Effect of CO2 addition on the pretreatment of rice straw
It was initially hypothesized that addition of high-pressurized CO2 loading to the ammonia explosion pretreatment could allow effective penetration of the biomass, resulting in a significant increase in enzymatic hydrolysis [16, 25, 26]. Thus, CO2 was considered to be useful for pretreatment because the CO2 consumed could be recycled. The pretreatment was conducted under conditions of an ammonia concentration of 15 % at 160 °C for 60 min with or without CO2 loading. The total yield of recovered cellulose and hemicellulose that could be converted into fermentable sugar was 79.4 wt% in the CO2-added pretreatment and 71 wt% without CO2 loading (Fig. 2). Solids residues were approximately 58 % in both pretreatment. Although no marked difference was observed in the hydrolysate pretreated with and without CO2 loading, it is expected that the difference will be amplified during the pretreatment on a larger scale. Thus, ammonia explosion pretreatment was conducted with CO2 loading. However, it would be argued that for economically viable process, it is required to consider additional energy cost caused by high pressure CO2 prior to the concept of CO2 addition.
Optimization of pretreatment conditions by RSM for maximal ethanol yield
A four-variable central composite RSM design was used to model optimal pretreatment conditions for rice straw. The independent variables and their ranges were as follows: temperature of 130–190 °C, residence time of 10–90 min, ammonia concentration of 0–20 %, and CO2 loading level of 0–3.0 MPa. The total glucose conversion rate (%) from pretreated rice straw was chosen as the outcome for analysis. The 30 runs and responses are summarized in Table 1. Following the pretreatment, compositional changes of the solid hydrolysate were observed as follows: 31.8 wt% cellulose to 41.5–57.6 wt%, 17.5 % hemicellulose to 17.2–23.7, 18.2 wt% of lignin to 7.3–15.5, and 6.9 wt% ash to 10.4–14.0 wt% (Supplementary Table 1). Overall, cellulose content was significantly increased, whereas lignin content was slightly decreased. For saccharification, 20 FPU/g cellulase (Novozymes; Cellic Ctec II) was added to the hydrolysate, which contained 3 % glucan on a dry weight basis. The conversion rate from the hydrolysate varied from 69.1 to 99.0 %, whereas that from Avicel as a control was 97.3 % (Supplementary Table 2). Consequently, the glucose yield based on the reaction conditions was modeled as follows:
$$\begin{gathered} Y{ = 92}. 1 5 5 { } + { 3}. 70 8X_{ 1} + { 2}. 4 8 4X_{ 2} + { 7}. 7 8 8X_{ 3} {-}{ 1}. 7 10X_{ 4} {-} \, 0. 7 4 4X_{ 1} X_{ 2} {-} \, 0. 5 4 6X_{ 1} X_{ 3} \hfill \\ + \, 0. 8 2 8X_{ 1} X_{ 4} {-}{ 2}. 20X_{ 2} X_{ 3} + { 2}. 7 2 1X_{ 2} X_{ 4} + { 1}.0 1 9X_{ 3} X_{ 4} {-} \, 0. 2 9 4X_{1}^{2} {-} \, 0. 5 2X_{2}^{2} {-}{ 5}.00 7X_{ 3}^{ 2} \hfill \\ {-} \, 0. 9 1 5X_{4}^{2} \hfill \\ \end{gathered}$$
where Y is glucose yield (%), X
1 is temperature (oC), X
2 is residence time (min), X
3 is ammonia concentration (%), and X
4 is CO2 loading level (MPa).
To examine the validity of the model ANOVA was performed, and the results are presented in Table 2. An obtained F value of 5.12 with a lower P value of 0.0017 implied that the model was highly significant. At the same time, the R
2 value between actual and predicted glucose yield was 0.8268, suggesting that experimental data were correlated with the predicted data to some degree, as shown in Fig. 3. Prob > F value less than 0.05 indicates that model terms are significant. The model terms X
1 (temperature), X
3 (ammonia concentration), and X
23
were found to have a significant effect on glucose yield. In spite of the lack of significance of the interactions among variables (P > 0.05), these factors were not excluded because of supporting the hierarchy of the model. The interactions of each variable are plotted in Fig. 4. Increased pretreatment temperature with a longer residence time gave an increased percentage of glucose recovery (Fig. 4a). Higher ammonia concentration increased glucose recovery irrespective of CO2 loading level or residence time (Fig. 4d, f). When temperature and ammonia concentration increased, glucose yield also increased (Fig. 4b). There was no obvious effect of CO2 loading and residence time (Fig. 4e). However, ammonia concentration on pretreatment effect was highly correlated with CO2 loading. Overall, glucose yield was significantly increased when ammonia and CO2 concentrations were increased (Fig. 4f). However, the CO2 loading effect was increased when the temperature was decreased (4 °C). Finally, the predicted optimal pretreatment conditions for maximal glucose yield were determined as follows: temperature, 165.1 °C; residence time, 69.8 min; ammonia concentration, 14.3 %; and CO2 loading level, 2.2 MPa. As a result, 27.1 g of glucan was recovered from 51.2 g of pretreated solid hydrolysate from 100 g of raw rice straw containing 25.4 g of glucan.
Table 2 ANOVA of the adjusted model from 30 independent pretreatments and enzymatic hydrolysis
The optimal pretreatment was confirmed by performing enzymatic hydrolysis. Enzymatic hydrolysis with pretreated miscanthus containing 3 % glucan was conducted at 50 °C with 20 FPU/g cellulase for 72 h. The converted glucose concentration obtained from optimally pretreated hydrolysate was 31.2 ± 0.2 g/l on average, representing a conversion ratio of 93.6 %. Previously, Kim et al. [27] reported that 87.2 % of glucose yield was achieved with dilute sulfuric acid and aqueous ammonia pretreatment under the conditions of 42.75 °C, 20 % ammonia, and 48 h. Another combined ammonia pretreatment with ionic liquid was carried out with 20 % ammonia at 100 °C for 6 h, and its glucose yield by saccharification was 97 % [12]. In addition, various combined pretreatment based on ammonia pretreatment resulted in enhanced enzymatic hydrolysis up to 90.7 % at optimal conditions, such as temperature, residence time, pressure, enzyme dosage, and biomass size etc. [11, 15, 26, 28]. Thus, our combined pretreatment method to yield 93.6 % of theoretical maximal fermentable glucose might be reasonable for fermentation.
SSF using the optimally pretreated hydrolysate
Simultaneous saccharification and fermentation was performed in a 250-ml flask with solid hydrolysate containing 3 % glucan under conditions of 33 °C and 150 rpm for 72 h. The fermentation kinetics is shown in Fig. 5. Ethanol from untreated rice straw reached the saturation point (3.64 ± 0.07 g/l) in 24 h, whereas the amount of ethanol from treated rice straw increased to 13.4 ± 0.66 g/l in 72 h, and the ethanol yield was 97 %. The glucose concentration was constant at 0 % because the fermentation rate would be faster than the saccharification rate at 33 °C. Five-carbon sugars, such as xylose and arabinose, were not notably produced from the hydrolysate because cellulase was used as the enzyme. The limitation of the SSF in this study may be that the yeast strain was not thermo-tolerant and cannot ferment five-carbon sugars. Thus, for efficient ethanol production, further investigations are necessary (e.g., with thermo-tolerant strains or high solid loadings of pretreated hydrolysate).
SEM analysis
Scanning electron microscopy analysis was conducted to determine the morphological changes of pretreated rice straw. As shown in Fig. 6a, untreated rice straw showed a compacted surface structure in the cell wall because of tight bonding between particles. By contrast, cellulose fibers were exposed and scattered throughout the pretreated rice straw, and a few bundles existed in a cracked form (Fig. 6b). This destruction by pretreatment seems to increase enzyme accessibility and enzymatic hydrolysis [29].
Mass balance analysis
The overall mass balance for the pretreatment and SSF is shown in Fig. 7. Initially, the effect of CO2 addition to ammonia pretreatment was shown to increase carbohydrate recovery by up to 8 %. Next, the pretreatment conditions were optimized by RSM to obtain the following: 14.3 % for ammonia concentration, 2.2 MPa for CO2 loading, 165.1 °C for temperature, and 69.8 min for residence time. The solid content was 51.2 % after pretreatment, and the glucan content was 27.1 g. The glucose yield by enzymatic hydrolysis was up to 93.6 % from the pretreated solids containing 3 % glucan (g/g). In SSF, an ethanol yield of 97 % was achieved; 13.4 g/l from the initial glucan content of 3 %.