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Cabeza C, Ahmed AEG, Minauf M, Wieland K, Harasek M. Starch hydrolysates, their impurities and the role of membrane-based technologies as a promising sustainable purification method at industrial scale. Food Res Int 2025; 209:116300. [PMID: 40253201 DOI: 10.1016/j.foodres.2025.116300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Revised: 02/14/2025] [Accepted: 03/14/2025] [Indexed: 04/21/2025]
Abstract
Starch hydrolysates are syrups obtained through the hydrolysis of starch with a defined carbohydrate composition and concentration. Annual harvest conditions and the availability of raw materials, such as corn, wheat, rice, potato, and certain plant roots, influence their quality. High-quality starch hydrolysate products serve numerous applications, including ingredients in food, textiles, paper, cosmetics, bioplastics, pharmaceuticals and construction. However, impurities such as colour molecules, characteristic flavours, salts, and proteins encountered in the solution along the starch processing steps can compromise product quality. With increasing emphasis on organic and sustainable production, starch hydrolysates must meet higher health and environmental standards. This review provides a comprehensive overview of starch hydrolysates production and purification. It explores the chemical processes leading to the formation of impurities and their impact on the final product composition and specific characteristics. Downstream processing methods for recovery, purification, and concentration are also investigated, comparing traditional techniques with emerging membrane-based technologies. Membrane technologies offer a potential solution for purifying plant-based starch hydrolysates efficiently and sustainably by enhancing purification while reducing energy consumption and waste generation. They operate at lower temperatures, avoiding phase transitions, extra heating, chemicals, and solvent exchanges. Although membrane technologies are widely used in various food industries, minimal research exist on their applications in starch hydrolysate processing, with limited experimental validation available. Addressing this gap, this review compiles established applications and discusses challenges hindering industrial adoption-including membrane fouling, the selection of appropriate membranes, the operational lifespan, and replacement costs,- while also identifying areas requiring further experimental research and development.
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Affiliation(s)
- Camila Cabeza
- Institute of Chemical Environmental & Bioscience Engineering E166, Technische Universität Wien, 1060 Vienna, Austria; Competence Center CHASE GmbH, Ghegastraße 3 Top 3.2, 1030 Vienna, Austria.
| | - Amal El Gohary Ahmed
- Institute of Chemical Environmental & Bioscience Engineering E166, Technische Universität Wien, 1060 Vienna, Austria
| | - Mario Minauf
- AGRANA Research & Innovation Center GmbH, Josef-Reither-Strasse 21-23, 3430 Tulln, Austria
| | - Karin Wieland
- Competence Center CHASE GmbH, Ghegastraße 3 Top 3.2, 1030 Vienna, Austria
| | - Michael Harasek
- Institute of Chemical Environmental & Bioscience Engineering E166, Technische Universität Wien, 1060 Vienna, Austria
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2
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Sringarm C, Numthuam S, Jiamyangyuen S, Kittiwachana S, Saeys W, Rungchang S. Classification of industrial tapioca starch hydrolysis products based on their Brix and dextrose equivalent values using near-infrared spectroscopy. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2024; 104:7249-7257. [PMID: 38629441 DOI: 10.1002/jsfa.13546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Revised: 04/11/2024] [Accepted: 04/15/2024] [Indexed: 04/28/2024]
Abstract
BACKGROUND Industrial starch hydrolysis allows the production of syrups with varying functionality depending on their Brix value and dextrose equivalent (DE). As the current methods for evaluating these products are labor-intensive and time-consuming, the objective of this study was to investigate the potential of near-infrared (NIR) spectroscopy for classifying the different tapioca starch hydrolysis products. RESULTS NIR spectra of samples of seven products (n = 410) were recorded in transflectance mode in the 12 000-4000 cm-1 range. Next, orthogonal partial least squares (OPLS) regression models were built to predict the Brix and DE values of the different samples. To classify the different starch hydrolysis products, support vector machines (SVM) were trained using either the raw spectra or latent variables (LVs) obtained from the OPLS models. The best classification accuracy was obtained by the SVM classifier based on the LVs from the OPLS model for DE prediction, resulting in 95% correct classification over all classes. CONCLUSION These results show the potential of NIR spectroscopy for classifying tapioca starch hydrolysis products with respect to their functional properties related to the Brix and DE values. © 2024 Society of Chemical Industry.
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Affiliation(s)
- Chayanid Sringarm
- Department of Agro-Industry, Faculty of Agriculture Natural Resources and Environment, Naresuan University, Phitsanulok, Thailand
| | - Sonthaya Numthuam
- Department of Agricultural Science, Faculty of Agriculture Natural Resources and Environment, Naresuan University, Phitsanulok, Thailand
| | - Sudarat Jiamyangyuen
- Division of Food Science and Technology, Faculty of Agro-Industry, Chiang Mai University, Chiang Mai, Thailand
| | - Sila Kittiwachana
- Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand
| | - Wouter Saeys
- Department of Biosystems, MeBioS Division, KU Leuven, Leuven, Belgium
| | - Saowaluk Rungchang
- Department of Agro-Industry, Faculty of Agriculture Natural Resources and Environment, Naresuan University, Phitsanulok, Thailand
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3
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Wayllace NM, Martín M, Busi MV, Gomez-Casati DF. Microbial glucoamylases: structural and functional properties and biotechnological uses. World J Microbiol Biotechnol 2023; 39:293. [PMID: 37653355 DOI: 10.1007/s11274-023-03731-z] [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: 06/20/2023] [Accepted: 08/14/2023] [Indexed: 09/02/2023]
Abstract
Glucoamylases (GAs) are one of the principal groups of enzymes involved in starch hydrolysis and belong to the glycosylhydrolase family. They are classified as exo-amylases due to their ability to hydrolyze α-1,4 glycosidic bonds from the non-reducing end of starch, maltooligosaccharides, and related substrates, releasing β-D-glucose. Structurally, GAs possess a characteristic catalytic domain (CD) with an (α/α)6 fold and exhibit five conserved regions within this domain. The CD may or may not be linked to a non-catalytic domain with variable functions depending on its origin. GAs are versatile enzymes with diverse applications in food, biofuel, bioplastic and other chemical industries. Although fungal GAs are commonly employed for these purposes, they have limitations such as their low thermostability and an acidic pH requirement. Alternatively, GAs derived from prokaryotic organisms are a good option to save costs as they exhibit greater thermostability compared to fungal GAs. Moreover, a group of cold-adapted GAs from psychrophilic organisms demonstrates intriguing properties that make them suitable for application in various industries. This review provides a comprehensive overview of the structural and sequential properties as well as biotechnological applications of GAs in different industrial processes.
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Affiliation(s)
- Natael M Wayllace
- CEFOBI-CONICET. Centro de Estudios Fotosintéticos y Bioquímicos - Consejo Nacional de Investigaciones Científicas y Técnicas. Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, Rosario, Santa Fe, Argentina
| | - Mariana Martín
- CEFOBI-CONICET. Centro de Estudios Fotosintéticos y Bioquímicos - Consejo Nacional de Investigaciones Científicas y Técnicas. Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, Rosario, Santa Fe, Argentina
| | - María V Busi
- CEFOBI-CONICET. Centro de Estudios Fotosintéticos y Bioquímicos - Consejo Nacional de Investigaciones Científicas y Técnicas. Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, Rosario, Santa Fe, Argentina.
| | - Diego F Gomez-Casati
- CEFOBI-CONICET. Centro de Estudios Fotosintéticos y Bioquímicos - Consejo Nacional de Investigaciones Científicas y Técnicas. Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, Rosario, Santa Fe, Argentina.
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4
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Muhammad MA, Ahmad N, Akhter M, Rashid N. Structural and functional analyses of Pcal_0917, an α-glucosidase from hyperthermophilic archaeon Pyrobaculum calidifontis. Int J Biol Macromol 2023:125446. [PMID: 37330102 DOI: 10.1016/j.ijbiomac.2023.125446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 05/16/2023] [Accepted: 06/14/2023] [Indexed: 06/19/2023]
Abstract
Genome analysis of Pyrobaculum calidifontis revealed the presence of α-glucosidase (Pcal_0917) gene. Structural analysis affirmed the presence of signature sequences of Type II α-glucosidases in Pcal_0917. We have heterologously expressed the gene and produced recombinant Pcal_0917 in Escherichia coli. Biochemical characteristics of the recombinant enzyme resembled to that of Type I α-glucosidases, instead of Type II. Recombinant Pcal_0917 existed in a tetrameric form in solution and displayed highest activity at 95 °C and pH 6.0, independent of any metal ions. A short heat-treatment at 90 °C resulted in a 35 % increase in enzyme activity. A slight structural shift was observed by CD spectrometry at this temperature. Half-life of the enzyme was >7 h at 90 °C. Pcal_0917 exhibited apparent Vmax values of 1190 ± 5 and 3.9 ± 0.1 U/mg against p-nitrophenyl α-D-glucopyranoside and maltose, respectively. To the best of our knowledge, Pcal_0917 displayed the highest ever reported p-nitrophenyl α-D-glucopyranosidase activity among the characterized counterparts. Moreover, Pcal_0917 displayed transglycosylation activity in addition to α-glucosidase activity. Furthermore, in combination with α-amylase, Pcal_0917 was capable of producing glucose syrup from starch with >40 % glucose content. These properties make Pcal_0917 a potential candidate for starch hydrolyzing industry.
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Affiliation(s)
- Majida Atta Muhammad
- School of Biological Sciences, University of the Punjab, Quaid-e-Azam Campus, Lahore 54590, Pakistan
| | - Nasir Ahmad
- School of Biological Sciences, University of the Punjab, Quaid-e-Azam Campus, Lahore 54590, Pakistan
| | - Mohsina Akhter
- School of Biological Sciences, University of the Punjab, Quaid-e-Azam Campus, Lahore 54590, Pakistan
| | - Naeem Rashid
- School of Biological Sciences, University of the Punjab, Quaid-e-Azam Campus, Lahore 54590, Pakistan.
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5
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Immobilization of lipase on spent coffee grounds by physical and covalent methods: a comparison study. Biochem Eng J 2023. [DOI: 10.1016/j.bej.2023.108827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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6
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Arbab S, Ullah H, Khan MIU, Khattak MNK, Zhang J, Li K, Hassan IU. Diversity and distribution of thermophilic microorganisms and their applications in biotechnology. J Basic Microbiol 2021; 62:95-108. [PMID: 34878177 DOI: 10.1002/jobm.202100529] [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: 09/30/2021] [Revised: 11/16/2021] [Accepted: 11/27/2021] [Indexed: 11/07/2022]
Abstract
Hot springs ecosystem is the most ancient continuously inhabited ecosystem on earth which harbors diverse thermophilic bacteria and archaea distributed worldwide. Life in extreme environments is very challenging so there is a great potential biological dark matter and their adaptation to harsh environments eventually producing thermostable enzymes which are very vital for the welfare of mankind. There is an enormous need for a new generation of stable enzymes that can endure harsh conditions in industrial processes and can either substitute or complement conventional chemical processes. Here, we review at the variety and distribution of thermophilic microbes, as well as the different thermostable enzymes that help them survive at high temperatures, such as proteases, amylases, lipases, cellulases, pullulanase, xylanases, and DNA polymerases, as well as their special properties, such as high-temperature stability. We have documented the novel isolated thermophilic and hyperthermophilic microorganisms, as well as the discovery of their enzymes, demonstrating their immense potential in the scientific community and in industry.
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Affiliation(s)
- Safia Arbab
- Key Laboratory of Veterinary Pharmaceutical Development, Ministry of Agriculture, Lanzhou, China.,Key Laboratory of New Animal Drug Project of Gansu Province, Lanzhou, China.,Lanzhou Institute of Husbandry and Pharmaceutical Sciences, Chinese Academy of Agricultural Sciences, Lanzhou, China
| | - Hanif Ullah
- West China School of Nursing, Sichuan University, Chengdu, China
| | - Muhammad I U Khan
- State Key Laboratory of Biogeology and Environmental Geology, China University of Geosciences, Wuhan, China
| | - Muhammad N K Khattak
- Department of Applied Biology, College of Sciences, University of Sharjah, Sharjah, United Arab Emirates
| | - Jiyu Zhang
- Key Laboratory of Veterinary Pharmaceutical Development, Ministry of Agriculture, Lanzhou, China.,Key Laboratory of New Animal Drug Project of Gansu Province, Lanzhou, China.,Lanzhou Institute of Husbandry and Pharmaceutical Sciences, Chinese Academy of Agricultural Sciences, Lanzhou, China
| | - Ka Li
- West China School of Nursing, Sichuan University, Chengdu, China
| | - Inam Ul Hassan
- Department of Microbiology, Hazara University, Manshera, Pakistan
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7
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Yan H, Fan W, Chen X, Liu L, Wang H, Jiang X. Terahertz signatures and quantitative analysis of glucose anhydrate and monohydrate mixture. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2021; 258:119825. [PMID: 33901947 DOI: 10.1016/j.saa.2021.119825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 04/09/2021] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
Glucose, as the main energy carrier and significant source of nutrition, generally comes in two available forms of anhydrate and monohydrate in commercial production. Considering their respective application occasions, proper identification of glucose in single composition or binary-mixture and quantification of the mixture are crucial in industry monitoring to guarantee merchandise quality. Simultaneously, public confusions of glucose are rather ubiquitous partly due to anhydrate and monohydrate with identical white crystalline appearance. In this paper, utilizing the molecular fingerprints of terahertz (THz) technology that are corresponding to structural characteristics of anhydrous and hydrated form, THz signatures of glucose anhydrate, monohydrate and their mixture, as well as THz spectral transformation from monohydrate to anhydrate with the dehydrating process are systematically studied. Some visible peaks of monohydrate were noted at 1.82 and 1.99 THz signifying the presence of hydrated structure. However, with the dehydrating process, the peaks related to the hydrated structure are not very apparent when the peaks at 1.44 and 2.08 THz appear due to changes in the molecular structure of anhydrate, which provide clear indication for hydrogen-bond network reconstruction at the micro level. Furthermore, characteristic peaks at 1.44 and 1.82 THz can be specified as the main quantitative indicators for quantitative detection. The linear relationships between the amplitudes of characteristic peaks and the percentage compositions of anhydrate and monohydrate are revealed. Three commercially available brands of edible glucose powder A, B, C were effectively identified by THz signatures. While powder C was recognized as binary-mixture and the proportion of anhydrate and monohydrate was further quantified. THz spectroscopy technology has advantages of direct recognition, simple quantitative model based on THz absorption peaks, and no need for complicated chemical treatment. It may be potentially shed light on industrial monitoring of glucose production and other related mixture in the future.
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Affiliation(s)
- Hui Yan
- State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China; College of Science, Zhongyuan University of Technology, Zhengzhou 450007, China; Zhengzhou Key Laboratory of Low-dimensional Quantum Materials and Devices; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wenhui Fan
- State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China; University of Chinese Academy of Sciences, Beijing 100049, China; Collaborative Innovation Center of Extreme Optics, Shanxi University, Taiyuan 030006, China.
| | - Xu Chen
- State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China
| | - Lutao Liu
- State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Hanqi Wang
- State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xiaoqiang Jiang
- State Key Laboratory of Transient Optics and Photonics, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China; University of Chinese Academy of Sciences, Beijing 100049, China
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8
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Recent applications of bio-engineering principles to modulate the functionality of proteins in food systems. Trends Food Sci Technol 2021. [DOI: 10.1016/j.tifs.2021.04.055] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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9
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Chen Y, Armstrong Z, Artola M, Florea BI, Kuo CL, de Boer C, Rasmussen MS, Abou Hachem M, van der Marel GA, Codée JDC, Aerts JMF, Davies GJ, Overkleeft HS. Activity-Based Protein Profiling of Retaining α-Amylases in Complex Biological Samples. J Am Chem Soc 2021; 143:2423-2432. [PMID: 33497208 PMCID: PMC7883350 DOI: 10.1021/jacs.0c13059] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Indexed: 12/02/2022]
Abstract
Amylases are key enzymes in the processing of starch in many kingdoms of life. They are important catalysts in industrial biotechnology where they are applied in, among others, food processing and the production of detergents. In man amylases are the first enzymes in the digestion of starch to glucose and arguably also the preferred target in therapeutic strategies aimed at the treatment of type 2 diabetes patients through down-tuning glucose assimilation. Efficient and sensitive assays that report selectively on retaining amylase activities irrespective of the nature and complexity of the biomaterial studied are of great value both in finding new and effective human amylase inhibitors and in the discovery of new microbial amylases with potentially advantageous features for biotechnological application. Activity-based protein profiling (ABPP) of retaining glycosidases is inherently suited for the development of such an assay format. We here report on the design and synthesis of 1,6-epi-cyclophellitol-based pseudodisaccharides equipped with a suite of reporter entities and their use in ABPP of retaining amylases from human saliva, murine tissue as well as secretomes from fungi grown on starch. The activity and efficiency of the inhibitors and probes are substantiated by extensive biochemical analysis, and the selectivity for amylases over related retaining endoglycosidases is validated by structural studies.
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Affiliation(s)
- Yurong Chen
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Zachary Armstrong
- Department
of Chemistry, York Structural Biology Laboratory, University of York, Heslington, York YO10 5DD, United
Kingdom
| | - Marta Artola
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Bogdan I. Florea
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Chi-Lin Kuo
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Casper de Boer
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Mikkel S. Rasmussen
- Department
of Biotechnology and Biomedicine, Technical
University of Denmark, Søltofts Plad, 2800 Kgs. Lyngby, Denmark
| | - Maher Abou Hachem
- Department
of Biotechnology and Biomedicine, Technical
University of Denmark, Søltofts Plad, 2800 Kgs. Lyngby, Denmark
| | - Gijsbert A. van der Marel
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Jeroen D. C. Codée
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Johannes M. F.
G. Aerts
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
| | - Gideon J. Davies
- Department
of Chemistry, York Structural Biology Laboratory, University of York, Heslington, York YO10 5DD, United
Kingdom
| | - Herman S. Overkleeft
- Department
of Bioorganic Synthesis and Department of Medical Biochemistry,
Leiden Institute of Chemistry, Leiden University, Einsteinweg 55, 2333 CC Leiden, The Netherlands
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Amaral-Fonseca M, Morellon-Sterling R, Fernández-Lafuente R, Tardioli PW. Optimization of simultaneous saccharification and isomerization of dextrin to high fructose syrup using a mixture of immobilized amyloglucosidase and glucose isomerase. Catal Today 2021. [DOI: 10.1016/j.cattod.2020.03.021] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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11
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Abdel-Azeem AM, Abu-Elsaoud AM, Abo Nahas HH, Abdel-Azeem MA, Balbool BA, Mousa MK, Ali NH, Darwish AMG. Biodiversity and Industrial Applications of Genus Chaetomium. Fungal Biol 2021. [DOI: 10.1007/978-3-030-67561-5_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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12
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Zazulya A, Semkiv M, Dmytruk K, Sibirny A. Adaptive Evolution for the Improvement of Ethanol Production During Alcoholic Fermentation with the Industrial Strains of Yeast Saccharomyces Cerevisiae. CYTOL GENET+ 2020. [DOI: 10.3103/s0095452720050059] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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13
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Review on surface modification of nanocarriers to overcome diffusion limitations: An enzyme immobilization aspect. Biochem Eng J 2020. [DOI: 10.1016/j.bej.2020.107574] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
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14
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Abdel-Azeem AM, El-Mansy SA, Abo Nahas HAH, Mousa MK, Gandal HE, Hamdy SE, El-Ansary MM, Abdel-Azeem MA. Thermophilic Chaetomium in Biotechnology. Fungal Biol 2020. [DOI: 10.1007/978-3-030-31612-9_16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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15
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Wang X, Nie Y, Xu Y. Industrially produced pullulanases with thermostability: Discovery, engineering, and heterologous expression. BIORESOURCE TECHNOLOGY 2019; 278:360-371. [PMID: 30709762 DOI: 10.1016/j.biortech.2019.01.098] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2018] [Revised: 01/21/2019] [Accepted: 01/22/2019] [Indexed: 06/09/2023]
Abstract
Pullulanases (EC 3.2.1.41) are well-known starch-debranching enzymes widely used to hydrolyze α-1,6-glucosidic linkages in starch, pullulan, amylopectin, and other oligosaccharides, with application potentials in food, brewing, and pharmaceutical industries. Although extensive studies are done to discover and express pullulanases, only few are available with desirable characteristics for industrial applications. This raises the challenge to mine new enzyme sources, engineer proteins based on sequence/structure, and regulate expressions. We review here the identification of extremophilic and mesophilic microbes as sources of industrial pullulanases with desirable characteristics, including acid-resistance, thermostability, and psychrotrophism. We present current advances in site-directed mutagenesis and sequence/structure-guided protein engineering of pullulanases. In addition, we discuss heterologous expression of pullulanases in prokaryotic and eukaryotic microbial systems, and address the effectiveness of the expression elements and their regulation of enzyme production. Finally, we indicate future research needs to develop desired industrial pullulanases.
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Affiliation(s)
- Xinye Wang
- School of Biotechnology and Key Laboratory of Industrial Biotechnology, Ministry of Education, Jiangnan University, Wuxi 214122, China
| | - Yao Nie
- School of Biotechnology and Key Laboratory of Industrial Biotechnology, Ministry of Education, Jiangnan University, Wuxi 214122, China.
| | - Yan Xu
- School of Biotechnology and Key Laboratory of Industrial Biotechnology, Ministry of Education, Jiangnan University, Wuxi 214122, China; State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, China; The 2011 Synergetic Innovation Center of Food Safety and Nutrition, Jiangnan University, Wuxi 214122, China.
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16
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Preparation of Magnetic Cross-Linked Amyloglucosidase Aggregates: Solving Some Activity Problems. Catalysts 2018. [DOI: 10.3390/catal8110496] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The preparation of Cross-Linked Enzyme Aggregates (CLEAs) is a simple and cost-effective technique capable of generating insoluble biocatalysts with high volumetric activity and improved stability. The standard CLEA preparation consists of the aggregation of the enzyme and its further crosslinking, usually with glutaraldehyde. However, some enzymes have too low a content of surface lysine groups to permit effective crosslinking with glutaraldehyde, requiring co-aggregation with feeders rich in amino groups to aid the formation of CLEAs. The co-aggregation with magnetic particles makes their handling easier. In this work, CLEAs of a commercial amyloglucosidase (AMG) produced by Aspergillus niger were prepared by co-aggregation in the presence of polyethyleneimine (PEI) or starch with aminated magnetic nanoparticles (MNPs) or bovine serum albumin (BSA). First, CLEAs were prepared only with MNPs at different glutaraldehyde concentrations, yielding a recovered activity of around 20%. The addition of starch during the precipitation and crosslinking steps nearly doubled the recovered activity. Similar recovered activity (around 40%) was achieved when changing starch by PEI. Moreover, under the same conditions, AMG co-aggregated with BSA was also synthesized, yielding CLEAs with very similar recovered activity. Both CLEAs (co-aggregated with MNPs or BSA) were four times more stable than the soluble enzyme. These CLEAs were evaluated in the hydrolysis of starch at typical industrial conditions, achieving more than 95% starch-to-glucose conversion, measured as Dextrose Equivalent (DE). Moreover, both CLEAS could be reused for five cycles, maintaining a DE of around 90%. Although both CLEAs had good properties, magnetic CLEAs could be more attractive for industrial purposes because of their easy separation by an external magnetic field, avoiding the formation of clusters during the filtration or centrifugation recovery methods usually used.
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Parashar D, Satyanarayana T. An Insight Into Ameliorating Production, Catalytic Efficiency, Thermostability and Starch Saccharification of Acid-Stable α-Amylases From Acidophiles. Front Bioeng Biotechnol 2018; 6:125. [PMID: 30324103 PMCID: PMC6172347 DOI: 10.3389/fbioe.2018.00125] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2017] [Accepted: 08/20/2018] [Indexed: 02/03/2023] Open
Abstract
Most of the extracellular enzymes of acidophilic bacteria and archaea are stable at acidic pH with a relatively high thermostability. There is, however, a dearth of information on their acid stability. Although several theories have been postulated, the adaptation of acidophilic proteins to low pH has not been explained convincingly. This review highlights recent developments in understanding the structure and biochemical characteristics, and production of acid-stable and calcium-independent α-amylases by acidophilic bacteria with special reference to that of Bacillus acidicola.
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Affiliation(s)
- Deepak Parashar
- Functional Genomic Unit, CSIR-Institute of Genomics and Integrative Biology, New Delhi, India
| | - Tulasi Satyanarayana
- Division of Biological Sciences and Engineering, Netaji Subhas Institute of Technology, New Delhi, India
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18
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Sudan SK, Kumar N, Kaur I, Sahni G. Production, purification and characterization of raw starch hydrolyzing thermostable acidic α-amylase from hot springs, India. Int J Biol Macromol 2018; 117:831-839. [PMID: 29864538 DOI: 10.1016/j.ijbiomac.2018.05.231] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Revised: 05/29/2018] [Accepted: 05/29/2018] [Indexed: 10/14/2022]
Abstract
Alpha-amylase is an important hydrolytic enzyme used for various industrial processes. In the present study, Geobacillus bacterium (K1C), producing a thermostable α-amylase was isolated from Manikaran hot springs, India. We have purified and characterized the biochemical properties of α-amylase. The optimum temperature and pH for α-amylase activity was 80 °C and pH 6.0 respectively. The far-UV CD spectra of the enzyme indicated the presence of random coil conformation and showed an intermediate phase during temperature-induced unfolding. In the presence of substrate, thermostability of the α-amylase was increased as 50% initial activity was retained at 70 °C for 6 h and at 80 °C for 2 h. Moreover, the enzyme also showed remarkable pH stability as 90% of the initial activity was retained even after 48 h of incubation at pH 5.0, 6.0 and 7.0. Interestingly, amylase activity of the purified enzyme was Ca2+independent, whereas the complete inhibition of activity was observed in the presence of Cu2+, Pb2+, and Hg2+. The purified α-amylase was stable in the presence of detergents, organic solvents and Proteinase K. Furthermore, it exhibited the ability to hydrolyze raw starches (e.g. rice, wheat, corn, potato) efficiently; thus this enzyme has the potential to be used for industrial applications.
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Affiliation(s)
- Sarabjeet Kour Sudan
- Division of Protein Science & Engineering, CSIR-Institute of Microbial Technology, Sector 39-A, Chandigarh 160036, India
| | - Narender Kumar
- Division of Protein Science & Engineering, CSIR-Institute of Microbial Technology, Sector 39-A, Chandigarh 160036, India; Academy of Scientific and Innovative Research (AcSIR), India
| | - Ishwinder Kaur
- Division of Protein Science & Engineering, CSIR-Institute of Microbial Technology, Sector 39-A, Chandigarh 160036, India; Panjab University, Chandigarh, Sector-14, Chandigarh 160014, India
| | - Girish Sahni
- Division of Protein Science & Engineering, CSIR-Institute of Microbial Technology, Sector 39-A, Chandigarh 160036, India.
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Wang J, Li Y, Lu F. Molecular cloning and biochemical characterization of an α-amylase family from Aspergillus niger. ELECTRON J BIOTECHN 2018. [DOI: 10.1016/j.ejbt.2018.01.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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20
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Chen H, Shen H, Su H, Chen H, Tan F, Lin J. High-efficiency bioconversion of kitchen garbage to biobutanol using an enzymatic cocktail procedure. BIORESOURCE TECHNOLOGY 2017; 245:1110-1121. [PMID: 28950653 DOI: 10.1016/j.biortech.2017.09.056] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2017] [Revised: 09/01/2017] [Accepted: 09/04/2017] [Indexed: 06/07/2023]
Abstract
Research on methods to produce biobutanol production from kitchen garbage (KG) as a potential substrate is thus far lacking. Here, the effect of various enzymatic hydrolysis procedures (EHP) was first tested using different enzyme cocktails, on the decomposition of KG. The efficiency of Clostridium acetobutylicum-mediated biobutanol production was then measured using two modes: separate hydrolysis and fermentation (SHF) and simultaneous saccharification fermentation (SSF) in the condition of adjusting pH. The optimal results were obtained using (1) an enzymatic hydrolysis cocktail procedure (EHC5), (2) use of the SSF approach and (3) pH control. This approach results in a biobutanol production of 16.37g/L and total solvent concentration of 32.96g/L. Compared to experiments that use pure glucose asa substrate, our results show that KG is a promising feedstock for biobutanol production. The results demonstrate the feasibility of this waste source for an industrial application via the EHP.
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Affiliation(s)
- Hua Chen
- School of Resource and Environment, Southwest University, Beibei, Chongqing 400714, PR China
| | - Hong Shen
- School of Resource and Environment, Southwest University, Beibei, Chongqing 400714, PR China.
| | - HaiFeng Su
- Chongqing Institute of Green and Interligent Technology, Chinese Academy of Science, 266, Fangzheng Avenue, Shuitu High-tech Park, Beibei, Chongqing 400714, PR China
| | - HongZhen Chen
- Chongqing Institute of Green and Interligent Technology, Chinese Academy of Science, 266, Fangzheng Avenue, Shuitu High-tech Park, Beibei, Chongqing 400714, PR China
| | - FuRong Tan
- Biogas Institute of Ministry of Agriculture, Chengdu 610041, Sichuan, PR China.
| | - JiaFu Lin
- Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Sichuan Industrial Institute of Antibiotics, Chengdu University, Chengdu, PR China.
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21
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Mehta D, Satyanarayana T. Bacterial and Archaeal α-Amylases: Diversity and Amelioration of the Desirable Characteristics for Industrial Applications. Front Microbiol 2016; 7:1129. [PMID: 27516755 PMCID: PMC4963412 DOI: 10.3389/fmicb.2016.01129] [Citation(s) in RCA: 94] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2016] [Accepted: 07/06/2016] [Indexed: 11/13/2022] Open
Abstract
Industrial enzyme market has been projected to reach US$ 6.2 billion by 2020. Major reasons for continuous rise in the global sales of microbial enzymes are because of increase in the demand for consumer goods and biofuels. Among major industrial enzymes that find applications in baking, alcohol, detergent, and textile industries are α-amylases. These are produced by a variety of microbes, which randomly cleave α-1,4-glycosidic linkages in starch leading to the formation of limit dextrins. α-Amylases from different microbial sources vary in their properties, thus, suit specific applications. This review focuses on the native and recombinant α-amylases from bacteria and archaea, their production and the advancements in the molecular biology, protein engineering and structural studies, which aid in ameliorating their properties to suit the targeted industrial applications.
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Affiliation(s)
- Deepika Mehta
- Department of Microbiology, University of Delhi New Delhi, India
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22
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Do VH, Tran PL, Ni L, Park KH. A continuous coupled spectrophotometric assay for debranching enzyme activity using reducing end-specific α-glucosidase. Anal Biochem 2016; 492:21-6. [DOI: 10.1016/j.ab.2015.09.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2015] [Revised: 09/08/2015] [Accepted: 09/10/2015] [Indexed: 10/23/2022]
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Sequence, Structure, and Binding Analysis of Cyclodextrinase (TK1770) from T. kodakarensis (KOD1) Using an In Silico Approach. ARCHAEA-AN INTERNATIONAL MICROBIOLOGICAL JOURNAL 2015; 2015:179196. [PMID: 26819569 PMCID: PMC4706853 DOI: 10.1155/2015/179196] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2015] [Revised: 10/12/2015] [Accepted: 11/01/2015] [Indexed: 01/04/2023]
Abstract
Thermostable cyclodextrinase (Tk1770 CDase) from hyperthermophilic archaeon Thermococcus kodakarensis (KOD1) hydrolyzes cyclodextrins into linear dextrins. The sequence of Tk1770 CDase retrieved from UniProt was aligned with sequences of sixteen CD hydrolyzing enzymes and a phylogenetic tree was constructed using Bayesian inference. The homology model of Tk1770 CDase was constructed and optimized with Modeller v9.14 program. The model was validated with ProSA server and PROCHECK analysis. Four conserved regions and the catalytic triad consisting of Asp411, Glu437, and Asp502 of GH13 family were identified in catalytic site. Also an additional fifth conserved region downstream to the fourth region was also identified. The structure of Tk1770 CDase consists of an additional N'-domain and a helix-loop-helix motif that is conserved in all archaeal CD hydrolyzing enzymes. The N'-domain contains an extended loop region that forms a part of catalytic domain and plays an important role in stability and substrate binding. The docking of substrate into catalytic site revealed the interactions with different conserved residues involved in substrate binding and formation of enzyme-substrate complex.
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Bøjstrup M, Marri L, Lok F, Hindsgaul O. A Chromogenic Assay Suitable for High-Throughput Determination of Limit Dextrinase Activity in Barley Malt Extracts. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2015; 63:10873-10878. [PMID: 26615836 DOI: 10.1021/acs.jafc.5b04596] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Twenty-four malt samples were assayed for limit dextrinase activity using a chromogenic assay developed recently in our group. The assay utilizes a small soluble chromogenic substrate which is hydrolyzed selectively by limit dextrinase in a coupled assay to release the chromophore 2-chloro-4-nitrophenol. The release of the chromophore, corresponding to the activity of limit dextrinase, can be followed by measuring the UV absorption at 405 nm. The 24 malt samples represented a wide variation of limit dextrinase activities, and these activities could be clearly differentiated by the assay. The results obtained were comparable with the results obtained from a commercially available assay, Limit-Dextrizyme from Megazyme International Ireland. Furthermore, the improved assay uses a soluble substrate. That makes it well suited for high-throughput screening as it can be handled in a 96-well plate format.
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Affiliation(s)
- Marie Bøjstrup
- Carlsberg Laboratory , Gamle Carlsberg Vej 10, 1799 Copenhagen V, Denmark
| | - Lucia Marri
- Carlsberg Laboratory , Gamle Carlsberg Vej 10, 1799 Copenhagen V, Denmark
| | - Finn Lok
- Carlsberg Laboratory , Gamle Carlsberg Vej 10, 1799 Copenhagen V, Denmark
| | - Ole Hindsgaul
- Carlsberg Laboratory , Gamle Carlsberg Vej 10, 1799 Copenhagen V, Denmark
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25
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Codon Optimization Significantly Improves the Expression Level of α -Amylase Gene from Bacillus licheniformis in Pichia pastoris. BIOMED RESEARCH INTERNATIONAL 2015; 2015:248680. [PMID: 26171389 PMCID: PMC4478363 DOI: 10.1155/2015/248680] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/04/2014] [Accepted: 10/31/2014] [Indexed: 11/17/2022]
Abstract
α-Amylase as an important industrial enzyme has been widely used in starch processing, detergent, and paper industries. To improve expression efficiency of recombinant α-amylase from Bacillus licheniformis (B. licheniformis), the α-amylase gene from B. licheniformis was optimized according to the codon usage of Pichia pastoris (P. pastoris) and expressed in P. pastoris. Totally, the codons encoding 305 amino acids were optimized in which a total of 328 nucleotides were changed and the G+C content was increased from 47.6 to 49.2%. The recombinants were cultured in 96-deep-well microplates and screened by a new plate assay method. Compared with the wild-type gene, the optimized gene is expressed at a significantly higher level in P. pastoris after methanol induction for 168 h in 5- and 50-L bioreactor with the maximum activity of 8100 and 11000 U/mL, which was 2.31- and 2.62-fold higher than that by wild-type gene. The improved expression level makes the enzyme a good candidate for α-amylase production in industrial use.
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26
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Mayer FD, Gasparotto JM, Klauck E, Werle LB, Jahn SL, Hoffmann R, Mazutti MA. Conversion of cassava starch to ethanol and a byproduct under different hydrolysis conditions. STARCH-STARKE 2015. [DOI: 10.1002/star.201500043] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Flávio Dias Mayer
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
| | - Juliana Machado Gasparotto
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
| | - Evelin Klauck
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
| | - Leandro Bernardi Werle
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
| | - Sergio Luiz Jahn
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
| | - Ronaldo Hoffmann
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
| | - Marcio Antônio Mazutti
- Department of Chemical Engineering; Federal University of Santa Maria; Cidade Universitária; Santa Maria Brazil
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27
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Xian L, Wang F, Luo X, Feng YL, Feng JX. Purification and characterization of a highly efficient calcium-independent α-amylase from Talaromyces pinophilus 1-95. PLoS One 2015; 10:e0121531. [PMID: 25811759 PMCID: PMC4374950 DOI: 10.1371/journal.pone.0121531] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2014] [Accepted: 02/02/2015] [Indexed: 12/03/2022] Open
Abstract
Alpha-amylase is a very important enzyme in the starch conversion process. Most of the α-amylases are calcium-dependent and exhibit poor performance in the simultaneous saccharification and fermentation process of industrial bioethanol production that uses starch as feedstock. In this study, an extracellular amylolytic enzyme was purified from the culture broth of newly isolated Talaromyces pinophilus strain 1-95. The purified amylolytic enzyme, with an apparent molecular weight of 58 kDa on SDS-PAGE, hydrolyzed maltopentaose, maltohexaose, and maltoheptaose into mainly maltose and maltotriose and minor amount of glucose, confirming the endo-acting mode of the enzyme, and hence, was named Talaromyces pinophilus α-amylase (TpAA). TpAA was most active at pH 4.0-5.0 (with the temperature held at 37°C) and 55°C (at pH 5.0), and stable within the pH range of 5.0-9.5 (at 4°C) and below 45°C (at pH 5.0). Interestingly, the Ca2+ did not improve its enzymatic activity, optimal temperature, or thermostability of the enzyme, indicating that the TpAA was Ca2+-independent. TpAA displayed higher enzyme activity toward malto-oligosaccharides and dextrin than other previously reported α-amylases. This highly active Ca2+-independent α-amylase may have potential applications in starch-to-ethanol conversion process.
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Affiliation(s)
- Liang Xian
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China
| | - Fei Wang
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China
| | - Xiang Luo
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China
| | - Yu-Liang Feng
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China
| | - Jia-Xun Feng
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China
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28
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Volkov PV, Rozhkova AM, Gusakov AV, Zorov IN, Sinitsyn AP. Glucoamylases from Penicillium verruculosum and Myceliophthora thermophila: Analysis of differences in activity against polymeric substrates based on 3D model structures of the intact enzymes. Biochimie 2015; 110:45-51. [DOI: 10.1016/j.biochi.2014.12.010] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2014] [Accepted: 12/12/2014] [Indexed: 11/24/2022]
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29
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Ece S, Evran S, Janda JO, Merkl R, Sterner R. Improving thermal and detergent stability of Bacillus stearothermophilus neopullulanase by rational enzyme design. Protein Eng Des Sel 2015; 28:147-51. [DOI: 10.1093/protein/gzv001] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2014] [Accepted: 01/12/2015] [Indexed: 12/13/2022] Open
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30
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Su H, Zhao Y, Wang M, Xu Y. Development and application of a novel screening method and experimental use of the mutant bacterial strain Clostridium beijerinckii NCIMB 8052 for production of butanol via fermentation of fresh cassava. RSC Adv 2015. [DOI: 10.1039/c4ra16576d] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Classic chemical mutagenesis has a demonstrated potential to create a strain ofClostridiumwith improved fermentation performance for obtaining high butanol yield.
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Affiliation(s)
- Haifeng Su
- Enviromentally-Begnin Chemical Process Research Center
- Division of Ecological & Enviromental Research on the Three Gorges
- Chongqing Institute of Green and Interligent Technology
- Chinese Academy of Science
- P. R. China
| | - Yun Zhao
- Key Laboratory of Bio-resources and Eco-environment of Ministry of Education
- College of Life Sciences
- Sichuan University
- Chengdu 610064
- P. R. China
| | - Maolin Wang
- Key Laboratory of Bio-resources and Eco-environment of Ministry of Education
- College of Life Sciences
- Sichuan University
- Chengdu 610064
- P. R. China
| | - Yuanjian Xu
- Enviromentally-Begnin Chemical Process Research Center
- Division of Ecological & Enviromental Research on the Three Gorges
- Chongqing Institute of Green and Interligent Technology
- Chinese Academy of Science
- P. R. China
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31
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Sen SK, Raut S, Satpathy S, Rout PR, Bandyopadhyay B, Das Mohapatra PK. Characterizing novel thermophilic amylase producing bacteria from taptapani hot spring, odisha, India. Jundishapur J Microbiol 2014; 7:e11800. [PMID: 25741425 PMCID: PMC4335550 DOI: 10.5812/jjm.11800] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2013] [Revised: 09/08/2013] [Accepted: 09/25/2013] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Amylases play a vital role in biotechnological studies and rank an important position in the world enzyme market (25% to 33%). Bioprocess method of amylase production is more effective than the other sources, since the technique is easy, cost effective, fast, and the enzymes of required properties can be procured. OBJECTIVES The current study aimed to report the characteristics of novel amylase producing bacterial strains isolated from Taptapani hot spring, Odisha, India. MATERIALS AND METHODS Bacterial strains were isolated by dilution plating method from the water samples collected from Taptapani Hot Spring, Odisha and screened for amylase production through starch hydrolysis. The bacterial isolates were identified morphologically, biochemically, and finally by 16S rDNA profiling. RESULTS Based on the morphological, physiological, biochemical characteristics and the molecular characterization, the isolates SS1, SS2, and SS3 were identified as Bacillus barbaricus, Aeromonas veroni, and Stenotrophomonas maltophilia, respectively. The approximate molecular weight of enzymes from SS1, SS2, and SS3 strains were 19 kDa, 56 kDa and 49 kDa, respectively. CONCLUSIONS The current report isolates, characterizes, and demonstrates the novel heat-adapted amylase-producing bacteria SS1, SS2 and SS3 from Taptapani hot spring, indicating its potentiality and stability under acidic conditions.
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Affiliation(s)
- Sudip Kumar Sen
- Department of Biotechnology, Gandhi Institute of Engineering and Technology, Gunupur, Odisha, India
| | - Sangeeta Raut
- Department of Biotechnology, Gandhi Institute of Engineering and Technology, Gunupur, Odisha, India
| | - Soumya Satpathy
- Department of Biotechnology, Gandhi Institute of Engineering and Technology, Gunupur, Odisha, India
| | - Prangya Ranjan Rout
- Department of Biotechnology, National Institute of Technology, Warangal, Andhra Pradesh, India
| | - Bidyut Bandyopadhyay
- Department of Biotechnology, Oriental Institute of Science and Technology, Midnapore, West Bengal, India
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Naranjo JM, Cardona CA, Higuita JC. Use of residual banana for polyhydroxybutyrate (PHB) production: case of study in an integrated biorefinery. WASTE MANAGEMENT (NEW YORK, N.Y.) 2014; 34:2634-40. [PMID: 25277823 DOI: 10.1016/j.wasman.2014.09.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2014] [Revised: 09/09/2014] [Accepted: 09/11/2014] [Indexed: 05/10/2023]
Abstract
Polyhydroxybutyrate is a type of biopolymer that can be produced from hydrolyzed polysaccharide materials and could eventually replace polypropylene and polyethylene, being biodegradable, biocompatible and produced from renewable carbon sources. However, polyhydroxybutyrate is not still competitive compared to petrochemical polymers due to their high production costs. The improvement of the production processes requires a search for new alternative raw materials, design of the pretreatment technique and improvement in the fermentation and separation steps. In addition, if the polyhydroxybutyrate production is coupled into a multiproduct biorefinery it could increase the economic and environmental availability of the process through energy and mass integration strategies. In this work alternatives of energy and mass integrations for the production of polyhydroxybutyrate into a biorefinery from residual banana (an agro-industrial waste) were analyzed. The results show that the energetic integration can reduce up to 30.6% the global energy requirements of the process and the mass integration allows a 35% in water savings. Thus, this work demonstrates that energy and mass integration in a biorefinery is a very important way for the optimal use of energy and water resources hence decreasing the production cost and the negative environmental impacts.
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Affiliation(s)
- Javier M Naranjo
- Departamento de Ingeniería Química, Instituto de Biotecnología y Agroindustria, Universidad Nacional de Colombia sede Manizales, Cra. 27 No. 64-60, Manizales, Colombia.
| | - Carlos A Cardona
- Departamento de Ingeniería Química, Instituto de Biotecnología y Agroindustria, Universidad Nacional de Colombia sede Manizales, Cra. 27 No. 64-60, Manizales, Colombia.
| | - Juan C Higuita
- Departamento de Ingeniería Química, Instituto de Biotecnología y Agroindustria, Universidad Nacional de Colombia sede Manizales, Cra. 27 No. 64-60, Manizales, Colombia.
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33
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Colourimetric and fluorometric substrates for measurement of pullulanase activity. Carbohydr Res 2014; 393:60-9. [DOI: 10.1016/j.carres.2014.04.014] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2014] [Revised: 04/16/2014] [Accepted: 04/18/2014] [Indexed: 11/23/2022]
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34
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Nakajima M, Imamura H, Shoun H, Horinouchi S, Wakagi T. Transglycosylation Activity ofDictyoglomus thermophilumAmylase A. Biosci Biotechnol Biochem 2014; 68:2369-73. [PMID: 15564678 DOI: 10.1271/bbb.68.2369] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Amylase A from Dictyoglomus thermophilum is a thermophilic enzyme and has about 40% identity with 4-alpha-glucanotransferase (GTase) from Thermococcus litoralis, and both of these enzymes belong to family 57 glycosyl hydrolase. Since the transglycosylation activity of T. litoralis GTase has been well characterized, the substrate specificity and reaction products of amylase A from D. thermophilum were examined. alpha-1,4 Glucan was produced from maltooligosaccharides, and glucoamylase-resistant molecules (cycloamyloses) were produced from longer chain amylose (average molecular mass 200 kDa). It has been reported that amylase A from D. thermophilum hydrolyzes starch, but in this study it was found that the enzyme was also able to use maltooligosaccharides and long chain amylose as substrate and has transglycosylation activity.
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35
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Shompoosang S, Yoshihara A, Uechi K, Asada Y, Morimoto K. Enzymatic production of three 6-deoxy-aldohexoses from L-rhamnose. Biosci Biotechnol Biochem 2014; 78:317-25. [PMID: 25036688 DOI: 10.1080/09168451.2014.878217] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
6-Deoxy-L-glucose, 6-deoxy-L-altrose, and 6-deoxy-L-allose were produced from L-rhamnose with an immobilized enzyme that was partially purified (IE) and an immobilized Escherichia coli recombinant treated with toluene (TT). 6-Deoxy-L-psicose was produced from L-rhamnose by a combination of L-rhamnose isomerase (TT-PsLRhI) and D-tagatose 3-epimerase (TT-PcDTE). The purified 6-deoxy-L-psicose was isomerized to 6-deoxy-L-altrose and 6-deoxy-L-allose with L-arabinose isomerase (TT-EaLAI) and L-ribose isomerase (TT-AcLRI), respectively, and then was epimerized to L-rhamnulose with immobilized D-tagatose 3-epimerase (IE-PcDTE). Following purification, L-rhamnulose was converted to 6-deoxy-L-glucose with D-arabinose isomerase (TT-BpDAI). The equilibrium ratios of 6-deoxy-L-psicose:6-deoxy-L-altrose, 6-deoxy-L-psicose:6-deoxy-L-allose, and L-rhamnulose:6-deoxy-L-glucose were 60:40, 40:60, and 27:73, respectively. The production yields of 6-deoxy-L-glucose, 6-deoxy-L-altrose, and 6-deoxy-L-allose from L-rhamnose were 5.4, 14.6, and 25.1%, respectively. These results indicate that the aldose isomerases used in this study acted on 6-deoxy aldohexoses.
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A chromogenic assay for limit dextrinase and pullulanase activity. Anal Biochem 2014; 449:45-51. [DOI: 10.1016/j.ab.2013.12.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2013] [Revised: 11/27/2013] [Accepted: 12/02/2013] [Indexed: 11/22/2022]
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Wu H, Yu X, Chen L, Wu G. Cloning, overexpression and characterization of a thermostable pullulanase from Thermus thermophilus HB27. Protein Expr Purif 2014; 95:22-7. [DOI: 10.1016/j.pep.2013.11.010] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2013] [Revised: 11/19/2013] [Accepted: 11/20/2013] [Indexed: 11/24/2022]
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Nahampun HN, Lee CJ, Jane JL, Wang K. Ectopic expression of bacterial amylopullulanase enhances bioethanol production from maize grain. PLANT CELL REPORTS 2013; 32:1393-1405. [PMID: 23652819 DOI: 10.1007/s00299-013-1453-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2013] [Revised: 04/18/2013] [Accepted: 04/25/2013] [Indexed: 06/02/2023]
Abstract
Heterologous expression of amylopullulanase in maize seeds leads to partial starch degradation into fermentable sugars, which enhances direct bioethanol production from maize grain. Utilization of maize in bioethanol industry in the United States reached ±13.3 billion gallons in 2012, most of which was derived from maize grain. Starch hydrolysis for bioethanol industry requires the addition of thermostable alpha amylase and amyloglucosidase (AMG) enzymes to break down the α-1,4 and α-1,6 glucosidic bonds of starch that limits the cost effectiveness of the process on an industrial scale due to its high cost. Transgenic plants expressing a thermostable starch-degrading enzyme can overcome this problem by omitting the addition of exogenous enzymes during the starch hydrolysis process. In this study, we generated transgenic maize plants expressing an amylopullulanase (APU) enzyme from the bacterium Thermoanaerobacter thermohydrosulfuricus. A truncated version of the dual functional APU (TrAPU) that possesses both alpha amylase and pullulanase activities was produced in maize endosperm tissue using a seed-specific promoter of 27-kD gamma zein. A number of analyses were performed at 85 °C, a temperature typically used for starch processing. Firstly, enzymatic assay and thin layer chromatography analysis showed direct starch hydrolysis into glucose. In addition, scanning electron microscopy illustrated porous and broken granules, suggesting starch autohydrolysis. Finally, bioethanol assay demonstrated that a 40.2 ± 2.63 % (14.7 ± 0.90 g ethanol per 100 g seed) maize starch to ethanol conversion was achieved from the TrAPU seeds. Conversion efficiency was improved to reach 90.5 % (33.1 ± 0.66 g ethanol per 100 g seed) when commercial amyloglucosidase was added after direct hydrolysis of TrAPU maize seeds. Our results provide evidence that enzymes for starch hydrolysis can be produced in maize seeds to enhance bioethanol production.
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Affiliation(s)
- Hartinio N Nahampun
- Interdepartmental Plant Biology Major, Iowa State University, Ames, IA 50011-1010, USA
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Abstract
This article surveys methods for the enzymatic conversion of starch, involving hydrolases and nonhydrolyzing enzymes, as well as the role of microorganisms producing such enzymes. The sources of the most common enzymes are listed. These starch conversions are also presented in relation to their applications in the food, pharmaceutical, pulp, textile, and other branches of industry. Some sections are devoted to the fermentation of starch to ethanol and other products, and to the production of cyclodextrins, along with the properties of these products. Light is also shed on the enzymes involved in the digestion of starch in human and animal organisms. Enzymatic processes acting on starch are useful in structural studies of the substrates and in understanding the characteristics of digesting enzymes. One section presents the application of enzymes to these problems. The information that is included covers the period from the early 19th century up to 2009.
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Liu M, He H, Su J. Is it possible to stabilize a thermophilic protein further using sequences and structures of mesophilic proteins: a theoretical case study concerning DgAS. Theor Biol Med Model 2013; 10:26. [PMID: 23575217 PMCID: PMC3639903 DOI: 10.1186/1742-4682-10-26] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2013] [Accepted: 03/29/2013] [Indexed: 11/13/2022] Open
Abstract
Incorporating structural elements of thermostable homologs can greatly improve the thermostability of a mesophilic protein. Despite the effectiveness of this method, applying it is often hampered. First, it requires alignment of the target mesophilic protein sequence with those of thermophilic homologs, but not every mesophilic protein has a thermophilic homolog. Second, not all favorable features of a thermophilic protein can be incorporated into the structure of a mesophilic protein. Furthermore, even the most stable native protein is not sufficiently stable for industrial applications. Therefore, creating an industrially applicable protein on the basis of the thermophilic protein could prove advantageous. Amylosucrase (AS) can catalyze the synthesis of an amylose-like polysaccharide composed of only α-1,4-linkages using sucrose as the lone energy source. However, industrial development of AS has been hampered owing to its low thermostability. To facilitate potential industrial applications, the aim of the current study was to improve the thermostability of Deinococcus geothermalis amylosucrase (DgAS) further; this is the most stable AS discovered to date. By integrating ideas from mesophilic AS with well-established protein design protocols, three useful design protocols are proposed, and several promising substitutions were identified using these protocols. The successful application of this hybrid design method indicates that it is possible to stabilize a thermostable protein further by incorporating structural elements of less-stable homologs.
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Affiliation(s)
- Ming Liu
- Institute of Materia Medica, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
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Purification, partial characterization, and covalent immobilization-stabilization of an extracellular α-amylase from Aspergillus niveus. Folia Microbiol (Praha) 2013; 58:495-502. [PMID: 23463193 DOI: 10.1007/s12223-013-0230-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2011] [Accepted: 02/10/2013] [Indexed: 10/27/2022]
Abstract
An extracellular amylase secreted by Aspergillus niveus was purified using DEAE fractogel ion exchange chromatography and Sephacryl S-200 gel filtration. The purified protein migrated as a single band in 5 % polyacrylamide gel electrophoresis (PAGE) and 10 % sodium dodecyl sulfate (SDS-PAGE). The enzyme exhibited 4.5 % carbohydrate content, 6.6 isoelectric point, and 60 and 52 kDa molar mass estimated by SDS-PAGE and Bio-Sil-Sec-400 gel filtration column, respectively. The amylase efficiently hydrolyzed glycogen, amylose, and amylopectin. The end-products formed after 24 h of starch hydrolysis, analyzed by thin layer chromatography, were maltose, maltotriose, maltotetraose, and maltopentaose, which classified the studied amylase as an α-amylase. Thermal stability of the α-amylase was improved by covalent immobilization on glyoxyl agarose (half-life of 169 min, at 70 °C). On the other hand, the free α-amylase showed a half-life of 20 min at the same temperature. The optima of pH and temperature were 6.0 and 65 °C for both free and immobilized forms.
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van der Maarel MJ, Leemhuis H. Starch modification with microbial alpha-glucanotransferase enzymes. Carbohydr Polym 2013; 93:116-21. [DOI: 10.1016/j.carbpol.2012.01.065] [Citation(s) in RCA: 93] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2011] [Revised: 01/09/2012] [Accepted: 01/19/2012] [Indexed: 12/25/2022]
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Biochemical and molecular characterization of recombinant acidic and thermostable raw-starch hydrolysing α-amylase from an extreme thermophile Geobacillus thermoleovorans. ACTA ACUST UNITED AC 2013. [DOI: 10.1016/j.molcatb.2012.08.017] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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44
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Sorba A, Sopade PA. Changes in rapid visco-analysis (RVA) viscosity reveal starch digestion behaviours. STARCH-STARKE 2012. [DOI: 10.1002/star.201200176] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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45
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Shen H, Mo X, Chen X, Han D, Zhao C. Purification and enzymatic identification of an acid stable and thermostable α-amylase fromRhizopus microsporus. JOURNAL OF THE INSTITUTE OF BREWING 2012. [DOI: 10.1002/jib.45] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Haiping Shen
- School of Biological Engineering; Dalian Polytechnic University; Dalian; 116034; China
| | - Xinying Mo
- School of Biological Engineering; Dalian Polytechnic University; Dalian; 116034; China
| | - Xia Chen
- School of Biological Engineering; Dalian Polytechnic University; Dalian; 116034; China
| | - Dan Han
- School of Biological Engineering; Dalian Polytechnic University; Dalian; 116034; China
| | - Changxin Zhao
- School of Biological Engineering; Dalian Polytechnic University; Dalian; 116034; China
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Pullulanase: role in starch hydrolysis and potential industrial applications. Enzyme Res 2012; 2012:921362. [PMID: 22991654 PMCID: PMC3443597 DOI: 10.1155/2012/921362] [Citation(s) in RCA: 168] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2012] [Revised: 06/12/2012] [Accepted: 06/12/2012] [Indexed: 11/21/2022] Open
Abstract
The use of pullulanase (EC 3.2.1.41) has recently been the subject of increased applications in starch-based industries especially those aimed for glucose production. Pullulanase, an important debranching enzyme, has been widely utilised to hydrolyse the α-1,6 glucosidic linkages in starch, amylopectin, pullulan, and related oligosaccharides, which enables a complete and efficient conversion of the branched polysaccharides into small fermentable sugars during saccharification process. The industrial manufacturing of glucose involves two successive enzymatic steps: liquefaction, carried out after gelatinisation by the action of α-amylase; saccharification, which results in further transformation of maltodextrins into glucose. During saccharification process, pullulanase has been used to increase the final glucose concentration with reduced amount of glucoamylase. Therefore, the reversion reaction that involves resynthesis of saccharides from glucose molecules is prevented. To date, five groups of pullulanase enzymes have been reported, that is, (i) pullulanase type I, (ii) amylopullulanase, (iii) neopullulanase, (iv) isopullulanase, and (v) pullulan hydrolase type III. The current paper extensively reviews each category of pullulanase, properties of pullulanase, merits of applying pullulanase during starch bioprocessing, current genetic engineering works related to pullulanase genes, and possible industrial applications of pullulanase.
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Wang J, Zhao G, Li Y, Liu X, Hou P. Reversible immobilization of glucoamylase onto magnetic chitosan nanocarriers. Appl Microbiol Biotechnol 2012; 97:681-92. [DOI: 10.1007/s00253-012-3979-2] [Citation(s) in RCA: 72] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2011] [Revised: 02/15/2012] [Accepted: 02/16/2012] [Indexed: 11/24/2022]
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Isolation of a thermophilic Anoxybacillus flavithermus sp. nov. and production of thermostable α-amylase under solid-state fermentation (SSF). ANN MICROBIOL 2011. [DOI: 10.1007/s13213-011-0385-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022] Open
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49
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Samie N, Reddy PRM, Ashouri M. Novel extracellular hyper acidophil and thermostable α-amylase fromMicrococcussp.NS 211. STARCH-STARKE 2011. [DOI: 10.1002/star.201100108] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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50
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Kotarska K, Kłosowski G, Czupryński B. Characterization of technological features of dry yeast (strain I-7-43) preparation, product of electrofusion between Saccharomyces cerevisiae and Saccharomyces diastaticus, in industrial application. Enzyme Microb Technol 2011; 49:38-43. [DOI: 10.1016/j.enzmictec.2011.04.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2011] [Revised: 04/11/2011] [Accepted: 04/12/2011] [Indexed: 10/18/2022]
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