ORIGINAL RESEARCH article

Front. Plant Sci., 13 December 2024

Sec. Plant Physiology

Volume 15 - 2024 | https://doi.org/10.3389/fpls.2024.1436385

Optimization of substrate formulation for Hericium erinaceus by replacing wood by straw and their effect on enzyme activities

  • ZL

    Zhu Lu 1,2

  • LL

    Lingyun Liu 3

  • ZR

    Ziming Ren 1

  • SH

    Shuang Hu 4

  • YW

    Yue Wang 1

  • SJ

    Shujuan Ji 1

  • XW

    Xu Wang 5

  • ZD

    Zhongwei Du 5

  • YL

    Yanni Liu 1

  • YY

    Yang Yang 2*

  • YY

    Yanshen Yu 1*

  • 1. Jilin Province Vegetable and Flower Research Institute, Changchun, China

  • 2. Environment and Plant Protection Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou, China

  • 3. Engineering Research Center of Edible and Medicinal Fungi, Ministry of Education, Jilin Agricultural University, Changchun, China

  • 4. Jilin Sericulture Science Research Institute, Changchun, China

  • 5. Yanbian Academy of Agricultural Sciences, Yanbian, China

Abstract

Introduction:

China is rich in straw resources. The utilization of straw in the cultivation of edible fungi partially resolves the resource conflicts between mushroom cultivation and forest industry and also contributes to environmental protection.

Methods:

In this study, based on the technology of replacing wood by grass, the straw formula for mycelial culture of Hericium erinaceus was optimized with Simplex-lattice method commonly used in mixture design. By measuring the growth rate and the activity of lignocellulose degrading enzymes of mycelia in different formulations, and further combining with model optimization, the optimal formulation was screened and validated for mushroom cultivation.

Results:

In the experiments, different kinds of straw used as the main material showed interaction effects, further affecting the growth rate of mycelia and the activities of laccase, cellulase, and neutral xylanase. The screened optimal formula was composed of 16.3% rice straw, 59.7% cob, 20.0% wheat bran, 2.0% gypsum, 1.0% sucrose, and 1.0% calcium superphosphate. In the mushroom cultivation, 445.69 g of fresh mushroom were obtained and the biological efficiency reached 89.14%. The growth period of the first mushroom was shortened by 7-9 days. Some nutritional components of fruiting bodies, such as crude fats (6.10%), crude proteins (152.02 g/kg), K (19.71 g/kg), P (2.48 g/kg), and Se (6.06 g/kg), were significantly higher than those of the control formula.

Discussion:

These above indicators indicated that the screened formula could be applied in the high-yield and high-quality cultivation of H. erinaceus. Our study lays the foundation for expanding cultivation and strains improvement of H. erinaceus, and is conducive in promoting the rapid development of H. erinaceus industry.

1 Introduction

H. erinaceus is a precious edible and medicinal mushroom with delicious taste and high nutritional value (; ). Its fruiting bodies are rich in polysaccharide polypeptides, essential amino acids, and trace elements (; ). H. erinaceus has a variety of pharmacological properties, such as relieving gastric diseases (), anti-inflammatory (; ), anti-cancer (; ), and liver protection (; ). The wide range of medicinal values of H. erinaceus has been increasingly concerned and its demand and cultivation scale have been increasing. As a typical wood-decay fungus, H. erinaceus utilizes wood as the main raw material. However, with the rapid development of the mushroom industry in recent years, the resource conflict between mushroom cultivation and forestry has become increasingly prominent, and the expansion of the cultivation industry of edible fungi are facing difficulties. Therefore, it is necessary to search for new raw materials for H. erinaceus cultivation with the reduced cost.

China is one of the countries with the richest straw resources in the world and the average annual output of straw in China reaches 700 million tons (). Traditional straw treatment methods include open burning and landfilling, which caused waste and serious environmental pollution (; ; ). Replacing wood by grass is a new technology developed in recent years in the edible fungus industry. With the new technology, herbaceous plants (mainly gramineous plants) and waste agricultural residues were used in mushrooms cultivation. This technology can resolve the resource conflicts between mushroom cultivation and forest industry, reduce the cultivation cost of edible fungi, utilize biological resources (), decrease environmental pollution, and realize the sustainable development of edible fungus industry. At present, this technology has been widely applied in the cultivation of Auricularia auricula (), Pleurotus pulmonarius (), Pholiota microspora (), Pleurotus eryngii (), and Lentinula edodes (). In addition, Simplex-lattice method in mixing design has been applied by mushroom cultivators in the optimization of edible fungus straw cultivation formulas due to its advantages of less test points, simple statistical methods, and high fitting accuracy and has significantly increased mushroom production (; ).

During the growth process of edible fungi, they decompose lignin, cellulose, and other biomacromolecules in the substrate. In the growth process, extracellular enzymes play an indispensable role and the activities of extracellular enzymes are related to physicochemical properties of culture media, species of edible fungi, and growth stage (; ; ). At present, the extracellular enzymes of edible fungi detected in production mainly include cellulase (), xylanase (), laccase, protease () and SOD enzyme, which largely improve the utilization rate of the substrate and the growth rate of mycelium. The measured activities of these extracellular enzymes can be used to guide the high-yield cultivation of edible fungi.

In this study, we screened suitable cultivation substrates from domestic major crop straws and designed the substrate formulas with Simplex-lattice method. The relationships between mycelial growth rate and extracellular enzyme activities in different formulas were analyzed to determine suitable formulas for the cultivation of H. erinaceus. Our study lays the foundation for the large-scale cultivation of H. erinaceus with the technology of replacing wood by grass.

2 Materials and methods

2.1 Test strain

H. erinaceus 20190111, one strain with fast growth rate (4.92mm/d), high yield (biological efficiency 91.85%), and good quality screened by previous germplasm resource evaluation, was provided by the Center of Edible Fungus Research of Jilin Province Vegetable and Flower Research Institute, China.

2.2 Screening straw for the cultivation formula with wood replaced with grass

Based on the basic substrate formula (76.0% wood chips, 20.0% wheat bran, 2.0% gypsum, 1.0% sucrose, 1.0% superphosphate, and 62.0% water), all wood chips (76.0%) were completely replaced by corn straw, cob, rice straw, wheat straw, soybean straw, peanut straw and rapeseed straw, respectively. After the materials were completely mixed, spread in petri dishes (9 cm in diameter), sterilized, and then cooled for use. Round pieces (6 mm in diameter) of mycelia (cultured for 7-10 d on PDA medium at 25 °C, with darkness) were inoculated in the middle of petri dish, and the culture conditions (25 °C, dark) were invariable. When the mycelia were fully grown, draw “+” mark on the back of the petri dishes with the inoculation point as the center, and use the cross-hatch method to measure the colony diameter (; ). Use SPSS software to calculate the daily growth rate of mycelia and perform analysis of variance, with 10 biological replicates per treatment.

2.3 Design and optimization of straw formulas with wood replaced with grass

The Simplex-lattice method in the software Design-Expert 8.0.6.1, which limit the upper and lower boundaries of various components in mixture design (; ; ), was used to design and optimize straw formulas for the growth of H. erinaceus mycelia. Based on the preliminary screening results, suitable kinds of straw were selected as the main ingredient (X) to replace wood chips, and the replacement ratio of each straw were set as the level of the investigation factor. All replacement ratios need to meet Xn ≥ 0, and X1+X2+…+Xn=1. After obtaining the replacement ratio of each straw, convert it according to the addition ratio of wood chips (76%) in the formula, and finally obtain the actual addition ratio of each straw. The mycelial growth rate and the activities of laccase (), cellulase (), and neutral xylanase () of each formula were further determined and the correlation analysis was performed to establish quadratic regression models for each main material. The effects of the changes and interactions of the components in the ratios of the substrates on mycelial growth were analyzed. Further validate the authenticity of the model and optimize its parameters to maximize the response value, and finally obtain the optimal formula.

2.4 Verification test

The optimized formula and control formula were simultaneously verified in mycelial growth test and cultivation test at the Jilin Province Vegetable and Flower Research Institute. The growth conditions (25 °C, dark) in mycelial growth test were consistent with those in straw screening (section 2.2), and the mycelial growth rates were measured using cross-hatch method, and the activities of laccase, cellulase, and neutral xylanase were detected with microcalorimetry enzyme activity assay kits (COMIN, Suzhou, China). The cultivation conditions for the cultivation test were set according to , and make appropriate modifications. During the mycelial stage, the temperature was controlled at 25 °C, the relative humidity of the air was 60%, and avoid light. After 30 days, the cultivation temperature should be adjusted to 17-22 °C for post ripening (10 d), while keeping other conditions unchanged. Then transferred the mushroom bags to the mushroom room for fruiting, and provided weak scattered light. The temperature should be controlled at 15-18 °C, the air humidity was 90-95%, and the CO2 concentration was 0.03% (no special treatment was required for bud pressing). The cultivation period from inoculation to mushroom emergence was about 50-60 days, and the agronomic traits such as primordia formation time, fresh mass, biological efficiency, color, shape, firmness, fungal spines, and anti-bacteria capacity were recorded. In the above tests, 20 replicates were arranged. Furthermore, the contents of the nutrients in the fruiting bodies of H. erinaceus cultivated in two formulas were detected, including crude fat (Soxhlet method), crude protein (Kjeldahl method), crude fiber (acid-base hydrolysis method), ash (burning method, GB 5009.4-2016), and polysaccharides (phenol sulfuric acid method). Meanwhile, the trace elements (K, Ca, Fe, Zn, Mn, Cu, P, and Se) were also detected using the ICP-MS method in three replicates. The above results were comprehensively analyzed to verify the feasibility of the optimized formula. The results of mycelial growth rate, enzyme activity, nutrient contents and trace elements were analyzed by SPSS software and plotted using Origin software. The Design Expert 8.0.6.1 software was used for formula design, correlation analysis and contour drawing.

2.5 Statistical analysis

The variance analysis of mycelial growth rate, enzyme activity, nutrient contents and trace elements were conducted using SPSS software, and the corresponding figures were drawn using Origin software. The correlation analysis and linear regression analysis between mycelial growth rate/enzyme activity and various straws, as well as the corresponding contour drawing, were conducted in the Design Expert 8.0.6.1 software.

3 Results

3.1 Straw screening test

As shown in Figure 1, the mycelia growth rate was the fastest on peanut straw (4.03 mm/d) and rice straw (3.98 mm/d), which were not significantly different from that on wood chips. Next were soybean straw (3.78 mm/d), rapeseed straw (3.67 mm/d), and corn cob (3.54mm/d), with the slowest growth rate on wheat straw and corn straw. Therefore, a total of five kinds of straws (rice, soybean, peanut, rapeseed straw, and cob) were initially selected as the main substrates for mycelial culture of H. erinaceus.

Figure 1

3.2 Mixture formula and measurement results

A total of 21 formulas were designed by constraining the proportion of each ingredient in the main material with the design software (Table 1). The mycelial growth rate in formulas 1, 6, 12, and 17 was significantly faster than that in the control formula (CK). The laccase activity in formula 2 was the highest and the laccase activity in most formulas was higher than that in CK. The cellulase activity in formula 4 was the highest and much higher than that in CK. The neutral xylanase activity in Formula 8 was the highest and much higher than that in other formulas and CK. In short, different straw formulas had significant effects on the mycelial growth rate and enzyme activities of H. erinaceus, and some straws were more conducive to the production of extracellular enzymes in H. erinaceus mycelia than wood chips.

Table 1

FormulaStraw (%)Average growth rate(cm/d)Laccase activity
(nmol/min/g)
Cellulase activity (μg/min/g)Neutral xylanase (nmol/min/g)
X1
Rice straw
X2
Soybean straw
X3
Cob straw
X4
Peanut straw
X5
rapeseed straw
110000004.52 ± 0.01a77.85 ± 2.38gh749.47 ± 7.92de3658.81 ± 111.76gh
201000004.19 ± 0.07fg346.44 ± 79.87a808.19 ± 1.22bcd3607.70 ± 88.17gh
300100004.17 ± 0.06fg189.93 ± 5.81c778.12 ± 1.98cde5563.85 ± 434.66de
400010004.22 ± 0.1efg170.64 ± 8.52cd1028.87 ± 146.05a4046.91 ± 112.39gh
500001003.96 ± 0.13h135.35 ± 10.22ef809.69 ± 0.92bcd6672.49 ± 361.39c
650500004.54 ± 0.01a145.53 ± 11.37de832.29 ± 16.71bcd7673.40 ± 583.29b
750050004.27 ± 0.11def43.70 ± 5.63i861.90 ± 67.67bc6768.57 ± 573.17c
850005004.21 ± 0.02efg136.98 ± 11.47def797.00 ± 61.21bcd8859.79 ± 377.91a
950000503.8 ± 0.08i143.02 ± 4.14de572.05 ± 53.61f4790.94 ± 388.66f
1005050003.96 ± 0.09h156.45 ± 7.80de871.98 ± 58.28b5014.28 ± 216.97ef
1105005004.1 ± 0.01g99.02 ± 4.20gh833.88 ± 26.76bcd1302.72 ± 77.69j
1205000504.54 ± 0.02a284.62 ± 8.65b887.90 ± 6.50b1884.65 ± 107.93i
1300505004.39 ± 0.02bcd256.62 ± 10.33b885.74 ± 9.18b6023.20 ± 215.44de
1400500504.18 ± 0.03fg146.69 ± 1.00de869.44 ± 43.69bc4908.71 ± 177.69f
1500050504.32 ± 0.03de162.74 ± 7.32cde699.29 ± 19.55e3444.51 ± 156.56h
1660101010104.21 ± 0.09efg74.94 ± 4.48ghi848.21 ± 35.94bc6067.39 ± 375.66de
1710601010104.46 ± 0.07ab107.06 ± 3.15fg842.51 ± 33.22bc1994.17 ± 12.30i
1810106010104.34 ± 0.04cde139.88 ± 2.49de858.58 ± 22.85bc5293.96 ± 360.79ef
1910101060104.17 ± 0.09fg93.17 ± 3.19gh857.60 ± 30.43bc5050.34 ± 502.71ef
2010101010604.21 ± 0.08efg99.61 ± 4.30gh841.19 ± 14.86bc6064.74 ± 499.49de
2120202020204.27 ± 0.08def88.56 ± 6.11gh800.50 ± 14.66bcd5238.31 ± 325.40ef
CkWood chips 1004.44 ± 0.04abc68.29 ± 1.38hi816.05 ± 61.58bcd2357.59 ± 165.70i

Formula design and measurement results of culture materials.

Different lowercase letters in the table represent significant differences, whereas the same letter represents insignificant differences.

3.3 Correlation analysis

3.3.1 Correlations between mycelial growth rate and various straws of H. erinaceus

The regression equation between mycelial growth rate and each main material is expressed as: Y=4.52X1 + 4.19X2 + 4.17X3 + 4.22X4 + 3.96X5 + 0.74X1X2 - 0.30X1X3 - 0.65X1X4 - 1.76X1X5 - 0.86X2X3 - 0.41X2X4 + 1.88X2X5 + 0.76X3X4 + 0.44X3X5 + 0.90X4X5 + 103.37X12X2X3 - 280.97X12X2X4 + 67.85X12X2X5 + 78.16X12X3X4 + 64.99X1X22X3, correlation coefficient of R2 = 0.9178. (1)

Based on the variance analysis of the quadratic multiple regression model for fitting mycelial growth rate (Table 2), the P-values of the linear mixed model and the quadratic regression model were both less than 0.0001, suggesting both models fitted the relationship between the main ingredients and mycelial growth rate well, and the data could be used in the subsequent analysis. From the regression coefficients (K value) of the regression equation, it can be inferred that the effects degree of various straws on mycelial growth rate was in the following order: rice straw (KX1 = 4.52) > peanut straw (KX4 = 4.22) > soybean straw (KX2 = 4.19) > cob (KX3 = 4.17) > rapeseed straw (KX5 = 3.96). According to the analysis of variance (Table 2), the interaction terms of X1X2, X1X4, X1X5, X2X3, X2X5, X3X4, X4X5 and X1X22X3 were extremely significant (p ≤ 0.01), indicating that their interaction can significantly affect the mycelial growth of H. erinaceus. Based on the regression equation and contour plot analysis (Figure 2I): for X1X2(k=0.74, red), X1X4(k=-0.65, blue) and X1X5(k=-1.76, blue), the effect of X1 on mycelia growth was associated with the addition of X2, X4, and X5 in the formula; for X2X3 (k=-0.86, blue), X2X5(k=1.88, red) and X1X22X3(k=64.99), the effect of X2 on mycelia growth was associated with the addition of X3, X5 and X1-X3 (simultaneously add X1 and X3) in the formula; for X3X4(k=0.76, red), adding X4 to the formula can enhance the effect of X3 on mycelial growth rate, indicating that their interaction was beneficial for mycelia growth; for X4, the interaction effect (k=0.90, red) of adding X5 to the formula was beneficial for improving the mycelial growth rate.

Table 2

SourcesSun of squaresdfMean squareFP
Model2.20190.1225.26<0.0001
Linear mixed model0.2940.07315.92<0.0001
X1X20.06910.06915.100.0003
X1X30.01110.0112.50.1215
X1X40.05310.05311.490.0015
X1X50.3910.3984.73<0.0001
X2X30.09310.09320.29<0.0001
X2X40.02110.0214.570.0383
X2X50.4410.4496.14<0.0001
X3X40.07210.07215.650.0003
X3X50.02510.0255.380.0252
X4X50.1010.1021.97<0.0001
X12X2X33.347E-00313.347E-0030.730.3976
X12X2X40.03210.0326.960.0115
X12X2X53.004E-00313.004E-0030.660.4227
X12X3X41.687E-00311.687E-0030.370.5473
X1X22X30.04110.0418.960.0046
Residual0.2010.20
Lack of fit3.19E-00313.19E-0030.690.4104
Pure error0.19424.617E-003
Cor total2.4062

ANOVA for the fitted quadratic polynomial model of mycelium growth rate.

F, Evaluate whether the influence of inter group factors is significant, and larger F-value represents more significant difference between groups compared to within group differences. P, Evaluate whether the impact is statistically significant, and smaller P-value indicating the higher statistical significance of the result.

Figure 2

3.3.2 Correlation of laccase activity and various straws of H. erinaceus

The regression equation between laccase activity and each main material is expressed as: Y = 76.91X1 + 345.50X2 + 188.99X3 + 169.70X4 + 134.41X5 - 264.85X1X2 - 359.14X1X3 + 52.54X1X4 + 147.29X1X5 - 445.31X2X3 - 636.46X2X4 + 176.52X2X5 + 306.94X3X4 - 62.18X3X5 + 40.58X4X5 + 2.134E + 0.05X12X2X3 + 60765.33X12X2X4 - 1.082E + 005X12X2X5 - 1.633E + 005X12X3X4 - 46157.78X1X22X3, correlation coefficient of R2 = 0.9230. (2)

Based on the variance analysis of the quadratic multiple regression model for laccase activity (Table 3), the P-values of the linear mixed model and the quadratic regression model were both less than 0.0001, suggesting both models fitted the relationship between the main ingredients and laccase activity well, and the data could be used in the subsequent analysis. From the regression coefficients (K value) of the regression equation, it can be inferred that the effects degree of five kinds of straw on laccase activity ranked in the following decreasing order: soybean straw (KX2 = 345.50) > cob (KX3 = 188.99) > peanut straw (KX4 = 169.70) > rapeseed straw (KX5 = 134.41) > rice straw (KX1 = 76.91). According to the analysis of variance (Table 3), the p-values corresponding to the interaction terms of X1X2, X1X3, X1X5, X2X3, X2X4, X2X5, X3X4, X12X2X3, X12X2X5, X12X3X4, and X1X22X3 were all less than 0.001, indicating that their interaction can significantly affect the laccase activity of H. erinaceus. Based on the regression equation and contour plot analysis (Figure 2II): for X1X2 (k=-264.5, blue), X1X3 (k=-359.14, blue), X1X5 (k=147.25, red), X12X2X3 (k=0.05, red), X12X2X5 (k=0.05, red) and X12X3X4(k=0.05, red), the effect of X1 on laccase activity was associated with the amount of X2, X3, X5, X2-X3 and X2-X5 in the formula; for X2X3 (k=-445.31, blue), X2X4(k=-636.46, blue), X2X5(k=176.52, red) and X1X22X3(k=-46157.78), the effect of X2 on laccase activity was associated with the addition of X3, X4, X5 and X1-X3 in the formula; for X3X4(k=306.94, red), adding X4 to the formula can enhance the effect of X3 on laccase activity, indicating that their interaction was beneficial for lignin degradation.

Table 3

SourceSun of squaresdfMean squareFP
Model3.19E+051916805.7445.32< 0.0001
Linear mixed model1.16E+05429011.9678.24< 0.0001
X1X28770.318770.323.65< 0.0001
X1X316126.91116126.9143.49< 0.0001
X1X4345.111345.110.930.3401
X1X52712.5212712.527.320.0098
X2X324793.68124793.6866.87< 0.0001
X2X450647.09150647.09136.59< 0.0001
X2X53896.0913896.0910.510.0023
X3X411779.81111779.8131.77< 0.0001
X3X5483.451483.451.30.2598
X4X5205.871205.870.560.4602
X12X2X314262.73114262.7338.47< 0.0001
X12X2X41493.3711493.374.030.0511
X12X2X57637.2617637.2620.6< 0.0001
X12X3X47361.117361.119.85< 0.0001
X1X22X320709.8320709.8355.85< 0.0001
Residual15944.1643370.79
Lack of fit1299.6411299.643.730.0603
Pure error14644.5242348.68
Cor total3.35E+0562

ANOVA for the fitted quadratic polynomial model of laccase activity.

3.3.3 Correlations between cellulase activity and various straws of H. erinaceus

The regression equation between cellulase activity and each main material is expressed as: Y=751.86X1 + 810.57X2 + 780.51X3 + 1031.26X4 + 812.07X5 + 209.77X1X2 + 388.33X1X3 - 372.77X1X4 - 834.22X1X5 + 311.21X2X3 - 342.71X2X4 + 311.75X2X5 - 75.14X3X4 + 298.05X3X5 - 884.07X4X5 -1.106E + 005X12X2X3 - 96289.73X12X2X4 + 1.307E + 005X12X2X5 + 97272.77X12X3X4 + 7313.02X1X22X3, correlation coefficient of R2 = 0.8195. (3)

Based on the variance analysis of the quadratic multiple regression model for cellulase activity (Table 4), the P-values of the linear mixed model and the quadratic regression model were both less than 0.0001, suggesting both models fitted the relationship between the main ingredients and cellulase activity well, and the data could be used in the subsequent analysis. From the regression coefficients (K value) of the regression equation, it can be inferred that the effects degree of five kinds of straw on cellulase activity ranked in the following decreasing order: peanut straw (KX4 = 1031.26) > rapeseed straw (KX5 = 812.07) > soybean straw (KX2 = 810.57) > cob (KX3 = 780.51) > rice straw (KX1 = 751.86). As shown in Table 4, The p-values corresponding to the interaction terms of X1X3, X1X4, X1X5 and X4X5 were all less than 0.01, indicating that their interaction can significantly affected the cellulase activity of H. erinaceus. Based on the regression equation and contour plot analysis (Figure 2III), for X1X3(k=388.33, red), X1X4(k=-372.77, blue) and X1X5(k=-834.22, blue), the effect of X1 on cellulase activity was associated with the amount of X3, X4 and X5 in the formula; for X4, the interaction effect (k=-884.07, blue) of adding X5 to the formula was not conducive to cellulose degradation.

Table 4

SourceSun of squaresdfMean squareFP
Model4.35E+051922891.0710.28< 0.0001
Linear mixed model1.39E+05434649.8815.56< 0.0001
X1X25501.6915501.692.470.1234
X1X318855.16118855.168.470.0057
X1X417373.61117373.617.80.0078
X1X587011.88187011.8839.07< 0.0001
X2X312109.31112109.315.440.0245
X2X414684.56114684.566.590.0138
X2X512151.37112151.375.460.0242
X3X4705.911705.910.320.5764
X3X511106.83111106.834.990.0308
X4X597720.89197720.8943.87< 0.0001
X12X2X33831.7513831.751.720.1966
X12X2X43749.8613749.861.680.2014
X12X2X511148.51111148.515.010.0305
X12X3X42612.5612612.561.170.2848
X1X22X3519.851519.850.230.6315
Residual95772.73432227.27
Lack of fit8383.7318383.734.030.0512
Pure error87389.01422080.69
Cor total5.31E+0562

ANOVA for fitted quadratic polynomial model of cellulase activity.

3.3.4 Correlations between neutral xylanase activity and various straws of H. erinaceus

The regression equation between neutral xylanase activity and each main material is expressed as: Y=3646.14X1 + 3595.03X2 + 5551.18X3 + 4034.24X4 + 6659.82X5 + 16182.29X1X2 + 8650.69X1X3 + 20049.46X1X4 - 1477.11X1X5 + 1735.73X2X3 - 10076.61X2X4 - 13000.07X2X5 + 4892.99X3X4 - 4816.13X3X5 - 7639.03X4X5 - 3.971E + 006X12X2X3 - 2.700E + 006X12X2X4 + 3.354E + 006X12X2X5 + 3.235E + 006X12X3X4 - 83254.70X1X22X3, correlation coefficient of R2 = 0.9777. (4)

Based on the variance analysis of the quadratic multiple regression model for neutral xylanase activity (Table 5), the P-values of the linear mixed model and the quadratic regression model were both less than 0.0001, suggesting both models fitted the relationship between the main ingredients and neutral xylanase activity well, and the data could be used in the subsequent analysis. From the regression coefficients (K value) of the regression equation, it can be inferred that the effects of five kinds of straw on neutral xylanase activity ranked in the following decreasing order: rapeseed straw (KX5 = 6659.82) > cob (KX3 = 5551.18) > peanut straw (KX4 = 4034.24) > rice straw (KX1 = 3646.14) > soybean straw (KX2 = 3595.03). As shown in Table 5, except for X1X5, X2X3, and X1X22X3, the p-values of other f interaction terms were less than 0.01, indicating that other interaction terms all can significantly affect the neutral xylanase activity of H. erinaceus. Based on the regression equation and contour plot analysis (Figure 2IV), for X1X2(k=16182.29, red), X1X3(k=8650.69, red), X1X4(k=20049.46, red), X12X2X3 (k=0.06, red), X12X2X4 (k=0.06, red), X12X2X5 (k=0.06, red) and X12X3X4(k=0.06, red), adding X2, X3, X4, X2-X3, X2-X4, X2-X5 or X3-X4 to the formula can enhance the effect of X1 on neutral xylanase activity, indicating that their interaction was beneficial for the hemicellulose degradation; for X2, the interaction effect of adding X4 (k=-10076.61, blue) or X5 (k=-13000.07, blue) to the formula was not conducive to hemicellulose degradation; for X3X4 (k=4892.99, red) and X3X5 (k=-4816.13, blue), the effect of X3 on neutral xylanase activity was associated with the amount of X4 and X5 in the formula; for X4, the interaction effect (k=-7639.03, blue) of adding X5 to the formula was not conducive to hemicellulose degradation.

Table 5

SourceSun of squaresdfMean squareFP
Model2.13E+08191.12E+0799.29< 0.0001
Linear mixed model6.07E+0741.52E+07134.06< 0.0001
X1X39.36E+0619.36E+0682.7< 0.0001
X1X45.03E+0715.03E+07444.23< 0.0001
X1X52.73E+0512.73E+052.410.1278
X2X33.77E+0513.77E+053.330.075
X2X41.27E+0711.27E+07112.21< 0.0001
X2X52.11E+0712.11E+07186.77< 0.0001
X3X42.99E+0612.99E+0626.46< 0.0001
X3X52.90E+0612.90E+0625.63< 0.0001
X4X57.30E+0617.30E+0664.49< 0.0001
X12X2X34.94E+0614.94E+0643.64< 0.0001
X12X2X42.95E+0612.95E+0626.07< 0.0001
X12X2X57.34E+0617.34E+0664.85< 0.0001
X12X3X42.89E+0612.89E+0625.54< 0.0001
X1X22X367375.87167375.870.60.4445
Residual4.87E+06431.13E+05
Lack of fit2.36E+0512.36E+052.140.1507
Pure error4.63E+06421.10E+05
Cor total2.18E+0862

ANOVA for the fitted quadratic polynomial model of neutral xylanase activity.

3.4 Formula optimization and validation test

Based on the above regression equations, the expected response values of the evaluation indices were analyzed and set and then the formula with wood replaced by grass for the mycelial growth of H. erinaceus was optimized as follows: 16.3% rice straw, 59.7% cob, 20.0% wheat bran, 2.0% gypsum, 1.0% sucrose, and 1.0% calcium superphosphate. The validation results of plate test and mushroom production (Table 6) showed that mycelial growth rate, laccase activity, cellulase activity, and neutral xylanase activity of the optimized formula were better than that of control formula. The differences in agronomic traits or fruiting body morphology between the optimized formula and the control formula were not significant, but the differences in the contents of nutrients in fruiting bodies were significant. The contents of crude fats, crude proteins, K, P, and Se in the optimized formula were significantly higher than those in the control, but the contents of crude fibers, crude polysaccharides, Ca, Fe, Zn, and Cu in the optimized formula were lower. The results indicated that the optimized formula could replace the conventional wood chip formula for the cultivation of H. erinaceus.

Table 6

CategoriesTest itemsVFCK
Mycelia stageMycelia growth rate (mm/d)4.55 ± 0324.43 ± 0.11
Laccase activity (U/g)80.67 ± 1.7668.29 ± 2.02
Cellulase activity (U/g)858.98 ± 4.19816.05 ± 8.25
Neutral xylanase activity (U/g)6075.54 ± 78.452357.59 ± 61.12
Mushroom emergence periodPrimordium formation time (d)78
Average fresh weight (g)445.69 ± 5.49462.45 ± 3.87
The fertility period of the first mushroom crop50-5357-59
Average biological conversion rate (%)89.14 ± 1.2392.49 ± 3.46
Fruiting body colorwhitewhite
Fruiting body shapeRound, monkey head-shapedRound, monkey head-shaped
Fungal spinesLongLong
Firmness of fruiting bodyTight and compactTight and compact
Disease resistanceStrongStrong
Ingredients of fruiting bodyCrude fats (%) DW6.10 ± 0.115.28 ± 0.12
Crude proteins (g/kg) DW152.02 ± 0.3982.03 ± 0.59
Crude fiber (%) DW15.11 ± 0.1317.00 ± 0.39
Ash content (%) DW7.78 ± 0.147.00 ± 0.08
Crude polysaccharides (mg/g) DW343.1 ± 0.55435.13 ± 3.15
Water content (%)65.72 ± 0.0764.26 ± 0.11
K (g/kg) DW19.71 ± 0.2810.03 ± 0.09
Ca (mg/kg) DW240.63 ± 10.34340.63 ± 10.34
Fe (mg/kg) DW88.04 ± 1.13111.21 ± 2.20
Zn (mg/kg) DW10.45 ± 0.2228.53 ± 0.85
Mn (mg/kg) DW4.37 ± 0.184.87 ± 0.06
Cu (mg/kg) DW8.10 ± 0.0610.10 ± 0.34
P (g/kg) DW2.48 ± 0.151.53 ± 0.12
Se (ug/kg) DW6.06 ± 4.422.08 ± 0.27

Comparison between optimized formula and control formula.

4 Discussion

The cultivation substrate for edible fungus was usually composed of main material, auxiliary materials and water, providing carbon source, nitrogen source, and trace elements for the growth and development of mycelia and fruiting bodies. It was one of the three elements (strains, cultivation substrate, and cultivation technology) in the production of edible fungi. An appropriate cultivation formula can improve the growth state of edible fungi and reduce the cultivation cost. In recent years, the technology of replacing wood by grass has been used to optimize the cultivation formula of edible fungi. The technology resolved the resource conflicts between mushroom cultivation and forest industry and reduced the production cost. H. erinaceus is an important edible and medicinal mushroom and its cultivation area gradually increases. Therefore, the optimization of cultivation formula of H. erinaceus is important. In this study, corn straw, cob, rice straw, wheat straw, soybean straw, peanut straw, and rapeseed straw were collected in China and used in the optimization of mycelial growth formula of H. erinaceus, in order to obtain a high-yield and high-quality straw cultivation formula for the sustainable development of H. erinaceus industry.

With Simplex-lattice method, the quantitative relationships between matrix ratios and evaluation indexes were firstly explored, and expected response values were then set based on the quantitative relationships and actual production demands in order to optimize the formula. Simplex-lattice method has been successfully used to optimize the formulas of Waffle ice cream cones () and novel adsorbent materials () and the concentrations of O2 and CO2 for the purposes of maintaining the quality of mango fruits and extending the shelf life (). In recent years, the method has also been well applied in edible fungus cultivation. With the method, optimized a high-yield formula of Pleurotus pulmonarius, which increased biological efficiency by 15.2% and shortened the fertility period by 6 days. used the method to optimize a high-yield formula of Grifola frondosa, which increased the yield by 39.97% and the biological efficiency by 38.53% compared to its control formula. In this study, we also optimized a formula with wood replaced by grass for the mycelial growth of H. erinaceus by setting the expected response value of each evaluation index according to the major crop straw resources in Jilin Province. The biological efficiency of this optimized formula (89.14%) was much higher than that (69.77%) of the wheat straw-based formula (). The fertility period of the first mushroom crop was shortened by 7 to 9 days, and even 1 to 2 days shorter than the results of . Its average fresh biomass was also higher than that cultivated from rice straw by . In short, the optimized formula could be used as an advantageous formula for H. erinaceus cultivation.

The quantitative relationship between each main material and evaluation indexes is the key to further optimize the cultivation formula. In the designed formulas of five kinds of agricultural straw selected in this study, it was found that the interactions between different kinds of straw affected the evaluation indexes such as mycelial growth rate, laccase activity, cellulase activity, and neutral xylanase activity. The interactions between two kinds of straw (soybean straw-rapeseed straw; peanut straw-rapeseed straw) positively contributed to the mycelial growth of H. erinaceus and the above combinations of two kinds of straw could maximize the contribution. With the same method, studied sand-washing residual mud-based low-carbon gelling materials and also found the interaction between various factors. also obtained the same results in the study on the formula of Pleurotus djamor. The positive interaction between different kinds of straw might be interpreted as follows. The straw combination provided a more suitable C/N ratio and physicochemical conditions for the mycelial growth of edible fungi (). Carbon and nitrogen sources are important factors affecting lignin degradation and production of extracellular enzymes by fungi. When various media with different C/N were used to cultivate Pleurotus geesterani, the activities of extracellular enzymes, such as laccase and hemicellulase showed significant differences. The limited supply of carbon and nitrogen nutrients could stimulate the fungus to synthesize lignin-degrading enzymes. The mixture of carbon sources showed the more significant stimulation action than a single carbon source ().

In mushroom formulas studies, the quality and nutrient contents of fruiting bodies were also important agronomic traits for evaluate formulas. Cultivation substrates affect the nutrient composition and nutrient contents of mushroom (; ; ). In our study, we found that the contents of K, P and other trace elements in the fruiting bodies of optimized formulas were significantly improved because H. erinaceus might better absorb trace elements from cob and rice straw and convert them into own nutritional components. Edible fungi have always been an important source of high-quality proteins (; ) and the protein content in H. erinaceus is even higher than that in most edible fungi (). found that the protein contents of H. erinaceus are greatly affected by fruiting temperature. Each strain has the ability to produce fruiting bodies at different temperatures (15 °C, 20 °C, and 25 °C), but the protein content varies greatly. Among them, the protein content of strain He Ankara reached a maximum of 19.7% at 20 °C. cultivated H. erinaceus with different crop formulas, and found that carbon nitrogen ratio (C/N) was an important factor affecting the protein content of fruiting bodies. When the nitrogen content in the formula is high, the protein content of the fruiting body is also high (up to 19.33%). In the fruiting bodies obtained with the optimized straw cultivation formula in this study, the content of crude proteins was 152.02 g/kg (15.2%), significantly higher than that of the conventional wood chip formula. The differences between the results of Atila and Jahedi may be caused by differences in strains, fruiting temperature, and the carbon nitrogen ratio of formulas. In the future, we can achieve high protein targeted improvement of H. erinaceus 20190111 by adjusting the temperature and formula carbon nitrogen ratio, providing high-quality strain for the H. erinaceus industry.

5 Conclusion

In this study, a straw cultivation formula was optimized with Simplex-lattice method: 16.3% rice straw, 59.7% cob, 20.0% wheat bran, 2.0% gypsum, 1.0% sucrose, and 1.0% calcium superphosphate. We also found that the mixtures of different kinds of straw as the main material would produce the interactions and affect the mycelial growth rate, laccase activity, cellulase activity, and neutral xylanase activity. In the mushroom production validation experiments, the biological efficiency of the optimized formula was as high as 89% and the fertility period of the first crop of mushrooms was shortened by 7 - 9 days. In addition, the contents of crude proteins and crude fats were also significantly increased. The optimized formula can be used in the production of H. erinaceus. This study lays the foundation for expanded cultivation and targeted breeding of varieties of H. erinaceus, and is conducive to the rapid development of H. erinaceus industry.

Statements

Data availability statement

The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors.

Author contributions

ZL: Writing – original draft, Software, Methodology, Data curation, Conceptualization. LL: Writing – original draft, Methodology, Data curation. ZR: Writing – original draft, Methodology. SH: Writing – original draft, Methodology, Data curation. YW: Writing – original draft, Methodology. SJ: Writing – original draft, Methodology. XW: Writing – original draft, Methodology. ZD: Writing – original draft, Methodology. YL: Writing – original draft, Methodology. YY: Writing – review & editing, Writing – original draft, Methodology, Conceptualization. YSY: Writing – review & editing, Methodology, Conceptualization.

Funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Basic Scientific Research Projects in Provincial Departmental Budgets (2022-2024), the Jilin Province Agricultural Key Core Technology Demonstration and Promotion (Industrial Technology System) Projects (JARS-2024-0601), and the Central Public-interest Scientific Institution Basal Research Fund (No. 1630042022003, No. 1630042022020).

Acknowledgments

We thank TopPaper for its linguistic assistance during the preparation of this manuscript.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

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Summary

Keywords

Hericium erinaceus, substrate formulation, replacing wood by grass, simplex-lattice method, enzyme activity

Citation

Lu Z, Liu L, Ren Z, Hu S, Wang Y, Ji S, Wang X, Du Z, Liu Y, Yang Y and Yu Y (2024) Optimization of substrate formulation for Hericium erinaceus by replacing wood by straw and their effect on enzyme activities. Front. Plant Sci. 15:1436385. doi: 10.3389/fpls.2024.1436385

Received

22 May 2024

Accepted

21 November 2024

Published

13 December 2024

Volume

15 - 2024

Edited by

Cristina Cruz, University of Lisbon, Portugal

Reviewed by

Inês Ferreira, Universidade de Lisboa, Portugal

Qianwen Zhang, Mississippi State University, United States

Shwet Kamal, ICAR-Directorate of Mushroom Research, India

Updates

Copyright

*Correspondence: Yang Yang, ; Yanshen Yu,

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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