| Literature DB >> 28911462 |
Shuang Yang1, Lu Jin1, Xiaodong Ren1, Jiahui Lu1, Qingfan Meng2.
Abstract
The influence of medium composition and cultural conditions on simultaneous yield of mycelia, intracellular polysaccharide, adenosine, and mannitol by Cordyceps militaris CGMCC 2909 was investigated with desirability functions in this study. An optimization strategy based on the desirability function approach, together with response surface methodology (RSM) has been used to optimize medium composition, and the optimal medium was obtained via the desirability as follows: yeast extract 10.33 g/L, sucrose 27.24 g/L, KH2PO4 5.60 g/L and the optimal culture conditions are initial pH 6, 25°C, rotation speed 150 r/minute, inoculum size 4%(v/v), and medium capacity 40 mL/250 mL. Under these conditions, the yield of mycelia, intracellular polysaccharide, adenosine and mannitol reached 12.19 g/L, 0.6 g/L, 61.84 mg/L, and 1.38 g/L, respectively, and the D value was 0.77. Furthermore, the polysaccharides showed significant antitumor activities against HeLa and HepG2 in vitro in a dose-dependent manner in 72 hours. At a concentration of 1000 mg/mL, the inhibition rate of polysaccharides was 92.38% and 98.79%. The IC50 for HeLa and HepG2 were 70.91 μg/mL and 97.63 μg/mL, respectively.Entities:
Keywords: Antitumor activities; Cordyceps militaris; Desirability function; Optimization; Polysaccharides
Year: 2014 PMID: 28911462 PMCID: PMC9355014 DOI: 10.1016/j.jfda.2014.01.028
Source DB: PubMed Journal: J Food Drug Anal Impact factor: 6.157
Response target, ymax, ymin and relative emphasis of Cordyceps militaris.
| Response | Polysaccharide (g/L) | Yield of mycelia (g/L) | Adenosine (mg/L) | Mannitol (g/L) |
|---|---|---|---|---|
|
| 0.05 | 1 | 5 | 0 |
|
| 1 | 15 | 100 | 2 |
|
| 0.3 | 0.3 | 0.35 | 0.05 |
Experimental variables at different levels used for the value of desirability using Plackett-Burman design.
| Variables | Units | Symbol code | Experimental values | |
|---|---|---|---|---|
|
| ||||
| Low (−) | High (+) | |||
| Peptone | g/L | X1 | 5 | 15 |
| Yeast extract powder | g/L | X2 | 5 | 15 |
| Sucrose | g/L | X3 | 10 | 30 |
| MgSO4·7H2O | g/L | X4 | 1 | 3 |
| KH2PO4 | g/L | X5 | 1 | 3 |
| ZnCl2 | g/L | X6 | 0.011 | 0.034 |
| Vitamin B1 | g/L | X7 | 0.050 | 0.150 |
| (NH4)2SO4 | g/L | X8 | 7 | 21 |
| Unassigned variable | – | X9 | – | – |
| Unassigned variable | – | X10 | – | – |
Twelve-trial Plackett-Burman design matrix for eight variables with experimental values along with the observed and predicted value of desirability.
| Run | Experimental values | Value of | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||||
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | ||
| 1 | 15 | 5 | 30 | 1 | 1 | 0.011 | 0.150 | 21 | (+) | (−) | 0.32 |
| 2 | 15 | 15 | 10 | 3 | 1 | 0.011 | 0.050 | 21 | (+) | (+) | 0.37 |
| 3 | 5 | 15 | 30 | 1 | 3 | 0.011 | 0.050 | 7 | (+) | (+) | 0.50 |
| 4 | 15 | 5 | 30 | 3 | 1 | 0.034 | 0.050 | 7 | (−) | (+) | 0.36 |
| 5 | 15 | 15 | 10 | 3 | 3 | 0.011 | 0.150 | 7 | (−) | (−) | 0.51 |
| 6 | 15 | 15 | 30 | 1 | 3 | 0.034 | 0.050 | 21 | (−) | (−) | 0.53 |
| 7 | 5 | 15 | 30 | 3 | 1 | 0.034 | 0.150 | 7 | (+) | (−) | 0.46 |
| 8 | 5 | 5 | 30 | 3 | 3 | 0.011 | 0.150 | 21 | (−) | (+) | 0.38 |
| 9 | 5 | 5 | 10 | 3 | 3 | 0.034 | 0.050 | 21 | (+) | (−) | 0.37 |
| 10 | 15 | 5 | 10 | 1 | 3 | 0.034 | 0.150 | 7 | (+) | (+) | 0.41 |
| 11 | 5 | 15 | 10 | 1 | 1 | 0.034 | 0.150 | 21 | (−) | (+) | 0.38 |
| 12 | 5 | 5 | 10 | 1 | 1 | 0.011 | 0.050 | 7 | (−) | (−) | 0.30 |
Experimental codes, ranges, and levels of the variables used for the Box-Behnken design (BBD).
| Variables | Units | Symbol code | Levels | ||
|---|---|---|---|---|---|
|
| |||||
| −1 | 0 | +1 | |||
| Yeast extract powder | g/L | X2 | 5 | 15 | 25 |
| Sucrose | g/L | X3 | 10 | 25 | 40 |
| KH2PO4 | g/L | X5 | 2 | 4 | 6 |
Experimental design and results of Box-Behnken design.
| Run | Code factor value |
| ||
|---|---|---|---|---|
|
| ||||
| Yeast extract powder | Sucrose | KH2PO4 | ||
| 1 | −1 | −1 | 0 | 0.38 |
| 2 | −1 | 1 | 0 | 0.52 |
| 3 | 1 | −1 | 0 | 0.50 |
| 4 | 1 | 1 | 0 | 0.35 |
| 5 | 0 | −1 | −1 | 0.42 |
| 6 | 0 | −1 | 1 | 0.46 |
| 7 | 0 | 1 | −1 | 0.44 |
| 8 | 0 | 1 | 1 | 0.57 |
| 9 | −1 | 0 | −1 | 0.58 |
| 10 | 1 | 0 | −1 | 0.59 |
| 11 | −1 | 0 | 1 | 0.74 |
| 12 | 1 | 0 | 1 | 0.58 |
| 13 | 0 | 0 | 0 | 0.76 |
| 14 | 0 | 0 | 0 | 0.70 |
| 15 | 0 | 0 | 0 | 0.75 |
Results of statistical analysis for the Plackett-Burman design.
| Variables | Degree of freedom | Sum of squares | Mean square |
|
| |
|---|---|---|---|---|---|---|
| Peptone | 1 | 0.000986 | 0.000986 | 6.89 | 47.41804 | 0.091809 |
| Yeast extract powder | 1 | 0.030643 | 0.030643 | 38.38 | 1473.005 | 0.016584 |
| Sucrose | 1 | 0.003917 | 0.003917 | 13.72 | 188.2801 | 0.046314 |
| MgSO4·7H2O | 1 | 0.000024 | 0.000024 | 1.08 | 1.157667 | 0.476719 |
| KH2PO4 | 1 | 0.021303 | 0.021303 | 32.00 | 1024 | 0.019888 |
| ZnCl2 | 1 | 0.001117 | 0.001117 | 7.33 | 53.71591 | 0.086329 |
| Vitamin B1 | 1 | 0.000095 | 0.000095 | 2.14 | 4.57635 | 0.278378 |
| (NH4)2SO4 | 1 | 0.00254 | 0.00254 | −11.05 | 122.1165 | 0.057453 |
| X9 | 1 | 0.000034 | 0.000034 | −1.28 | 1.634514 | 0.422575 |
| X10 | 1 | 0.000654 | 0.000654 | −5.61 | 31.44512 | 0.112347 |
| Model | 10 | 0.061315 | 0.006131 | 294.7349 | 0.045302 | |
| Error | 1 | 0.000021 | 0.000021 | |||
| Total | 11 | 0.061335 |
ANOVA results of the value of D from Box-Behnken design.
| Source | Sum of squares | Degrees of freedom | Mean square |
| |
|---|---|---|---|---|---|
| Model | 0.249543 | 9 | 0.027727 | 23.83413 | 0.001377 |
| Error | 0.005817 | 5 | 0.001163 | ||
| Total | 0.25536 | 14 |
R2 = 0.9772.
Regression analysis of the Box-Behnken design experiments.
| Source | Estimate | Standard error |
| |
|---|---|---|---|---|
|
| −0.025 | −0.012059 | 2.07316 | 0.092866 |
|
| 0.015 | 0.012059 | 1.243896 | 0.268673 |
|
| 0.04 | 0.012059 | 3.317057 | 0.021076 |
| −0.074583 | 0.01775 | −4.20183 | 0.008475 | |
| −0.0725 | 0.017054 | −4.25124 | 0.008082 | |
| −0.0425 | 0.017054 | −2.49211 | 0.055019 | |
| −0.224583 | 0.01775 | −12.6524 | 0.0001 | |
| 0.0225 | 0.017054 | 1.319351 | 0.244236 | |
| −0.039583 | 0.01775 | −2.23002 | 0.076163 |
Fig. 1Response surface and contour plots showing the mutual effects between candidate variables and desirability value. (A) Response surface plots for the value of D showing the interaction between yeast extract powder and sucrose; (B) response surface plots for the value of D showing the interaction between sucrose and KH2PO4; and (C) response surface plots for the value of D showing the interaction between yeast extract powder and KH2PO4.
Fig. 2Effect of different cultural conditions on Cordyceps militaris cultivation. (A) Effect of initial pH on C. militaris cultivation; (B) effects of initial pH on C. militaris cultivation; (C) effects of culture time on C. militaris cultivation; (D) effects of rotate speed on C. militaris cultivation; (E) effects of inoculum size on C. militaris cultivation; (F) effects of medium capacity on C. militaris cultivation. (*) yield of mycelia; (●) yield of mannitol; (■) yield of polysaccharide; (◆) yield of adenosine; (▲) value of D.
Fig. 3Inhibition of Cordyceps militaris mycelium polysaccharides at different concentrations against HeLa and HepG2 cells in 72 hours. (■) HeLa; (□) HepG2.
The IC50 of Cordyceps militaris mycelium polysaccharides for HeLa and HepG2 in 72 hours.
| Cell line | IC50 (μg/mL) |
|---|---|
| HeLa | 70.91 |
| HepG2 | 97.63 |