Sweet sorghum juice as an alternative carbon source and adaptive evolution of Lactobacillus brevis NIE9.3.3 in sweet sorghum juice and biodiesel derived crude glycerol to improve 1, 3 propanediol production
Graphical Abstract
Introduction
The conversion and utilization of renewable feedstock for the production of valuable materials is an important research area in recent years because of the decreasing supply of non-renewable resources, increasing global energy demand and negative environmental impact [24]. Glycerol is a by-product of biodiesel industries where 1 ton of raw glycerol is produced for every 10 tons of biodiesel. The crude glycerol produced from the biodiesel industry contains impurities such as alcohols, salts, heavy metals and water [8]. Sweet sorghum juice is a well-established carbon source for the production of ethanol. SSJ contains an adequate amount of sugar content which can be readily utilized by the microbes for fermentation. Sweet sorghum, from which SSJ was derived, is considered as an eligible option as a feedstock for fermentation processes due to the high content of sugars and cultivation conditions. It can also withstand the driest seasons which make it highly drought-resistant [22], [26]. The management of by-products from the biodiesel industry and unexpended agro-residues are better options as the carbon source in microbial growth media for the production of metabolites such as citric acid, succinic acid, propionic acid and 1,3-PDO [9]. Among these chemicals, 1, 3-propanediol has attracted more attention worldwide due to its vast application.
1,3-PDO has numerous applications in polymers, cosmetics, foods and adhesives [2]. The major application of 1,3-PDO is the synthesis of polytrimethyleneterephthalate (PTT), a new group of polyester having application particularly in textile and fibre industries due to its superior stretching and stretch recovery characteristics [10]. The chemical synthesis of 1,3-PDO has many disadvantages in that it requires high pressure, high temperature and catalysts. So as an alternative to chemical synthesis, biological methods can be adopted. DuPont is producing 135 g/L of 1,3- PDO using a genetically modified E. coli strain using corn sugar as the sole carbon source [14]. Bioconversion of glycerol to 1,3-PDO involves a coupled oxido-reductive process, yielding more reducing equivalents and energy molecules like ATP for growth and secondary metabolite production [25]. The production of 1,3-PDO from glycerol is a reduction process that consumes 1 mol NADH per mol of 1,3-PDO. In the reductive pathway, the first enzyme, adenosylcobalamin dependent glycerol dehydratase, GDHt (E.C.4.2.1.3.0), removes a water molecule from glycerol to form 3-HPA (an intermediate in 1,3-propanediol synthesis) by a radical mechanism [23]. 3-HPA is further reduced to 1,3-PDO by NADH+ H+ -dependent enzyme 1, 3-propanediol dehydrogenase (1,3-propanediol-oxidoreductase) [1]. The conversion of glycerol to dihydroxyacetone is catalyzed by NAD+ -dependent glycerol dehydrogenase in the oxidative pathway. The phosphorylation of the latter product is catalysed by the enzyme dihydroxyacetone kinase and finally glycolysis [3], [31]. The by-product formation is different based on the organisms and culture conditions. The change in NADH/NAD+ ratio can influence the metabolite distribution as mediated by the oxidation state of the carbon used [20]. Lactobacillus sp. which are non-pathogenic, having probiotic applications in food and pharmaceutical industries are found to be native producers of 1,3-PDO. Among them, L. reuteri , L. panis and L. diolivorans were reported for 1,3-PDO production, whereas L. diolivorans was considered being industrially relevant strain producing high titres of 85 g/L 1,3-PDO [17].
Various physical and chemical factors affect product formation during fermentation [6]. The microbial processes have certain disadvantages such as high cost, low yields, productivity and tedious downstream processing. The cost of the process depends on the cost of the organic and inorganic supplements in the production media, cost of operation and efficiency of bioconversion. Selection of the cheap raw material and its efficient utilization are the critical factors in the economization of the product [13]. To increase the efficiency of the process, adaptive laboratory evolution can opt which reduces the inherent intolerance of the biocatalytic cell towards the contaminants in the feedstock [5]. It is performed by allowing the microbial cells to grow at a specific condition for the long term and selecting the strain which fulfils the criteria the best. It has been practised widely for the improvement of secondary metabolites with major industrial applications [19].
In this study, the microbial production of 1,3-PDO by a non-pathogenic strain, L. brevis N1E9.3.3 using SSJ as a carbon source along with crude glycerol was evaluated. Based on the analysis, pH optimization studies have been done to increase the bioconversion and yield. Adaptive laboratory evolution (ALE) was adopted to improve the substrate uptake by the microbial cell for better production of metabolites. For the best results, pH studies were done on the selected ALE strain. Batch fermentation was carried out in Schott bottles under anaerobic condition with varying concentrations of glucose and crude glycerol to check the production of 1,3-PDO and other co-metabolites. The comparative analysis between wild type and evolved strains were done. To check the reproducibility of results from 100 mL flasks to pilot scale, batch fermentation has been carried out in a bioreactor. This study validates the efficiency of L. brevis N1E9.3.3 to utilize SSJ as the carbon source to form end products such as 1,3-propanediol, lactic acid and acetic acid. The improved efficiency of ALE strain for the better 1,3-PDO yield was also evaluated.
Section snippets
Microbial strains
Lactobacillus brevis N1E9.3.3, a potent LAB strain to produce 1,3-PDO along with lactic acid and acetic acid was isolated from onsite enrichment technique [25] and adaptively evolved strains from this LAB species have been used in this study.
Adaptive laboratory evolution of L. brevis N1E9.3.3
For ALE, the wild type strain was cultured in plates of modified MRS (mMRS) media with higher concentrations of glycerol and glucose. Isolation criteria were the fast growth in agar plates with the same glucose and glycerol concentrations in each plate with
Effect of SSJ as carbon source
SSJ has been considered as an alternative source of carbon for biotransformation processes in various studies. Batch mode of operation has been carried out to analyze the efficiency of SSJ to replace glucose in the production media to make the fermentation more sustainable. Several researchers used SSJ as the carbon source for ethanol fermentation by adopting various approaches [11], [27]. Lipid synthesis by Schizochytrium limacinum SR21 and L-lactic acid synthesis by Bacillus coagulans are
Conclusions
SSJ serves as a potential carbon source in the production media for 1,3-PDO fermentation. In batch experiments, 0.64 g 1,3-PDO/g glycerol yield was obtained in production media with SSJ and crude glycerol as carbon sources. However, complete utilization of substrates was ceased due to the presence of inhibitory substances in the feedstock. To reduce the effect, pH optimization studies that were done succeeded in the complete utilization of carbon sources. ALE, as discussed before, improved the
CRediT authorship contribution statement
Maria Paul Alphy, Kodakkattil Babu Anjali, Narisetty Vivek: Collecting articles, Done the experiments, Writing – original draft. Banjagere Veerabhadrappa Thirumalesh, Raveendran Sindhu, Arivalagan Pugazhendhi: Writing – review & editing. Ashok Pandey: Supervision, Writing – review & editing. Parameswaran Binod: Project Administration, Conceptualization and Visualization.
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgements
Alphy Maria Paul and Narisetty Vivek acknowledge Academy of Scientific and Innovative Research (AcSIR) and Centre for Scientific and Innovative Research for providing resources to carry out doctoral studies. Raveendran Sindhu acknowledges Department of Science and Technology for sanctioning a project under DST WOS-B scheme. Special acknowledgenment to Dr C V Ratnavathi, Division of Plant Biochemistry, Indian Institute of Millets Research, Hyderabad for proving sweet sorghum juice to carryout
References (31)
- et al.
Pilot-scale production of 1, 3-propanediol using Klebsiella pneumoniae
Process Biochem.
(2007) - et al.
Use of sweet sorghum juice for lipid production by Schizochytrium limacinum SR21
Bioresour. Technol.
(2010) - et al.
Metabolic engineering for the microbial production of 1, 3-propanediol
Curr. Opin. Biotechnol.
(2003) - et al.
A comparative view of metabolite and substrate stress and tolerance in microbial bioprocessing: from biofuels and chemicals, to biocatalysis and bioremediation
Metab. Eng.
(2010) - et al.
Heading for an economic industrial upgrading of crude glycerol from biodiesel production to 1, 3-propanediol by Lactobacillus diolivorans
Bioresour. Technol.
(2014) - et al.
Adaptive laboratory evolution—harnessing the power of biology for metabolic engineering
Curr. Opin. Biotechnol.
(2011) - et al.
Improving carotenoids production in yeast via adaptive laboratory evolution
Metab. Eng.
(2014) - et al.
Metabolic engineering through cofactor manipulation and its effects on metabolic flux redistribution in Escherichia coli
Metab. Eng.
(2002) - et al.
Biological valorization of pure and crude glycerol into 1, 3-propanediol using a novel isolate Lactobacillus brevis N1E9.3.3
Bioresour. Technol.
(2016) - et al.
Features of sweet sorghum juice and their performance in ethanol fermentation
Ind. Crop. Prod.
(2010)
Kinetic, dynamic, and pathway studies of glycerol metabolism by Klebsiella pneumoniae in anaerobic continuous culture: III. Enzymes and fluxes of glycerol dissimilation and 1, 3–propanediol formation
Biotechnol. Bioeng.
Purification of 1,3-propanediol dehydrogenase from Citrobacter freundii and cloning, sequencing, and overexpression of the corresponding gene in Escherichia coli
J. Bacteriol.
Purification of residual glycerol recovered from biodiesel production
South Afr. J. Chem. Eng.
Adaptive laboratory evolution–principles and applications for biotechnology
Microb. Cell Factories
Biotechnological production of 1, 3-propanediol from crude glycerol. BioTechnologia
J. Biotechnol. Comput. Biol. Bionanotechnol.
Cited by (0)
- 1
These authors contributed equally