Zeinab Rezaei, Amir Soleimani Dinani, Hamid Moghimi
{"title":"Cutting-edge developments in plastic biodegradation and upcycling via engineering approaches","authors":"Zeinab Rezaei, Amir Soleimani Dinani, Hamid Moghimi","doi":"10.1016/j.mec.2024.e00256","DOIUrl":"10.1016/j.mec.2024.e00256","url":null,"abstract":"<div><div>The increasing use of plastics has resulted in the production of high quantities of plastic waste that pose a serious risk to the environment. The upcycling of plastics into value-added products offers a potential solution for resolving the plastics environmental crisis. Recently, various microorganisms and their enzymes have been identified for their ability to degrade plastics effectively. Furthermore, many investigations have revealed the application of plastic monomers as carbon sources for bio-upcycling to generate valuable materials such as biosurfactants, bioplastics, and biochemicals. With the advancement in the fields of synthetic biology and metabolic engineering, the construction of high-performance microbes and enzymes for plastic removal and bio-upcycling can be achieved. Plastic valorization can be optimized by improving uptake and conversion efficiency, engineering transporters and enzymes, metabolic pathway reconstruction, and also using a chemo-biological hybrid approach. This review focuses on engineering approaches for enhancing plastic removal and the methods of depolymerization and upcycling processes of various microplastics. Additionally, the major challenges and future perspectives for facilitating the development of a sustainable circular plastic economy are highlighted.</div></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"19 ","pages":"Article e00256"},"PeriodicalIF":3.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142759625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jeremy Chua, Erik K.R. Hanko, Andrew Yiakoumetti, Ruth A. Stoney, Jakub Chromy, Kris Niño G. Valdehuesa, Katherine A. Hollywood, Cunyu Yan, Eriko Takano, Rainer Breitling
{"title":"Bioproduction of methylated phenylpropenes and isoeugenol in Escherichia coli","authors":"Jeremy Chua, Erik K.R. Hanko, Andrew Yiakoumetti, Ruth A. Stoney, Jakub Chromy, Kris Niño G. Valdehuesa, Katherine A. Hollywood, Cunyu Yan, Eriko Takano, Rainer Breitling","doi":"10.1016/j.mec.2024.e00237","DOIUrl":"https://doi.org/10.1016/j.mec.2024.e00237","url":null,"abstract":"<div><p>Phenylpropenes are a class of natural products that are synthesised by a vast range of plant species and hold considerable promise in the flavour and fragrance industries. Many <em>in vitro</em> studies have been carried out to elucidate and characterise the enzymes responsible for the production of these volatile compounds. However, there is a scarcity of studies demonstrating the <em>in vivo</em> production of phenylpropenes in microbial cell factories. In this study, we engineered <em>Escherichia coli</em> to produce methylchavicol, methyleugenol and isoeugenol from their respective phenylacrylic acid precursors. We achieved this by extending and modifying a previously optimised heterologous pathway for the biosynthesis of chavicol and eugenol. We explored the potential of six <em>S</em>-adenosyl <span>l</span>-methionine (SAM)-dependent <em>O-</em>methyltransferases to produce methylchavicol and methyleugenol from chavicol and eugenol, respectively. Additionally, we examined two isoeugenol synthases for the production of isoeugenol from coniferyl acetate. The best-performing strains in this study were able to achieve titres of 13 mg L<sup>−1</sup> methylchavicol, 59 mg L<sup>−1</sup> methyleugenol and 361 mg L<sup>−1</sup> isoeugenol after feeding with their appropriate phenylacrylic acid substrates. We were able to further increase the methyleugenol titre to 117 mg L<sup>−1</sup> by supplementation with methionine to facilitate SAM recycling. Moreover, we report the biosynthesis of methylchavicol and methyleugenol from <span>l</span>-tyrosine through pathways involving six and eight enzymatic steps, respectively.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00237"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030124000063/pdfft?md5=80f39caf33089f97306dc16312a53f4d&pid=1-s2.0-S2214030124000063-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141067708","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"13C-metabolic flux analysis reveals metabolic rewiring in HL-60 neutrophil-like cells through differentiation and immune stimulation","authors":"Takeo Taniguchi , Nobuyuki Okahashi , Fumio Matsuda","doi":"10.1016/j.mec.2024.e00239","DOIUrl":"https://doi.org/10.1016/j.mec.2024.e00239","url":null,"abstract":"<div><p>Neutrophils are innate immune cells and the first line of defense for the maintenance of homeostasis. However, our knowledge of the metabolic rewiring associated with their differentiation and immune stimulation is limited. Here, quantitative <sup>13</sup>C-metabolic flux analysis was performed using HL-60 cells as the neutrophil model. A metabolic model for <sup>13</sup>C-metabolic flux analysis of neutrophils was developed based on the accumulation of <sup>13</sup>C in intracellular metabolites derived from <sup>13</sup>C-labeled extracellular carbon sources and intracellular macromolecules. Aspartate and glutamate in the medium were identified as carbon sources that enter central carbon metabolism. Furthermore, the breakdown of macromolecules, estimated to be fatty acids and nucleic acids, was observed. Based on these results, a modified metabolic model was used for <sup>13</sup>C-metabolic flux analysis of undifferentiated, differentiated, and lipopolysaccharide (LPS)-activated HL-60 cells. The glucose uptake rate and glycolytic flux decreased with differentiation, whereas the tricarboxylic acid (TCA) cycle flux remained constant. The addition of LPS to differentiated HL-60 cells activated the glucose uptake rate and pentose phosphate pathway (PPP) flux levels, resulting in an increased rate of total NADPH regeneration, which could be used to generate reactive oxygen species. The flux levels of fatty acid degradation and synthesis were also increased in LPS-activated HL-60 cells. Overall, this study highlights the quantitative metabolic alterations in multiple pathways via the differentiation and activation of HL-60 cells using <sup>13</sup>C-metabolic flux analysis.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00239"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030124000087/pdfft?md5=9e66b20619ea8e938872df783c3173fb&pid=1-s2.0-S2214030124000087-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141243869","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Engineering of methionine-auxotroph Escherichia coli via parallel evolution of two enzymes from Corynebacterium glutamicum's direct-sulfurylation pathway enables its recovery in minimal medium","authors":"Matan Gabay , Inbar Stern , Nadya Gruzdev , Adi Cohen , Lucia Adriana-Lifshits , Tamar Ansbacher , Itamar Yadid , Maayan Gal","doi":"10.1016/j.mec.2024.e00236","DOIUrl":"https://doi.org/10.1016/j.mec.2024.e00236","url":null,"abstract":"<div><p>Methionine biosynthesis relies on the sequential catalysis of multiple enzymes. <em>Escherichia coli</em>, the main bacteria used in research and industry for protein production and engineering, utilizes the three-step trans-sulfurylation pathway catalyzed by L-homoserine O-succinyl transferase, cystathionine gamma synthase and cystathionine beta lyase to convert L-homoserine to L-homocysteine. However, most bacteria employ the two-step direct-sulfurylation pathway involving L-homoserine O-acetyltransferases and O-acetyl homoserine sulfhydrylase. We previously showed that a methionine-auxotroph <em>Escherichia</em> <em>coli</em> strain (MG1655) with deletion of <em>metA</em>, encoding for L-homoserine O-succinyl transferase, and <em>metB</em>, encoding for cystathionine gamma synthase, could be complemented by introducing the genes <em>metX</em>, encoding for L-homoserine O-acetyltransferases and <em>metY</em>, encoding for O-acetyl homoserine sulfhydrylase, from various sources, thus altering the <em>Escherichia coli</em> methionine biosynthesis metabolic pathway to direct-sulfurylation. However, introducing <em>metX</em> and <em>metY</em> from <em>Corynebacterium glutamicum</em> failed to complement methionine auxotrophy. Herein, we generated a randomized genetic library based on the <em>metX</em> and <em>metY</em> of <em>Corynebacterium glutamicum</em> and transformed it into a methionine-auxotrophic <em>Escherichia coli</em> strain lacking the <em>metA</em> and <em>metB</em> genes. Through multiple enrichment cycles, we successfully isolated active clones capable of growing in M9 minimal media. The dominant <em>metX</em> mutations in the evolved methionine-autotrophs <em>Escherichia coli</em> were L315P and H46R. Interestingly, we found that a <em>metY</em> gene encoding only the N-terminus 106 out of 438 amino acids of the wild-type MetY enzyme is functional and supports the growth of the methionine auxotroph. Recloning the new genes into the original plasmid and transforming them to methionine auxotroph <em>Escherichia coli</em> validated their functionality. These results show that directed enzyme-evolution enables fast and simultaneous engineering of new active variants within the <em>Escherichia coli</em> methionine direct-sulfurylation pathway, leading to efficient complementation.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00236"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030124000051/pdfft?md5=13216db11f331277ec4bffeddfb976eb&pid=1-s2.0-S2214030124000051-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140946867","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shuai Li , Zhixia Ye , Eirik A. Moreb , Romel Menacho-Melgar , Maximillian Golovsky , Michael D. Lynch
{"title":"2-Stage microfermentations","authors":"Shuai Li , Zhixia Ye , Eirik A. Moreb , Romel Menacho-Melgar , Maximillian Golovsky , Michael D. Lynch","doi":"10.1016/j.mec.2024.e00233","DOIUrl":"https://doi.org/10.1016/j.mec.2024.e00233","url":null,"abstract":"<div><p>Cell based factories can be engineered to produce a wide variety of products. Advances in DNA synthesis and genome editing have greatly simplified the design and construction of these factories. It has never been easier to generate hundreds or even thousands of cell factory strain variants for evaluation. These advances have amplified the need for standardized, higher throughput means of evaluating these designs. Toward this goal, we have previously reported the development of engineered <em>E. coli</em> strains and associated 2-stage production processes to simplify and standardize strain engineering, evaluation and scale up. This approach relies on decoupling growth (stage 1), from production, which occurs in stationary phase (stage 2). Phosphate depletion is used as the trigger to stop growth as well as induce heterologous expression. Here, we describe in detail the development of protocols for the evaluation of engineered <em>E. coli</em> strains in 2-stage microfermentations. These protocols are readily adaptable to the evaluation of strains producing a wide variety of protein as well as small molecule products. Additionally, by detailing the approach to protocol development, these methods are also adaptable to additional cellular hosts, as well as other 2-stage processes with various additional triggers.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00233"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030124000026/pdfft?md5=24fb5ce51f4ac60d4daa994c11dcd45e&pid=1-s2.0-S2214030124000026-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140558756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Konstantin V. Lavrov , Anna O. Shemyakina , Elena G. Grechishnikova , Tatyana V. Gerasimova , Tatyana I. Kalinina , Andrey D. Novikov , Tatyana E. Leonova , Ludmila E. Ryabchenko , Telman A. Bayburdov , Alexander S. Yanenko
{"title":"A new concept of biocatalytic synthesis of acrylic monomers for obtaining water-soluble acrylic heteropolymers","authors":"Konstantin V. Lavrov , Anna O. Shemyakina , Elena G. Grechishnikova , Tatyana V. Gerasimova , Tatyana I. Kalinina , Andrey D. Novikov , Tatyana E. Leonova , Ludmila E. Ryabchenko , Telman A. Bayburdov , Alexander S. Yanenko","doi":"10.1016/j.mec.2023.e00231","DOIUrl":"10.1016/j.mec.2023.e00231","url":null,"abstract":"<div><p><em>Rhodococcus</em> strains were designed as model biocatalysts (BCs) for the production of acrylic acid and mixtures of acrylic monomers consisting of acrylamide, acrylic acid, and N-alkylacrylamide (N-isopropylacrylamide). To obtain BC strains, we used, among other approaches, adaptive laboratory evolution (ALE), based on the use of the metabolic pathway of amide utilization. Whole genome sequencing of the strains obtained after ALE, as well as subsequent targeted gene disruption, identified candidate genes for three new amidases that are promising for the development of BCs for the production of acrylic acid from acrylamide. New BCs had two types of amidase activities, acrylamide-hydrolyzing and acrylamide-transferring, and by varying the ratio of these activities in BCs, it is possible to influence the ratio of monomers in the resulting mixtures. Based on these strains, a prototype of a new technological concept for the biocatalytic synthesis of acrylic monomers was developed for the production of water-soluble acrylic heteropolymers containing valuable N-alkylacrylamide units. In addition to the possibility of obtaining mixtures of different compositions, the advantages of the concept are a single starting reagent (acrylamide), more unification of processes (all processes are based on the same type of biocatalyst), and potentially greater safety for personnel and the environment compared to existing chemical technologies.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00231"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030123000147/pdfft?md5=a2807f1fd43527a40cf4152387f2e166&pid=1-s2.0-S2214030123000147-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138989034","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Building blocks needed for mechanistic modeling of bioprocesses: A critical review based on protein production by CHO cells","authors":"Yusmel González-Hernández, Patrick Perré","doi":"10.1016/j.mec.2024.e00232","DOIUrl":"https://doi.org/10.1016/j.mec.2024.e00232","url":null,"abstract":"<div><p>This paper reviews the key building blocks needed to develop a mechanistic model for use as an operational production tool. The Chinese Hamster Ovary (CHO) cell, one of the most widely used hosts for antibody production in the pharmaceutical industry, is considered as a case study. CHO cell metabolism is characterized by two main phases, exponential growth followed by a stationary phase with strong protein production. This process presents an appropriate degree of complexity to outline the modeling strategy. The paper is organized into four main steps: (1) CHO systems and data collection; (2) metabolic analysis; (3) formulation of the mathematical model; and finally, (4) numerical solution, calibration, and validation. The overall approach can build a predictive model of target variables. According to the literature, one of the main current modeling challenges lies in understanding and predicting the spontaneous metabolic shift. Possible candidates for the trigger of the metabolic shift include the concentration of lactate and carbon dioxide. In our opinion, ammonium, which is also an inhibiting product, should be further investigated. Finally, the expected progress in the emerging field of hybrid modeling, which combines the best of mechanistic modeling and machine learning, is presented as a fascinating breakthrough. Note that the modeling strategy discussed here is a general framework that can be applied to any bioprocess.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00232"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030124000014/pdfft?md5=092d00458e357daf7d59391680afef78&pid=1-s2.0-S2214030124000014-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140103570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Thorsten Lechtenberg, Benedikt Wynands, Moritz-Fabian Müller, Tino Polen, Stephan Noack, Nick Wierckx
{"title":"Improving 5-(hydroxymethyl)furfural (HMF) tolerance of Pseudomonas taiwanensis VLB120 by automated adaptive laboratory evolution (ALE)","authors":"Thorsten Lechtenberg, Benedikt Wynands, Moritz-Fabian Müller, Tino Polen, Stephan Noack, Nick Wierckx","doi":"10.1016/j.mec.2024.e00235","DOIUrl":"10.1016/j.mec.2024.e00235","url":null,"abstract":"<div><p>The aldehyde 5-(hydroxymethyl)furfural (HMF) is of great importance for a circular bioeconomy. It is a renewable platform chemical that can be converted into a range of useful compounds to replace petroleum-based products such as the green plastic monomer 2,5-furandicarboxylic acid (FDCA). However, it also exhibits microbial toxicity for example hindering the efficient biotechnological valorization of lignocellulosic hydrolysates. Thus, there is an urgent need for tolerance-improved organisms applicable to whole-cell biocatalysis. Here, we engineer an oxidation-deficient derivative of the naturally robust and emerging biotechnological workhorse <em>P. taiwanensis</em> VLB120 by robotics-assisted adaptive laboratory evolution (ALE). The deletion of HMF-oxidizing enzymes enabled for the first time evolution under constant selection pressure by the aldehyde, yielding strains with consistently improved growth characteristics in presence of the toxicant. Genome sequencing of evolved clones revealed loss-of function mutations in the LysR-type transcriptional regulator-encoding <em>mexT</em> preventing expression of the associated efflux pump <em>mexEF</em>-<em>oprN</em>. This knowledge allowed reverse engineering of strains with enhanced aldehyde tolerance, even in a background of active or overexpressed HMF oxidation machinery, demonstrating a synergistic effect of two distinct tolerance mechanisms.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00235"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S221403012400004X/pdfft?md5=d7f841437723f702451889b3caf5d32c&pid=1-s2.0-S221403012400004X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141036491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Daniel C. Zielinski , Marta R.A. Matos , James E. de Bree , Kevin Glass , Nikolaus Sonnenschein , Bernhard O. Palsson
{"title":"Bottom-up parameterization of enzyme rate constants: Reconciling inconsistent data","authors":"Daniel C. Zielinski , Marta R.A. Matos , James E. de Bree , Kevin Glass , Nikolaus Sonnenschein , Bernhard O. Palsson","doi":"10.1016/j.mec.2024.e00234","DOIUrl":"https://doi.org/10.1016/j.mec.2024.e00234","url":null,"abstract":"<div><p>Kinetic models of metabolism are promising platforms for studying complex metabolic systems and designing production strains. Given the availability of enzyme kinetic data from historical experiments and machine learning estimation tools, a straightforward modeling approach is to assemble kinetic data enzyme by enzyme until a desired scale is reached. However, this type of ‘bottom up’ parameterization of kinetic models has been difficult due to a number of issues including gaps in kinetic parameters, the complexity of enzyme mechanisms, inconsistencies between parameters obtained from different sources, and <em>in vitro-in vivo</em> differences. Here, we present a computational workflow for the robust estimation of kinetic parameters for detailed mass action enzyme models while taking into account parameter uncertainty. The resulting software package, termed MASSef (the Mass Action Stoichiometry Simulation Enzyme Fitting package), can handle standard ‘macroscopic’ kinetic parameters, including K<sub>m</sub>, k<sub>cat</sub>, K<sub>i</sub>, K<sub>eq</sub>, and n<sub>h</sub>, as well as diverse reaction mechanisms defined in terms of mass action reactions and ‘microscopic’ rate constants. We provide three enzyme case studies demonstrating that this approach can identify and reconcile inconsistent data either within <em>in vitro</em> experiments or between <em>in vitro</em> and <em>in vivo</em> enzyme function. We further demonstrate how parameterized enzyme modules can be used to assemble pathway-scale kinetic models consistent with <em>in vivo</em> behavior. This work builds on the legacy of knowledge on kinetic behavior of enzymes by enabling robust parameterization of enzyme kinetic models at scale utilizing the abundance of historical literature data and machine learning parameter estimates.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"18 ","pages":"Article e00234"},"PeriodicalIF":5.2,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214030124000038/pdfft?md5=b19129eb61d98f2c6edb816a11548b16&pid=1-s2.0-S2214030124000038-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140817023","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}