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Al Rawahi AM, Zafar M, Khan TA, Al Araimi S, Mahanty B, Behera SK. Genetic algorithm-optimized artificial neural network for multi-objective optimization of biomass and exopolysaccharide production by Haloferax mediterranei. Bioprocess Biosyst Eng 2025; 48:785-798. [PMID: 40119888 DOI: 10.1007/s00449-025-03143-3] [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: 01/26/2025] [Accepted: 03/03/2025] [Indexed: 03/25/2025]
Abstract
Microbial production of industrially important exopolysaccharide (EPS) from extremophiles has several advantages. In this study, key media components (i.e., sucrose, yeast extract, and urea) were optimized for biomass growth and extracellular EPS production in Haloferax mediterranei DSM 1411 using Box-Behnken design. In a multi-objective optimization framework, response surface methodology (RSM) and genetic algorithm (GA)-optimized artificial neural network (ANN) were used to minimize biomass growth while increasing EPS production. The performance of the selected ANN model for the prediction of biomass and EPS (R2: 0.964 and 0.975, respectively) was found to be better than that of the multiple regression model (R2: 0.818, 0.963, respectively). The main effect of sucrose and its interaction with urea appears to have a significant effect on both responses. The ANN model projects an increase in EPS production from 4.49 to 18.2 g l-1 while shifting the priority from biomass to biopolymer. The optimized condition predicted a maximum biomass and EPS production of 17.27 g l-1 and 17.80 g l-1, respectively, at concentrations of sucrose (19.98 g l-1), yeast extract (1.97 g l-1), and urea (1.99 g l-1). Based on multi-objective optimization, the GA-ANN model predicted an increase in the EPS to biomass ratio for increasing the EPS and associated biomass production. The extracted EPS, identified as Gellan gum through NMR spectroscopy, was further characterized for surface and elemental composition using SEM-EDX analysis.
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Affiliation(s)
- Alaa M Al Rawahi
- Department of Applied Biotechnology, College of Applied Sciences and Pharmacy, University of Technology and Applied Sciences - Sur, Sur, Oman
| | - Mohd Zafar
- Department of Applied Biotechnology, College of Applied Sciences and Pharmacy, University of Technology and Applied Sciences - Sur, Sur, Oman.
| | - Taqi Ahmed Khan
- Department of Applied Biotechnology, College of Applied Sciences and Pharmacy, University of Technology and Applied Sciences - Sur, Sur, Oman
| | - Sara Al Araimi
- Department of Applied Biotechnology, College of Applied Sciences and Pharmacy, University of Technology and Applied Sciences - Sur, Sur, Oman
| | - Biswanath Mahanty
- Division of Biotechnology, Karunya Institute of Technology and Sciences, Karunya Nagar, Coimbatore, Tamil Nadu, 641 114, India.
| | - Shishir Kumar Behera
- Industrial Ecology Research Group, School of Chemical Engineering, Vellore Institute of Technology, Vellore, Tamil Nadu, 632 014, India
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Cruz-Santos MM, Antunes FAF, de Arruda GL, Shibukawa VP, Prado CA, Ortiz-Silos N, Castro-Alonso MJ, Marcelino PRF, Santos JC. Production and applications of pullulan from lignocellulosic biomass: Challenges and perspectives. BIORESOURCE TECHNOLOGY 2023:129460. [PMID: 37423546 DOI: 10.1016/j.biortech.2023.129460] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 07/02/2023] [Accepted: 07/04/2023] [Indexed: 07/11/2023]
Abstract
Pullulan is an exopolysaccharide produced by Aureobasidium pullulans, with interesting characteristics which lead to its application in industries such as pharmaceuticals, cosmetics, food, and others. To reduce production costs for industrial applications, cheaper raw materials such as lignocellulosic biomass can be utilized as a carbon and nutrient source for the microbial process. In this study, a comprehensive and critical review was conducted, encompassing the pullulan production process and the key influential variables. The main properties of the biopolymer were presented, and different applications were discussed. Subsequently, the utilization of lignocellulosics for pullulan production within the framework of a biorefinery concept was explored, considering the main published works that deal with materials such as sugarcane bagasse, rice husk, corn straw, and corn cob. Next, the main challenges and future prospects in this research area were highlighted, indicating the key strategies to favor the industrial production of pullulan from lignocellulosic biomasses.
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Affiliation(s)
- Mónica María Cruz-Santos
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
| | | | - Gabriel Leda de Arruda
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
| | - Vinicius Pereira Shibukawa
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
| | - Carina Aline Prado
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
| | - Nayeli Ortiz-Silos
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
| | - María José Castro-Alonso
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
| | | | - Júlio César Santos
- Department of Biotechnology, Engineering School of Lorena, University of São Paulo, Zip Code 12602-810, Lorena, Brazil
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Exopolysaccharides of Fungal Origin: Properties and Pharmaceutical Applications. Processes (Basel) 2023. [DOI: 10.3390/pr11020335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
Fungal exopolysaccharides (EPSs) represent an important group of bioactive compounds secreted by fungi. These biopolymers can be utilized individually or in combination with different bioactive substances for a broad range of pharmaceutical field applications, due to their various biological activities, such as antioxidant, antimicrobial, anti-inflammatory, antiviral, anti-diabetic, and anticoagulant effects. The paper presents an up-to-date review of the main fungal polysaccharides (pullulan, schizophyllan, scleroglucan, botryosphaeran, lentinan, grifolan, and lasiodiplodan), highlighting their structures, producing strains, and useful properties in a double position, as controlled release (rate and selectively targeting) drug carriers, but mostly as active immunomodulating and antitumor compounds in cancer therapy.
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Akdeniz Oktay B, Bozdemir MT, Ozbas ZY. Optimization of hazelnut husk medium for pullulan production by a domestic A. pullulans strain. Prep Biochem Biotechnol 2023; 53:317-330. [PMID: 35715009 DOI: 10.1080/10826068.2022.2084625] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Hazelnut husk is one of the most abundant agricultural residue in Turkey. Valorization of this lignocellulosic biomass would provide a promoting alternative for economical production of pullulan. In this study, dried hazelnut husk hydrolysate was used directly as fermentation medium for pullulan production by a domestic strain of Aureobasidium pullulans. The aim of this work was the optimization of some fermentation medium parameters by central composite design using response surface methodology (RSM). The effects of (NH4)2SO4 concentration, the volume of concentrated H2SO4 and the amount of ground hazelnut husk on pullulan production were optimized by RSM. The optimum levels of the fermentation parameters defined as 7.2 gL-1, 2.5 mL and 20 g, respectively. The maximum pullulan and exopolysaccharide concentrations were determined as 74.39 and 75.95 gL-1, respectively in the optimum conditions. Specific growth rate of the strain was found as 0.097 h-1. FTIR spectral attributes confirmed the structure of pullulan. Thermal decomposition temperature of synthesized pullulan was found as 247.15 °C. This study showed that hazelnut husk was one of the novel substrate for production of the pullulan by A. pullulans AZ-6. No previous work was found to utilize dried hazelnut husk as fermentation medium for pullulan production by A. pullulans.
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Affiliation(s)
| | - M Tijen Bozdemir
- Department of Chemical Engineering, Hacettepe University, Beytepe, Turkey
| | - Z Yesim Ozbas
- Department of Food Engineering, Hacettepe University, Beytepe, Turkey
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Sustainable Exopolysaccharide Production by Rhizobium viscosum CECT908 Using Corn Steep Liquor and Sugarcane Molasses as Sole Substrates. Polymers (Basel) 2022; 15:polym15010020. [PMID: 36616373 PMCID: PMC9823382 DOI: 10.3390/polym15010020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 12/16/2022] [Accepted: 12/18/2022] [Indexed: 12/24/2022] Open
Abstract
Microbial exopolysaccharides (EPS) are promising alternatives to synthetic polymers in a variety of applications. Their high production costs, however, limit their use despite their outstanding properties. The use of low-cost substrates such as agro-industrial wastes in their production, can help to boost their market competitiveness. In this work, an alternative low-cost culture medium (CSLM) was developed for EPS production by Rhizobium viscosum CECT908, containing sugarcane molasses (60 g/L) and corn steep liquor (10 mL/L) as sole ingredients. This medium allowed the production of 6.1 ± 0.2 g EPS/L, twice the amount produced in the standard medium (Syn), whose main ingredients were glucose and yeast extract. This is the first report of EPS production by R. viscosum using agro-industrial residues as sole substrates. EPSCSLM and EPSSyn exhibited a similar carbohydrate composition, mainly 4-linked galactose, glucose and mannuronic acid. Although both EPS showed a good fit to the Herschel-Bulkley model, EPSCSLM displayed a higher yield stress and flow consistency index when compared with EPSSyn, due to its higher apparent viscosity. EPSCSLM demonstrated its potential use in Microbial Enhanced Oil Recovery by enabling the recovery of nearly 50% of the trapped oil in sand-pack column experiments using a heavy crude oil.
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Bhatia SK, Gurav R, Kim B, Kim S, Cho DH, Jung H, Kim YG, Kim JS, Yang YH. Coproduction of exopolysaccharide and polyhydroxyalkanoates from Sphingobium yanoikuyae BBL01 using biochar pretreated plant biomass hydrolysate. BIORESOURCE TECHNOLOGY 2022; 361:127753. [PMID: 35944863 DOI: 10.1016/j.biortech.2022.127753] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 08/02/2022] [Accepted: 08/03/2022] [Indexed: 06/15/2023]
Abstract
Sphingobium yanoikuyae BBL01 can produce exopolysaccharides (EPS) and polyhydroxyalkanoates (PHAs). The effect of side products (furfural, hydroxymethylfurfural (HMF), vanillin, and acetate) produced during pretreatment of biomass was evaluated on S. yanoikuyae BBL01. It was observed that a certain concentration range (0.01-0.03 %) of these compounds can improve growth, EPS production, and polyhydroxybutyrate (PHB) accumulation. The addition of HMF increases glucose and xylose utilization while other side products have a negative effect. The C/N of 5 favors EPS production (3.24 ± 0.05 g/L), while a higher C/N ratio of 30 promotes PHB accumulation (38.7 ± 0.08 % w/w), when commercial sugar is used as a carbon source. Pine biomass-derived biochar was able to remove 40 ± 2.1 % of total phenolic. Various biomass hydrolysates were evaluated and the use of detoxified pine biomass hydrolysate (DPH) as a carbon source resulted in the higher coproduction of EPS (2.83 ± 0.03 g/L) and PHB (40.8 ± 2.4 % w/w).
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Affiliation(s)
- Shashi Kant Bhatia
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea; Institute for Ubiquitous Information Technology and Applications, Seoul 05029, Republic of Korea
| | - Ranjit Gurav
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea
| | - Byungchan Kim
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea
| | - Suhyun Kim
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea
| | - Do-Hyun Cho
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea
| | - Heeju Jung
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea
| | - Yun-Gon Kim
- Department of Chemical Engineering, Soongsil University, Seoul 06978, Republic of Korea
| | - Jae-Seok Kim
- Department of Laboratory Medicine, Kangdong Sacred Heart Hospital, Hallym University College of Medicine, Seoul 05355, Republic of Korea
| | - Yung-Hun Yang
- Department of Biological Engineering, College of Engineering, Konkuk University, Seoul 05029, Republic of Korea; Institute for Ubiquitous Information Technology and Applications, Seoul 05029, Republic of Korea.
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Rastogi YR, Thakur R, Thakur P, Mittal A, Chakrabarti S, Siwal SS, Thakur VK, Saini RV, Saini AK. Food fermentation – Significance to public health and sustainability challenges of modern diet and food systems. Int J Food Microbiol 2022; 371:109666. [DOI: 10.1016/j.ijfoodmicro.2022.109666] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 03/27/2022] [Accepted: 03/29/2022] [Indexed: 11/28/2022]
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