|Year : 2017 | Volume
| Issue : 1 | Page : 34-38
Analysis of soluble proteins in natural Cordyceps sinensis from different producing areas by sodium dodecyl sulfate-polyacrylamide gel electrophoresis and two-dimensional electrophoresis
Chun-Hong Li1, Hua-Li Zuo2, Qian Zhang1, Feng-Qin Wang1, Yuan-Jia Hu2, Zheng-Ming Qian3, Wen-Jia Li3, Zhi-Ning Xia1, Feng-Qing Yang1
1 Department of Pharmaceutical Engineering, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing 401331, China
2 State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao SAR, China
3 Sunshine lake Pharma Co., Ltd., Guangdong 523850, China
|Date of Web Publication||8-Feb-2017|
School of Chemistry and Chemical Engineering, Chongqing University, Chongqing 401331
Source of Support: None, Conflict of Interest: None
| Abstract|| |
Background: As one of the bioactive components in Cordyceps sinensis (CS), proteins were rarely used as index components to study the correlation between the protein components and producing areas of natural CS. Objective: Protein components of 26 natural CS samples produced in Qinghai, Tibet, and Sichuan provinces were analyzed and compared to investigate the relationship among 26 different producing areas. Materials and Methods: Proteins from 26 different producing areas were extracted by Tris-HCl buffer with Triton X-100, and separated using sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) and two-dimensional electrophoresis (2-DE). Results: The SDS-PAGE results indicated that the number of protein bands and optical density curves of proteins in 26 CS samples was a bit different. However, the 2-DE results showed that the numbers and abundance of protein spots in protein profiles of 26 samples were obviously different and showed certain association with producing areas. Conclusions: Based on the expression values of matched protein spots, 26 batches of CS samples can be divided into two main categories (Tibet and Qinghai) by hierarchical cluster analysis.
Keywords: Hierarchical cluster analysis, natural Cordyceps sinensis, sodium dodecyl sulfate-polyacrylamide gel electrophoresis, soluble protein, two-dimensional electrophoresis
|How to cite this article:|
Li CH, Zuo HL, Zhang Q, Wang FQ, Hu YJ, Qian ZM, Li WJ, Xia ZN, Yang FQ. Analysis of soluble proteins in natural Cordyceps sinensis from different producing areas by sodium dodecyl sulfate-polyacrylamide gel electrophoresis and two-dimensional electrophoresis. Phcog Res 2017;9:34-8
|How to cite this URL:|
Li CH, Zuo HL, Zhang Q, Wang FQ, Hu YJ, Qian ZM, Li WJ, Xia ZN, Yang FQ. Analysis of soluble proteins in natural Cordyceps sinensis from different producing areas by sodium dodecyl sulfate-polyacrylamide gel electrophoresis and two-dimensional electrophoresis. Phcog Res [serial online] 2017 [cited 2020 Jan 20];9:34-8. Available from: http://www.phcogres.com/text.asp?2017/9/1/34/199782
- The number of protein bands and optical density curves of proteins in 26 Cordyceps sinensis samples were a bit different on the sodium dodecyl sulfate-polyacrylamide gel electrophoresis protein profiles
- Numbers and abundance of protein spots in protein profiles of 26 samples were obvious different on two-dimensional electrophoresis maps
- Twenty-six different producing areas of natural Cordyceps sinensis samples were divided into two main categories (Tibet and Qinghai) by Hierarchical cluster analysis based on the values of matched protein spots.
| Introduction|| |
Cordyceps sinensis (CS) (Dongchongxiacao), a caterpillar entomopathogenic fungus-host larva complex, is recognized as one the most famous tonic traditional Chinese medicines for centuries. Natural CS, which has various pharmacological effects including anticonvulsant activity, anti-inflammatory, antitumor, antioxidant, hypoglycemic, and improving sexual functions,,, is mainly produced in Tibet, Qinghai, Sichuan, and Yunnan provinces of China. Usually, based on the size and color of the fruiting body and stromata, or even based on their area of production (e.g., products of the province of Tibet are thought to be the best), the price of natural CS is varied significantly. So comparison on the quality variation between natural CS samples from different producing areas will be of interest to the consumers. Up to date, several chemical compounds such as nucleosides, sterols and polysaccharides were often used as the markers for quality control of CS.,, Especially, the nucleosides and their various analytical methods have been used for the quality control of natural CS.,,,, In reality, the contents of nucleoside among different producing areas were similar. For example, Zuo et al. developed a high-performance liquid chromatography-diode array detection method for determination of the contents of six nucleosides in natural CS from 17 producing areas, the results showed that it is difficult to distinguish different CS samples using nucleosides as chemical markers.
On the other hand, proteins are thought to be one of the major active components in Cordyceps, which possess various pharmacological activities, such as acid DNase activity, anti-oxidation,, anti-inflammation, and anti-obesity. Meanwhile, previous study reported that the proteins were significantly different in natural and cultured CS samples analyzed by cellulose acetate film electrophoresis and polyacrylamide vertical slab gel electrophoresis., Furthermore, Ren et al. reported on the diversity of soluble proteins of natural CS from three producing areas by two-dimensional electrophoresis (2-DE), and there may be a certain correlation between producing areas and the diversity of soluble proteins, but the sample numbers were limited. In addition, compared with the high performance gel filtration chromatography, capillary zone electrophoresis and capillary isoelectric focusing (IEF), sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE), and 2-DE as the classical methods with high resolution and good reproducibility, are usually used for analysis of proteins from medicinal fungi , and plant materials., Therefore, in this work, proteins from natural CS produced in 26 producing areas were characterized and compared based on SDS-PAGE and 2-DE analysis, and the correlation between the diversity of soluble proteins and 26 producing areas was studied by hierarchical cluster analysis based on the expression values of matched protein spots in 2-DE protein profiles.
| Materials and Methods|| |
Regents and chemicals
2-DE cells used for IPG strips (pH 4–7, 13 cm), drystrip cover fluid, 2D clean-up kit and IPG buffer (pH 3–10 and pH 4–7) were obtained from GE Healthcare (GE Healthcare Bio-Science, Uppsala, Sweden). N, N-methylene-bis acrylamide, N, N-methylene-bis acrylamide, 3-[(3-Cholamidopropyl) dimethylammonio] propanesulfonate (CHAPS), acrylamide, dithiothreitol (DTT), iodoacetamide, low melting-temperature agarose, 2-aimino-2-(Hydroxymethyl)-1,3-propanediol (Tris), glycine, urea, thiourea, coomassie brilliant blue G-250, SDS and N, N, N', N'-Tetramethylethylenediamine were purchased from Sangon Biotech Co., Ltd., (Shanghai, China). Protein marker was obtained from Microgram-Tiantai (Chengdu, China). The ampholytes (pH 3-10 and pH 4-7) were obtained from Beijing BioDee Biotechnology Co., Ltd., (Beijing, China). Analytical reagent grade ethyl alcohol absolute, acetic acid, formalin, hydrochloric acid (HCl), sodium carbonate anhydrous, bromophenol blue, ethylenediaminetetraacetic acid disodium salt, ammonium persulfate (AP), Triton X-100 and acetic acid sodium salt trihydrate were obtained from Chengdu Kelong Chemical Works (Chengdu, China). Analytical reagent grade glycerin and acetone were purchased from Chongqing Chuandong Chemical Co., Ltd., (Chongqing, China). Silver nitrate was from Sinopharm Chemical Reagent Co., Ltd., (Shanghai, China). The protease inhibitor cocktail (P-9599) was from Sigma. The ultrapure water used for experiment was produced by Milli-Q water purification system (DZG-303A, Ai-ke, China).
Electrophoresis power supple-EPS 601, vertical electrophoresis system SE 600 Ruby (14 cm × 16 cm gel dimension), Multiphor II, Image Scanner III, Ettan IPGphor 3 systems and manifold were purchased from GE Healthcare (GE Healthcare Bio-Science, Uppsala, Sweden). High-speed refrigerated centrifuge was from Hunan Cence Instrument Companies (TGL-20M, Hunan, China). Spectrafuge mini centrifuge was from Haimen Kylin-Bell Lab Instrument Co., Ltd., (LX-100, Jiangsu, China). The shaking table for electrophoresis gel immobilization, sensitization, staining, and decolorization was from Shanghai Yarong Biochemical Works (Shanghai, China).
Protein sample preparation
Twenty-six mature natural CS samples collected from different production places are listed in [Table 1]. The identification of CS fruiting bodies was certified by the corresponding author and was deposited at the Department of Pharmaceutics, School of Chemistry and Chemical Engineering, Chongqing University, Chongqing, China.
The sample powder (0.2 g) was grounded into fine homogeneous powder in liquid nitrogen and extracted with 6 mL of Tris-HCl buffer (60 mmol/L Tris was adjusted to pH 8.3 by HCl) including 60 mmol/L Tris-HCl, pH 8.3, 20 mmol/L DTT, 0.5% (v/v) Triton X-100 and 0.1% (v/v) protease inhibition in the mortar grinding for 30 min. The homogenate was transferred to microtube and centrifuged at 1.7*104×g for 15 min at 4°C. The supernatant was collected and purified by 2D clean-up kit (including precipitant, co-precipitant, wash buffer, and wash additive) after acetone precipitant. The contents of extracted protein solutions and purified protein solutions were measured by the method of Bradford. Transfer 100 μL above crude protein supernatant sample into a 1.5 mL microcentrifuge tube and the protein was successively precipitated by precipitant and co-precipitant on the ice box. After centrifuged at 1.7*104×g for 5 min at 4°C, the protein pellets were dispersed in 25 μL ultra-pure water, and then add 1 mL pro-chilled wash buffer and 5 μL wash additive to the suspension. The suspension should be incubated at −20°C for at least 30 min. After centrifuging and carefully discarding the supernatant, the pellet was resuspended in SDS-buffer (80 mmol/L Tris-HCl, pH 6.8, 2% [w/v] SDS, 10 mmol/L DTT, 20% [v/v] glycerol and 0.05% [w/v] bromophenol blue) or protein lysate for electrophoresis.
Sodium dodecyl sulfate-polyacrylamide gel electrophoresis
Ten microliters ultra-pure water and 10 μL SDS loading buffer were added into above purified pellet protein samples and heated at 100°C for 10 min, then centrifuged at 1.2*104×g for 1 min (4°C). The denatured protein solution was loaded in each lane and run on 12% acrylamide gel (gel dimensions 14 cm × 16 cm, crosslinker concentration C = 3%). Standard protein marker was applied to each gel. Gels were fixed overnight and stained with silver-staining. Digital image of gels was obtained using image scanner III. The image was processed by Quantity one (version 4.6.2, Bio-Rad, USA).
The purified protein pellets were resuspended in 150 μL lysis buffer (7 M urea, 2 M thiourea, 4% [w/v] CHAPS, 40 mmol/L DTT, 0.25% [v/v] IPG buffer pH 3–10 and 0.37% [v/v] IPG buffer pH 4–7). The IPG strips were rehydrated for 24 h in rehydration buffer (7 M urea, 2 M thiourea, 2% [w/v] CHAPS, 20 mmol/L DTT, 0.3% [v/v] IPG buffer pH 4–7, 0.2% [v/v] IPG buffer pH 3–10 and 0.05% [w/v] bromophenol blue] before IEF. Followed by this procedure, it was treated on the Ettan IPGphor apparatus under the following conditions: (i) 50 V, gradient, 0.5 h; (ii) 50 V, step and hold, 2 h; (iii) 250 V, gradient, 1.5 h; (iv) 500 V, gradient, 1 h; (v) 1000 V, gradient, 2 h; (vi) 3000 V, gradient, 1.5 h; (vii) 8000 V, gradient, 3 h; (viii) 8000 V, gradient to 30000 V·h. After IEF, the IPG strips were respectively equilibrated with 10 mL of the equilibration buffer I (75 mM Tris-HCl, pH 8.8, 6 M urea, 29.3% [v/v] glycerol, 2% [w/v] SDS, 1% [w/v] DTT, 0.05% [w/v] bromophenol blue) for 15 min and then kept for another 15 min in alkylating equilibration buffer containing 2.5% (w/v) iodoacetamide instead of 1% DTT. The sealing liquid of agarose was loaded on the 12% polyacrylamide gel (C = 3%, gel dimensions 14 cm × 16 cm), and the strips were quickly transferred to the sealing liquid. As soon as the agarose sealing liquid freezing (about 15 min at 4°C), SDS-PAGE was performed under 12% polyacrylamide gel at a constant 60 V for about 1 h and 120 V for 10 h. After electrophoresis, each gel was visualized with silver staining. After the gel scanned, the images were processed by the PDQuest software (Bio-rad, UAS). The quantitative comparison of the spots was carried out by the scanner-generated spot volume and was expressed as a numeric value of optic density after subtraction of background. Student's t-test was also performed to compare the different groups (P < 0.05). Then, hierarchical cluster analysis was performed based on the expression valves of matched protein spots. The analysis was performed with SPSS version 19.0 software, a method named as Ward' method was applied, and Block distance was selected as measurement.
| Results and Discussion|| |
Protein sample preparation is the key factor in 2-DE analysis, the extraction method affects the electrophoretic quality such as resolution and reproducibility. In the present study, due to the complexity of the natural CS protein profile and the diversity of chemical components in CS, Tris-HCl and triton X-100 instead of trichloroacetic acid/acetone were used for extraction to improve the extraction efficiency of membrane and hydrophobic proteins. Meanwhile, to remove most of polysaccharides, phenolic substances, and other secondary metabolites, the crude protein was precipitated by acetone before purified by 2D clean-up kit. As shown in [Figure 1] and [Figure 2], the method of protein sample preparation was suitable for gel electrophoresis analysis. In addition, the concentrations of protein in 26 CS samples were measured according to the method of Bradford [Table 2], the data indicated that the crude protein concentrations in 26 producing areas had not obvious difference.
|Figure 1: Sodium dodecyl sulfate-polyacrylamide gel electrophoresis protein profiles of natural Cordyceps sinensis obtained from 26 producing areas. M, molecular weights (kDa) of standard marker; CS1 to CS26, Cordyceps sinensis samples from different producing areas|
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|Figure 2: Dendrogram of hierarchical cluster analysis based on the matched protein spots' expression values. The hierarchical cluster was done by SPSS software. A method named as ward' method was applied, and block distance was selected as measurement|
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|Table 2: The concentrations of soluble proteins and numbers of sodium sulfate-polyacrylamide gel electrophoresis protein bands of 26 Cordyceps sinensis samples|
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Sodium dodecyl sulfate-polyacrylamide gel electrophoresis
SDS-PAGE has frequently been used for determination of a given protein band and the molecular mass of proteins. In the present study, 26 natural CS samples were analyzed by the 12% SDS-PAGE [Figure 1]. As shown in [Figure 1], the molecule weights of major proteins in CS samples were from 6.5 to 97.2 kDa. The SDS-PAGE gel images was processed by the software quantity one, the results showed that the optical density curves of proteins and the numbers of protein bands from 26 samples were a bit different [Table 2]. In reality, there existed a certain degree of difference between different samples, for example, three Tibet sample (CS6, CS7, and CS8) only owned 19, 19 and 20 protein bands, respectively, while seven Qinghai province samples had 23–27 protein bands. Furthermore, the expression values of some protein bands differ among samples, i.e., the protein bands of 6.5 kDa in CS21 and 17.0 kDa in CS23 showed high abundance, respectively. The difference of protein bands in number and abundance in CS samples might be due to the difference of growing environment, processing and storage conditions. Although there were some differences exist in the results of SDS-PAGE, it cannot identify the correlation between the diversity of soluble proteins and producing areas. Therefore, 2-DE with higher resolution of proteins separation was used for further analysis.
To further investigate the protein profiles of 26 batches natural CS samples, the 2-DE maps was obtained by the first IEF (IPG strip 13 cm, pH 4–7) and the second 12% SDS-PAGE. Three typical gel images from three provinces were shown in [Figure 3]. By the software PDQuest, 500–1100 protein spots [Table 3] were detected in 2-DE profile maps, the pI values of main proteins in 26 batches were from 4.5 to 6.5 and the molecule weights of the major proteins were ranged from 6.5 to 100 kDa. Obviously, the numbers of protein spots were different in 26 samples, such as CS1 (Changdu of Tibet) had 939 protein spots, CS4 (Kangding of Sichuan province) owned 715, while CS23 (Guoluo of Qinghai) owned 1027 protein spots. Moreover, the abundance of protein spots from 26 batches varied greatly among different producing areas.
|Figure 3: Typical two-dimensional electrophoresis protein profiles of natural Cordyceps sinensis samples from Sichuan (a, CS5), Tibet (b, CS14) and Qinghai (c, CS22) provinces. Two-dimensional electrophoresis was performed with the first IEF (pH 4.7, 13 cm) and the second 10% sodium dodecyl sulfate-polyacrylamide gel electrophoresis. M, molecular weights (kDa) of standard marker|
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|Table 3: Number of protein spots and matching rates of two-dimensional electrophoresis protein profiles of 26 Cordyceps sinensis samples|
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Compared with the previous report, 500–1300 acidic protein spots were characterized in the present study while only 192–298 spots in Ren' study. To investigate the relationship between diversity of soluble protein and producing areas, the protein spots of 26 samples was matched with the protein spots of CS5 (Dao Cheng, Sichuan province), the matching rate was 28%–63% [Table 3]. The low matching rate of different samples may be attributed to the collecting time, habitat or processing conditions. Furthermore, based on the matched protein spots' expression valves, 26 batches of CS samples were separated into two categories by hierarchical cluster analysis [Figure 2]. As shown in [Figure 2], 26 batches of natural CS samples were mainly distributed into Tibet and Qinghai two categories, while Sichuan samples were scattered into these two categories. Particularly, CS1 and CS14 were significantly different from other Tibet samples, may be result of abiotic stress  and natural variability. Therefore, the results of hierarchical cluster analysis showed that 26 producing areas of natural CS had a certain relationship with the diversity of soluble proteins.
| Conclusions|| |
In the present study, the diversity of soluble proteins in natural CS from 26 different areas of China was characterized using SDS-PAGE and 2-DE analysis. The results indicated that the protein bands in SDS-PAGE were a little different in 26 samples. Furthermore, the results of hierarchical cluster analysis based on the matched protein spots on 2-DE profiles showed that the common characters of matched protein spots had a relationship with producing areas. Further research should be done to identify the active and characteristic proteins of each producing area to increase the understanding of protein components in natural CS.
Financial support and sponsorship
This work was supported by the National Natural Science Foundation of China (21275169 and 81202886), the Natural Science Foundation Project of CQ CSTC (cstc2015jcyjA10044), project no. CQDXWL-2014-Z007 supported by the Fundamental Research Funds for the Central Universities.
Conflicts of interest
There are no conflicts of interest.
| References|| |
Wu R, Gao JP, Wang HL, Gao Y, Wu Q, Cui XH. Effects of fermented Cordyceps sinensis
on oxidative stress in doxorubicin treated rats. Pharmacogn Mag 2015;11:724-31.
Jiraungkoorskul K, Jiraungkoorskul W. Review of naturopathy of medical mushroom, Ophiocordyceps sinensis
, in sexual dysfunction. Pharmacogn Rev 2016;10:1-5.
Liu Y, Wang J, Wang W, Zhang H, Zhang X, Han C. The chemical constituents and pharmacological actions of Cordyceps sinensis
. Evid Based Complement Alternat Med 2015;2015:575063.
Li Y, Wang XL, Jiao L, Jiang Y, Li H, Jiang SP, et al
. A survey of the geographic distribution of Ophiocordyceps sinensis
. J Microbiol 2011;49:913-9.
Yue K, Ye M, Zhou Z, Sun W, Lin X. The genus Cordyceps
: A chemical and pharmacological review. J Pharm Pharmacol 2013;65:474-93.
Tuli HS, Sharma AK, Sandhu SS, Kashyap D. Cordycepin: A bioactive metabolite with therapeutic potential. Life Sci 2013;93:863-9.
Hu H, Xiao L, Zheng B, Wei X, Ellis A, Liu YM, et al
. Identification of chemical markers in Cordyceps sinensis
by HPLC-MS/MS. Anal Bioanal Chem 2015;407:8059-66.
Fan H, Yang FQ, Li SP. Determination of purine and pyrimidine bases in natural and cultured Cordyceps
using optimum acid hydrolysis followed by high performance liquid chromatography. J Pharm Biomed Anal 2007;45:141-4.
Yang FQ, Guan J, Li SP. Fast simultaneous determination of 14 nucleosides and nucleobases in cultured Cordyceps
using ultra-performance liquid chromatography. Talanta 2007;73:269-73.
Yang FQ, Li SP. Effects of sample preparation methods on the quantification of nucleosides in natural and cultured Cordyceps
. J Pharm Biomed Anal 2008;48:231-5.
Yang FQ, Ge L, Yong JW, Tan SN, Li SP. Determination of nucleosides and nucleobases in different species of Cordyceps
by capillary electrophoresis-mass spectrometry. J Pharm Biomed Anal 2009;50:307-14.
Ghatnur SM, Parvatam G, Balaraman M. Culture conditions for production of biomass, adenosine, and cordycepin from Cordyceps sinensis
CS1197: Optimization by desirability function method. Pharmacogn Mag 2015;11 Suppl 3:S448-56.
Zuo HL, Chen SJ, Zhang DL, Zhao J, Yang FQ, Xia ZN. Quality evaluation of natural Cordyceps sinensis
from different collecting places in China by the contents of nucleosides and heavy metals. Anal Methods 2013;5:5450-6.
Ye M, Hu Z, Fan Y, He L, Xia F, Zou G. Purification and characterization of an acid deoxyribonuclease from the cultured mycelia of Cordyceps sinensis
. J Biochem Mol Biol 2004;37:466-73.
Chen X, Ding ZY, Wang WQ, Siu KC, Wu JY. An antioxidative galactomannan-protein complex isolated from fermentation broth of a medicinal fungus Cs-HK1. Carbohydr Polym 2014;112:469-74.
Wu JY, Chen X, Siu KC. Isolation and structure characterization of an antioxidative glycopeptide from mycelial culture broth of a medicinal fungus. Int J Mol Sci 2014;15:17318-32.
Wang J, Liu YM, Cao W, Yao KW, Liu ZQ, Guo JY. Anti-inflammation and antioxidant effect of cordymin, a peptide purified from the medicinal mushroom Cordyceps sinensis
, in middle cerebral artery occlusion-induced focal cerebral ischemia in rats. Metab Brain Dis 2012;27:159-65.
Qi W, Zhang Y, Yan YB, Lei W, Wu ZX, Liu N, et al
. The protective effect of cordymin, a peptide purified from the medicinal mushroom Cordyceps sinensis
, on diabetic osteopenia in alloxan-induced diabetic rats. Evid Based Complement Alternat Med 2013;2013:985636.
Yu SH, Wang XH, Li SP, Ji H. The comparison on soluble protein of Cordyceps sinensis
(Berk.) Sacc. from different localities and its fermentative hyphae from different factories. J Plant Resour Environ 2000;9:59-61.
Shi JH, Dang HN, Wan Y, Bao CJ. Comparative analysis of protein from nature Cordyceps sinensis
and cultured Cordyceps
mycelia. Pharm Biotechnol 2003;10:304-7.
Ren Y, Qiu Y, Wan DG, Lu XM, Guo JL. Preliminary study on correlation between diversity of soluble proteins and producing area of Cordyceps sinensis
. Zhongguo Zhong Yao Za Zhi 2013;38:1375-7.
Hu YH, Li X, Shao WL. Renaturation and active staining of xylanase from Volvariella volvacea
after SDS-PAGE. J Wuxi Univ Light Ind 2003;22:102-3.
Ren Y. Reasearch on the Species of Valuble Chinese Medicine “Cordyceps sinensis
“ and Its Protein Components. Ph.D. Thesis. Chengdu University of TCM, Chengdu, China; 2013.
Nehete JY, Bhambar RS, Narkhede MR, Gawali SR. Natural proteins: Sources, isolation, characterization and applications. Pharmacogn Rev 2013;7:107-16.
Satish A, Sairam S, Ahmed F, Urooj A. Moringa oleifera
Lam.: Protease activity against blood coagulation cascade. Pharmacognosy Res 2012;4:44-9.
Bradford MM. A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding. Anal Biochem 1976;72:248-54.
Blackstock WP, Weir MP. Proteomics: Quantitative and physical mapping of cellular proteins. Trends Biotechnol 1999;17:121-7.
Carter J, Petersen BP, Printz SA, Sorey TL, Kroll TT. Quantitative application for SDS-PAGE in a biochemistry lab. J Chem Educ 2013;90:1255-6.
Abreu IA, Farinha AP, Negrão S, Gonçalves N, Fonseca C, Rodrigues M, et al
. Coping with abiotic stress: Proteome changes for crop improvement. J Proteomics 2013;93:145-68.
Natarajan SS. Natural variability in abundance of prevalent soybean proteins. Regul Toxicol Pharmacol 2010;58 3 Suppl:S26-9.
| Authors|| |
Dr. Feng-Qing Yang graduated from the China Pharmaceutical University, Nanjing, China, and he obtained the M.D. and Ph.D. degrees from the University of Macau, Macau. He has been a Professor of the School of Chemistry and Chemical Engineering at the Chongqing University, Chongqing, China, since 2014. He has published more than 70 SCI papers (h-index 23). His research interests include analytical chemistry (theory and application in pharmaceutical analysis), modern chromatographic separation science (HPLC-DAD/ELSD, GC-MS, LC-MS, etc.), modern sample preparation techniques (SFE, PLE, etc.), spectrometry (UV, MS, etc.), analytical device modifications, natural products, and quality control of traditional Chinese medicines.
[Figure 1], [Figure 2], [Figure 3]
[Table 1], [Table 2], [Table 3]