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Estiri H, Bhattacharya S, Buitrago JAR, Castagna R, Legzdiņa L, Casucci G, Ricci A, Parisini E, Gautieri A. Tailoring FPOX enzymes for enhanced stability and expanded substrate recognition. Sci Rep 2023; 13:18610. [PMID: 37903872 PMCID: PMC10616090 DOI: 10.1038/s41598-023-45428-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 10/19/2023] [Indexed: 11/01/2023] Open
Abstract
Fructosyl peptide oxidases (FPOX) are deglycating enzymes that find application as key enzymatic components in diabetes monitoring devices. Indeed, their use with blood samples can provide a measurement of the concentration of glycated hemoglobin and glycated albumin, two well-known diabetes markers. However, the FPOX currently employed in enzymatic assays cannot directly detect whole glycated proteins, making it necessary to perform a preliminary proteolytic treatment of the target protein to generate small glycated peptides that can act as viable substrates for the enzyme. This is a costly and time consuming step. In this work, we used an in silico protein engineering approach to enhance the overall thermal stability of the enzyme and to improve its catalytic activity toward large substrates. The final design shows a marked improvement in thermal stability relative to the wild type enzyme, a distinct widening of its access tunnel and significant enzymatic activity towards a range of glycated substrates.
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Affiliation(s)
- Hajar Estiri
- Department of Biotechnology, Latvian Institute of Organic Synthesis, Aizkraukles 21, Riga, 1006, Latvia
| | - Shapla Bhattacharya
- Department of Biotechnology, Latvian Institute of Organic Synthesis, Aizkraukles 21, Riga, 1006, Latvia
- Faculty of Materials Science and Applied Chemistry, Riga Technical University, Paula Valdena 3, Riga, 1048, Latvia
| | | | - Rossella Castagna
- Department of Biotechnology, Latvian Institute of Organic Synthesis, Aizkraukles 21, Riga, 1006, Latvia
- Dipartimento di Chimica, Materiali e Ingegneria Chimica "Giulio Natta", Politecnico di Milano, Piazza L. da Vinci 32, 20133, Milano, Italy
| | - Linda Legzdiņa
- Department of Biotechnology, Latvian Institute of Organic Synthesis, Aizkraukles 21, Riga, 1006, Latvia
| | - Giorgia Casucci
- Department of Biotechnology, Latvian Institute of Organic Synthesis, Aizkraukles 21, Riga, 1006, Latvia
| | - Andrea Ricci
- Biomolecular Engineering Lab, Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy
| | - Emilio Parisini
- Department of Biotechnology, Latvian Institute of Organic Synthesis, Aizkraukles 21, Riga, 1006, Latvia.
- Department of Chemistry "G. Ciamician", University of Bologna, Via Selmi 2, 40126, Bologna, Italy.
| | - Alfonso Gautieri
- Biomolecular Engineering Lab, Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy.
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Rigoldi F, Donini S, Torretta A, Carbone A, Redaelli A, Bandiera T, Parisini E, Gautieri A. Rational backbone redesign of a fructosyl peptide oxidase to widen its active site access tunnel. Biotechnol Bioeng 2020; 117:3688-3698. [PMID: 32797625 DOI: 10.1002/bit.27535] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 07/27/2020] [Accepted: 08/09/2020] [Indexed: 12/31/2022]
Abstract
Fructosyl peptide oxidases (FPOXs) are enzymes currently used in enzymatic assays to measure the concentration of glycated hemoglobin and albumin in blood samples, which serve as biomarkers of diabetes. However, since FPOX are unable to work directly on glycated proteins, current enzymatic assays are based on a preliminary proteolytic digestion of the target proteins. Herein, to improve the speed and costs of the enzymatic assays for diabetes testing, we applied a rational design approach to engineer a novel enzyme with a wider access tunnel to the catalytic site, using a combination of Rosetta design and molecular dynamics simulations. Our final design, L3_35A, shows a significantly wider and shorter access tunnel, resulting from the deletion of five-amino acids lining the gate structures and from a total of 35 point mutations relative to the wild-type (WT) enzyme. Indeed, upon experimental testing, our engineered enzyme shows good structural stability and maintains significant activity relative to the WT.
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Affiliation(s)
- Federica Rigoldi
- Dipartimento di Elettronica, Informazione e Bioingegneria, Biomolecular Engineering Lab, Politecnico di Milano, Milano, Italy
| | - Stefano Donini
- Center for Nano Science and Technology@Polimi, Istituto Italiano di Tecnologia, Milano, Italy
| | - Archimede Torretta
- Center for Nano Science and Technology@Polimi, Istituto Italiano di Tecnologia, Milano, Italy
| | - Anna Carbone
- Department of Biological, Chemical and Pharmaceutical Sciences and Technologies (STEBICEF), University of Palermo, Palermo, Italy.,D3-PharmaChemistry, Istituto Italiano di Tecnologia, Genova, Italy
| | - Alberto Redaelli
- Dipartimento di Elettronica, Informazione e Bioingegneria, Biomolecular Engineering Lab, Politecnico di Milano, Milano, Italy
| | - Tiziano Bandiera
- D3-PharmaChemistry, Istituto Italiano di Tecnologia, Genova, Italy
| | - Emilio Parisini
- Center for Nano Science and Technology@Polimi, Istituto Italiano di Tecnologia, Milano, Italy.,Biotechnology Group, Latvian Institute of Organic Synthesis, Riga, Latvia
| | - Alfonso Gautieri
- Dipartimento di Elettronica, Informazione e Bioingegneria, Biomolecular Engineering Lab, Politecnico di Milano, Milano, Italy
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Jones L, Kumar J, Mistry A, Sankar Chittoor Mana T, Perry G, Reddy VP, Obrenovich M. The Transformative Possibilities of the Microbiota and Mycobiota for Health, Disease, Aging, and Technological Innovation. Biomedicines 2019; 7:E24. [PMID: 30925795 PMCID: PMC6631383 DOI: 10.3390/biomedicines7020024] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Revised: 03/13/2019] [Accepted: 03/19/2019] [Indexed: 12/20/2022] Open
Abstract
The gut microbiota is extremely important for the health of the host across its lifespan.Recent studies have elucidated connections between the gut microbiota and neurological diseaseand disorders such as depression, anxiety, Alzheimer's disease (AD), autism, and a host of otherbrain illnesses. Dysbiosis of the normal gut flora can have negative consequences for humans,especially throughout key periods during our lifespan as the gut microbes change with age in bothphenotype and number of bacterial species. Neurologic diseases, mental disorders, and euthymicstates are influenced by alterations in the metabolites produced by gut microbial milieu. Weintroduce a new concept, namely, the mycobiota and microbiota-gut-brain neuroendocrine axis anddiscuss co-metabolism with emphasis on means to influence or correct disruptions to normal gutflora throughout the lifespan from early development to old age. These changes involveinflammation and involve the permeability of barriers, such as the intestine blood barrier, the blood⁻brain barrier, and others. The mycobiota and microbiota⁻gut⁻brain axis offer new research horizonsand represents a great potential target for new therapeutics, including approaches based aroundinflammatory disruptive process, genetically engineered drug delivery systems, diseased cellculling "kill switches", phage-like therapies, medicinal chemistry, or microbial parabiosis to namea few.
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Affiliation(s)
- Lucas Jones
- Geriatric Research, Education, and Clinical Center, Cleveland Veterans Affairs Medical Center, Cleveland, OH 44106, USA.
- Department of Molecular and Microbiology, Case Western Reserve University School of Medicine, Cleveland OH 44106, USA.
| | - Jessica Kumar
- Geriatric Research, Education, and Clinical Center, Cleveland Veterans Affairs Medical Center, Cleveland, OH 44106, USA.
| | - Adil Mistry
- Departments of Engineering and Chemistry, Cleveland State University, Cleveland, OH 44115, USA.
| | | | - George Perry
- Distinguished University Chair in Neurobiology, The University of Texas at San Antonio, San Antonio, TX 78249, USA.
| | - V Prakash Reddy
- Missouri University of Science and Technology, Rolla, MI, 65409, USA.
| | - Mark Obrenovich
- Geriatric Research, Education, and Clinical Center, Cleveland Veterans Affairs Medical Center, Cleveland, OH 44106, USA.
- Departments of Engineering and Chemistry, Cleveland State University, Cleveland, OH 44115, USA.
- Department of Chemistry, Case Western Reserve University, Cleveland, OH 44106, USA.
- MD and CSO, the Gilgamesh Foundation.org, Cleveland, OH 44106, USA.
- Department of Physics, University of Toledo, Toledo, OH 43606, USA.
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Creation of haemoglobin A1c direct oxidase from fructosyl peptide oxidase by combined structure-based site specific mutagenesis and random mutagenesis. Sci Rep 2019; 9:942. [PMID: 30700768 PMCID: PMC6353924 DOI: 10.1038/s41598-018-37806-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2018] [Accepted: 12/11/2018] [Indexed: 11/30/2022] Open
Abstract
The currently available haemoglobin A1c (HbA1c) enzymatic assay consists of two specific steps: proteolysis of HbA1c and oxidation of the liberated fructosyl peptide by fructosyl peptide oxidase (FPOX). To develop a more convenient and high throughput assay, we devised novel protease-free assay system employing modified FPOX with HbA1c oxidation activity, namely HbA1c direct oxidase (HbA1cOX). AnFPOX-15, a modified FPOX from Aspergillus nidulans, was selected for conversion to HbA1cOX. As deduced from the crystal structure of AnFPOX-15, R61 was expected to obstruct the entrance of bulky substrates. An R61G mutant was thus constructed to open the gate at the active site. The prepared mutant exhibited significant reactivity for fructosyl hexapeptide (F-6P, N-terminal amino acids of HbA1c), and its crystal structure revealed a wider gate observed for AnFPOX-15. To improve the reactivity for F-6P, several mutagenesis approaches were performed. The ultimately generated AnFPOX-47 exhibited the highest F-6P reactivity and possessed HbA1c oxidation activity. HbA1c levels in blood samples as measured using the direct assay system using AnFPOX-47 were highly correlated with the levels measured using the conventional HPLC method. In this study, FPOX was successfully converted to HbA1cOX, which could represent a novel in vitro diagnostic modality for diabetes mellitus.
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Thermal stabilization of the deglycating enzyme Amadoriase I by rational design. Sci Rep 2018; 8:3042. [PMID: 29445091 PMCID: PMC5813194 DOI: 10.1038/s41598-018-19991-x] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Accepted: 01/03/2018] [Indexed: 11/16/2022] Open
Abstract
Amadoriases are a class of FAD-dependent enzymes that are found in fungi, yeast and bacteria and that are able to hydrolyze glycated amino acids, cleaving the sugar moiety from the amino acidic portion. So far, engineered Amadoriases have mostly found practical application in the measurement of the concentration of glycated albumin in blood samples. However, these engineered forms of Amadoriases show relatively low absolute activity and stability levels, which affect their conditions of use. Therefore, enzyme stabilization is desirable prior to function-altering molecular engineering. In this work, we describe a rational design strategy based on a computational screening method to evaluate a library of potentially stabilizing disulfide bonds. Our approach allowed the identification of two thermostable Amadoriase I mutants (SS03 and SS17) featuring a significantly higher T50 (55.3 °C and 60.6 °C, respectively) compared to the wild-type enzyme (52.4 °C). Moreover, SS17 shows clear hyperstabilization, with residual activity up to 95 °C, whereas the wild-type enzyme is fully inactive at 55 °C. Our computational screening method can therefore be considered as a promising approach to expedite the design of thermostable enzymes.
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Rigoldi F, Gautieri A, Dalle Vedove A, Lucarelli AP, Vesentini S, Parisini E. Crystal structure of the deglycating enzyme Amadoriase I in its free form and substrate-bound complex. Proteins 2016; 84:744-58. [DOI: 10.1002/prot.25015] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Revised: 02/04/2016] [Accepted: 02/04/2016] [Indexed: 12/31/2022]
Affiliation(s)
- Federica Rigoldi
- Dipartimento Di Elettronica; Informazione E Bioingegneria, Politecnico Di Milano; Milano 20133 Italy
| | - Alfonso Gautieri
- Dipartimento Di Elettronica; Informazione E Bioingegneria, Politecnico Di Milano; Milano 20133 Italy
| | - Andrea Dalle Vedove
- Center for Nano Science and Technology @Polimi, Istituto Italiano Di Tecnologia; Milano 20133 Italy
- Dipartimento Di Chimica; Materiali E Ingegneria Chimica “G. Natta”, Politecnico Di Milano; Milano 20133 Italy
| | - Anna Paola Lucarelli
- Center for Nano Science and Technology @Polimi, Istituto Italiano Di Tecnologia; Milano 20133 Italy
| | - Simone Vesentini
- Dipartimento Di Elettronica; Informazione E Bioingegneria, Politecnico Di Milano; Milano 20133 Italy
| | - Emilio Parisini
- Center for Nano Science and Technology @Polimi, Istituto Italiano Di Tecnologia; Milano 20133 Italy
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Rigoldi F, Spero L, Dalle Vedove A, Redaelli A, Parisini E, Gautieri A. Molecular dynamics simulations provide insights into the substrate specificity of FAOX family members. MOLECULAR BIOSYSTEMS 2016; 12:2622-33. [DOI: 10.1039/c6mb00405a] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Enzymatic assays based on Fructosyl Amino Acid Oxidases (FAOX) represent a potential, rapid and economical strategy to measure glycated hemoglobin (HbA1c), which is in turn a reliable method to monitor the insurgence and the development of diabetes mellitus.
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Affiliation(s)
- Federica Rigoldi
- Dipartimento di Elettronica
- Informazione e Bioingegneria
- Politecnico di Milano
- 20133 Milano
- Italy
| | - Ludovica Spero
- Dipartimento di Elettronica
- Informazione e Bioingegneria
- Politecnico di Milano
- 20133 Milano
- Italy
| | - Andrea Dalle Vedove
- Center for Nano Science and Technology @Polimi
- Istituto Italiano di Tecnologia
- 20133 Milano
- Italy
- Dipartimento di Chimica
| | - Alberto Redaelli
- Dipartimento di Elettronica
- Informazione e Bioingegneria
- Politecnico di Milano
- 20133 Milano
- Italy
| | - Emilio Parisini
- Center for Nano Science and Technology @Polimi
- Istituto Italiano di Tecnologia
- 20133 Milano
- Italy
| | - Alfonso Gautieri
- Dipartimento di Elettronica
- Informazione e Bioingegneria
- Politecnico di Milano
- 20133 Milano
- Italy
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Flavoprotein oxidases: classification and applications. Appl Microbiol Biotechnol 2013; 97:5177-88. [PMID: 23640366 DOI: 10.1007/s00253-013-4925-7] [Citation(s) in RCA: 91] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2013] [Revised: 04/10/2013] [Accepted: 04/11/2013] [Indexed: 10/26/2022]
Abstract
This review provides an overview of oxidases that utilise a flavin cofactor for catalysis. This class of oxidative flavoenzymes has shown to harbour a large number of biotechnologically interesting enzymes. Applications range from their use as biocatalysts for the synthesis of pharmaceutical compounds to the integration in biosensors. Through the recent developments in genome sequencing, the number of newly discovered oxidases is steadily growing. Recent progress in the field of flavoprotein oxidase discovery and the obtained biochemical knowledge on these enzymes are reviewed. Except for a structure-based classification of known flavoprotein oxidases, also their potential in recent biotechnological applications is discussed.
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