Considerations for the optimization of biocatalyst formulation in multi-enzymatic reactions: Co-immobilized enzymes advantages depend on enzyme kinetic properties

dc.contributor.authorCarballares Navarro, Diego
dc.contributor.authorWoodley, John M.
dc.contributor.authorFernandez-Lafuente, Roberto
dc.contributor.authorBolívar Bolívar, Juan Manuel
dc.date.accessioned2025-08-27T10:05:57Z
dc.date.available2025-08-27T10:05:57Z
dc.date.issued2025-12-01
dc.description.abstractThe design of combi-biocatalyst for optimizing cascade reactions is challenging, particularly in terms of the choice of the biocatalyst formulations, including the relative amounts of enzymes to be used, and the experimental set-up strategy chosen for optimization. This paper demonstrates, via dynamic simulation, the optimization of a combi-biocatalyst designed for a multi-cascade two-reaction series (A → B, B → C) involving two enzymes (E1, E2) in free, individually immobilized, or co-immobilized formulations. This has been analyzed in three different scenarios: (1) KM is identical for both enzymes (i.e. KM1 = KM2), (2) KM1 > KM2, and (3) KM1 < KM2. The ratio of mass transport and reaction times was defined using a modified Thiele modulus, providing a useful metric to evaluate the relative magnitude of mass transport limitations. Global mass transport was considered. In the absence of mass transport limitations, the three catalyst formulations gave identical results. However, when (moderate) mass transport limitations were included, substrate (A) and intermediate (B) concentration gradients appear, meaning that the multi-enzyme catalyst formulation becomes critical. The results indicate that although enzyme co-immobilization always provides some kinetic advantages compared to the use of individually immobilized enzymes, these advantages increased when KM2 < KM1 and vice versa. The first situation also provides the most efficient combi-biocatalyst. The optimal enzyme ratio in all enzyme formulations, determined by using either initial rates or time to reach the target yield, is in some instances quite different. This suggests that, although more time-consuming, the latter parameter should be utilized in the design of the enzyme mass ratio for the combined biocatalysts. The optimal enzyme ratio depends on the enzyme formulation. Therefore, extrapolating the results achieved using individually immobilized enzymes to co-immobilized biocatalysts can lead to the preparation of a biocatalyst with sub-optimal efficiency.
dc.description.departmentDepto. de Ingeniería Química y de Materiales
dc.description.facultyFac. de Ciencias Químicas
dc.description.refereedTRUE
dc.description.sponsorshipMinisterio de Ciencia e Innovación-Spanish Government
dc.description.sponsorshipEuropean Union NextGeneration
dc.description.sponsorshipEuropean Innovation Council
dc.description.statuspub
dc.identifier.doi10.1016/j.ces.2025.122219
dc.identifier.issn0009-2509
dc.identifier.officialurlhttps://www.sciencedirect.com/science/article/pii/S0009250925010401?via%3Dihub#s0070
dc.identifier.urihttps://hdl.handle.net/20.500.14352/123448
dc.issue.number318
dc.journal.titleChemical Engineerign Science
dc.language.isoeng
dc.publisherElsevier
dc.relation.projectIDinfo:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2021-2023/PID2022-136535OB-I00/ES/INTEGRACION DE NANOTECNOLOGIA Y DISEÑO DE BIOCATALIZADORES: NUEVAS ESTRATEGIAS PARA ABORDAR LOS PROBLEMAS DE LA COIMMOVILIZACION DE ENZIMAS/
dc.relation.projectIDCNS2022-135541
dc.relation.projectIDPathfinder Open 2022 (grant agreement no. 101099528)
dc.rightsAttribution-NonCommercial 4.0 Internationalen
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/
dc.subject.cdu66.0
dc.subject.cdu577.1
dc.subject.keywordCascade biocatalysis
dc.subject.keywordCo-immobilized enzymes
dc.subject.keywordBiocatalyst optimization metrics
dc.subject.keywordKinetic modeling
dc.subject.keywordMass transfer limitations
dc.subject.keywordInitial rate vs. final yield
dc.subject.ucmIngeniería química
dc.subject.ucmQuímica industrial
dc.subject.ucmBioquímica (Química)
dc.subject.unesco3302 Tecnología Bioquímica
dc.subject.unesco3303 Ingeniería y Tecnología Químicas
dc.subject.unesco3302.90 Ingeniería Bioquímica
dc.titleConsiderations for the optimization of biocatalyst formulation in multi-enzymatic reactions: Co-immobilized enzymes advantages depend on enzyme kinetic properties
dc.typejournal article
dspace.entity.typePublication
relation.isAuthorOfPublication351587cd-f83e-4c92-8b66-63015271dbc5
relation.isAuthorOfPublicationdd41e7a5-3013-4b28-8263-915921ecf30a
relation.isAuthorOfPublication.latestForDiscoverydd41e7a5-3013-4b28-8263-915921ecf30a

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