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Sutaoney P, Rai SN, Sinha S, Choudhary R, Gupta AK, Singh SK, Banerjee P. Current perspective in research and industrial applications of microbial cellulases. Int J Biol Macromol 2024; 264:130639. [PMID: 38453122 DOI: 10.1016/j.ijbiomac.2024.130639] [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: 08/29/2023] [Revised: 01/12/2024] [Accepted: 03/03/2024] [Indexed: 03/09/2024]
Abstract
The natural interactions between various bacteria, fungi, and other cellulolytic microorganisms destroy lignocellulosic polymers. The efficacy of this process is determined by the combined action of three main enzymes: endoglucanases, exo-glucanases, and β-glucosidase. The enzyme attacks the polymeric structure's β-1,4-linkages during the cellulose breakdown reaction. This mechanism is crucial for the environment as it recycles cellulose in the biosphere. However, there are problems with enzymatic cellulose breakdown, including complex cellulase structure, insufficient degradation efficacy, high production costs, and post-translational alterations, many of which are closely related to certain unidentified cellulase properties. These issues impede the practical use of cellulases. A developing area of research is the application of this similar paradigm for industrial objectives. Cellulase enzyme exhibits greater promise in many critical industries, including biofuel manufacture, textile smoothing and finishing, paper and pulp manufacturing, and farming. However, the study on cellulolytic enzymes must move forward in various directions, including increasing the activity of cellulase as well as designing peptides to give biocatalysts their desired attributes. This manuscript includes an overview of current research on different sources of cellulases, their production, and biochemical characterization.
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Affiliation(s)
- Priya Sutaoney
- Present address-Department of Microbiology, Kalinga University, Raipur 492101, Chhattisgarh, India; Microbiology Laboratory, School of Studies in Life Science, Pt. Ravishankar Shukla University, Raipur 492010, Chhattisgarh, India
| | - Sachchida Nand Rai
- Centre of Experimental Medicine and Surgery, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India
| | - Sakshi Sinha
- Present address-Department of Microbiology, Kalinga University, Raipur 492101, Chhattisgarh, India
| | - Rachana Choudhary
- Department of Microbiology, Shri Shankaracharya Mahavidyalaya, Junwani, Durg 490005, Chhattisgarh, India
| | - A K Gupta
- Microbiology Laboratory, School of Studies in Life Science, Pt. Ravishankar Shukla University, Raipur 492010, Chhattisgarh, India
| | - Santosh Kumar Singh
- Centre of Experimental Medicine and Surgery, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India.
| | - Paromita Banerjee
- Department of Cardiology, All India Institute of Medical Sciences, Rishikesh, 249203, Uttarakhand, India.
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Medouni-Haroune L, Medouni-Adrar S, Houfani AA, Bouiche C, Azzouz Z, Roussos S, Desseaux V, Madani K, Kecha M. Statistical Optimization and Partial Characterization of Xylanases Produced by Streptomyces sp. S1M3I Using Olive Pomace as a Fermentation Substrate. Appl Biochem Biotechnol 2024; 196:2012-2030. [PMID: 37458941 DOI: 10.1007/s12010-023-04660-1] [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] [Accepted: 07/04/2023] [Indexed: 04/23/2024]
Abstract
Xylanase production by Streptomyces sp. S1M3I was optimized by response surface methodology (RSM), followed by a partial characterization of these enzymes. Olive pomace was used as a substrate for growing Streptomyces sp. S1M3I in submerged fermentation. Effects of incubation time, pH, temperature, carbon source, nitrogen source, and inoculum size on xylanase production were studied, through the one-factor-at-a-time method. Then, a 33-factorial experimental design with RSM and the Box-Behnken design was investigated for the major influence factors. Maximum xylanase production (11.28 U/mL) was obtained when the strain was grown in mineral medium supplemented with 3% (w/v) of olive pomace powder and 0.3% (w/v) of ammonium sulfate, at a pH 7.4 and an incubation temperature of 40 °C. The xylanases in the supernatant degraded all tested substrates, with higher activity for the low-viscosity wheat arabinoxylan substrate. Two xylanases with close molecular masses were detected by zymogram analysis: Xyl-1 and Xyl-2 with molecular masses of 24.14 kDa and 27 kDa, respectively. The optimization of enzyme production parameters of Streptomyces sp. S1M3I and the characterization of these enzymes are prerequisites to enhancing xylanase production yield, which is crucial for further biotechnological processes.
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Affiliation(s)
- Lamia Medouni-Haroune
- Centre de Recherche en Technologies Agroalimentaires, Route de Targa Ouzemmour, Campus Universitaire, 06000, Bejaia, Algeria.
| | - Sonia Medouni-Adrar
- Département Des Sciences Alimentaires, Faculté Des Sciences de La Nature Et de La Vie, Université de Bejaia, 06000, Bejaia, Algeria
| | - Aicha Asma Houfani
- Food, Nutrition and Health, Faculty of Land and Food Systems, The University of British Columbia, 2205 East Mall, Vancouver, BC, V6T 1Z4, Canada
| | - Cilia Bouiche
- Centre de Recherche en Technologies Agroalimentaires, Route de Targa Ouzemmour, Campus Universitaire, 06000, Bejaia, Algeria
| | - Zahra Azzouz
- Laboratoire de Microbiologie Appliquée, Faculté Des Sciences de La Nature Et de La Vie, Université de Bejaia, 06000, Bejaia, Algeria
| | - Sevastianos Roussos
- Equipe Eco Technologies Et Bioremédiation, Faculté St Jérome, Campus Etoile, Aix Marseille Université & Université Avignon; IMBE UMR CNRS-7263/IRD-237, Case 421, 13397, Cedex 20, Marseille, France
| | - Véronique Desseaux
- Institut Des Sciences Moléculaires de Marseille, Faculté Des Sciences Et Techniques, St Jérome, Biosciences UMR CNRS 6263.Université Paul Cézanne, 13397, Cedex 20, Marseille, France
| | - Khodir Madani
- Centre de Recherche en Technologies Agroalimentaires, Route de Targa Ouzemmour, Campus Universitaire, 06000, Bejaia, Algeria
| | - Mouloud Kecha
- Laboratoire de Microbiologie Appliquée, Faculté Des Sciences de La Nature Et de La Vie, Université de Bejaia, 06000, Bejaia, Algeria
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Optimization of the fermentation parameters to maximize the production of cellulases and xylanases using DDGS as the main feedstock in stirred tank bioreactors. BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2022. [DOI: 10.1016/j.bcab.2022.102514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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4
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Sohail M, Barzkar N, Michaud P, Tamadoni Jahromi S, Babich O, Sukhikh S, Das R, Nahavandi R. Cellulolytic and Xylanolytic Enzymes from Yeasts: Properties and Industrial Applications. Molecules 2022; 27:3783. [PMID: 35744909 PMCID: PMC9229053 DOI: 10.3390/molecules27123783] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 06/08/2022] [Accepted: 06/09/2022] [Indexed: 11/17/2022] Open
Abstract
Lignocellulose, the main component of plant cell walls, comprises polyaromatic lignin and fermentable materials, cellulose and hemicellulose. It is a plentiful and renewable feedstock for chemicals and energy. It can serve as a raw material for the production of various value-added products, including cellulase and xylanase. Cellulase is essentially required in lignocellulose-based biorefineries and is applied in many commercial processes. Likewise, xylanases are industrially important enzymes applied in papermaking and in the manufacture of prebiotics and pharmaceuticals. Owing to the widespread application of these enzymes, many prokaryotes and eukaryotes have been exploited to produce cellulase and xylanases in good yields, yet yeasts have rarely been explored for their plant-cell-wall-degrading activities. This review is focused on summarizing reports about cellulolytic and xylanolytic yeasts, their properties, and their biotechnological applications.
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Affiliation(s)
- Muhammad Sohail
- Department of Microbiology, University of Karachi, Karachi 75270, Pakistan;
| | - Noora Barzkar
- Department of Marine Biology, Faculty of Marine Science and Technology, University of Hormozgan, Bandar Abbas 3995, Iran
| | - Philippe Michaud
- Institute Pascal, Université Clermont Auvergne, CNRS, Clermont Auvergne INP, F-63000 Clermont-Ferrand, France;
| | - Saeid Tamadoni Jahromi
- Persian Gulf and Oman Sea Ecology Research Center, Iranian Fisheries Sciences Research Institute, Agricultural Research Education and Extension Organization (AREEO), Bandar Abbas 3995, Iran
| | - Olga Babich
- Institute of Living Systems, Immanuel Kant Baltic Federal University, 236016 Kaliningrad, Russia; (O.B.); (S.S.)
| | - Stanislav Sukhikh
- Institute of Living Systems, Immanuel Kant Baltic Federal University, 236016 Kaliningrad, Russia; (O.B.); (S.S.)
| | - Rakesh Das
- Department of Paraclinical Sciences, Faculty of Veterinary Medicine, Norwegian University of Life Sciences (NMBU), 1433 Aas, Norway;
| | - Reza Nahavandi
- Animal Science Research Institute of Iran (ASRI), Agricultural Research, Education and Extension Organization (AREEO), Karaj 8361, Iran;
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Enzymatic profiles of hydrolysis of lignocellulosic materials from Aspergillus terreus strains isolated from the rumen of beef cattle from Brazil. BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2021. [DOI: 10.1016/j.bcab.2021.102143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Liang C, Xu Z, Wang Q, Wang W, Xu H, Guo Y, Qi W, Wang Z. Improving β-glucosidase and xylanase production in a combination of waste substrate from domestic wastewater treatment system and agriculture residues. BIORESOURCE TECHNOLOGY 2020; 318:124019. [PMID: 32916465 DOI: 10.1016/j.biortech.2020.124019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2020] [Revised: 08/10/2020] [Accepted: 08/12/2020] [Indexed: 06/11/2023]
Abstract
Cellulase and hemicellulase activities are considered to the major bottlenecks in the lignocellulosic biorefinery process, especially in an enzyme cocktail lacking β-glucosidase (BGL) and xylanase (XYL). In view of this issue, higher levels of BGL and XYL activities were obtained in the presence of wastewater and activated sludge as an induction medium mixed with 5% of rice straw by Hypocrea sp. W63. The analysis of the ionic content showed that a relatively low sludge dose could enhance the production of BGL and XYL. Most importantly, compared to a medium using freshwater, the proportion of 1:10 sludge to wastewater, which contained nutrient elements, led to 3.4-fold BGL and 3.7-fold XYL production improvements. This research describes the reuse of substrates that are largely and continuously generated from domestic wastewater treatment systems and agriculture residues, which consequently leads to the development of a simultaneous enzyme production process for sustainable biorefinery practices.
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Affiliation(s)
- Cuiyi Liang
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China; University of Chinese Academy of Sciences, Beijing 100049, PR China
| | - Zihan Xu
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China; University of Chinese Academy of Sciences, Beijing 100049, PR China
| | - Qiong Wang
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China
| | - Wen Wang
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China
| | - Huijuan Xu
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China
| | - Ying Guo
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China
| | - Wei Qi
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China.
| | - Zhongming Wang
- Guangzhou Institute of Energy Conversion, Chinese Academy of Sciences, CAS Key Laboratory of Renewable Energy, Guangdong Provincial Key Laboratory of New and Renewable Energy Research and Development, Guangzhou 510640, PR China
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Vaithyanathan VK, Ravi S, Leduc R, Vaidyanathan VK, Cabana H. Utilization of biosolids for glucose oxidase production: A potential bio-fenton reagent for advanced oxidation process for removal of pharmaceutically active compounds. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2020; 271:110995. [PMID: 32778284 DOI: 10.1016/j.jenvman.2020.110995] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 06/02/2020] [Accepted: 06/18/2020] [Indexed: 06/11/2023]
Abstract
The current work focuses on the production of glucose oxidase (GOD) in sterilized biosolid (BS) slurries containing BS and municipal wastewater effluent. Various parameters were optimized for maximizing the GOD production and the effects of biostimulation on GOD production was investigated by adding synthetic media components. The studies on inoculum characteristics at an inoculum age of 72 h and inoculum size of 20% (w/v) produced high GOD activities of around 6012 U/L in 25% (dw/v) BS media. Further, the effect of ultrasonication time was determined to release BS-bound GOD in order to maximize enzymes recovery. Using 1000 U/L of the BS-based GOD for 0.55 M glucose oxidation produced the maximum H2O2 concentration of 216 ppm. The produced H2O2 was utilized for bio-Fenton based advanced oxidation process for the partial removal of 15 pharmaceutically active compounds.
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Affiliation(s)
- Vasanth Kumar Vaithyanathan
- Environmental Engineering Laboratory, Faculty of Engineering, University of Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada
| | - Shobana Ravi
- Integrated Bioprocessing Laboratory, Department of Biotechnology, SRM Institute of Science and Technology, Kattankulathur, 603203, Tamil Nadu, India
| | - Roland Leduc
- Environmental Engineering Laboratory, Faculty of Engineering, University of Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada
| | - Vinoth Kumar Vaidyanathan
- Integrated Bioprocessing Laboratory, Department of Biotechnology, SRM Institute of Science and Technology, Kattankulathur, 603203, Tamil Nadu, India
| | - Hubert Cabana
- Environmental Engineering Laboratory, Faculty of Engineering, University of Sherbrooke, Sherbrooke, Quebec J1K 2R1, Canada.
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Libardi N, Soccol CR, Tanobe VOA, Vandenberghe LPDS. Definition of Liquid and Powder Cellulase Formulations Using Domestic Wastewater in Bubble Column Reactor. Appl Biochem Biotechnol 2019; 190:113-128. [PMID: 31301011 DOI: 10.1007/s12010-019-03075-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Accepted: 07/05/2019] [Indexed: 12/18/2022]
Abstract
Raw domestic wastewater was used as a culture medium for cellulase production in a bubble column reactor (6.2 UFP/mL, 64.6 U/L h) using the strain Trichoderma harzianum TRIC03-LPBII. Cellulases presented optimum pH and temperature between 4 and 5 and 50 and 70 °C, respectively. Enzymatic extract was concentrated through ultrafiltration and then a cellulolytic formulation was prepared with the addition of sorbitol (50% w/v) and benzoic acid (0.05% w/v). High cellulase stability of around 100% was reached after 30 days at 4 °C. The concentrated extract was also dried in a spray-dryer with the addition of maltodextrin at 20% (w/v), resulting in powder enzymatic formulation with 85% stability after 60 days. With these characteristics, the liquid and powder cellulase products have potential to be used in different industrial applications.
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Affiliation(s)
- Nelson Libardi
- Departamento de Engenharia de Bioprocessos e Biotecnologia, Universidade Federal do Paraná-UFPR, Curitiba, PR, 81531-980, Brazil
| | - Carlos Ricardo Soccol
- Departamento de Engenharia de Bioprocessos e Biotecnologia, Universidade Federal do Paraná-UFPR, Curitiba, PR, 81531-980, Brazil
| | - Valcineide O A Tanobe
- Departamento de Engenharia de Bioprocessos e Biotecnologia, Universidade Federal do Paraná-UFPR, Curitiba, PR, 81531-980, Brazil
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Libardi N, Soccol CR, de Carvalho JC, de Souza Vandenberghe LP. Simultaneous cellulase production using domestic wastewater and bioprocess effluent treatment - A biorefinery approach. BIORESOURCE TECHNOLOGY 2019; 276:42-50. [PMID: 30611085 DOI: 10.1016/j.biortech.2018.12.088] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 12/20/2018] [Accepted: 12/23/2018] [Indexed: 06/09/2023]
Abstract
The production of cellulases using domestic wastewater as an alternative culture medium and reducing the pollutant charge of the resultant effluents were assessed for the first time in this study. Cellulase production was carried out in a bubble column, column-packed bed and stirred tank reactors by Trichoderma harzianum. Maximum cellulase activity and productivity of 31 UFP/mL and 645 UFP/mL.h, respectively were achieved in the bubble column bioreactor system without immobilization. The fermented broth was microfiltrated and ultrafiltrated, leading to a cellulase recovery of 73.5% using a 30 kDa membrane and resulting in a 4.23-fold activity concentration. Chemical oxygen demand and nitrogen concentration were reduced 81.37% and 52.9%, respectively, showing great promise in producing cellulases using domestic wastewater with concomitant development of a medium- to-high added-value process and reduced environmental impact. These results contribute to the development of sustainable bioprocesses approaching a biorefinery concept.
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Affiliation(s)
- Nelson Libardi
- Bioprocess Engineering and Biotechnology Department, Federal University of Paraná (UFPR), Centro Politécnico, C.P. 19011, 81-531-980 Curitiba, PR, Brazil
| | - Carlos Ricardo Soccol
- Bioprocess Engineering and Biotechnology Department, Federal University of Paraná (UFPR), Centro Politécnico, C.P. 19011, 81-531-980 Curitiba, PR, Brazil
| | - Júlio César de Carvalho
- Bioprocess Engineering and Biotechnology Department, Federal University of Paraná (UFPR), Centro Politécnico, C.P. 19011, 81-531-980 Curitiba, PR, Brazil
| | - Luciana Porto de Souza Vandenberghe
- Bioprocess Engineering and Biotechnology Department, Federal University of Paraná (UFPR), Centro Politécnico, C.P. 19011, 81-531-980 Curitiba, PR, Brazil.
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Nair AS, Al-Battashi H, Al-Akzawi A, Annamalai N, Gujarathi A, Al-Bahry S, Dhillon GS, Sivakumar N. Waste office paper: A potential feedstock for cellulase production by a novel strain Bacillus velezensis ASN1. WASTE MANAGEMENT (NEW YORK, N.Y.) 2018; 79:491-500. [PMID: 30343780 DOI: 10.1016/j.wasman.2018.08.014] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2018] [Revised: 08/05/2018] [Accepted: 08/06/2018] [Indexed: 06/08/2023]
Abstract
This paper reports the cellulase (FPase) production by newly isolated Bacillus velezensis ASN1 using waste office paper (WOP) as feedstock and optimization of production conditions through two level factorial design, steepest ascent/descent and second order response surface methodology (RSM). Various fermentation parameters, like chemical factors (potassium dihydrogen phosphate, potassium chloride, yeast extract, magnesium sulphate, sodium nitrate, Tween 80, and waste office paper), physical factors (temperature, pH and time) and biological factor (inoculum size) were examined using two level full factorial design to check the key factors significantly affecting the cellulase production. The central composite design (CCD) was used to optimize the vital fermentation parameters, such as carbon (WOP), nitrogen, pH, and inoculum concentration in the medium for achieving higher cellulase production. The optimum medium composition was found to be WOP (9 g/L), sodium nitrate (0.35 g/L), inoculum size (6.56%) and pH 4.72. The model prediction of 2.46 U/mL cellulase activity at optimum conditions was verified experimentally as 2.42 U/mL.
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Affiliation(s)
- Anu Sadasivan Nair
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman
| | - Huda Al-Battashi
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman
| | - Ahlam Al-Akzawi
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman
| | - Neelamegam Annamalai
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman
| | - Ashish Gujarathi
- Department of Petroleum and Chemical Engineering, Sultan Qaboos University, Muscat, Oman
| | - Saif Al-Bahry
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman
| | | | - Nallusamy Sivakumar
- Department of Biology, College of Science, Sultan Qaboos University, Muscat, Oman.
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Partial Purification and Characterization of Cellulolytic Enzymes Extracted from Trichoderma reesei Inoculated Digested Biogas Slurry. JOURNAL OF PURE AND APPLIED MICROBIOLOGY 2017. [DOI: 10.22207/jpam.11.4.37] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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12
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Imran M, Anwar Z, Irshad M, Javid A, Hussain A, Ali S. Optimization of cellulase production from a novel strain of Aspergillus Tubingensis IMMIS2 through response surface methodology. BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2017. [DOI: 10.1016/j.bcab.2017.10.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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13
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Libardi N, Soccol CR, Góes-Neto A, Oliveira JD, Vandenberghe LPDS. Domestic wastewater as substrate for cellulase production by Trichoderma harzianum. Process Biochem 2017. [DOI: 10.1016/j.procbio.2017.03.006] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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14
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Bharathiraja S, Suriya J, Krishnan M, Manivasagan P, Kim SK. Production of Enzymes From Agricultural Wastes and Their Potential Industrial Applications. ADVANCES IN FOOD AND NUTRITION RESEARCH 2016; 80:125-148. [PMID: 28215322 DOI: 10.1016/bs.afnr.2016.11.003] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
Enzymatic hydrolysis is the significant technique for the conversion of agricultural wastes into valuable products. Agroindustrial wastes such as rice bran, wheat bran, wheat straw, sugarcane bagasse, and corncob are cheapest and plentifully available natural carbon sources for the production of industrially important enzymes. Innumerable enzymes that have numerous applications in industrial processes for food, drug, textile, and dye use have been produced from different types of microorganisms from agricultural wastes. Utilization of agricultural wastes offers great potential for reducing the production cost and increasing the use of enzymes for industrial purposes. This chapter focuses on economic production of actinobacterial enzymes from agricultural wastes to make a better alternative for utilization of biomass generated in million tons as waste annually.
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Affiliation(s)
- S Bharathiraja
- CAS in Marine Biology, Annamalai University, Porto Novo, India
| | - J Suriya
- School of Environmental Sciences, Bharathidasan University, Tiruchirappalli, India
| | - M Krishnan
- School of Environmental Sciences, Bharathidasan University, Tiruchirappalli, India
| | - P Manivasagan
- Marine Bioprocess Research Center, Pukyong National University, Busan, Republic of Korea
| | - S-K Kim
- Marine Bioprocess Research Center, Pukyong National University, Busan, Republic of Korea; Specialized Graduate School Science & Technology Convergence, Pukyong National University, Busan, Republic of Korea.
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15
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Modeling of enhanced VFAs production from waste activated sludge by modified ADM1 with improved particle swarm optimization for parameters estimation. Biochem Eng J 2015. [DOI: 10.1016/j.bej.2015.06.015] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Mycelial Pellet Formation in Fungal Lipid Production by Cunninghamella bainieri 2A1 Using Repeated Batch Culture. NATIONAL ACADEMY SCIENCE LETTERS 2015. [DOI: 10.1007/s40009-014-0341-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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17
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Sideney BO, Zipora MQS, Francini YK, Shaiana PM. Cellulases produced by the endophytic fungus Pycnoporus sanguineus (L.) Murrill. ACTA ACUST UNITED AC 2015. [DOI: 10.5897/ajar2015.9487] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
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18
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Kupski L, de Carvalho Silvello MA, Fontes MRV, Lima TS, Treichel H, Badiale Furlong E. R
. oryzae
Cellulases: A New Approach to Degrading Lignocellulosic Material. J Food Biochem 2015. [DOI: 10.1111/jfbc.12097] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Larine Kupski
- Escola de Química e Alimentos; Laboratório de Ciência de Alimentos; Universidade Federal do Rio Grande - FURG; Rua Eng. Alfredo Huch 475 Centro 96201-900 Rio Grande Rio Grande do Sul Brasil
| | - Maria Augusta de Carvalho Silvello
- Escola de Química e Alimentos; Laboratório de Ciência de Alimentos; Universidade Federal do Rio Grande - FURG; Rua Eng. Alfredo Huch 475 Centro 96201-900 Rio Grande Rio Grande do Sul Brasil
| | - Milena Ramos Vaz Fontes
- Escola de Química e Alimentos; Laboratório de Ciência de Alimentos; Universidade Federal do Rio Grande - FURG; Rua Eng. Alfredo Huch 475 Centro 96201-900 Rio Grande Rio Grande do Sul Brasil
| | - Tiago Silva Lima
- Escola de Química e Alimentos; Laboratório de Ciência de Alimentos; Universidade Federal do Rio Grande - FURG; Rua Eng. Alfredo Huch 475 Centro 96201-900 Rio Grande Rio Grande do Sul Brasil
| | - Helen Treichel
- Universidade Federal da Fronteira Sul; Erechim Rio Grande do Sul Brasil
| | - Eliana Badiale Furlong
- Escola de Química e Alimentos; Laboratório de Ciência de Alimentos; Universidade Federal do Rio Grande - FURG; Rua Eng. Alfredo Huch 475 Centro 96201-900 Rio Grande Rio Grande do Sul Brasil
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19
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Optimisation of Cellulase Production by Penicillium funiculosum in a Stirred Tank Bioreactor Using Multivariate Response Surface Analysis. Enzyme Res 2014; 2014:703291. [PMID: 25057412 PMCID: PMC4099281 DOI: 10.1155/2014/703291] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2014] [Revised: 06/10/2014] [Accepted: 06/11/2014] [Indexed: 11/18/2022] Open
Abstract
Increasing interest in the production of second-generation ethanol necessitates the low-cost production of enzymes from the cellulolytic complex (endoglucanases, exoglucanases, and β-glucosidases), which act synergistically in cellulose breakdown. The present work aimed to optimise a bioprocess to produce these biocatalysts from the fungus Penicillium funiculosum ATCC11797. A statistical full factorial design (FFD) was employed to determine the optimal conditions for cellulase production. The optimal composition of culture media using Avicel (10 g·L−1) as carbon source was determined to include urea (1.2 g·L−1), yeast extract (1.0 g·L−1), KH2PO4 (6.0 g·L−1), and MgSO4·7H2O (1.2 g·L−1). The growth process was performed in batches in a bioreactor. Using a different FFD strategy, the optimised bioreactor operational conditions of an agitation speed of 220 rpm and aeration rate of 0.6 vvm allowed the obtainment of an enzyme pool with activities of 508 U·L−1 for FPase, 9,204 U·L−1 for endoglucanase, and 2,395 U·L−1 for β-glucosidase. The sequential optimisation strategy was effective and afforded increased cellulase production in the order from 3.6 to 9.5 times higher than production using nonoptimised conditions.
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20
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Murad HA, Azzaz HEDH. Cellulase Production from Rice Straw by Aspergillus flavus NRRL 5521. ACTA ACUST UNITED AC 2013. [DOI: 10.5567/sciintl.2013.103.107] [Citation(s) in RCA: 9] [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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21
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Cao W, Lee SU, Li J, Lee JW. Enhanced production of carboxymethylcellulase by Cellulophaga lytica LBH-14 in pilot-scale bioreactor under optimized conditions involved in dissolved oxygen. KOREAN J CHEM ENG 2013. [DOI: 10.1007/s11814-012-0219-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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22
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Kim YJ, Cao W, Lee YJ, Lee SU, Jeong JH, Lee JW. Enhanced Production of Carboxymethylcellulase by a Newly Isolated Marine Microorganism Bacillus atrophaeus LBH-18 Using Rice Bran, a Byproduct from the Rice Processing Industry. ACTA ACUST UNITED AC 2012. [DOI: 10.5352/jls.2012.22.10.1295] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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23
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Deswal D, Gupta R, Kuhad RC. Enhanced Exoglucanase Production by Brown Rot Fungus Fomitopsis sp. RCK2010 and its Application for Cellulose Saccharification. Appl Biochem Biotechnol 2012; 168:2004-16. [DOI: 10.1007/s12010-012-9913-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2012] [Accepted: 10/03/2012] [Indexed: 11/29/2022]
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24
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Murad H, Azzaz H, Kholif A, Hanfy M, Gawad MA. Optimization of Culture Conditions Affecting Fungal Cellulase Production. ACTA ACUST UNITED AC 2012. [DOI: 10.3923/jm.2012.23.31] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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25
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Kim HJ, Lee YJ, Gao W, Chung CH, Son CW, Lee JW. Statistical optimization of fermentation conditions and comparison of their influences on production of cellulases by a psychrophilic marine bacterium, Psychrobacter aquimaris LBH-10 using orthogonal array method. BIOTECHNOL BIOPROC E 2011. [DOI: 10.1007/s12257-010-0457-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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26
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Salihu A, Alam MZ, AbdulKarim MI, Salleh HM. Effect of process parameters on lipase production by Candida cylindracea in stirred tank bioreactor using renewable palm oil mill effluent based medium. ACTA ACUST UNITED AC 2011. [DOI: 10.1016/j.molcatb.2011.06.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/06/2022]
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27
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Statistical optimization of cellulases production by Penicillium chrysogenum QML-2 under solid-state fermentation and primary application to chitosan hydrolysis. World J Microbiol Biotechnol 2011; 28:1163-74. [DOI: 10.1007/s11274-011-0919-8] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2011] [Accepted: 10/10/2011] [Indexed: 10/16/2022]
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28
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Herculano PN, Porto TS, Moreira KA, Pinto GAS, Souza-Motta CM, Porto ALF. Cellulase production by Aspergillus japonicus URM5620 using waste from castor bean (Ricinus communis L.) under solid-state fermentation. Appl Biochem Biotechnol 2011; 165:1057-67. [PMID: 21779793 DOI: 10.1007/s12010-011-9321-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2011] [Accepted: 06/28/2011] [Indexed: 10/18/2022]
Abstract
The activity of β-glucosidase (βG), total cellulase (FPase) and endoglucanase (CMCase), produced by Aspergillus japonicus URM5620, was studied on solid-state fermentation using castor bean meal as substrate. The effect of the substrate amount, initial moisture, pH, and temperature on cellulase production was studied using a full factorial design (2(4)). The maximum βG, FPase, and CMCase activity was 88.3, 953.4, and 191.6 U/g dry substrate, respectively. The best enzyme activities for all three enzymes were obtained at the same conditions with 5.0 g of substrate, initial moisture 15% at 25 °C and pH 6.0 with 120 h of fermentation. The optimum activity for FPase and CMCase was found at pH 3.0 at an optimum temperature of 50 °C for FPase and of 55 °C for CMCase. The cellulases were stable in the range of pH 3.0-10.0 at 50 °C temperature. The enzyme production optimization demonstrated clearly the impact of the process parameters on the yield of the cellulolytic enzymes.
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Affiliation(s)
- Polyanna Nunes Herculano
- Mycology Department, Federal University of Pernambuco, Cidade Universitária, CEP 50670-420 Recife, Pernambuco, Brazil
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Kim HJ, Gao W, Chung CH, Lee JW. Statistical Optimization for Production of Carboxymethylcellulase from Rice Hulls by a Newly Isolated Marine Microorganism Bacillus licheniformis LBH-52 Using Response Surface Method. ACTA ACUST UNITED AC 2011. [DOI: 10.5352/jls.2011.21.8.1083] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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30
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Facchini FDA, Vici AC, Benassi VM, Freitas LAP, Reis RA, Jorge JA, Terenzi HF, Polizeli MDLTM. Optimization of fibrolytic enzyme production by Aspergillus japonicus C03 with potential application in ruminant feed and their effects on tropical forages hydrolysis. Bioprocess Biosyst Eng 2011; 34:1027-38. [PMID: 21647681 DOI: 10.1007/s00449-011-0553-8] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2011] [Accepted: 05/19/2011] [Indexed: 10/18/2022]
Abstract
Fibrolytic enzyme production by Aspergillus japonicus C03 was optimized in a medium containing agro-industrial wastes, supplemented with peptone and yeast extract. A 2(3) full factorial composite and response surface methodology were used to design the experiments and analysis of results. Tropical forages were hydrolyzed by A. japonicus C03 enzymatic extract in different levels, and they were also tested as enzymatic substrate. Optimal production to xylanase was obtained with soybean bran added to crushed corncob (1:3), 0.01% peptone, and 0.2% yeast extract, initial pH 5.0, at 30 °C under static conditions for 5 days of incubation. Optimal endoglucanase production was obtained with wheat bran added to sugarcane bagasse (3:1), 0.01% peptone, and 0.2% yeast extract, initial pH 4.0, at 30 °C, for 6 days, under static conditions. Addition of nitrogen sources as ammonium salts either inhibited or did not influence xylanase production. This enzymatic extract had a good result on tropical forage hydrolyzes and showed better performance in the Brachiaria genera, due to their low cell wall lignin quantity. These results represent a step forward toward the use of low-cost agricultural residues for the production of valuable enzymes with potential application in animal feed, using fermentation conditions.
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Affiliation(s)
- Fernanda D A Facchini
- Departamento de Bioquímica e Imunologia, Faculdade de Medicina de Ribeirão Preto, Universidade de São Paulo, São Paulo, Brazil
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31
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Kasana RC, Gulati A. Cellulases from psychrophilic microorganisms: a review. J Basic Microbiol 2011; 51:572-9. [DOI: 10.1002/jobm.201000385] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2010] [Accepted: 11/20/2010] [Indexed: 11/06/2022]
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32
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Gayosso-Canales M, Esparza-García FJ, Bermúdez-Cruz RM, Tomasini A, Ruiz-Aguilar GML, Rodríguez-Vázquez R. Application of 2III7-3 fractional factorial experimental design to enhance enzymatic activities of Pleurotus ostreatus with high concentrations of polychlorinated biphenyls. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH. PART A, TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING 2011; 46:298-305. [PMID: 21308601 DOI: 10.1080/10934529.2011.539095] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
A 2(III)(7-3) fractional factorial experimental design was used to establish 16 culture media, with and without PCBs to enhance the activities of laccase (Lac), manganese peroxidase (MnP), and versatile peroxidase (VP) produced by the white rot fungus Pleurotus ostreatus. The culture was added to 10,000 mg L(-1) of transformer oil, containing 71% of the identified Arochlor 1242. The culture conditions were established with eight variables at two values (levels); pH (4 and 6), agitation (100 and 200 rpm), CuSO(4) (150 and 250 mg L(-1)), MnSO(4) (50 and 200 mg L(-1)), Tween 80 (13 and 3500 mg L(-1)), wheat straw (0 and 2.5 g L(-1)), sugarcane bagasse (0 and 2.5 g L(-1)),and Arochlor 1242 (0 and 7100 mg L(-1)) at 4, 8, 12, 16 and 20 days old culture. Laccase activity was enhanced at a high value of pH and low value of agitation (P<0.001) and correlated positively (R(2)= 0.9; α=0.05) with the removal of polychlorinated biphenyls (PCBs). VP activity was enhanced 27-fold with PCBs, Tween 80 and pH. The MnP activity was increased 1.2-fold with PCBs. The fractional factorial experimental design methodology allowed us to determine the P. ostreatus culture media conditions to enhance Lac and VP activities for efficient removal of Arochlor 1242 (one of the most recalcitrant organochloride pollutants). The factors that shown the greatest effect on Lac activity were: pH, agitation and high concentrations of Arochlor 1242.
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Kim DH, Jeong E, Oh SE, Shin HS. Combined (alkaline+ultrasonic) pretreatment effect on sewage sludge disintegration. WATER RESEARCH 2010; 44:3093-3100. [PMID: 20303565 DOI: 10.1016/j.watres.2010.02.032] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2009] [Revised: 01/23/2010] [Accepted: 02/19/2010] [Indexed: 05/29/2023]
Abstract
The individual effects of alkaline (pH 8-13) and ultrasonic (3750-45,000kJ/kg TS) pretreatments on the disintegration of sewage sludge were separately tested, and then the effect of combining these two methods at different intensity levels was investigated using response surface methodology (RSM). In the combined pretreatment, ultrasonic treatment was applied to the alkali-pretreated sludge. While the solubilization (SCOD/TCOD) increase was limited to 50% in individual pretreatments, it reached 70% in combined pretreatment, and the results clearly showed that preconditioning of sludge at high pH levels played a crucial role in enhancing the disintegration efficiency of the subsequent ultrasonic pretreatment. By applying regression analysis, the disintegration degree (DD) was fitted based on the actual value to a second order polynomial equation: Y=-172.44+29.82X(1)+5.30x10(-3)X(2)-7.53x10(-5)X(1)X(2)-1.10X(1)(2)-1.043x10(-7)X(2)(2), where X(1), X(2), and Y are pH, specific energy input (kJ/kg TS), and DD, respectively. In a 2D contour plot describing the tendency of DD with respect to pH and specific energy input, it was clear that DD increased as pH increased, but it seemed that DD decreased when the specific energy input exceeded about 20,000kJ/kg TS. This phenomenon tells us that there exists a certain point where additional energy input is ineffective in achieving further disintegration. A synergetic disintegration effect was also found in the combined pretreatment, with lower specific energy input in ultrasonic pretreatment yielding higher synergetic effect. Finally, in order to see the combined pretreatment effect in continuous operation, the sludge pretreated with low intensity alkaline (pH 9)/ultrasonic (7500kJ/kg TS) treatment was fed to a 3 L of anaerobic sequencing batch reactor after 70 days of control operation. CH(4) production yield significantly increased from 81.9+/-4.5mL CH(4)/g COD(added) to 127.3+/-5.0mL CH(4)/g COD(added) by pretreatment, and this enhanced performance was closely related to the solubilization increase of the sludge by pretreatment. However, enhanced anaerobic digestion resulted in 20% higher soluble N concentration in the reactor, which would be an additional burden in the subsequent nitrogen removal system.
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Affiliation(s)
- Dong-Hoon Kim
- Bioenergy Research Center, Korea Institute of Energy Research, Daejeon 305-343, Republic of Korea
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Li XH, Wang D, Zhou F, Yang HJ, Bhaskar R, Hu JB, Sun CG, Miao YG. Cloning and expression of a cellulase gene in the silkworm, Bombyx mori by improved Bac-to-Bac/BmNPV baculovirus expression system. Mol Biol Rep 2010; 37:3721-8. [DOI: 10.1007/s11033-010-0025-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2009] [Accepted: 02/17/2010] [Indexed: 02/08/2023]
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35
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Management of palm oil mill effluent through production of cellulases by filamentous fungi. World J Microbiol Biotechnol 2009. [DOI: 10.1007/s11274-009-0129-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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36
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Alam MZ, Kabbashi NA, Hussin SNIS. Production of bioethanol by direct bioconversion of oil-palm industrial effluent in a stirred-tank bioreactor. J Ind Microbiol Biotechnol 2009; 36:801-8. [DOI: 10.1007/s10295-009-0554-7] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2008] [Accepted: 02/23/2009] [Indexed: 11/29/2022]
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37
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Youssef GA, Berekaa MM. Improved Production of Endoglucanase Enzyme by Aspergillus terreus; Application of Plackett Burman Design for Optimization of Process Parameters. ACTA ACUST UNITED AC 2009. [DOI: 10.3923/biotech.2009.212.219] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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38
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Fang X, Yano S, Inoue H, Sawayama S. Strain improvement of Acremonium cellulolyticus for cellulase production by mutation. J Biosci Bioeng 2009; 107:256-61. [DOI: 10.1016/j.jbiosc.2008.11.022] [Citation(s) in RCA: 77] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2008] [Accepted: 11/10/2008] [Indexed: 10/20/2022]
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39
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Bioconversion of palm oil mill effluent for citric acid production: statistical optimization of fermentation media and time by central composite design. World J Microbiol Biotechnol 2007. [DOI: 10.1007/s11274-007-9590-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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