Co-production of amino acid-rich xylooligosaccharide and single-cell protein from paper mulberry by autohydrolysis and fermentation technologies
Biotechnology for Biofuels and Bioproducts volume 15, Article number: 1 (2022)
Autohydrolysis is an extensively investigated pretreatment method due to its environmental friendliness. During autohydrolysis, most xylan from hemicellulose can be converted into xylooligosaccharides (XOS), and cellulose in the autohydrolyzed residues can be transformed into glucose after enzymatic hydrolysis. Both of these are value-added biochemicals in the biorefining process. In this work, paper mulberry (PM), which contains abundant protein, was utilized as a raw material to coproduce XOS and single-cell protein (SCP) through autohydrolysis and fermentation technologies.
The results showed that 8.3 g of XOS and 1.8 g of amino acids could be recovered in the autohydrolysate (based on 100 g raw material) after autohydrolysis (170 °C, 1 h). Moreover, 5.7 g of low-DP XOS along with 1.8 g of amino acids could be further obtained from the autohydrolysate after hydrolysis with endo-β-1-4-xylanase. In addition, 20.1 g of fermentable monosaccharides was recovered after hydrolyzing the autohydrolyzed PM with cellulase, which can be used to produce 4.8 g of SCP after fermentation with Candida utilis.
As a valuable application of PM, a novel process is proposed to coproduce amino acid-rich XOS and SCP through autohydrolysis. The carbohydrate of PM is effectively converted to high value-added products.
Paper mulberry (Broussonetia papyrifera, PM), a hardwood from the Moraceae family, is widely distributed in East and South Asia and exhibits fast growth, ease of breeding, strong tillering ability, and pruning resistance [1, 2]. In East Asia, the plant cortex of PM is widely used as a raw material for paper manufacture , and the fruit from PM is used as a traditional medicinal for its pharmacological effects such as antioxidant , anti-inflammatory , and immunomodulation activities , and as a treatment for Alzheimer’s disease . Additionally, the leaves of PM are ensilaged for livestock farming due to their rich dietary fiber. However, the branches and twigs remain unutilized components of PM. Interestingly, these branches and twigs contain not only cellulose, hemicellulose and lignin as regular lignocellulosic biomasses but also abundant protein. Hence, the branches and twigs of PM are attractive substrates for the biorefinery process to obtain hemicellulose and cellulose as high-value products as well as providing other biomass . However, it is difficult to effectively separate hemicellulose from cellulose due to their compact structure. Therefore, an appropriate pretreatment method is necessary for the coproduction of amino acid-rich XOS and fermentable monosaccharides from PM. Through pretreatment, most of the xylan in the hemicellulose can be converted into value-added chemicals such as xylooligosaccharides (XOS) and xylose, and the cellulose can be enzymatically hydrolyzed into glucose for further fermentation . Meanwhile, the protein can be degraded into amino acids. Therefore, the pretreatment method is the key to the efficient utilization of PM.
Among all pretreatment technologies, autohydrolysis is considered an economical, ecofriendly, and concise pretreatment method, because it is a reagent-free treatment that relies only upon temperature and pressure to both deacetylate xylan and increase the efficiency of enzymatic hydrolysis . Moreover, XOS, as one of the value-added biochemicals depolymerized from xylan, is the main product of lignocellulose autohydrolysis . Furthermore, in terms of the autohydrolysis of protein-rich lignocellulose, solubilized xylan can be obtained mainly in the form of XOS, and the protein can be degraded into amino acids that can be further purified for valuable prebiotic applications . Hence, autohydrolysis was used in this work to coproduce amino acid-rich XOS and fermentable monosaccharides from PM.
XOS, a type of functional oligosaccharide generated from hemicelluloses during autohydrolysis, are beneficial feed additives in human and animal diets . Chemically, XOS are oligosaccharides made of 2–10 xylose molecules connected by β-(1, 4) linkages . XOS with low degrees of polymerization (DP ≤ 6), especially xylobiose and xylotriose, are particularly beneficial, because they are fermented in the hindgut and provide prebiotic effects to the consumer via selective stimulation of beneficial bacteria such as Bifidobacteria or Lactobacilli. Furthermore, research has shown that XOS can help reduce populations of pathogenic bacteria such as Escherichia coli [12, 13]. Based on these benefits, the demand for XOS has increased since the turn of the century. On the other hand, amino acids can be obtained as byproducts after autohydrolysis. Like XOS, amino acids are high-value biochemicals that can be added to the diets of humans and animals, especially essential amino acids. Essential amino acids cannot be synthesized in the human or animal body and must be ingested from food . Hence, the XOS and the amino acids recovered in the autohydrolysate can be purified for further applications. Moreover, the autohydrolyzed PM can be enzymatically hydrolyzed by cellulase to produce fermentable monosaccharides.
Additionally, the fermentable monosaccharides obtained from enzymatic hydrolysis residues can be utilized for microbial fermentation. One of the topical fermentation products is single-cell protein (SCP). As a value-added biochemical, SCP is widely used in the agricultural field. SCP refers to the protein derived from cells of microorganisms grown on various carbon sources during fermentation . Due to its high protein content, SCP is also called a bioprotein or microbial protein and has the potential to serve as an alternative to plant protein sources . Compared with plant protein sources, SCP production is not subject to seasonality, nor does it rely on large areas of land and abundant water supply. SCP can be produced by various kinds of microorganisms, including yeast (e.g., Candida utilis), bacteria (e.g., Cupravidus nectar), and algae (e.g., Chlorella vulgaris) [16, 17]. Among those, yeast is the best choice because of its high protein content, rapid growth rate, lack of pathogenicity, fast digestibility, and overall palatability . Candida utilis is a typical yeast strain for producing SCP, and it can utilize agricultural residues, industrial waste and other materials as substrates [19,20,21]. Therefore, enzymatic hydrolysates rich in fermentable monosaccharides from biorefinery processing are an ideal substrate to produce SCP.
In this work, a process was investigated for the coproduction of amino acid-rich XOS and SCP through autohydrolysis by utilizing the branches and twigs of PM. After autohydrolysis, hemicellulose was depolymerized into XOS, while the protein was hydrolyzed into amino acids. Afterward, the autohydrolysate and autohydrolyzed PM were hydrolyzed by endo-β-1–4-xylanase and cellulase to obtain low-DP XOS (degree of polymerization ≤ 6) and fermentable monosaccharides. Candida utilis was used to convert the fermentable monosaccharides into SCP. The obtained low-DP XOS, amino acids and SCP can be utilized for further applications.
Results and discussion
Compositional analysis of autohydrolyzed PM
In this work, the autohydrolysis pretreatment was carried out at 150 °C–190 °C for 1 h to evaluate how PM responded to the increase in autohydrolysis severity. The chemical compositions of autohydrolyzed PM, the recovery yield of glucan, and the removal yields of xylan, lignin and crude protein are shown in Table 1.
According to Table 1, the major components of PM are 39.4% glucan, 22.1% xylan, 24.9% lignin (acid-insoluble + acid-soluble), 6.6% crude protein and 4.3% extractive. It was found that increasing the autohydrolysis pretreatment contributed to a lower solid recovery yield. Specifically, the solid recovery yield decreased from 91.7 to 63.7% as the reaction temperature increased from 150 to 190 °C. Moreover, the glucan recovery yield decreased from 98.9 to 86.2%, while the xylan removal yield increased from 7.5 to 83.1%. The glucan yield and xylan yield are consistent with those of other hardwood, such as tulip trees . The reason for the results was that the autohydrolysis pretreatment leads to hydrolysis of most hemicelluloses along with a small amount of cellulose . For lignin, the degree of delignification increased from 14.3 to 16.7% when the temperature was increased from 150 to 170 °C. However, when the temperature was increased from 170 to 190 °C, the removal yield decreased from 16.7 to 1.1%. This result can be attributed to the newly formed pseudolignin, which is derived from the byproducts from cellulose and hemicellulose [22, 24]. Only 16.7% of the original lignin was removed at 170 °C, suggesting that the autohydrolysis pretreatment results in the dissolution of a small portion of lignin. Sun et al. reported that 26% of the original lignin in eucalyptus was removed by autohydrolysis at 180 °C for 15 min, and Batalha et al. reported that 50% of the original lignin in sugarcane bagasse was removed by autohydrolysis at 180 °C for 40 min [25, 26]. The types of lignocellulosic materials respond differently to delignification under autohydrolysis conditions.
In addition, the crude protein content in PM was 6.6%. Compared with other lignocellulosic biomasses, such as poplar (0.03%) and larch (0.61%), PM is abundant in protein, which makes it a promising resource for amino acid production. The protein in PM can be degraded into amino acids during autohydrolysis pretreatment. As shown in Table 1, the degradation yield of protein increased from 67.1 to 87.4% when the temperature was increased from 150 to 190 °C. The increased yield can be attributed to the enhanced breakage of peptide bonds in protein at high temperature during autohydrolysis.
Compositional analysis of autohydrolysate
Many lignocellulosic biomasses, such as corncob and poplar, can be used to produce XOS through autohydrolysis. In contrast to conventional lignocellulosic biomasses, PM is rich in protein, which can be degraded into amino acids during the autohydrolysis process. Additionally, most hemicelluloses were hydrolyzed, with an XOS fraction arising from this degradation . To examine the effects of autohydrolysis pretreatment on XOS and amino acid production, the chemical composition of autohydrolysate was analyzed and is shown in Tables 2 and 3.
As shown in Table 2, the concentration of total XOS in the autohydrolysate displayed an increasing trend, and subsequently decreased with increasing reaction temperature. The maximum total XOS concentration was 11.0 g/L and was achieved at 170 °C. However, when the temperature was over 170 °C, the total XOS yield declined, because the original xylan was depolymerized into xylose or excessively degraded to dehydration products. The highest total XOS yield of 37.4% (170 °C,1 h) was in good agreement with other lignocellulosic biomasses, such as eucalyptus and mango seed shell, which were 42% and 39%, respectively [27, 28]. Generally, the most effective XOS as a prebiotic for feed additives are those with degrees of polymerization less than or equal to 6. Hence, the abundance of these target XOS was analyzed for the hydrolysate from PM with increasing pretreatment temperature (Table 2). According to Table 2, the low-DP XOS yield was 10.5% at 170 °C, which means that 26.9% XOS (DP > 6) was formed. The XOS (DP > 6) content shows great potential for improving low-DP XOS production by enzymatic hydrolysis.
The results in Table 2 show that the yield of amino acids based on the original amino acid content increased with increasing reaction temperature. Considering that the optimal total XOS yield was obtained at 170 °C and that the optimal amino acid yield was 32.6% at 190 °C, which was only slightly higher than that at 170 °C (28.8%), the optimal temperature for amino acid and XOS production was 170 °C. Amino acids have been used in the diets of agricultural animals since the 1950s . Hence, the amino acids found in the hydrolysate could be used as a byproduct and added to the diet of agricultural animals. The specific types and amounts of amino acids are listed in Table 3. Among the 17 amino acids in the autohydrolysate, 9 are essential amino acids for animals, including threonine, valine, methionine, isoleucine, leucine, phenylalanine, lysine, histidine and arginine, which together accounted for 45.9% of the total amino acid fraction. The amino acids recovered in the autohydrolysate showed the potential to be used as feed additives after purification.
Optimization of the enzymatic hydrolysis of autohydrolysate
In vitro assays have proven that intestinal bifidobacteria prefer to metabolize xylobiose and xylotriose over high-DP XOS, with xylobiose usually undergoing preferential consumption from a DP-varying mixture of XOS . According to the aforementioned results, the proportion of low-DP XOS in the XOS mixture obtained from autohydrolysis pretreatment was 27.7%, which was less than desired. To increase the yield of low-DP XOS, especially the yield of xylobiose and xylotriose, a strategy of mild enzymatic hydrolysis of the autohydrolysate was performed using endo-β-1–4-xylanase. Different enzyme dosages (5%, 10% and 15%) were added to hydrolyze the autohydrolysate (170 °C, 1 h) samples. The concentrations of low-DP XOS obtained from enzymatic hydrolysis are shown in Fig. 1.
It was shown that the concentration of low-DP XOS increased with increasing enzyme dosage, and the concentration of low-DP XOS increased from 3.1 g/L to 6.6 g/L at a substrate loading of 15% (v/v) within 12 h of enzymatic hydrolysis. Moreover, the concentrations of xylobiose and xylotriose stopped increasing at this substrate loading, maintaining 2.3 g/L and 2.2 g/L until the end of 36 h of enzymatic hydrolysis, respectively. However, the concentration of XOS (3 < DP ≤ 6) continued to decline after 12 h of enzymatic hydrolysis until the end of the process. The observed increase in xylobiose and xylotriose production occurred concurrently with the decline in XOS (DP > 3), illustrating that endo-β-1–4-xylanase can effectively cleave fragments of xylobiose and xylotriose from dissolved high-DP XOS. After 12 h of enzymatic hydrolysis, 68.7% of XOS was converted into low-DP XOS, which meant that the low-DP XOS yield was 25.8% based on the original xylan in the raw material. Overall, the concentration of low-DP XOS in the autohydrolysate was increased from 3.1 g/L to 6.6 g/L after enzymatic hydrolysis by endo-β-1–4-xylanase. Furthermore, the resulting amino acids in the autohydrolysate remained at the same concentration after enzymatic hydrolysis, which meant that endo-β-1–4-xylanase showed no effect on amino acids. Based on the aforementioned results, it can be seen that the low-DP XOS along with amino acids in the hydrolysate can be recovered after purification.
Enzymatic hydrolysis of autohydrolyzed PM
To explore the effects of reaction temperature on the subsequent enzymatic digestibility of the autohydrolyzed PM to produce glucose for SCP production, glucose yield (based on autohydrolyzed PM) was calculated for each enzymatic hydrolysis experiment and is shown in Fig. 2.
Figure 2 shows that autohydrolysis pretreatment with increasing reaction temperature showed positive effects on the enzymatic digestibility of glucan in the autohydrolyzed PM. Specifically, the enzymatic digestibility of glucan to glucose increased from 23.4 to 82.3% with increasing reaction temperature from 150 to 190 °C. The enhanced removal of xylan and lignin might be responsible for the increased enzymatic digestibility . Moreover, a small amount of xylose in comparison with glucose was also found in the enzymatic hydrolysate (glucose:xylose = 4:1). Even though the highest glucose yield was obtained at 190 °C, when taking into consideration the desired XOS and amino acid yields, 170 °C was considered the optimal condition for the coproduction of these final products. Hence, the carbohydrates (glucose and xylose) in the enzymatic hydrolysate from PM autohydrolyzed at 170 °C are utilized as the carbon source in the further fermentation process.
Optimization of SCP fermentation conditions
To investigate the influence of substrate concentration on the production of SCP, the enzymatic hydrolysate was evaporated to different fermentable monosaccharide (glucose and xylose) concentrations of 25 g/L, 50 g/L and 75 g/L. The enzymatic hydrolysate before and after evaporation was analyzed by HPLC and no inhibiting compounds (formic acid, acetic acid, levulinic acid, HMF and furfural) were found. The cell concentrations of SCP produced after fermentation with different substrates are shown in Fig. 3. The consumption of fermentable monosaccharides and the accumulation of metabolites are shown in Fig. 4.
As shown in Fig. 3, the cell concentration reached 12.5 g/L after 24 h of cultivation when the substrate concentration was 25 g/L. At this time, the glucose and xylose were both completely consumed. To increase the cell concentration, the fermentable monosaccharides (glucose and xylose) in the enzymatic hydrolysate were increased to 50 g/L and 75 g/L, which resulted in cell concentrations of 16.1 g/L and 17.9 g/L after 72 h and 120 h of cultivation, respectively. Under these fermentation processes, glucose and xylose were again both completely consumed. Hence, the most effective cultivation was observed when the fermentable monosaccharide (glucose and xylose) concentration was 75 g/L after 120 h of cultivation, indicating that the higher substrate concentration stimulates yeast accumulation. According to the consumption of fermentable monosaccharides and the accumulation of metabolites in Fig. 4, the glucose in 75 g/L enzymatic hydrolysate was totally consumed after 36 h of shake-flask cultivation, and the xylose was consumed after 120 h of cultivation. In addition, this phenomenon was verified when the concentration of fermentable monosaccharides in the enzymatic hydrolysate was 25 g/L and 50 g/L, which meant that Candida utilis utilized glucose in the substrate first and then utilized xylose in the substrate after the glucose was completely consumed. Overall, the optimal substrate concentration for SCP production was enzymatic hydrolysate (170 °C, 1 h) with 75 g/L fermentable monosaccharides (glucose and xylose).
To evaluate the feasibility and efficiency of the coproduction process, a mass balance (based on 100 g of dried PM) throughout the whole process is summarized in Fig. 5. Under the conditions of autohydrolysis at 170 °C for 1 h, 72.4 g of solid was recovered from 100 g of dried PM, including 35.9 g of glucan and 10.1 g of xylan. In the autohydrolysate, 8.3 g of XOS, including 2.3 g of low-DP XOS, and 1.8 g of amino acids could be recovered. The total XOS yield and low-DP XOS yield were 37.4% and 10.5%, respectively. Moreover, 28.8% of the original protein was recovered in the autohydrolysate in the form of amino acids. After 12 h of enzymatic hydrolysis of the autohydrolysate with endo-β-1–4-xylanase (15% enzyme dosage), 5.7 g of low-DP XOS (25.8%) and 1.8 g of amino acids (28.6%) were obtained. Then, by enzymatic hydrolysis of the autohydrolyzed PM (170 °C, 1 h), 20.1 g of fermentable monosaccharides (16.2 g of glucose and 3.9 g of xylose) could be obtained for fermentation to produce 4.8 g of SCP. These results indicate that the branches and twigs of PM show good performance in XOS and fermentable monosaccharide production. Chen et al. reported that 14.4 g of XOS and 30.4 g of glucose could be recovered from 100 g of reed scraps after autohydrolysis at 170 °C for 30 min . Neto et al. reported the optimization of XOS production through the hydrothermal pretreatment of Eucalyptus . The sawdust from Eucalyptus shows the potential for the production of XOS, containing 60 mg of XOS per gram of Eucalyptus. However, no amino acids were reported to be found in autohydrolysate from these reported lignocellulosic biomasses. Due to its high protein content, PM is an excellent raw material to coproduce the amino acid-rich XOS and SCP through autohydrolysis, enzymatic hydrolysis, and fermentation.
In this study, a new process was proposed to obtain amino acids, low-DP XOS and SCP from PM through autohydrolysis. After autohydrolysis (170 °C, 1 h) and enzymatic hydrolysis (15% enzymatic dosage), 6.6 g/L low-DP XOS and 2.4 g/L amino acids were produced from autohydrolysate. Autohydrolyzed PM was used to produce fermentation monosaccharides for SCP, and 17.9 g/L SCP was obtained from enzymatic hydrolysate with 75 g/L fermentable monosaccharides. These products, including amino acid-rich XOS and SCP showed the potential to make progress toward the industrialization of a composite feed additive as a high-value application based on low-cost autohydrolysis.
Materials and reagents
The branches and twigs of PM were harvested from the planting at the Guangzhou Academy of Forestry. After air-drying for 24 h, the branches and twigs were ground and sieved through a 40-mesh sieve. The resultant PM sawdust was stored at room temperature until processing. The crude endo-β-1–4-xylanase used in this study was produced from Trichoderma reesei and provided by Jiangsu Kangwei Biotechnology Co., Ltd. of China. The measured enzyme activity was 30 U/mL. Commercial cellulase (Cellic® CTec.2.0) was provided by Novozymes North America (Franklinton, NC). Bradford reagent and bovine serum protein standard solution were purchased from Sigma–Aldrich (Shanghai, China). Other chemicals, such as H2SO4, MgSO4, CaCl2, KH2PO4 and (NH4)2SO4, were of analytical grade and were purchased from Nanjing Reagent Company (Nanjing, China).
Autohydrolysis of PM
For autohydrolysis pretreatment, 7 g of PM sawdust (based on dry weight) was pretreated in a sealed 100 mL reactor held in an oil bath at 150 °C, 160 °C, 170 °C, 180 °C or 190 °C for 1 h. The heat-up time was 30 min. An appropriate volume of deionized water was added to the vessel to set the final solid-to-liquid ratio at 1:10. After pretreatment, the reactors were cooled by submersion in an ice water bath for 15 min. The solid and liquid fractions were separated by vacuum filtration, and the solid fraction was washed with distilled water until the pH of the filtrate reached 7.0. The washed solid fraction and liquid fraction were refrigerated at 4 °C for the following experiments. The recovery yields of solids and glucan, the removal yields of xylan and lignin and the degradation yield of protein were calculated using the following formulas.
Enzymatic hydrolysis of autohydrolysate
Before enzymatic hydrolysis, the autohydrolysate was first centrifuged, and filtered to remove suspended solid fractions. Next, the pH of the autohydrolysate was adjusted using 1 M citrate buffer to reach ~ 4.8. Ten milliliter samples with adjusted pH values were mixed with endo-β-1–4-xylanase at substrate loadings of 5%, 10%, and 15% (v/v). The enzymatic hydrolysis assays were performed in a constant temperature oscillator (50 °C, 150 rpm) for 36 h. Aliquots (0.5 mL) were taken at 4 h, 8 h, 12 h, 24 h and 36 h for HPAEC (high-performance anion exchange chromatography) analysis of the amount of low-DP XOS.
Enzymatic hydrolysis of autohydrolyzed PM
Enzymatic hydrolysis of the autohydrolyzed PM was carried out by suspending the pretreated solid biomass in sodium citrate buffer (pH 4.8) at 2% glucan content (w/v) with an enzyme loading of 20 FPU/g glucan. The suspensions were incubated at 50 °C and 150 rpm for 72 h. Aliquots (0.6 mL) were taken at 4 h, 8 h, 12 h, 24 h, 36 h, 48 h, 60 h and 72 h to determine the sugar concentration by HPLC to calculate the glucose yields as follows:
Fermentation to produce SCP
To obtain specified substrate concentrations (25 g/L, 50 g/L and 75 g/L fermentable monosaccharides: glucose and xylose) from the enzymatic hydrolysate, the liquid fraction was evaporated to a particular volume by rotary evaporation. Various nutritive salts were then added to assist with fermentation, including 0.6 g/L MgSO4, 0.13 g/L CaCl2, 6 g/L KH2PO4, and 5 g/L N sources. The nitrogen sources were (NH4)2SO4 and dried corn steep liquor powder at a ratio of 2:1. The yeast strain for fermentation was Candida utilis. This experiment was carried out in 250 mL flasks with a working volume of 50 mL at 30 °C and 170 rpm for 120 h. Aliquots (1.0 mL) were taken at 4 h, 8 h, 12 h, 24 h, 36 h, 48 h, 60 h, 72 h, 96 h and 120 h for further analysis.
Chemical compositional analysis of raw and autohydrolyzed PM
The chemical compositions of raw PM and autohydrolyzed PM were analyzed according to the standard of the National Renewable Energy Laboratory (NREL) for analyzing biomass . First, 0.3 g of biomass (40 mesh) was hydrolyzed with 72% H2SO4 for 1 h. The hydrolyzed biomass was diluted to 4% H2SO4 and autoclaved at 121 °C for 1 h. The hydrolysate was filtered and oven-dried to determine the insoluble solids, and the filtrate was collected for the determination of acid-soluble lignin (UV–Vis at 205 nm and 110 Abs coefficient) and monosaccharides by HPLC (high-performance liquid chromatography) equipped with an Aminex Bio–Rad HPX-87H column and a refractive index detector. Sugar analysis was performed with 0.05 M H2SO4 solution as the mobile phase flowing at a rate of 0.6 mL/min and a column temperature of 50 °C. The content of acid-insoluble lignin was determined by the weighting method. Moreover, the crude protein was determined by using the Kjeldahl method described by AOAC .
The chemical compositional analysis of autohydrolysate
An aliquot of autohydrolysate was hydrolyzed using 4% sulfuric acid at 121 °C for 1 h to convert xylooligosaccharides into xylose. Aliquots of autohydrolysate before and after acid hydrolysis were analyzed by the same aforementioned HPLC system. The concentration of total XOS was measured by the differences in the respective xylose contents before and after acid hydrolysis. The concentration of low-DP XOS in the autohydrolysate was determined by HPAEC (Dionex ICS-3000, Thermo Fisher Scientific, Waltham, MA, USA) with a CarboPac PA 200 column (Thermo Fisher Scientific, Waltham, MA, USA) at 30 °C. Eluents of 0.1 M NaOH and 0.5 M NaOAc (sodium acetate) containing 0.1 M NaOH were used at a gradient elution of 0.3 mL/min. Low-DP XOS was detected using a Dionex ED 40 Electrochemical Detector in pulsed amperometry mode through the standard quadruple waveform. Additionally, an HPLC system equipped with an AccQ Tag amino acid analysis column and photodiode array detector was used to determine the types and concentrations of amino acids. The analysis was performed with ultrapure water, 60% (v/v) acetonitrile solution as the mobile phase flowing at a rate of 1 mL/min, and a column temperature of 35 °C. The concentration of protein in the autohydrolysate was quantified by Bradford assay . The cell concentration was determined by spectrophotometry, where the optical density of the cell suspension was measured against a standard curve (absorbance at 600 nm). The conversion of UV reading to cell biomass in g/L follows the standard curve (y = 0.38 × − 0.03, R2 = 0.9909). The concentrations of fermentable monosaccharides and metabolites in the supernatant were analyzed by the aforementioned HPLC system.
Availability of data and materials
All data generated and analyzed in this study are included in this published article.
- low-DP XOS:
XOS with low degrees of polymerization (DP ≤ 6)
National Renewable Energy Laboratory
High-performance liquid chromatography
High-performance anion exchange chromatography
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This study was funded by the National Key Research and Development Program of China (No.2019YFB1503803), and the State Key Laboratory of Pulp and Paper Engineering (Project Number 202115).
This study was funded by the National Key Research and Development Program of China (No.2019YFB1503803) and the State Key Laboratory of Pulp and Paper Engineering (Project Number 202115).
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Gu, Y., Hu, Y., Huang, C. et al. Co-production of amino acid-rich xylooligosaccharide and single-cell protein from paper mulberry by autohydrolysis and fermentation technologies. Biotechnol Biofuels 15, 1 (2022). https://doi.org/10.1186/s13068-021-02095-6
- Paper mulberry
- Amino acids
- Single-cell protein