Sugars and inhibitors liberated during pretreatment of CS by dilute H2SO4
The untreated corn stover (% w/w, on a dry basis) contained mainly cellulose (31.18 ± 0.23), hemicellulose (26.95 ± 0.14), and lignin (16.43 ± 0.27). The CS used in this study contained a lower amount of cellulose, while amounts of hemicellulose and lignin were comparable to those of reported works [5, 10]. It was likely that differences in the components of CS might be due to its trait variations and growing lands. In this study, CS was firstly pretreated by dilute H2SO4 solution, and reducing sugars were release as well as the inhibitors. The effects of different CS loading via diluted-H2SO4 pretreatment on sugars and inhibitory conversion were determined. Table 1 shows concentrations of liberated sugars and inhibitors in the hydrolysate liquors from various CS loading. Xylose was presented as the major sugar produced in the hydrolysate liquors followed by glucose and arabinose. A high xylose concentration of 45.22 g/L with glucose concentration of 8.30 g/L and arabinose concentration of 6.07 g/L was obtained at a dry biomass loading of 35% (w/v). This may be due to hemicellulose has a lower molecular weight and is less lignified and highly amorphous compared to cellulose, thus it is easily hydrolyzed by acids [17]. The percentages of hemicellulose saccharification and cellulose saccharification decreased as the increase of corn stover loading during diluted acid pretreatment. The generated inhibitors including organic acid (acetic acid and citric acid), and furan derivatives (furfural, 5-hydroxymethyl furfural and vanillin) obviously increased with increasing of CS loading. The total inhibitors increased from 5.56 g/L to 14.20 g/L when the dry biomass loading range from 5% (w/v) to 35% (w/v). The rice straw pretreated with H3PO4 showed significantly lower total inhibitors when compared to those of the pretreatments with H2SO4 and HCl [17]. The total inhibitors of 5.10 g/L were obtained when 1 N H2SO4 pretreated rice straw with a dry biomass loading of 10% (w/v) for 60 min. As Table 1 shown, the total inhibitors of 7.34 g/L were obtained when 1% (v/v) H2SO4 pretreated CS with a dry biomass loading of 10% (w/v) for 120 min. The content of lignin of CS (16.43%, w/w) in this study and lignin of rice straw (15.10%, w/w) was similar. It may also suggest that pretreatment by a weak acid with a longer reaction time is preferred to obtain more undesirable byproducts.
Table 1
Microbial community analysis of the adaptive consortia and the diluted consortia of DUT50
Taxonomy
|
Percentage (%)
|
DUT42
(42 oC)
*SRR14149087
|
DUT45
(45 oC)
*SRR14149086
|
DUT47
(47 oC)
*SRR14149085
|
DUT50
(50 oC) *SRR14149088
|
Diluted consortia of DUT50
|
×10-2 *SRR14149131
|
×10-4 *SRR14149130
|
×10-6 *SRR14149129
|
×10-8 *SRR14149128
|
Escherichia_Shigella
|
95.30
|
82.80
|
0.04
|
-
|
-
|
-
|
-
|
-
|
Enterococcus
|
4.18
|
16.43
|
90.82
|
93.66
|
99.27
|
99.53
|
98.89
|
99.62
|
Lactobacillus
|
0.08
|
0.12
|
0.60
|
1.05
|
-
|
-
|
-
|
-
|
Bacillus
|
0.05
|
0.04
|
0.18
|
0.87
|
-
|
-
|
-
|
-
|
Lactococcus
|
-
|
-
|
-
|
0.38
|
-
|
-
|
-
|
-
|
Trichococcus
|
|
|
|
0.38
|
-
|
-
|
-
|
-
|
Burkholderia
|
0.002
|
-
|
0.04
|
-
|
0.22
|
0.13
|
0.42
|
0.07
|
Streptophyta
|
|
|
|
0.02
|
0.02
|
0.01
|
0.02
|
-
|
Unclassified
|
0.12
|
0.30
|
3.33
|
3.48
|
0.35
|
0.19
|
0.29
|
0.28
|
*The accession number of microbial consortia in NCBI Sequence Read Archive |
Adaptive evolution of microbial consortia to high temperature and inhibitors
To ensure an efficient lactic acid production from the agricultural waste substrate, a robust microbial consortium is highly required, regarding both a broad range of substrate utilization capability and resistance to different inhibitors or stressful conditions. In this study, a microbial consortium was enriched and adapted to high concentration of inhibitors (7.34 g/L) derived from acid-pretreatment of CS and gradually increasing temperature. After long-term domestication with non-detoxified hydrolysate liquor in pre-CS, the stable functional microbial consortium with heat-resistant and inhibitor-tolerant capacities was achieved. 16S rRNA gene amplicon high-throughput sequencing was performed to investigate the bacterial composition of microbial consortium DUT50 during the evolution process. The result is presented in Table 2. Escherichia-Shigella was the predominant families at cultivation temperatures of 42 oC and 45 oC, accounting for 95.30% and 82.80%, respectively. Enterococcus occupied less proportion under the same condition, only 4.18% abundance was detected at cultivation a temperature of 42 oC. With the increasing of cultivation temperature, Enterococcus became the dominant family at 47 oC and 50 oC, accounting for 90.82% and 93.66%, respectively. Escherichia-Shigella wasn’t detected in microbial consortium at 50 oC. The abundance analysis indicated that the genus of Enterococcus has greater resistance to high temperature than the genus of Escherichia_Shigella at the same inhibitors level. Moreover, the abundance of Lactobacillus, Bacillus, Lactococcus and Trichococcus, accounting for 2.68% in total, increased at 50 oC. Especially, Lactococcus and Trichococcus didn’t exist in microbial consortium when cultivation temperature was lower than 47 oC. This performance suggested that Lactococcus and Trichococcus might show an excellent heat-resistant capacity.
Table 2
The components of H2SO4-pretreated CS hydrolysate liquors with various dry biomass loading
Dry loading (%, w/v)
|
Sugar concentration (g/L)
|
|
Inhibitors concentration (g/L)
|
|
Glucose
|
Xylose
|
Arabinose
|
|
Citric acid
|
Acetic acid
|
Furfural
|
5-HMF
|
Vanillin
|
Total
|
5
|
1.13 ± 0.10
|
8.44 ± 0.04
|
1.22 ± 0.02
|
|
0.19 ± 0.01
|
0.93 ± 0.03
|
1.46 ± 0.01
|
1.35 ± 0.01
|
1.63 ± 0.01
|
5.56 ± 0.01
|
10
|
3.49 ± 0.10
|
17.59 ± 0.08
|
1.35 ± 0.04
|
|
0.35 ± 0.01
|
1.75 ± 0.01
|
1.82 ± 0.02
|
1.49 ± 0.02
|
1.93 ± 0.03
|
7.34 ± 0.02
|
15
|
4.12 ± 0.30
|
23.64 ± 0.78
|
4.32 ± 0.85
|
|
0.84 ± 0.03
|
2.51 ± 0.01
|
2.18 ± 0.02
|
1.93 ± 0.01
|
2.00 ± 0.03
|
9.46 ± 0.02
|
20
|
6.14 ± 0.42
|
29.17 ± 0.77
|
3.28 ± 0.42
|
|
1.16 ± 0.01
|
2.88 ± 0.04
|
2.46 ± 0.14
|
2.20 ± 0.08
|
2.20 ± 0.05
|
10.90 ± 0.02
|
25
|
6.80 ± 0.18
|
33.97 ± 0.96
|
4.44 ± 0.22
|
|
1.28 ± 0.01
|
3.24 ± 0.37
|
2.92 ± 0.06
|
2.45 ± 0.05
|
2.24 ± 0.01
|
12.13 ± 0.03
|
30
|
7.71 ± 0.13
|
38.69 ± 0.07
|
5.50 ± 0.08
|
|
1.36 ± 0.05
|
4.28 ± 0.05
|
2.96 ± 0.03
|
2.82 ± 0.05
|
2.25 ± 0.02
|
13.67 ± 0.01
|
35
|
8.30 ± 0.43
|
45.22 ± 0.02
|
6.07 ± 0.38
|
|
1.61 ± 0.05
|
4.43 ± 0.60
|
2.98 ± 0.03
|
2.97 ± 0.01
|
2.28 ± 0.01
|
14.20 ± 0.02
|
This unique thermophilic and inhibitor-tolerant properties of microbial consortium DUT50 may benefit the SSCF process of acid-pretreated CS without the operation of solid-liquid separation and detoxification, which matches the optimal cellulase activity, reduce microbial contamination risks, and has a high tolerance to inhibitors derived from the pretreatment process.
Lactic acid production directly from pretreated corn stover by microbial consortium
Fermentation of hydrolysate liquor
At the dry CS loading of 10% (w/v), the total sugars and the total inhibitors in the hydrolysate liquor of pre-CS were approximately 22.24 g/L and 7.34 g/L, respectively. The total inhibitors included 0.35 g/L citric acid, 1.75 g/L acetic acid, 1.82 g/L furfural, 1.49 g/L 5-HMF, and 1.93 g/L vanillin. Microbial consortium DUT50 was able to grow and produce lactic acid from hydrolysate liquor at this level of total inhibitors (Fig. 1A). This may be due to the adaptive evolution engineering improving the inhibitors tolerance of microbial consortium DUT50. It is important that microbial consortium DUT50 could simultaneously utilize glucose, xylose and arabinose in the hydrolysate without carbon catabolite repression (CCR) effect. DUT50 was able to completely consume glucose, xylose and arabinose within 115 h at 7.34 g/L of total inhibitors. In addition, lactic acid was produced as the sole product and no other organic acid was detected which indicated that microbial consortium DUT50 might mainly consist of homofermentative lactic acid producing strains. As a result, lactic acid concentration of 19.01 g/L with a comparable yield to total reducing sugars of 0.96 g/g was obtained from 100% (v/v) hydrolysate liquor.
In previous report, 2 g/L acetic acid inhibited obviously the growth of Pichia stipites for ethanol production [18]. The growth and butyric acid production of C. tyrobutyricum were completely inhibited by 1.2 g/L furfural and 2.4 g/L HMF, respectively [19]. Pediococcus acidilactici DQ2 was reported that had an extraordinary tolerance to 3.0 g/L furfural and 3.0 g/L HMF [7]. However, P. acidilactici DQ2 was relatively sensitive to formic acid and vanillin. As a result, 0.5 g/L formic acid and 0.2 g/L vanillin will inhibit in both the cell growth and lactic acid fermentation performance. The H3PO4-pretreated hydrolysate possessed the minimum inhibitory concentration up to 1.84 g/L was mentioned for E. coli AS1600a during the succinate production [17]. In their study, the detoxification by adjusting the hydrolysate to pH 9 by NH4OH was adopted to lower the toxicity of inhibitors in the hydrolysate. B. coagulans IPE22 showed significant growth inhibition at 1.0 g/L formate, 3.0 g/L furfural and 2.0 g/L 5-HMF, respectively [6]. And IPE22 exerted excellent ability to resist acetate and vanillin.
CCR-negative strains were desirable for biochemicals production from mixed sugars derived from lignocellulosic biomass. Some strains such as E. coli [17] and B. coagulans [6] have been reported to utilize glucose, xylose and arabinose simultaneously without CCR. Engineered E. coli AS1600a offers co-transporting glucose and xylose with the same transporter in which the CCR regulation is relieved. Thus it may efficiently generate ATPs from glycolysis, and conserving them for xylose metabolism via the pentose phosphate pathway.
SSCF of cellulose solid fraction
Acid pretreatment could effectively dissolve hemicellulose and lignin. Approximately 40% (w/w) of CS was hydrolyzed through pretreatment and 60% (w/w) residues were retained at a dry biomass loading of 10% (w/v). For 60 g/L pretreated CS solid fraction with a pre-hydrolysis time of 12 h, the maximum of glucose and xylose were obtained (Fig. 1.B). Microbial consortium DUT50 simultaneously utilized Xylose and glucose were utilized simultaneously and completely consumed within 28 h. At the end of the fermentation, a lactic acid concentration of 29.06 g/L, with a yield to solid of pre-CS of 0.56 g/g was produced. It was observed that lactic acid productivity via the SSCF process at 60 g/L pretreated CS solid fraction was higher than that of 100% (v/v) hydrolysate fraction. This is the cause of toxicity of inhibitors in hydrolysate liquor and low utilization rate of xylose. Generally, the washing process was applied to remove the inhibitors remained in solid fraction and adjust pH to neutral. As a matter of fact, the washing-based detoxification and neutralization process would inevitably generate considerable wastewater and increase operating cost. In this study, the operation of washing detoxification was omitted and the solid fraction was directly utilized to produce lactic acid. A comparable yield of 0.56 g/g to solid was obtained and the obtained concentration was not competitive due to the low dry biomass loading.
SSCF of acid-pretreated corn stover
Actually, the utilization of both hemicellulose hydrolysate liquor and cellulose solid fraction derived from lignocellulosic biomass was suggested to preferably sustainable productions of biofuels and biochemicals with reducing waste liquid generation. Therefore, the SSCF of pretreated CS including hydrolysate liquor and solid for lactic acid production was investigated in this study. The effect of dry biomass loading from 10% (w/v) to 20% (w/v) and total inhibitors concentration from 7.34 g/L to 10.90 g/L on LA production were evaluated by microbial consortium DUT50. Figure 2 showed LA production via the SSCF process from non-detoxified acid-pretreated CS by microbial consortium DUT50 under different dry biomass loading. The similar sugars utilization and lactic acid production pattern was observed. Microbial consortium DUT50 was able to grow and produce lactic acid from non-detoxified hydrolysate of CS and had a significant tolerance to total inhibitors up to 10.90 g/L. The total inhibitors included 1.16 g/L citric acid, 2.88 g/L acetic acid, 2.46 g/L furfural, 2.20 g/L 5-HMF and 2.20 g/L vanillin. The increased total inhibitors concentration hardly affected the consortia growth, as well as the consumption of xylose and glucose. This is the reported highest inhibitors concentration capable for the cell growth of LA production.
For most microorganisms, xylose and glucose usually could not be simultaneously metabolized and the xylose consumption started only when almost no glucose remained in the medium. In our study, it is also noticed that xylose and arabinose were simultaneously consumed with glucose without carbon catabolite repression (CCR). The average consumption rate of xylose in media containing the mixture of glucose, xylose and arabinose was 0.12 g/(L.h) at the total inhibitors of 7.34 g/L. Xylose was slowly consumed by microbial consortium DUT50 in the presence of glucose. The reason might due to the expression of xylose catabolizing genes in DUT50 were less repressed by glucose than those in other bacteria [5]. Lactic acid concentration increased along with the dry biomass loading and total inhibitors. And the maximum lactic acid titer of 64.64 g/L with a yield of 0.45 g/g-CS was produced at the dry biomass loading of 20% (w/v) and total inhibitors of 10.90 g/L. LA yield to CS decreased when the total inhibitors and dry biomass loading increased. As a result, a yield of 0.50 g/g-CS was obtained at the dry biomass loading of 10% (w/v) and total inhibitors of 7.34 g/L. This might contribute to the high efficiency of heat and mass transfers with the decreasing of dry biomass loading.
Microbial consortium not only has significant tolerance to inhibitors derived from pretreatment, but also can utilize glucose, xylose and arabinose simultaneously without CCR effect. The characterization of thermophilic microbial consortium DUT50 showed its potential application for bioconversion of lignocellulosic biomass to lactic acid.
Optimization of SSCF process
Various influential factors in the SSCF process with microbial consortium DUT50 were investigated to achieve economic LA production. The cellulase loading, CSLP concentration, and the pre-hydrolysis time were optimized in this study.
Cellulase loading was critical for the saccharification in the SSCF process. Especially, when non-detoxified pre-CS is used, the inhibitors in hydrolysate liquor have an impact on cellulose saccharification by cellulase. The effect of cellulase loading and derived inhibitors from lignocellulose pretreatment on hydrolysis of CS was shown in Fig. 3. The results showed that increasing cellulase loading resulted in higher total sugar concentration. Despite cellulase loading higher than 35 FPU/g-CS, no significant differences were observed for glucose, xylose and arabinose concentration in non-detoxified CS. Especially, when the dry biomass loading was higher than 25% (w/v), the efficiency of enzymatic saccharification was decreased (Fig. 3E). It may be due to the fact that the excess of enzyme absorbed onto the surface of CS restricted the diffusion process through the cellulose structure. When inhibitors were removed by washing, higher total sugar concentration for the hydrolysis of solid fraction in pre-CS was obtained under the less cellulase loading (Fig. 3A). The inhibitors derived from the pretreatment of CS have adverse impact on saccharification by cellulase. The effect could be eliminated via the operation of washing, biodetoxification, sodium bisulfite addition, etc [7, 10, 17]. However, washing would generate a large quantity of waste water while biodetoxification need a long period. In addition, the hydrolyaste fraction of pre-CS was also wasted which decreased the utilization yield of the total corn stover.
CSLP is an important nutrient for LA production and was tested to improve LA productivity under the utilization of sugarcane molasses, starchy biomass and etc [14, 20, 21]. In this study, with the addition of 10–20 g/L CSLP, LA concentration increased gradually from 58.28 to 66.11 g/L, while 65.33 g/L LA was obtained with 25 g/L CSLP (Fig. 4). With the increase of CSLP addition, the consumption rate of glucose and xylose increased. And as a result, the maximum productivity was obtained with 25 g/L CSLP. Considering the economics of the SSCF process, 20 g/L CSLP was regarded as the appropriate addition of nitrogen source.
Pre-hydrolysis time was then investigated in the SSCF process by microbial consortium DUT50 (Fig. 5). As the increase of pre-hydrolysis time from 0 to 6 h, the initial reducing sugars including glucose, xylose, and arabinose were increased from 37.15 g/L to 45.46 g/L. The highest glucose concentration of 30.86 g/L, 37.50 g/L, 37.82 g/L, and 36.15 g/L were attained at 72 h, 72 h, 72 h, 60 h when the pre-hydrolysis time was 0 h, 2 h, 4 h, 6 h, respectively. The highest LA concentration of 71.04 g/L was achieved using 4 h pre-hydrolysis of pretreated CS.
The above results guided for the feasibility of pre-CS utilization without detoxification in LA production by thermophilic microbial consortium DUT50. And the optimum conditions for the SSCF process of pre-CS without the operations of solid-liquor separation and detoxification are determined to be 20% (w/v) dry biomass loading, 35 FPU/g-CS cellulase, 20 g/L CSLP and 4 h of pre-hydrolysis time. As a result, 71.04 g/L LA with a yield of 0.49 g/g-CS and a purity of L-LA of 96.8% were abtained. This is the reported highest lactic acid production from non-detoxified acid-pretreated corn stover via the SSCF process without wastewater generation.
The mechanism of microbial consortium for advanced performance
Serial dilution is an easy and efficient way to isolate the microbial consortium with the simplest community structure and target function without isolating pure strains [22, 23]. Therefore, in this study, serial dilution of original microbial consortium DUT50 in sterile saline was carried out and the performance of diluted consortia was evaluated as Fig. 6 shown. With the increasing dilution from 10− 2 to 10− 8, the performance of diluted microbial consortia decreased. The mini consortia consumed xylose slowly compared to the original microbial consortium DUT50. Bacterial community analysis showed that the genus of Lactobacillus, Bacillus, Lactococcus, and Trichococcus was eliminated after 10− 2 dilution while the abundance of Enterococcus increased over 98.50%. The results may be due to the fact that these four genera might utilize xylose efficiently. To verify this hypothesis, two strains of E. faecium DUT-S1 and DUT-S2 were isolated to utilize non-detoxified pre-CS to produce lactic acid, respectively. Xylose consumption rate was also both decreased, and 6.15 and 7.84 g/L xylose was still remained for DUT-S1 and S2 in medium after 522 h which led to low lactic acid concentration and productivity, respectively.
In addition, the synthetic consortium of E. faecium DUT-S1 and DUT-S2 were constructed to improve the utilization of non-detoxified acid-pretreated CS. The consumption rate of xylose was also observed to decrease in the synthetic microbial consortium. There was still about 7.01 g/L xylose remained in fermentation medium after 522 h by the synthetic consortium. Finally, 53.03 g/L lactic acid, with a yield of 0.36 g/g-CS was obtained by the synthetic consortium. The fermentation performance of the synthetic consortium prior to the single strain implied that the interaction mechanism of E. faecium DUT-S1 and DUT-S2 was collaboration for non-detoxified CS utilization. However, compared to DUT50, synthetic microbial consortium showed a lower lactic acid production and yield. Therefore, the low abundance of genus such as Lactobacillus, Bacillus, Lactococcus and Trichococcus strains might play an important role in xylose utilization and LA production for the utilization of non-detoxified pre-CS. Among these low abundance genus, thermophilic Bacillus and Lactobacillus strains have recently reported with homofermentative behaviors metabolizing glucose and xylose simultaneously [5, 6, 24]. Xylose could be homo-fermented to LA by B. coagulans. In addition, xylose was consumed by B. coagulans NBRC12714 with an average consumption rate of 1.35 g/(L.h) in the presence of glucose [5]. Lactobacillus pentosus FL0421 was reported to metabolize xylose via the phosphoketolase pathway at high xylose concentration and acetic acid was produced as byproduct [24]. The results presented in this study indicated that the enriched and adapted microbial consortium DUT50 consists of Enterococcus, Lactobacillus, Bacillus, Lactococcus and Trichococcus is highly functional. No other organic acid and ethanol was detected during the whole fermentation period which indicating that microbial consortium DUT50 mainly consists of homo-fermentative lactic acid bacteria and the pathway of xylose metabolism might be pentose phosphate pathway. In this study, a lactic acid titer of 71.04 g/L was obtained, which was as about 37% and 34% higher than that by single cultures of E. faecium and synthetic microbial consortium consists of Enterococcus, respectively. This is the reported highest lactic acid production from non-detoxified pretreated CS via the SSCF process without wastewater generation.