&#x00a0;L<sup>&#x2212;1</sup>)<sup>1/n</sup>; <italic>n</italic> was the characteristic parameter of the equation.</p>
<p>The Temkin-Pyzhev model assumes a linear, rather than logarithmic, decrease in the heat of adsorption for surface molecules of adsorbents (<xref ref-type="bibr" rid="B10">Foo and Hameed., 2010</xref>), and can be described as:<disp-formula id="e14">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:mfrac>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mi>T</mml:mi>
</mml:msup>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>C</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium adsorption concentration, mg&#xa0;L<sup>&#x2212;1</sup>; <italic>a</italic>
<sub>
<italic>T</italic>
</sub> was the thermodynamic constant, L&#xa0;mg<sup>&#x2212;1</sup>; <italic>b</italic>
<sub>
<italic>T</italic>
</sub> was the thermodynamic constant, J&#xa0;mol<sup>&#x2212;1</sup>.</p>
<p>The fitting of different adsorption isotherm models is shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>. With the increase of PDA equilibrium concentration, the distribution coefficient between the solid phase and liquid phase gradually decreased, and the saturation of resin phase gradually increased. With the increase of the equilibrium concentration, the slope of the equilibrium curve gradually decreased, indicating that the affinity between the exchange ion and the resin decreased with the increase of the solution equilibrium concentration (<xref ref-type="bibr" rid="B12">Hou et al., 2022</xref>). The second derivative of the adsorption isotherm (second derivative of f&#x201d; (C<sub>e</sub>) &#x3c; 0) showed that the ion exchange equilibrium of PDA on D152 cation exchange resin was favorable.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Langmiur, Freundlich, and Temkin-Pyzhev adsorption isothermal curves of D152 cation exchange resin for PDA. <bold>(B)</bold> Linear fit of the Clapeyron-Clausius equation.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g003.tif"/>
</fig>
<p>The basic characteristics of the Langmuir isotherm can be expressed by a dimensionless constant <italic>R</italic>
<sub>
<italic>L</italic>
</sub> (<xref ref-type="bibr" rid="B45">Zhou et al., 2019</xref>):<disp-formula id="e15">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>where <italic>R</italic>
<sub>
<italic>L</italic>
</sub> &#x3e; 1 indicates that the adsorption was unfavorable, <italic>R</italic>
<sub>
<italic>L</italic>
</sub> &#x3d; 1 indicates that the adsorption was linear, and <italic>R</italic>
<sub>
<italic>L</italic>
</sub> &#x3c; 1 indicates that the adsorption was favorable. The <italic>R</italic>
<sub>
<italic>L</italic>
</sub> values under different PDA concentrations were &#x3c;1, indicating that D152 cation exchange resin had a good adsorption effect on PDA.</p>
<p>In the Freundlich model, when 1/<italic>n</italic> was in the range of 0.1&#x2013;0.5, the adsorbent was easily adsorbed by the resin, and when 1/<italic>n</italic> was greater than 2.0, the adsorption was inhibited. The results are shown in <xref ref-type="table" rid="T2">Table 2</xref>. <italic>n</italic> value was 3.335 and 1/<italic>n</italic> value was 0.30, which ranged from 0.1 to 0.5, indicating that the adsorption process of PDA on D152 cation exchange resin was easy to carry out.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Relevant parameters of the Langmiur, Freundlich and Temkin-Pyzhev adsorption isothermal models.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Model</th>
<th align="center">Parameters</th>
<th align="center">D152</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="center">Langmiur</td>
<td align="center">
<italic>K</italic>
<sub>
<italic>L</italic>
</sub> (<italic>L</italic>&#xa0;<italic>mg</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</td>
<td align="center">4.5 <inline-formula id="inf1">
<mml:math id="m16">
<mml:mrow>
<mml:mo>&#xd7;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 10<sup>&#x2013;5</sup>
</td>
</tr>
<tr>
<td align="center">
<italic>q</italic>
<sub>
<italic>m</italic>
</sub>
</td>
<td align="center">181.49</td>
</tr>
<tr>
<td align="center">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</td>
<td align="center">0.993</td>
</tr>
<tr>
<td rowspan="3" align="center">Freundlich</td>
<td align="center">
<italic>K</italic>
<sub>
<italic>F</italic>
</sub> [(<italic>mg</italic>&#xa0;<italic>g</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)<italic>&#xb7;</italic>(<italic>mg</italic>&#xa0;<italic>L</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)<sup>
<italic>1/n</italic>
</sup>]</td>
<td align="center">4.671</td>
</tr>
<tr>
<td align="center">
<italic>n</italic>
</td>
<td align="center">3.335</td>
</tr>
<tr>
<td align="center">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</td>
<td align="center">0.989</td>
</tr>
<tr>
<td rowspan="3" align="center">Temkin-Pyzhev</td>
<td align="center">
<italic>a</italic>
<sub>
<italic>T</italic>
</sub> (<italic>L&#xa0;mg</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</td>
<td align="center">1.13 <inline-formula id="inf2">
<mml:math id="m17">
<mml:mrow>
<mml:mo>&#xd7;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="center">
<italic>b</italic>
<sub>
<italic>T</italic>
</sub> (<italic>J&#xa0;mol</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</td>
<td align="center">78.702</td>
</tr>
<tr>
<td align="center">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</td>
<td align="center">0.985</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The Temkin-Pyzhev adsorption isotherm model was used to fit the adsorption isotherm data of PDA on D152 resin. As shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>, it can be seen that the fitting effect was good, and the uniform distribution of molecular binding energy of the adsorption layer was deduced (<xref ref-type="bibr" rid="B10">Foo and Hameed, 2010</xref>).</p>
<p>It can be seen from <xref ref-type="table" rid="T2">Table 2</xref> that the correlation coefficients obtained by fitting the three isothermal models are all good (<italic>R</italic>
<sup>
<italic>2</italic>
</sup> &#x3e; 0.98), but the correlation coefficient (<italic>R</italic>
<sup>
<italic>2</italic>
</sup> &#x3d; 0.993) fitted by the Langmuir isothermal model is better than the Freundlich (<italic>R</italic>
<sup>
<italic>2</italic>
</sup> &#x3d; 0.989) and Temkin-Pyzhev (<italic>R</italic>
<sup>
<italic>2</italic>
</sup> &#x3d; 0.985) models, and the theoretical maximum adsorption capacity of the Langmuir isothermal model was 181.49&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>, which was closer to the experimental maximum adsorption capacity of 181.06&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>. Therefore, the adsorption data of D152 for PDA was closer to the Langmuir isothermal model. It is concluded that PDA is adsorbed on the surface of D152 resin as a monolayer, and the adsorption process is dynamic. There is no interaction force between PDA molecules adsorbed on the resin surface.</p>
</sec>
<sec id="s3-4">
<title>3.4 Adsorption thermodynamic parameters</title>
<p>In order to understand the thermodynamic characteristics of PDA adsorption on D152, the thermodynamic parameters of the adsorption process at 20&#xb0;C were studied. Due to the good correlation of the Freundlich model, the calculation formulas of Gibbs free energy change (<inline-formula id="inf3">
<mml:math id="m18">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <italic>G</italic>), enthalpy change (<inline-formula id="inf4">
<mml:math id="m19">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>), and entropy change (<inline-formula id="inf5">
<mml:math id="m20">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) parameters were defined as (<xref ref-type="bibr" rid="B5">Chen and Zhang, 2014</xref>; <xref ref-type="bibr" rid="B35">Wang et al., 2019</xref>):<disp-formula id="e16">
<mml:math id="m21">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>K</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>
<disp-formula id="e17">
<mml:math id="m22">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>G</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>n</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>
<disp-formula id="e18">
<mml:math id="m23">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>H</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mi>T</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>where <italic>C</italic>
<sub>
<italic>K</italic>
</sub> was a constant; <italic>R</italic> was the general gas constant, 8.314&#xa0;J&#xb7;(mol&#x22c5;K)<sup>&#x2212;1</sup>; <italic>T</italic> was the thermodynamic temperature, K; <italic>n</italic> is the coefficient of Freundlich equation.</p>
<p>According to the Clapeyron-Clausius Eq. <xref ref-type="disp-formula" rid="e16">16</xref>, the linear fitting is shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, and the fitting correlation coefficient was <italic>R</italic>
<sup>
<italic>2</italic>
</sup> &#x3d; 0.965. Finally, the enthalpy change was calculated as <inline-formula id="inf6">
<mml:math id="m24">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; &#x2212;1.412&#xa0;kJ&#xa0;mol<sup>&#x2212;1</sup>, indicating an exothermic reaction; <inline-formula id="inf7">
<mml:math id="m25">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <italic>G</italic> &#x3d; &#x2212;10.474&#xa0;kJ&#xa0;mol<sup>&#x2212;1</sup>, indicating that the adsorption reaction described as spontaneous; <italic>&#x394;S</italic> &#x3d; 29.89&#xa0;J&#xb7;(mol&#x22c5;K)<sup>&#x2212;1</sup>, indicating that the disorder degree of solid-liquid interface increased (<xref ref-type="bibr" rid="B5">Chen and Zhang, 2014</xref>; <xref ref-type="bibr" rid="B11">Guo et al., 2014</xref>), and the arrangement of PDA adsorbed on the resin surface was more disordered after adsorption.</p>
</sec>
<sec id="s3-5">
<title>3.5 Adsorption kinetic model</title>
<p>The pseudo first-order kinetics and pseudo second-order kinetics models, which are widely used in kinetics research, are used to fit kinetic data. The pseudo first-order equation model can be described as:<disp-formula id="e19">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>t</italic>
</sub> was the resin adsorption capacity at <italic>t</italic> time, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>q</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium resin adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>t</italic> was the adsorption instantaneous time, min; <italic>K</italic>
<sub>
<italic>1</italic>
</sub> was the pseudo first-order rate constant, min<sup>&#x2212;1</sup>.</p>
<p>The pseudo-second order equation model can be described as:<disp-formula id="e20">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>t</italic>
</sub> was the resin adsorption capacity at <italic>t</italic> time, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>q</italic>
<sub>
<italic>e</italic>
</sub> was the equilibrium resin adsorption capacity, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>t</italic> was the adsorption instantaneous time, min; <italic>K</italic>
<sub>
<italic>2</italic>
</sub> was a quasi-second-order rate constant, g&#xb7;(mg&#xa0;min)<sup>&#x2212;1</sup>.</p>
<p>According to the fitting parameters in <xref ref-type="table" rid="T3">Table 3</xref> and the model fitting diagram in <xref ref-type="fig" rid="F4">Figures 4A, B</xref>, the pseudo first-order kinetics model can better fit the adsorption kinetic data of PDA than the pseudo second-order kinetic model, and the correlation coefficient (<italic>R</italic>
<sup>
<italic>2</italic>
</sup>) of the pseudo first-order kinetics model was higher than the pseudo second-order kinetics model at different temperatures. The equilibrium adsorption calculated by the pseudo first-order kinetics model was closer to the experimental data, indicating that adsorption may be dominated by ion exchange and other processes and more unit point adsorption. According to the rate constants <italic>K</italic>
<sub>
<italic>1</italic>
</sub> and <italic>K</italic>
<sub>
<italic>2</italic>
</sub> obtained by model fitting, the adsorption rate decreased with the increase of temperature, which may be because the adsorption process is an exothermic process (<xref ref-type="bibr" rid="B12">Hou et al., 2022</xref>). In this case, the increase of temperature led to the reverse reaction direction of adsorption equilibrium, and reduced the adsorption rate.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Relevant parameters of pseudo first-order and pseudo second-order models at different temperatures.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">
<italic>T (&#xb0;C)</italic>
</th>
<th rowspan="2" align="center">
<italic>q</italic>
<sub>
<italic>e,exp</italic>
</sub> (<italic>mg&#xa0;g</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</th>
<th colspan="3" align="center">Pseudo-1st-order</th>
<th colspan="3" align="center">Pseudo-2nd-order</th>
</tr>
<tr>
<th align="center">
<italic>q</italic>
<sub>
<italic>e,cal</italic>
</sub> (<italic>mg&#xa0;g</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</th>
<th align="center">
<italic>K</italic>
<sub>
<italic>1</italic>
</sub> (<italic>min</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</th>
<th align="center">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</th>
<th align="center">
<italic>q</italic>
<sub>
<italic>e,cal</italic>
</sub> (<italic>mg&#xa0;g</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>)</th>
<th align="center">
<italic>K</italic>
<sub>
<italic>2</italic>
</sub> [<italic>g&#xb7;(mg&#xa0;min)</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>]</th>
<th align="center">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">20</td>
<td align="center">133.78</td>
<td align="center">131.77</td>
<td align="center">0.1438</td>
<td align="center">0.994</td>
<td align="center">144.27</td>
<td align="center">0.2241</td>
<td align="center">0.994</td>
</tr>
<tr>
<td align="center">30</td>
<td align="center">128.37</td>
<td align="center">127.02</td>
<td align="center">0.1277</td>
<td align="center">0.999</td>
<td align="center">141.17</td>
<td align="center">0.1832</td>
<td align="center">0.986</td>
</tr>
<tr>
<td align="center">40</td>
<td align="center">124.41</td>
<td align="center">120.70</td>
<td align="center">0.1182</td>
<td align="center">0.987</td>
<td align="center">135.11</td>
<td align="center">0.16</td>
<td align="center">0.968</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> Pseudo first-order kinetic curves at different temperatures. <bold>(B)</bold> Pseudo second-order and pseudo first-order dynamic curves at different temperatures. <bold>(C)</bold> Linear fitting diagram of particle diffusion at different temperatures.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g004.tif"/>
</fig>
<p>In order to further analyze the adsorption rate limiting steps on the resin, we also used the particle diffusion model to fit the adsorption kinetic data. The particle diffusion model is as follows:<disp-formula id="e21">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:msup>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>where <italic>q</italic>
<sub>
<italic>t</italic>
</sub> was the resin adsorption capacity at <italic>t</italic> time, mg&#xa0;g<sup>&#x2212;1</sup>; <italic>t</italic> was the adsorption instantaneous time, min; <italic>k</italic>
<sub>
<italic>p</italic>
</sub> was the particle diffusion constant, (mg&#x22c5;g<sup>&#x2212;1</sup>&#x22c5;min<sup>1/2</sup>); <italic>C</italic> was the parameter related to boundary layer thickness.</p>
<p>The diffusion mechanism of PDA on D152 was characterized by a particle diffusion model. The curves of <italic>q</italic>
<sub>
<italic>t</italic>
</sub> and <italic>t</italic>
<sup>
<italic>1/2</italic>
</sup> at different temperatures and initial concentrations are shown in <xref ref-type="fig" rid="F4">Figure 4C</xref>. It is clear that these curves show multi-linear graphs, indicating that intra - particle diffusion is not the only rate-limiting step (<xref ref-type="bibr" rid="B46">Zhuang et al., 2020</xref>). It can be speculated that the initial stage (0&#x2013;20&#xa0;min) was the film diffusion stage, while the later stage (20&#x2013;90&#xa0;min) was due to an intra - particle diffusion effect.</p>
<p>The boundary layer thickness related parameter <italic>C</italic> is directly proportional to the range of boundary layer thickness; the greater the value of <italic>C</italic>, the greater the boundary layer effect. If the value of <italic>C</italic> is negative, this indicates that the thickness of the boundary layer delays the diffusion in the particles, while a positive value of <italic>C</italic> indicates that the adsorption is fast (<xref ref-type="bibr" rid="B6">Deng et al., 2020</xref>). It can be seen from <xref ref-type="table" rid="T4">Table 4</xref> that no matter whether in the film diffusion stage (0&#xa0;min&#x2013;20&#xa0;min) or in the particle diffusion stage (20&#xa0;min&#x2013;90&#xa0;min), the <italic>C</italic> value decreased significantly with the increase of temperature, indicating that the increase of temperature was not conducive to adsorption.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Relevant parameters of particle diffusion model at different temperatures.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">
<italic>T(&#xb0;C)</italic>
</th>
<th colspan="3" align="left">First stage</th>
<th colspan="3" align="left">Second stage</th>
</tr>
<tr>
<th align="left">
<italic>k</italic>
<sub>
<italic>p1</italic>
</sub> (<italic>mg&#xa0;g</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>
<italic>&#x22c5;min</italic>
<sup>
<italic>0.5</italic>
</sup>)</th>
<th align="left">
<italic>C</italic>
</th>
<th align="left">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</th>
<th align="left">
<italic>k</italic>
<sub>
<italic>p2</italic>
</sub> (<italic>mg&#xa0;g</italic>
<sup>
<italic>&#x2212;1</italic>
</sup>
<italic>&#x22c5;min</italic>
<sup>
<italic>0.5</italic>
</sup>)</th>
<th align="left">
<italic>C</italic>
</th>
<th align="left">
<italic>R</italic>
<sup>
<italic>2</italic>
</sup>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">20</td>
<td align="left">25.18</td>
<td align="left">14.02</td>
<td align="left">0.972</td>
<td align="left">1.01</td>
<td align="left">124.37</td>
<td align="left">0.998</td>
</tr>
<tr>
<td align="left">30</td>
<td align="left">26.57</td>
<td align="left">0.25</td>
<td align="left">0.990</td>
<td align="left">1.64</td>
<td align="left">113.31</td>
<td align="left">0.974</td>
</tr>
<tr>
<td align="left">40</td>
<td align="left">26.65</td>
<td align="left">&#x2212;9.25</td>
<td align="left">0.970</td>
<td align="left">3.32</td>
<td align="left">92.25</td>
<td align="left">0.990</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-6">
<title>3.6 Dynamic adsorption and desorption results</title>
<p>The dynamic adsorption process of PDA on D152 was investigated under the conditions of single factor variation, different PDA concentration, different flow rate and different height-diameter ratio (H/D), and the penetration curve was used to describe these parameters. The dynamic desorption process of PDA on D152 was investigated under different hydrochloric acid concentrations, flow rates and height-diameter ratios, and desorption curve and pigment curve were used to describe the changes in these parameters and the impact on desorption.</p>
<p>Under the condition of a constant flow rate of 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> and initial concentration of PDA fermentation liquid at 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup>, the dynamic adsorption process of PDA on D152 under H/D was investigated, as shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>. When the aspect ratio was 5:1&#x2013;10:1, the unit adsorption capacity of the resin also increased with the increase of the H/D. The unit adsorption capacity of resin was 87.39, 92.78, 99.68, and 100.26&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>, respectively, because the H/D of the column theoretical plate number was larger, and the separation efficiency was improved (<xref ref-type="bibr" rid="B38">Xiong et al., 2019</xref>). However, when the H/D reached 10:1, the unit adsorption capacity did not increase significantly. Under the condition of a constant flow rate of 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> and an initial concentration of desorption solution of 1.5&#xa0;M HCl, the desorption situation in the elution process was considered. By comparing the F value of the eluted feed solution under different aspect ratios, as shown in <xref ref-type="fig" rid="F5">Figures 5B&#x2013;E</xref>, the H/D was 5:1&#x2013;15:1 and it reached 66.85, 75.48, 81.45, and 81.47%, respectively. It can be seen that the F value increased as the H/D increased, but when it reached 10:1, the F value did not change significantly. At the same time, it can be seen that when the section corresponded to the desorption curve was selected, when the H/D was 5:1, 7:1, and 10:1, the OD value was stable at 3.5&#x2013;3.52, while when the H/D reached 15:1, the OD value exceeded 3.52, and the ability to remove pigment was weaker than the other H/D. Therefore, considering the situation of adsorption and desorption comprehensively, when the H/D was too large, industrial scale up will lead to high operating pressure and higher equipment cost. Therefore, the H/D of 10:1 was selected as the best ratio.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Effect of H/D on dynamic adsorption. <bold>(B)</bold> Effect of H/D &#x3d; 5:1 on dynamic desorption. <bold>(C)</bold> Effect of H/D &#x3d; 7:1 on dynamic desorption. <bold>(D)</bold> Effect of H/D &#x3d; 10:1 on dynamic desorption. <bold>(E)</bold> Effect of H/D &#x3d; 15:1 on dynamic desorption.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g005.tif"/>
</fig>
<p>When the aspect ratio was fixed at 10:1 and the initial concentration of PDA fermentation liquid was 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup>, the dynamic adsorption process of PDA on D152 resin under different flow rates was investigated. As shown in <xref ref-type="fig" rid="F6">Figure 6A</xref>, with the increase of flow velocity, component adsorption was quickly initiated, but when adsorption was complete, the required volume was significantly increased. The adsorption capacity of 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> at low flow rate was 96.48&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>, while at flow rates of 1.5&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> and 2.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup>, the adsorption capacity was diminished to 88.71 and 77.64&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>, respectively. It was inferred that when the flow rate increased, the contact residence time between fermentation liquid and resin decreased, resulting in inadequate adsorption and decreased adsorption capacity (<xref ref-type="bibr" rid="B46">Zhuang et al., 2020</xref>). When considering desorption in the elution process when the H/D was fixed at 10:1 and the initial concentration of desorption solution HCl was 1.0&#xa0;M, as shown in <xref ref-type="fig" rid="F6">Figures 6B&#x2013;D</xref>, the desorption flow rate increased and the amount of desorption agent required for complete desorption increased, and the elution peak had a certain trailing phenomenon. When the flow rate was 1.0 and 1.5&#xa0;ml&#xa0;min<sup>&#x2212;1</sup>, the F value did not differ much, reaching 81.49 and 82.01%, respectively. However, when the flow rate rose to 2.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup>, the F value decreased significantly to 66.43%. This observation may be due to the excessive flow rate, resulting in too fast discharge in the desorption process. After C<sub>max</sub> was reached, the concentration of feed liquid decreased rapidly. With the increase of the flow rate from 1.0 to 2.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup>, the overall OD value of the corresponding section of the pigment curve was also increased, indicated that 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> was the best flow rate to removed pigment. Therefore, 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> was selected as the best flow rate in combination with adsorption.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> Effect of flow rate on dynamic adsorption. <bold>(B)</bold> Effect of 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> on dynamic desorption. <bold>(C)</bold> Effect of 1.5&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> on dynamic desorption. <bold>(D)</bold> Effect of 2.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup> on dynamic desorption.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g006.tif"/>
</fig>
<p>When the initial PDA fermentation liquid concentration was optimized with a fixed H/D of 10:1 and a constant flow rate of 1.0&#xa0;ml&#xa0;min<sup>&#x2212;1</sup>, as shown in <xref ref-type="fig" rid="F7">Figure 7A</xref>, it was found that as the initial PDA fermentation liquid concentration increased from 50&#xa0;g&#xa0;L<sup>&#x2212;1</sup> to 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup>, the penetration volume decreased. This may be due to the slow mass transfer process and that the breakthrough time of the low concentration was delayed. This observation was reinforced by the accompanied leftward deviation of the penetration curve, and an increase in the slope of the curve as PDA concentration increased, leading to the reduction of the mass transfer interface (<xref ref-type="bibr" rid="B30">Show et al., 2022</xref>). The final adsorption capacity was 76.54, 94.85, and 96.45&#xa0;g&#xa0;L<sup>&#x2212;1</sup> with the initial PDA fermentation liquid concentration was 50, 75, and 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup>, respectively. There was little difference between the initial concentration of 75&#xa0;g&#xa0;L<sup>&#x2212;1</sup> and the equilibrium adsorption capacity of 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup>, but the required amount of 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup> was lower and the time required for complete penetration was shorter. Therefore, 100&#xa0;g&#xa0;L<sup>&#x2212;1</sup> was selected as the best fermentation liquid concentration.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<bold>(A)</bold> Effect of initial PDA concentration on dynamic adsorption. <bold>(B)</bold> Effect of initial 0.5&#xa0;M HCl on dynamic desorption. <bold>(C)</bold> Effect of initial 1.0&#xa0;M HCl on dynamic desorption. <bold>(D)</bold> Effect of initial 1.5&#xa0;M HCl on dynamic desorption.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g007.tif"/>
</fig>
<p>The concentration of hydrochloric acid was optimized, as shown in <xref ref-type="fig" rid="F7">Figures 7B&#x2013;D</xref>; it was found that when the concentration of hydrochloric acid was 0.5, 1.0, and 1.5&#xa0;M, the F value of the eluted liquid was 80.78, 80.16, and 81.49%, respectively, which were relatively close. However, when the concentration of hydrochloric acid was 1.0&#xa0;M, the maximum concentration value of the eluent reached 127.82&#xa0;g&#xa0;L<sup>&#x2212;1</sup>, the overall peak pattern was good. With the concentration of hydrochloric acid increasing from 0.5&#xa0;M to 1.0&#xa0;M, the overall OD value of the corresponded section of the pigment curve was stable at 3.48&#x2013;3.50, while when the concentration of hydrochloric acid reached 1.5&#xa0;M, the overall OD value of the section was 3.50&#x2013;3.52, increased significantly. Therefore, the 1.0&#xa0;M hydrochloric acid was selected as the best elution concentration.</p>
</sec>
<sec id="s3-7">
<title>3.7 PDAH crystallization</title>
<p>The cooling crystallization experiment was carried out under the same conditions of three different raw materials, and the results are shown in <xref ref-type="fig" rid="F8">Figures 8A, C, E</xref>. When the temperature was reduced to 0&#xb0;C, the purity of the PHF, PHDF and PHER was the highest with 85.55, 92.75, and 97.23% respectively. This result may be because when the temperature was lower than 0&#xb0;C, although the yield was improved, more impurities precipitated, and it was more difficult to separate in the suction filtration process. It can be seen from <xref ref-type="fig" rid="F8">Figure 8B</xref> that there were many impurities in the PHF. <xref ref-type="fig" rid="F8">Figure 8D</xref> shows that the crystal form of PHDF was more complex, while it can be seen from <xref ref-type="fig" rid="F8">Figure 8F</xref> that the crystal form of PHER was long rod type. Therefore, PHER was used for crystallization. The water content of PDAH obtained by Karl Fischer was 0.8%, and the molar ratio of PDA to HCl was 1:1.81 in the obtained PADH crystals which was determined by element analysis.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<bold>(A)</bold> Crystallization yield and purity of PHF <bold>(B)</bold> Microscope image of PHF <bold>(C)</bold> Crystallization yield and purity of PHDF <bold>(D)</bold> Microscope image of PHDF <bold>(E)</bold> Crystallization yield, purity of PHER <bold>(F)</bold> Microscope image of PHER.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g008.tif"/>
</fig>
<p>The cooling crystallization products of three different raw materials were characterized by infrared spectroscopy. As shown in <xref ref-type="fig" rid="F9">Figure 9A</xref>, when the amine was salted, the stretching vibration absorption peak of the N-H group shifted significantly to a lower frequency, overlapped with the stretching vibration absorption peak of the C-H bond, and formed a wide and strong spectral band in the range of 3,200&#x2013;2,200&#xa0;cm<sup>&#x2212;1</sup>. Due to the deformation and vibration of the N-H group, the band has a strong absorption peak at 1,600&#x2013;1,510&#xa0;cm<sup>&#x2212;1</sup>. The C-H group had an absorption peak near 1,475&#xa0;cm<sup>&#x2212;1</sup> due to a deformation vibration. The C-N group had a stretching vibration peak at 1,230&#x2013;1,050&#xa0;cm<sup>&#x2212;1</sup>. Through infrared spectrum analysis, it can be confirmed that the main groups of the material structure are basically the same as PDAH. In addition, in the three raw materials, the impurity peak of PHER was less, indicating that its purity was higher.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> Infrared spectrum characterization of cooling crystallization products from three different raw materials <bold>(B)</bold> PXRD characterization of cooled crystalline products from three different raw materials 1. Crystallization of PHF 2. Crystallization of PHDF 3. Crystallization of PHER.</p>
</caption>
<graphic xlink:href="fbioe-10-1104041-g009.tif"/>
</fig>
<p>The products obtained by cooling and crystallization of different raw materials were characterized by PXRD, as shown in <xref ref-type="fig" rid="F9">Figure 9B</xref>. The main peaks of X-ray powder diffraction 2&#x3b8; &#x3d; 9.06&#xba;, 17.96&#xba;, and 25.52&#xba; appeared in the same position. These peaks belong to the same crystal form, and the main peak of PHER was sharper, the impurity peak was diminished, and the relative crystallinity was higher (<xref ref-type="bibr" rid="B21">Liu et al., 2020</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In this study, the adsorption and desorption properties of D152 for PDA in fermentation broth were the best. The Langmiur, Freundlich, and Temkin-Pyzhev equations all fit well with the adsorption equilibrium data of PDA on D152 at 20&#xb0;C. The adsorption free energy, enthalpy, and entropy were calculated. The results showed that the adsorption of PDA on D152 was a spontaneous exothermic process. The pseudo-first-order model best described the adsorption kinetics of PDA on D152. The dynamic experiment in a fixed bed column showed that the desorption capacity reached 96.45&#xa0;mg&#xa0;g<sup>&#x2212;1</sup>, and the F value reached 80.16%. The cooling crystallization of three kinds of raw materials showed that the resin eluting crystallization product had higher quality, the purity reached 97.23%, and the yield was 42.32%. This study provides a low-cost and efficient method for the separation and purification of PDAH from PDA fermentation broth, and contributes to the industrial scale-up of the separation of PDAH.</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/Supplementary Material; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Key Research and Development Program of China (2021YFC2104100, 2020YFE0100100, and 2018YFA0901500), Joint Funds of the National Natural Science Foundation of China (U21B2097) and Basic Science (Natural Science) Research Project of Jiangsu Province Colleges and Universities (21KJB530014).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>FH was employed by the company of Jiangsu Institute of Industrial Biotechnology, JITRI Co., Ltd. YnY was employed by the company of Gansu Yinguang Juyin Chemical Co., Ltd.</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 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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmad</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Othman</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Taher</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Banat</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Lactic acid recovery from date pulp waste fermentation broth by ions exchange resins</article-title>. <source>Environ. Technol. Inno.</source> <volume>22</volume>, <fpage>101438</fpage>. <pub-id pub-id-type="doi">10.1016/j.eti.2021.101438</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alexandri</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Vlysidis</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Papapostolou</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Tverezovskaya</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Tverezovskiy</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Kookos</surname>
<given-names>I. K.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Downstream separation and purification of succinic acid from fermentation broths using spent sulphite liquor as feedstock</article-title>. <source>Sep. Purif. Technol.</source> <volume>209</volume>, <fpage>666</fpage>&#x2013;<lpage>675</lpage>. <pub-id pub-id-type="doi">10.1016/j.seppur.2018.08.061</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>H. L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y. S.</given-names>
</name>
<name>
<surname>Juang</surname>
<given-names>R. S.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Separation of surfactin from fermentation broths by acid precipitation and two-stage dead-end ultrafiltration processes</article-title>. <source>J. Membr. Sci.</source> <volume>299</volume> (<issue>1-2</issue>), <fpage>114</fpage>&#x2013;<lpage>121</lpage>. <pub-id pub-id-type="doi">10.1016/j.memsci.2007.04.031</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>X. S.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhen</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>Z. G.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Separation and purification of &#x3f5;-poly- l -lysine from fermentation broth</article-title>. <source>Process Biochem.</source> <volume>51</volume> (<issue>1</issue>), <fpage>134</fpage>&#x2013;<lpage>141</lpage>. <pub-id pub-id-type="doi">10.1016/j.procbio.2015.11.010</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Adsorption kinetics, isotherm and thermodynamics studies of flavones from Vaccinium Bracteatum Thunb leaves on NKA-2 resin</article-title>. <source>Chem. Eng. J.</source> <volume>254</volume>, <fpage>579</fpage>&#x2013;<lpage>585</lpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2014.05.120</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Oraby</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Eksteen</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Cu adsorption behaviours onto chelating resins from glycine-cyanide solutions: Isotherms, kinetics and regeneration studies</article-title>. <source>Sep. Purif. Technol.</source> <volume>236</volume>, <fpage>116280</fpage>. <pub-id pub-id-type="doi">10.1016/j.seppur.2019.116280</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sun-Waterhouse</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhuang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Absorption and desorption behaviour of the flavonoids from Glycyrrhiza glabra L. leaf on macroporous adsorption resins</article-title>. <source>Food Chem.</source> <volume>168</volume>, <fpage>538</fpage>&#x2013;<lpage>545</lpage>. <pub-id pub-id-type="doi">10.1016/j.foodchem.2014.07.109</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Enrichment and purification of total flavonoid C-glycosides from Abrus mollis extracts with macroporous resins</article-title>. <source>Ind. Eng. Chem. Res.</source> <volume>51</volume> (<issue>21</issue>), <fpage>7349</fpage>&#x2013;<lpage>7354</lpage>. <pub-id pub-id-type="doi">10.1021/ie3004094</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Figueira</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Reig</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Fernandez de Labastida</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Cortina</surname>
<given-names>J. L.</given-names>
</name>
<name>
<surname>Valderrama</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Boron recovery from desalination seawater brines by selective ion exchange resins</article-title>. <source>J. Environ. Manage.</source> <volume>314</volume>, <fpage>114984</fpage>. <pub-id pub-id-type="doi">10.1016/j.jenvman.2022.114984</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Foo</surname>
<given-names>K. Y.</given-names>
</name>
<name>
<surname>Hameed</surname>
<given-names>B. H.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Insights into the modeling of adsorption isotherm systems</article-title>. <source>Chem. Eng. J.</source> <volume>156</volume> (<issue>1</issue>), <fpage>2</fpage>&#x2013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2009.09.013</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hong Nhung</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Strontium ion removal from artificial seawater using a combination of adsorption with biochar and precipitation by blowing CO<sub>2</sub> nanobubble with neutralization</article-title>. <source>Front. Bioeng. Biotechnol.</source> <volume>10</volume>, <fpage>819407</fpage>. <pub-id pub-id-type="doi">10.3389/fbioe.2022.819407</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Adsorption behaviors and kinetics studies of chitooligosaccharides with specific degree of polymerization on a novel ion-exchange resin</article-title>. <source>Chem. Eng. J.</source> <volume>430</volume>, <fpage>132630</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2021.132630</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>An efficient method for the recovery and separation of surfactin from fermentation broth by extraction-back extraction</article-title>. <source>Process Biochem.</source> <volume>114</volume>, <fpage>59</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1016/j.procbio.2022.01.014</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jeon</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>D. K.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Seung</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>2, 3-Butanediol recovery from fermentation broth by alcohol precipitation and vacuum distillation</article-title>. <source>J. Biosci. Bioeng.</source> <volume>117</volume> (<issue>4</issue>), <fpage>464</fpage>&#x2013;<lpage>470</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbiosc.2013.09.007</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Karp</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Cywar</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Manker</surname>
<given-names>L. P.</given-names>
</name>
<name>
<surname>Saboe</surname>
<given-names>P. O.</given-names>
</name>
<name>
<surname>Nimlos</surname>
<given-names>C. T.</given-names>
</name>
<name>
<surname>Salvach&#xfa;a</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Post-fermentation recovery of biobased carboxylic acids</article-title>. <source>ACS Sustain. Chem. Eng.</source> <volume>6</volume> (<issue>11</issue>), <fpage>15273</fpage>&#x2013;<lpage>15283</lpage>. <pub-id pub-id-type="doi">10.1021/acssuschemeng.8b03703</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ke</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Separation and purification of pyrroloquinoline quinone from fermentation broth by pretreatment coupled with macroporous resin adsorption</article-title>. <source>Sep. Purif. Technol.</source> <volume>257</volume>, <fpage>117962</fpage>. <pub-id pub-id-type="doi">10.1016/j.seppur.2020.117962</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>H. I.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>P. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Zeolite adsorbents for the separation of n-butyric acid from fermentation broths via adsorption</article-title>. <source>Microporous Mesoporous Mater</source> <volume>334</volume>, <fpage>111768</fpage>. <pub-id pub-id-type="doi">10.1016/j.micromeso.2022.111768</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Ahn</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S. Y.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Separation and purification of three, four, and five carbon diamines from fermentation broth</article-title>. <source>Chem. Eng. Sci.</source> <volume>196</volume>, <fpage>324</fpage>&#x2013;<lpage>332</lpage>. <pub-id pub-id-type="doi">10.1016/j.ces.2018.11.018</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Recent advances in the separation and purification of lactic acid from fermentation broth</article-title>. <source>Process Biochem.</source> <volume>104</volume>, <fpage>142</fpage>&#x2013;<lpage>151</lpage>. <pub-id pub-id-type="doi">10.1016/j.procbio.2021.03.011</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ouyang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>An effective synthesis of bio-based pentamethylene diisocyanate in a jet loop reactor</article-title>. <source>Chem. Eng. J.</source> <volume>425</volume>, <fpage>131527</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2021.131527</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wen</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Thermodynamics, characterization, and polymorphic transformation of 1, 5-pentanediamine carbonate</article-title>. <source>Ind. Eng. Chem. Res.</source> <volume>59</volume> (<issue>21</issue>), <fpage>10185</fpage>&#x2013;<lpage>10194</lpage>. <pub-id pub-id-type="doi">10.1021/acs.iecr.0c00365</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Bei</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Biomass based polyols and biomass based polyurethane materials as a route towards sustainability</article-title>. <source>React. Funct. Polym.</source> <volume>175</volume>, <fpage>105285</fpage>. <pub-id pub-id-type="doi">10.1016/j.reactfunctpolym.2022.105285</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Moghimi</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Jafari</surname>
<given-names>A. H.</given-names>
</name>
<name>
<surname>Yoozbashizadeh</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Askari</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Adsorption behavior of Sb(III) in single and binary Sb(III)&#x2014;Fe(II) systems on cationic ion exchange resin: Adsorption equilibrium, kinetic and thermodynamic aspects</article-title>. <source>Trans. Nonferrous Met. Soc. China</source> <volume>30</volume> (<issue>1</issue>), <fpage>236</fpage>&#x2013;<lpage>248</lpage>. <pub-id pub-id-type="doi">10.1016/s1003-6326(19)65195-2</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ms</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hazra</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Steele</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Pal</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Crystallization process modifications to address polymorphic and particle size challenges in early stage development of an API salt</article-title>. <source>Chem. Eng. Res. Des.</source> <volume>164</volume>, <fpage>400</fpage>&#x2013;<lpage>411</lpage>. <pub-id pub-id-type="doi">10.1016/j.cherd.2020.09.021</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Noreen</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Zia</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Zuber</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tabasum</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zahoor</surname>
<given-names>A. F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Bio-based polyurethane: An efficient and environment friendly coating systems: A review</article-title>. <source>Prog. Org. Coat.</source> <volume>91</volume>, <fpage>25</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1016/j.porgcoat.2015.11.018</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Paraskar</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Prabhudesai</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Hatkar</surname>
<given-names>V. M.</given-names>
</name>
<name>
<surname>Kulkarni</surname>
<given-names>R. D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Vegetable oil based polyurethane coatings &#x2013; a sustainable approach: A review</article-title>. <source>Prog. Org. Coat.</source> <volume>156</volume>, <fpage>106267</fpage>. <pub-id pub-id-type="doi">10.1016/j.porgcoat.2021.106267</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Park</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>W. Y.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Adsorption and desorption characteristics of a phenolic compound from <italic>Ecklonia cava</italic> on macroporous resin</article-title>. <source>Food Chem.</source> <volume>338</volume>, <fpage>128150</fpage>. <pub-id pub-id-type="doi">10.1016/j.foodchem.2020.128150</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ren</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lei</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>A magnetic ion exchange resin with high efficiency of removing Cr (VI)</article-title>. <source>Colloid Surf. A- physicoche. Eng. Asp.</source> <volume>604</volume>, <fpage>125279</fpage>. <pub-id pub-id-type="doi">10.1016/j.colsurfa.2020.125279</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>An efficient method for decoloration of polysaccharides from the sprouts of Toona sinensis (A. Juss.) Roem by anion exchange macroporous resins</article-title>. <source>Food Chem.</source> <volume>217</volume>, <fpage>461</fpage>&#x2013;<lpage>468</lpage>. <pub-id pub-id-type="doi">10.1016/j.foodchem.2016.08.079</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Show</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sarkhel</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Halder</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Elucidating sorptive eradication of ibuprofen using calcium chloride caged bentonite clay and acid activated alginate beads in a fixed bed upward flow column reactor</article-title>. <source>Sustain. Chem. Pharm.</source> <volume>27</volume>, <fpage>100698</fpage>. <pub-id pub-id-type="doi">10.1016/j.scp.2022.100698</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sparenberg</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Chergaoui</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sang Sefidi</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Luis</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Crystallization control <italic>via</italic> membrane distillation-crystallization: A review</article-title>. <source>Desalination</source> <volume>519</volume>, <fpage>115315</fpage>. <pub-id pub-id-type="doi">10.1016/j.desal.2021.115315</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Szczygie&#x142;da</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Prochaska</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Downstream separation and purification of bio-based alpha-ketoglutaric acid from post-fermentation broth using a multi-stage membrane process</article-title>. <source>Process Biochem.</source> <volume>96</volume>, <fpage>38</fpage>&#x2013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.1016/j.procbio.2020.05.026</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="patent">
<person-group person-group-type="author">
<name>
<surname>Takahashi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Shinagawa</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ezaki</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kise</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2019</year>). <source>Method for producing pentane diisocyanate</source>. <comment>JP2019199444A</comment>.</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vinco</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Botelho Junior</surname>
<given-names>A. B.</given-names>
</name>
<name>
<surname>Duarte</surname>
<given-names>H. A.</given-names>
</name>
<name>
<surname>Espinosa</surname>
<given-names>D. C. R.</given-names>
</name>
<name>
<surname>Ten&#xf3;rio</surname>
<given-names>J. A. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Purification of an iron contaminated vanadium solution through ion exchange resins</article-title>. <source>Min. Eng.</source> <volume>176</volume>, <fpage>107337</fpage>. <pub-id pub-id-type="doi">10.1016/j.mineng.2021.107337</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Fei</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Adsorption of 3-Aminoacetanilide from aqueous solution by chemically modified hyper-crosslinked resins: Adsorption equilibrium, thermodynamics and selectivity</article-title>. <source>Colloid Surf. A- physicoche. Eng. Asp.</source> <volume>575</volume>, <fpage>346</fpage>&#x2013;<lpage>351</lpage>. <pub-id pub-id-type="doi">10.1016/j.colsurfa.2019.05.029</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Ameliorating end-product inhibition to improve cadaverine production in engineered <italic>Escherichia coli</italic> and its application in the synthesis of bio-based diisocyanates</article-title>. <source>Synth. Syst. Biotechnol.</source> <volume>6</volume> (<issue>4</issue>), <fpage>243</fpage>&#x2013;<lpage>253</lpage>. <pub-id pub-id-type="doi">10.1016/j.synbio.2021.09.004</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Hao</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Recent advances of pharmaceutical crystallization theories</article-title>. <source>Chin. J. Chem. Eng.</source> <volume>28</volume> (<issue>4</issue>), <fpage>935</fpage>&#x2013;<lpage>948</lpage>. <pub-id pub-id-type="doi">10.1016/j.cjche.2019.11.008</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiong</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>Y. P.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z. Q.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y. G.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Separation and purification of l-methionine from <italic>E. coli</italic> fermentation broth by macroporous resin chromatography</article-title>. <source>J. Chromatogr. B</source> <volume>1110-1111</volume>, <fpage>108</fpage>&#x2013;<lpage>115</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchromb.2019.02.016</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>S. D.</given-names>
</name>
<name>
<surname>Ning</surname>
<given-names>F. H.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>B. H.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>H. X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z. Z.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Refining androstenedione and bisnorcholenaldehyde from mother liquor of phytosterol fermentation using macroporous resin column chromatography followed by crystallization</article-title>. <source>J. Chromatogr. B</source> <volume>1079</volume>, <fpage>9</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchromb.2017.09.032</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W. J.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>G. D.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>Z. P.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J. G.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Separation and purification of anthocyanins from Roselle by macroporous resins</article-title>. <source>Lwt -Food Sci. Technol.</source> <volume>161</volume>, <fpage>113371</fpage>. <pub-id pub-id-type="doi">10.1016/j.lwt.2022.113371</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zeng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Synthesis, monomer removal, modification, and coating performances of biobased pentamethylene diisocyanate isocyanurate trimers</article-title>. <source>Ind. Eng. Chem. Res.</source> <volume>61</volume> (<issue>6</issue>), <fpage>2403</fpage>&#x2013;<lpage>2416</lpage>. <pub-id pub-id-type="doi">10.1021/acs.iecr.1c04673</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kuang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Simultaneously preparative purification of Huperzine A and Huperzine B from <italic>Huperzia serrata</italic> by macroporous resin and preparative high performance liquid chromatography</article-title>. <source>J. Chromatogr. B</source> <volume>904</volume>, <fpage>65</fpage>&#x2013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchromb.2012.07.019</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Adsorption behavior and kinetics for L-valine separation from aqueous solution using ion exchange resin</article-title>. <source>React. Funct. Polym.</source> <volume>130</volume>, <fpage>51</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1016/j.reactfunctpolym.2018.05.010</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>A novel process for erythromycin separation from fermentation broth by resin adsorption&#x2013;aqueous crystallization</article-title>. <source>Sep. Purif. Technol.</source> <volume>116</volume>, <fpage>398</fpage>&#x2013;<lpage>404</lpage>. <pub-id pub-id-type="doi">10.1016/j.seppur.2013.06.019</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Removal of Zn(II) from manganese-zinc chloride waste liquor using ion-exchange with D201 resin</article-title>. <source>Hydrometallurgy</source> <volume>190</volume>, <fpage>105171</fpage>. <pub-id pub-id-type="doi">10.1016/j.hydromet.2019.105171</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhuang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Adsorption equilibrium and kinetics studies of divalent manganese from phosphoric acid solution by using cationic exchange resin</article-title>. <source>Chin. J. Chem. Eng.</source> <volume>28</volume> (<issue>11</issue>), <fpage>2758</fpage>&#x2013;<lpage>2770</lpage>. <pub-id pub-id-type="doi">10.1016/j.cjche.2020.07.029</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Enrichment of antioxidants in black garlic juice using macroporous resins and their protective effects on oxidation-damaged human erythrocytes</article-title>. <source>J. Chromatogr. B</source> <volume>1060</volume>, <fpage>443</fpage>&#x2013;<lpage>450</lpage>. <pub-id pub-id-type="doi">10.1016/j.jchromb.2017.06.026</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>