1. Introduction
Rapid exhaustion of fossil fuels accompanied with continuous population growth has led to ever
-increasing energy crisis in the world [
1,
2]. The utilization of fossil fuels is estimated to increase by 105
-fold by 2050, outweighing the supply from natural fossil reserves. At this rate, the natural oil reserves are likely to be depleted in less than 30 years, putting the global energy security at risk [
1]. In addition, concerns about global climate change have motivated to search for affordable, clean and sustainable sources of energy [
3]. Crop residues, such as straws, husks, stover, stalks, baggase, hulls and cobs are potential sources of renewable energy that can replace fossil fuels [
4,
5]. Vast amounts of crop residues are generated each year in the world, but their valorization into biofuels and other value-added products in a biorefinery is still undervalued. The annual crop residues production is estimated at above 5 billion tons the world over. Asia is the leading crop residues producer in the world. It accounts for about 47 % of the total annual crop residues production. Americas, Europe, Africa and Oceania contribute around 29 %, 16 %, 7 % and 1 % to the global crop residues production, respectively [
6].
Zimbabwe is an agro-based economy, which produces about 7.8 million tons per year of residues from harvesting and processing of crops. This corresponds to an energy potential of 8.5 PJ per year [
4,
7]. Sugarcane and cereals are the major producers of agricultural residues in Zimbabwe. They account for about 34 % and 25 % of the total annual residues production, respectively. Approximately 2 % of the residues come from legumes, and in particular soybean and groundnuts [
4]. Crop residues are mostly exploited via traditional practices, such as use for animal feed, burying into the soil for nutrient recycling and burning [
5,
7]. Improper discharge of crop residues will pose severe environmental degradation challenges. For example, burning of crop residues releases greenhouse gases that may contribute to global warming and climate change. More so, burying of crop residues into the soil can affect crop yields through resurgence of diseases and dilapidated soil conditions [
5]. This calls for scientist intervention to develop suitable strategies that can effectively manage and recycle crop residues in an eco-friendly and sustainable way.
The anaerobic digestion (AD) of crop residues is considered a well
-established and efficient technology that amalgamates waste management and biofuel production [
8]. AD is an intricate reaction, which involves four interrelated steps, such as hydrolysis, acidogenesis, acetogenesis and methanogesis. The process is facilitated by consortia of bacteria. Biogas is the main resultant product of the methanogenic step in AD [
6,
7,
8]. It is a renewable energy carrier with multiple applications. Biogas can be used as a source of heat and electricity, or as a fuel for automobile engines. In addition, a solid digestate substance that can be used as a fertilizer in agriculture or as a substrate for edible mushroom cultivation is produced [
7,
9,
10,
11]. However, crop residues are highly lignocellulosic due to the structural heterogeneity, complexity and rigidity of the cell wall, which is resistant to microbial degradation [
1,
12]. Holocellulose (i.e. cellulose and hemicelluloses) is the most fermentable substrate in crop residues. About 80 % of the cellulose found in crop residues can be converted into biogas [
9,
13,
14]. Lignin is the hard
-to
-digest material that is resistant to hydrolysis during AD [
12,
13,
14]. The recalcitrant nature of lignin limits the use of crop residues for biogas production. The hydrolysis step is often rate
-limiting in AD of crop residues [
15]. This restriction can be surpassed by deploying appropriate pre-treatment methods to enhance the biomethane potential (BMP) of crop residues.
Several methods, including chemical, physical, biological and hybrid pre-treatment technologies are widely reported in literature to improve the BMP of crop residues [
13,
14,
16]. Biological pre-treatment has been proposed to be more advantageous over the other pre-treatment methods. It is often considered to be a simple, low capital and energy venture, with limited pollution to the natural ecosystem. Furthermore, it does not produce toxic by-products that may restrain the AD pathway [
13,
14]. Authors have extensively reported on the use of single strain systems for biological pre-treatment of lignocellulosic matter. Nevertheless, this strategy is not in compliance with the natural degradation criterion, in which consortia of microorganisms work synergistically to deconstruct the substrate [
17]. Utilization of complex microbial systems has been posited to be a very competent strategy for pre-treatment of organic matter. It is regarded as a suitable option to overcome drawbacks of feedback regulation and metabolic suppression associated with single strain pre-treatment. More so, microbial consortia are highly resistant to changes in environmental conditions, including temperature, nutrient concentration and the presence of inhibitory compounds [
17]. Many authors have designed mixed microbial consortia or co-cultures that have revealed promising results. As an exemplar, the AD of sawdust waste [
1], corn straw [
5], waste paper, cardboard [
15], cassava residues [
17], cotton stalks [
18] and wheat straw [
2,
19] that were pre-treated using microbial consortia produced more methane yields compared to control conditions.
Despite, most researchers reporting on the use of single strain as a pre-treatment strategy, microbial consortium systems have been proposed to be more effective for degradation of cellulosic material. However, there is limited information in literature with respect to the viability of microbial consortium for pre-treatment of crop residues to improve biogas production. In this study, a microbial consortium with high cellulolytic activity was constructed using cellulolytic bacteria isolated from local hot springs. The bacteria strains were previously identified using morphological, biochemical and molecular methods [
20]. The present study is a continuation of research work on screening novel microbial strains for accelerating the decomposition of cellulosic matter for AD. The aim was to investigate the potential of the constructed microbial consortium to improve biogas production from three lignocellulosic feedstocks i.e wheat straw, maize stover and soybean straw.
2. Materials and Methods
2.1. Experimental Design
A completely randomized design with three replications was used in this study. Two treatments were assigned to each of the three crop residues during biological pre-treatment: (a) treatment with a bacteria consortium; and (b) control (without inoculation). Three batch setups were designed for the AD of crop residues. Two treatments were allotted to each experimental set up: (a) pre-treated with a bacteria consortium; and (b) non-treated crop residues. A batch experimental set up containing inoculum only was included in the study.
2.2. Raw Materials
Maize stover, wheat straw and soybean straw were collected in clean polythene bags from crop fields located in Chinhoyi, Makonde District, Zimbabwe. The crop residues were air
-dried at room temperature and utilized as substrates for pre-treatment using a constructed microbial consortium. The residues were mechanically ground into small particle sizes using a hammer mill. The final powder was obtained by passing through a 1 mm pore size standard testing sieve. The powder samples were then kept in air tight containers until further use. The comprehensive characteristics of untreated crop residues used in this study were adapted from literature [
3]. The pH, total alkalinity, volatile matter, total nitrogen and total suspended solids values of crop residues were found to vary from 5.3-5.5, 232.7-448.3 mg L
-1, 74.1-78.1 %, 3.1-8.2 % and 699.95-2 039.5 mg L
-1, respectively. Cellulose, hemicelluloses, lignin and extractives content of raw crop residues ranged from 34.6-37.8 %, 19.7-28.2 %, 16.2-23.5 % and 12.0-23.7 %, respectively [
3]. Rumen waste of cattle obtained from a local abattoir was used as inoculum for the study. The inoculum was in a semi-solid form. The ash, volatile solids (VS) and total solids (TS) content of the inoculum were 3.49 %, 6.18 % and 7.19 %, respectively.
2.3. Construction of Microbial Consortium
Pure bacteria strains belonging to
B. subtilis,
Bacillus sp., and
B. licheniformis were used to construct a hot spring cellulolytic microbial consortium called HSCMC consortium. The cellulolytic bacteria strains were isolated from Lubimbi hot springs in Binga, Zimbabwe. The morphological and biochemical features, and 16S rRNA sequence analysis of the bacteria strains were obtained from the previous study by Kamusoko et al. [
20]. All the strains were rod-shaped, Gram positive and found to belong to a group of motile
Bacillus. Homology analysis showed the bacteria strains to be 99.13 %, 98.26 % and 98.91 % analogous to
B. subtilis,
Bacillus sp., and
B. licheniformis, respectively [
20]. The HSCMC consortium was produced by mixing equal portions (50 mL) of overnight grown cultures of the three bacteria strains in Luria-Bertani (LB) broth + 1 % carboxymethylcellulose (CMC) medium. The co-culture was sub-cultured numerous times to acquire a steady microbial community that can efficiently degrade lignocellulosic biomass. The final mixed microbial culture was stored in 60 % sterile glycerol at
-20 °C until further use.
2.4. Biological Pre-Treatment of Crop Residues by Microbial Consortium
Crop residues were pre-treated using the HSCMC consortium to improve the hydrolysis rate prior to AD. A mineral salt medium was prepared by dissolving 0.5 g NH4Cl, 0.5 g NaCl, 0.5 g K2HPO4, 0.4 g KH2PO4, 0.1 g MgCl2.6H2O, 1.5 g yeast extract and 1 g peptone in 1 000 mL of distilled water. The pH of the medium was adjusted to 7.0 using 1 M NaOH and 1 M HCl solution. Each ground powder of maize stover, wheat straw and soybean straw, with TS concentration of 20 % dry weight was mixed with 73 mL of mineral salt medium in 250 mL conical flasks. Distilled water was added to make a total working volume of 100 mL. The flasks were autoclaved at 121 °C for 20 min and inoculated with 5 mL of overnight culture (5 % v/v) of the HSCMC consortium.
A negative control without inoculation of the HSCMC consortium was prepared for each experimental setup. The flasks were sealed with cotton plugs and foil paper, and incubated in a water bath at 37 °C and 160 rpm for 7 days. All the experiments were performed in triplicate. The digested powder-containing media were designated as the hydrolysates of crop residues. The hydrolysates were preserved at -20 °C awaiting the AD process.
2.5. Characterization of Pre-treated Crop Residues
Pre-treated crop residues were characterized for total reducing sugar, ash, TS and VS content. The 3,5-dinitrosalicylic acid (DNS) assay was used to determine the total reducing sugar content in pre-treated crop residues. The reaction mixture consisted of 2 mL sample and 2 mL DNS reagent heated in a water bath at 90 °C for 15 min and cooled on ice. Absorbance was measured at 540 nm using a spectrophotomer (UV
-1900i, Shimadzu, Germany) and the sugar concentration was estimated by extrapolating from the standard calibration curve of glucose. Ash, VS and TS content were analyzed using the standard methods of American Public Health Association (APHA) [
21]. Each experiment was conducted in triplicate. All values were expressed on % dry matter basis of the means for triplicate measurements.
2.6. Anaerobic Digestion of Crop Residues
Bench-scale AD in a batch fermentation mode was conducted to determine the effect of pre-treatment with HSCMC consortium on biogas production from crop residues. Batch reactions were conducted in 500 mL plastic digesters with a working volume of 350 mL. A total of 50 g of start inoculum was seeded into each digester containing the substrate. Nitrogen gas (N2) was flushed into the digesters for 5 min to eliminate aerobic conditions. Lastly, NaHCO3 was added to maintain digester pH at 7.0. The digesters were linked via silicon tubing to plastic bottles filled with 2 % NaOH solution to dissolve carbon dioxide (CO2) and hydrogen sulfide (H2S). The digesters were manually shaken once per day to ensure adequate mixing.
Daily methane production was measured using the liquid displacement method, in which the amount of NaOH solution discharged was assumed to be equal to the volume of methane. Control conditions containing only inoculum were run in parallel under similar conditions to evaluate the yield of biogas in the background of the trial digesters. The BMP reactions were performed at ambient temperature conditions for a period of 30 days.
2.7. Data Analysis
Statistical analysis was computed using OriginPro Version 8.5 software package. All the experiments were replicated three times. Therefore, each analytical result was presented as the mean of the three measurements ± standard deviation. The standard deviations and statistical differences were analyzed using one-way ANOVA at p ≤ 0.05. Comparison among means was performed using Tukey’s Honest Significant Difference (HSD) test.