Abstract
Lepidium meyenii is now widely consumed as a functional food and medicinal product, which is known as an enhancer of reproductive health. However, the specific chemical composition and mechanism of action for improving sexual function are unclear. The present study aims at screening and determining the potential compounds, which promote mouse leydig cells (TM3) proliferation. The partial least squares analysis (PLS) was employed to reveal the correlation between common peaks of high performance liquid chromatography (HPLC) fingerprint of L. meyenii and the proliferation activity of TM3. The results suggested that three compounds had good activities on the proliferation of TM3 and promoting testosterone secretion, there were N-benzyl-hexadecanamide, N-benzyl-(9z,12z)-octadecadienamide and N-benzyl-(9z,12z,15z)-octadecatrienamide which might be the potential bioactive markers related to the enhancing sexual ability functions of L. meyenii. The first step in testosterone synthesis is the transport of cholesterol into the mitochondria, and the homeostasis of mitochondrial function is related to cyclophilin D (CypD). In order to expound how bioactive ingredients lead to promoting testosterone secretion, a molecular docking simulation was used for further illustration in the active sites and binding degree of the ligands on CypD. The results indicated there was a positive correlation between the binding energy absolute value and testosterone secretion activity. In addition, in this study it also provided the reference for a simple, quick method to screen the promoting leydig cell proliferation active components in traditional Chinese medicine (TCM).
Keywords: Lepidium meyenii, high-performance liquid chromatography-electrospray ionization/mass spectrometry, partial least squares, ultrafiltration affinity, molecular docking
1. Introduction
Lepidium meyenii (Maca), is a Brassicaceae Lepidium plant native to the Andes Mountains of South America. It has been traditionally used as a food and machine over 5000 years [1]. As is usual with many traditional folk medicines, many claims have been made regarding the efficacy of Maca in treating a wide range of illnesses and medical conditions [2,3]. However, in the 20th century most of the scientific attention has been focused in the areas where the pharmacological actions of Maca seem most strongly attested, these include, enhancement of sexual drive in humans, increasing overall vigour and energy levels, and increasing sexual fertility in humans and domestic livestock [3]. Lepidium meyenii is rich in nutrients and secondary metabolites with a variety of biological activities. Its main chemical compositions are polysaccharide, flavone, saponin, microelement and amino acid [4]. Low polarity magamide is considered to be its unique iconic ingredient, at present, the method of solvent reflux, ultrasonic extraction, high performance liquid chromatography (HPLC) and liquid chromatography mass spectrometry were used to detect it [5].
The present studies abroad have been studying the pharmacological effects of L. meyenii, they focus mainly on the effect of sexual function in mice. However all of these studies are segmentary, and lack of a comprehensive and systemic assessment, as well as the effect mechanism of improving sexual function is not yet clear. Especially, there is no research on the L. meyenii active monomers in promoting the mechanism of sexual function [6,7,8].
Testosterone is a prerequisite for normal spermatogenesis. Leydig cells are the main cells responsible for the production and secretion of the testosterone hormone [9]. The raw material for testosterone synthesis is cholesterol. The rate-limiting enzyme steroidogenic acute regulatory protein (StAR) in testosterone synthesis is responsible for accelerating the transport of cholesterol to the mitochondria, which is the first step in testosterone biosynthesis. For the maintenance of the StAR function, the homeostasis of the mitochondrial function is indispensable. In the process of maintaining mitochondrial function homeostasis, CypD plays an important regulatory role. Activation of CypD leads to opening of the mitochondrial permeability transition pore (mPTP) on the outer membrane of mitochondria which causes mitochondrial damage [10,11]. Mitochondrial dysfunction results in the inhibition of StAR expression, hindering cholesterol from entering the mitochondrial stromal membrane and inhibiting testosterone secretion; the CypD inhibitor can effectively bind CypD and inhibit the cis-trans isomerase activity of CypD, making the StAR expression stable, ultimately promoting testosterone secretion. Although the complete mechanism of the mPTP opening remains unclear, cyclosporine A (CsA), a high-affinity cyclophilin inhibitor, blocks the mPTP opening by binding to the CypD [12,13,14,15,16].
Inspired by the applications mentioned above, in order to find out the bioactive markers reflecting the traditional efficacy, an effective strategy on the high-performance liquid chromatography-electrospray ionization/mass spectrometry (HPLC-ESI-MS/MS) coupling with multivariate statistical analysis was developed to screen and identify the bioactive ingredients in L. meyenii [17]. Molecular docking was used to investigate the mechanism of bioactive compounds for improving sexual function, as depicted in Figure 1. The present study illustrated and explained the underlying correlations between active constituents and mechanisms of action [18].
2. Results and Discussion
2.1. High-Performance Liquid Chromatography-Photodiode Array Detector-Electrospray Ionization/Mass Spectrometry Method Analysis of Ten Common Peeks
Ten compounds (1)–(10) were found in fraction LM-P-1 to fraction LM-P-10 at the characteristic wavelength of 210 nm. All the constituents of 10 fractions were separated and detected within 80 min and their MS2 data were detected in a positive ion mode (Figure 2) according to the research of fragmentation pathway for compositions of 10 fractions in electrospray ionization using MS2 ion trap mass spectrometry and comparing retention time. Their structures were elucidated based on the analyses of ultraviolet (UV) spectra and ESI–MS2 fragmentation patterns with those of standards and the corresponding spectroscopic data given in the literatures.
An overview of identified compounds was shown in Table 1. Meanwhile, the detailed structural analysis of common peaks was taken as an example to illustrate that our paradigm in this part bore out the correctness of structural presumption by using MS2. The Fragmentation mode were consistent with the previously reported, it suggested that Compound (2) of m/z 368 [M+H]+ was N-benzyl-(9z,12z,15z)-octadecatrienamide. The collision-induced dissociation (CID) spectra of (Figure 3) were displayed as examples for the illustration of fragmentation patterns of macamides.
Table 1.
No. | Retention Time (min) | UV Absorption Characteristics λmax (nm) | Observed m/z | Fragment Ion | Compound Structure | Component Name |
---|---|---|---|---|---|---|
1 | 35.3 | 210 | 398 | 138,261 | N-(3-methoxybenzyl)-(9zN,12zN,15z)- octadecatrienamide | |
2 | 36.4 | 210 | 368 | 108,232, 261,272 |
N-benzyl-(9z,12z,15z)-octadecatrienamide | |
3 | 37.7 | 210 | 368 | 108,261, 285 |
N-benzyl-(9E,12E,15E)- octadecatrienamide | |
4 | 38.7 | 210 | 368 | 108,261 | Unknown | Unknown |
5 | 44.8 | 210 | 400 | 138,263, 302 |
N-(3-methoxybenzyl)-(9Z,12Z)-octadecadienamide | |
6 | 46.6 | 210 | 370 | 108,232, 263,272 |
N-benzyl-(9z,12z)-octadecadienamide | |
7 | 48.9 | 210 | 370 | 108,263 | Unknown | Unknown |
8 | 50.3 | 210 | 370 | 108,263, 285 |
N-benzyl-(9E,12E)-octadecadienamide | |
9 | 59.6 | 210 | 346 | 108,239, 268,268 |
N- benzyl- hexadecanamide | |
10 | 63.0 | 210 | 372 | 108,165 | N-benzyl-9Z-octadecenamide |
The five fragment ions (m/z 56, 96, 107, 136 and 260) which corresponded to butylene, (1Z, 4Z)-heptadecadiene, benzylamine, (1Z, 4Z, 7Z)-decatriene and (9Z, 12Z, 15Z)-octadecane-triene-ketone, respectively, through a classic α-cleavage in amide linkage, were detected in all standards and were considered as the diagnostic ions of macamides [2].
2.2. Mouse Leydig Cells Proliferation Activity of Ten Fractions
The proliferation activity of these 10 fractions was assessed using the MTT assay in TM3. All the 10 fractions were found to possess the proliferation activity (Figure 4).
2.3. Screening of Active Compounds by Using Partial Least Squares
The selected initial data was further processed by PLS in order to establish a model for predicting the potential active components in L. meyenii. Parameters were set as follows: Confidence level was 95%, R2 = (0.0, 0.794), Q2 = (0.0, –0.285), and the parameters showed that the established PLS model was effective. We could use the PLS to carry on the weights analysis about the impact of the common peeks area exported from ten HPLC spectra of 10 fractions (x-axis) to the proliferative activity of TM3 (y-axis) and screening of major compounds which influenced bioactivity.
In our data set, the weights plot summarized the variables both to explain X and to correlate to Y. The results were shown in (Figure 5). The weights greater than one indicated important variables, and three potential biological markers of N-benzyl-hexadecanamide (9), N-benzyl-(9z,12z)-octadecadienamide (6) and N-benzyl-(9z,12z,15z)-octadecatrienamide (2) had high contributions to the proliferation activity of TM3. Meanwhile, they were considered to be potential active compounds for further study [19].
2.4. Activity Evaluation of Active Components
The proliferation activity of the three compounds (9), (6), (2), were assessed using the MTT assay in TM3. All the compounds were found to possess proliferation activity.
To better evaluate the improving sexual function of the three compounds (9), (6), (2), the testosterone secretion assay was tested, and the results were presented in a strong correlation between the values determined by the HPLC-DAD-MS2 method and that predicted by the testosterone secretion tested data was observed [20] (Figure 6).
2.5. Analysis of Molecular Docking
The molecular docking study further elucidated the binding mode of the three compounds at the active site of CypD. The binding pocket of CypD was large and shallow, consisting of residues Arg55, Ile57, Phe60, Met61, Gln63, Gly72, Thr73, Gly74, Ala101, Asn102, Phe113, Trp121, Leu122, and His126 etc [21]. In which it was known, four specific residues (Arg55, Gln63, Asn102 and Trp121) were involved in hydrogen bond interactions with CsA [12]. Molecular docking simulation revealed that ligands interacted with important amino acid residues surrounding the active site through plenty of interactions including hydrogen bond acceptor, hydrogen bond donor, hydrophobic interactions. The docked molecules interacted with essential amino acid forming proteins’ binding site. Unlike the case of full occupation by CSA, CypD- macamide complexes occupied only part of the binding pocket and might swing in the pocket [21]. (Figure 7a–c and Figure 8a–c). The lowest binding energy were found: −4.79 kcal/mol for (9), −4.55 kcal/mol for (6) and −4.18 kcal/mol for (2). The negative binding energy (G < 0) indicated that there were good binding affinity between the three compounds and CypD.
Normally, the interactions between CypD and the macamide were dependent on the structures of the macamides, as the number of hydrogen bonds and hydrophobic interactions increased, the affinity degree might increase, it was shown between (6) and (2). It was interesting that, a hydrogen bond was formed between residual Arg55 and N atoms of macamide, causing the electrons of the N atom to form a regular tetrahedron of Sp3 hybrid, with single-button rotation. A mutant CypD with a single amino acid substitution (Arg to Ala at position 55) that was predicted to produce a 1000-fold attenuation in isomerase activity failed to reverse the CsA effect [22]. Therefore, the lowest binding energy were found in (9).
The results showed there was a specific ligand-binding ability of macamide for CypD, which could be used in the inhibition of MPT pore opening, which caused mitochondrial damage. The homeostasis of the mitochondrial function ensured the maintenance of the StAR function, which was the first step in testosterone biosynthesis. CypD inhibitor could effectively bind CypD and inhibit the cis-trans isomerase activity of CypD, making the StAR expression stable, ultimately promoting testosterone secretion [23,24]. Therefore, one of the possible mechanisms of promoting testosterone secretion for thee compounds, which could be the bioactive markers of L. meyenii.
3. Materials and Methods
3.1. Materials
Lepidium meyenii was provided by Changchun University of Chinese Medicine and a voucher specimen (No. 201710) was deposited at the laboratory of Jilin Ginseng Academy, Changchun University of Chinese Medicine, P.R. China. Mouse leydig cells (TM3) were purchased from the Cell Bank of Type Culture Collection Chinese Academy of Sciences (Shanghai, China; cat. no. GNM24).
Standard compounds N-benzyl-hexadecanamide, N-benzyl-(9z,12z)-octadecadienamide and N-benzyl-(9z,12z,15z)-octadecatrienamide were provided by Yunnan Technical Center for Quality of Chinese Materia Medica (Yunnan, China). All standards were of purity greater than 98% and suitable for HPLC/MS/MS analysis.
3.2. Sample Preparation
The dried roots and rhizomes of L. meyenii (1000 g) were pulverized then sieved through a 20-mesh. The powder was extracted two times with 10 volumes of 95% ethanol (v/v) at 60 °C for 2 h. The filtrate was evaporated by a rotavapor at 60 °C and concentrated in vacuo to yield 24.32 g of brown residue. The residue (0.5 g) was further subjected to liquid-liquid partitioning to afford petroleum ether and water soluble extracts [25]. The resulting petroleum ether-soluble extract was applied to a silica gel column, and eluted with dichloromethane followed by (10:0 to 9:1, v/v) to give ten fractions (LM-P-1 to LM-P-10) [25]. The fraction was dissolved into 1 mL with acetonitrile and filtered with 0.22 μm filter membrane. The filtrate was used for HPLC analysis and testing of the proliferation of TM3.
3.3. High-Performance Liquid Chromatography-Photodiode Array Detector-Electrospray Ionization/Mass Spectrometry Method
An Agilent Technology 1100 Series HPLC system equipped with a quaternary pump, a degasser, a thermostatic auto-sampler and a photodiode array detector (DAD), was used for analysis (Agilent Technologies, Palo Alto, CA, USA). Chromatographic separations were carried out on a C18 analytical column Agilent Eclipse Plus-C18 (4.6 mm × 250 mm, 5μm) supplied by Agilent. The acetonitrile and water were used as the mobile phases (A) and (B), respectively, the optimized HPLC elution procedures were conducted as follows: 0–25 min, 80–90% (A); 25–70 min, 90–90% (A); 70–75 min, 90–100% (A). The flow-rate was 0.3 mL/min and the column temperature was maintained at 30 °C. The chromatogram was recorded at 210 nm. The injection volume of samples was 3.0 µL.
Agilent 1100 HPLC/MSD Trap mass spectrometer 6320 (Agilent) equipped with an electrospray ionization source was used in both positive and negative ion mode. An HPLC system coupled with DAD was controlled by an HPLC-MSD ChemStation software system. Auto MS2 mode of mass spectrometer was chosen to analyze the sample. The following operation parameters were used: capillary voltage: 4000 V; nebulizer pressure: 35 psi; drying gas: 9.0 L/min; gas temperature: 350 °C; skimmer voltage: 60 V. Liquid chromatography-electrospray ionization-mass spectrometry (LC-ESI-MS) accurate mass spectra were recorded across the range from 50 to 1200 m/z. The data recorded was processed with the Applied HPLC-MSD ChemStation software system [26] (1200, Agilent Technologies).
3.4. Cell Culture and Viability Assay
Mouse leydig cell (TM3) line is a mouse epithelial Leydig cell line. The TM3 cell line were grown in Dulbecco’s modified Eagle’s medium/F-12 nutrient mixture (DMEM/F-12) supplemented with 10% fetal bovine serum (Gibco; Thermo Fisher Scientific, Inc., Waltham, MA, USA), 1% penicillin (100 U/mL) and streptomycin (100 μg/mL) [27]. The human chorionic gonadotropin anhydrous (hCG) was obtained from Suolaibao Technology Co., Ltd. (Beijing, China).
Standard compounds N-benzyl hexadecanamide, N-benzyl-(9z,12z)-octadecadienamide and N-benzyl-(9z,12z,15z)-octadecatrienamide were dissolved in a culture medium containing a stock solution of 200 mg/L and further diluted to 62.5 μg/mL, 125 μg/mL, 250 μg/mL concentrations with culture medium containing 10% fetal bovine serum for 24 h. The DMEM/F12 concentrations (100 µL) was prepared as a control, and hCG concentrations (1 U/mL, 100 µL) were used as a positive control. Cells were cultured in a 37 °C incubator with 5% CO2 and 95% air [20]. The effects of fractions on Leydig cell viability were assessed by MTT (3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide) (Roche, Basle, Switzerland). The supernatant was collected to determine the testosterone levels using the Mouse Testosterone (T) ELISA kit (cat. no. JL10895; Shanghai Yuanye Biotechnology Co., Ltd., Shanghai, China), according to the manufacturer’s protocol.
3.5. Partial Least Squares Analysis and Statistical Analysis
The multivariate analysis of the acquired data was carried out by PLS using the SIMCA 11 software (Umetrics, Umea, Sweden). All assays were performed at least in triplicate and the results were expressed as a mean ± standard deviation (SD). The significant difference analysis was evaluated by one-way analysis of variance (ANOVA) test completed by the software of IBM SPSS Statistics 19 (International Business Machines Corp., New York, NY, USA). Significance was accepted at p < 0.05 [28].
3.6. Molecular Docking Studies
To further study the probable mechanism of the bioactive compounds with CypD, a molecular docking study which could conjecture the interactions of ligands within the constraint of receptors binding sites was performed in silico.
In the prediction, The X-ray crystal structure of CypD in the complex with its inhibitor CsA, 0.96 Å, was obtained from the Protein Data Bank (PDB ID: 2Z6W). The three-dimensional (3D) structures of the ligands were drawn and converted using ChemBioDraw Ultra and ChemBio 3D Ultra [29] (Cambridgesoft Corp., Waltham, MA, USA). The ligands and water molecules were removed from the crystal structure and the polar hydrogen was added by using AutoDock [30] (4.2.6, Department of Molecular Biology, The Scripps Research Institute, La Jolla, CA, USA).
Each grid computation was set up covering all the active sites where CsA was bounded. The grid was then concentrated on the center (80 Å, 40 Å, 80 Å, 0.375 Å, central coordinates x = –20.347, y = 13.119, and z = 11.232), respectively. The calculation of the docking score was repeated three times for each ligand. Fifty ligand−receptor complex conformations were generated for each test compound, in which the least building energy was considered for further analysis. Finally, PyMOL and LigPlot were used to present the docking results [31,32].
4. Conclusions
This work used the multivariate analysis to reveal some potential components, which improved sexual function from L. meyenii. We established an effective strategy based on HPLC-ESI-MS/MS with the PLS analysis for screening and determining the bioactive compounds which promote leydig cells proliferation and testosterone secretion. The 10 fractions were fractionated and their promoting activities on TM3 were demonstrated. With the aid of HPLC-ESI-MS/MS and the multivariate statistical software, the three potential improving sexual function markers were identified. Molecular docking was employed for further illustration in the mechanism of action for bioactivity.
In this study, correlation analysis was studied to explore the internal relationship between chemical constituents and pharmacological effects and discover the bioactive markers reflecting the traditional efficacy of L. meyenii. The results specified the three compounds as potential bioactive markers could lay a foundation for the improvement of quality standard of L. meyenii.
Author Contributions
Conceptualization, J.-m.S. and X.-c.G.; methodology, J.-m.S.; software, J.-w.L.; validation, L.-l.T., C.-n.L. and N.Z.; formal analysis, X.-y.H.; investigation, L.-l.T.; resources, H.Z.; data curation, J.-w.L.; writing—original draft preparation, X.-c.G.; writing—review and editing, J.-m.S.; visualization, J.-w.L.; supervision, J.-m.S.; project administration, H.Z.; funding acquisition, J.-m.S.
Funding
This research was funded by the National Natural Science Foundation of China, grant number 31570347 and Science and Technology funds of Administration of Traditional Chinese Medicine of Jilin Province, grant number 2019050.
Conflicts of Interest
The authors declare no conflict of interest.
References
- 1.Toledo J., Dehal P., Jarrin F., Hu J., Hermann M., Al-Shehbaz I., Quiros C.F. Genetic Variability ofLepidium meyeniiand other AndeanLepidiumSpecies (Brassicaceae) Assessed by Molecular Markers. Ann. Bot. 1998;82:523–530. doi: 10.1006/anbo.1998.0715. [DOI] [Google Scholar]
- 2.Pan Y., Zhang J., Li H., Wang Y.Z., Li W.Y. Simultaneous Analysis of Macamides in Maca (Lepidium meyenii) with Different Drying Process by Liquid Chromatography Tandem Mass Spectrometry. Food Anal. Methods. 2016;9:1686–1695. doi: 10.1007/s12161-015-0346-9. [DOI] [Google Scholar]
- 3.Wang S., Zhu F. Chemical composition and health effects of maca (Lepidium meyenii) Food Chem. 2019;288:422–443. doi: 10.1016/j.foodchem.2019.02.071. [DOI] [PubMed] [Google Scholar]
- 4.Zhou Y., Li P., Brantner A., Wang H., Shu X., Yang J., Si N., Han L., Zhao H., Bian B. Chemical profiling analysis of Maca using UHPLC-ESI-Orbitrap MS coupled with UHPLC-ESI-QqQ MS and the neuroprotective study on its active ingredients. Sci. Rep. 2017;7:44660. doi: 10.1038/srep44660. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Mccollom M.M., Villinski J.R., Mcphail K.L., Craker L.E., Gafner S. Analysis of macamides in samples of Maca (Lepidium meyenii) by HPLC-UV-MS/MS. Phytochem. Anal. Int. J. Plant Chem. Biochem. Tech. 2010;16:463–469. doi: 10.1002/pca.871. [DOI] [PubMed] [Google Scholar]
- 6.Shin B.C., Lee M.S., Yang E.J., Lim H.S., Ernst E. Maca (L. meyenii) for improving sexual function: A systematic review. BMC Complement. Altern. Med. 2010;10:44. doi: 10.1186/1472-6882-10-44. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Ruiz-Luna A.C., Salazar S., Aspajo N.J., Rubio J., Gasco M., Gonzales G.F. Lepidium meyenii (Maca) increases litter size in normal adult female mice. Reprod. Biol. Endocrinol. 2005;3:16. doi: 10.1186/1477-7827-3-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Rubio J., Caldas M., Dávila S., Gasco M., Gonzales G.F. Effect of three different cultivars of Lepidium meyenii (Maca) on learning and depression in ovariectomized mice. BMC Complement. Altern. Med. 2006;6:23. doi: 10.1186/1472-6882-6-23. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Payne A.H., Youngblood G.L. Regulation of expression of steroidogenic enzymes in Leydig cells. Biol. Reprod. 1995;52:217–225. doi: 10.1095/biolreprod52.2.217. [DOI] [PubMed] [Google Scholar]
- 10.Zhao W.H., Gao C.C., Ma X.F., Bai X.Y., Zhang Y.X. The isolation of 1,2,3,4,6-penta-O-galloyl-beta-d-glucose from Acer truncatum Bunge by high-speed counter-current chromatography. J. Chromatogr. B. 2007;850:523–527. doi: 10.1016/j.jchromb.2006.11.002. [DOI] [PubMed] [Google Scholar]
- 11.Bernardi P. Mitochondrial transport of cations: Channels, exchangers, and permeability transition. Physiol. Rev. 1999;79:1127–1155. doi: 10.1152/physrev.1999.79.4.1127. [DOI] [PubMed] [Google Scholar]
- 12.Park I., Londhe A.M., Lim J.W., Park B.G., Jung S.Y., Lee J.Y., Lim S.M., No K.T., Lee J., Pae A.N. Discovery of non-peptidic small molecule inhibitors of cyclophilin D as neuroprotective agents in Aβ-induced mitochondrial dysfunction. J. Comput.-Aided Mol. Des. 2017;31:929–941. doi: 10.1007/s10822-017-0067-9. [DOI] [PubMed] [Google Scholar]
- 13.Valasani K.R., Vangavaragu J.R., Day V.W., Yan S.S. Structure based design, synthesis, pharmacophore modeling, virtual screening, and molecular docking studies for identification of novel cyclophilin D inhibitors. J. Chem. Inf. Model. 2014;54:902–912. doi: 10.1021/ci5000196. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Shore E.R., Awais M., Kershaw N.M., Gibson R.R., Pandalaneni S., Latawiec D., Wen L., Javed M.A., Criddle D.N., Berry N. Small molecule inhibitors of cyclophilin D to protect mitochondrial function as a potential treatment for acute pancreatitis. J. Med. Chem. 2016;59:2596–2611. doi: 10.1021/acs.jmedchem.5b01801. [DOI] [PubMed] [Google Scholar]
- 15.Elkamhawy A., Lee J., Park B.G., Park I., Pae A.N., Roh E.J. Novel quinazoline-urea analogues as modulators for Aβ-induced mitochondrial dysfunction: Design, synthesis, and molecular docking study. Eur. J. Med. Chem. 2014;84:466–475. doi: 10.1016/j.ejmech.2014.07.027. [DOI] [PubMed] [Google Scholar]
- 16.Zhang L., He D., Li K., Liu H., Wang B., Zheng L., Li J. Emodin targets mitochondrial cyclophilin D to induce apoptosis in HepG2 cells. Biomed. Pharmacother. 2017;90:222. doi: 10.1016/j.biopha.2017.03.046. [DOI] [PubMed] [Google Scholar]
- 17.Gao S., Liu J., Wang M., Liu Y., Meng X., Zhang T., Qi Y., Zhang B., Liu H., Sun X. Exploring on the bioactive markers of Codonopsis Radix by correlation analysis between chemical constituents and pharmacological effects. J. Ethnopharmacol. 2019;236:31–41. doi: 10.1016/j.jep.2019.02.032. [DOI] [PubMed] [Google Scholar]
- 18.He Y., Cheng P., Wang W., Yan S., Tang Q., Liu D., Xie H. Rapid investigation and screening of bioactive components in simo decoction via LC-Q-TOF-MS and UF-HPLC-MD methods. Molecules. 2018;23:1792. doi: 10.3390/molecules23071792. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Zhou B., Zhang Q., Sun J., Xingliang L.I., Wei Q. Study and application of partial least squares regression on relationship between soil nutrient and fruit quality. Agric. Sci. Technol. 2016;17:362–384. [Google Scholar]
- 20.Ni C., Fang Y., Chen X., Wu K., Li H., Wang Y., Zhenkun L., Lian Q., Ge R.S. Stem Leydig cell regeneration in the adult rat testis is inhibited after a short-term triphenyltin exposure. Toxicol. Lett. 2019;306:80–89. doi: 10.1016/j.toxlet.2019.02.010. [DOI] [PubMed] [Google Scholar]
- 21.Guo H.X., Wang F., Yu K.Q., Chen J., Bai D.L., Chen K.X., Shen X., Jiang H.L. Novel cyclophilin D inhibitors derived from quinoxaline exhibit highly inhibitory activity against rat mitochondrial swelling and Ca2+ uptake/release. Acta Pharmacol. Sin. 2005;26:1201–1211. doi: 10.1111/j.1745-7254.2005.00189.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Helekar S.A., Patrick J. Peptidyl prolyl cis-trans isomerase activity of cyclophilin A in functional homo-oligomeric receptor expression. Proc. Natl. Acad. Sci. USA. 1997;94:5432–5437. doi: 10.1073/pnas.94.10.5432. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Crompton M. Mitochondrial intermembrane junctional complexes and their role in cell death. J. Physiol. 2000;529:11–21. doi: 10.1111/j.1469-7793.2000.00011.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Crompton M., Virji S., Ward J.M. Cyclophilin-D binds strongly to complexes of the voltage-dependent anion channel and the adenine nucleotide translocase to form the permeability transition pore. Eur. J. Biochem. 1998;258:729–735. doi: 10.1046/j.1432-1327.1998.2580729.x. [DOI] [PubMed] [Google Scholar]
- 25.Chan K.M., Yue G.L., Li P., Wong C.W., Lee K.M., Kennelly E.J., Lau B.S. Screening and analysis of potential anti-tumor components from the stipe of Ganoderma sinense using high-performance liquid chromatography/time-of-flight mass spectrometry with multivariate statistical tool. J. Chromatogr. A. 2017;1487:162–167. doi: 10.1016/j.chroma.2017.01.044. [DOI] [PubMed] [Google Scholar]
- 26.Yang Y., Liang X., Jin P., Li N., Zhang Q., Yan W., Zhang H., Sun J. Screening and determination for potential acetylcholinesterase inhibitory constituents from ginseng stem–leaf saponins using ultrafiltration (UF)-LC-ESI-MS2. Phytochem. Anal. 2019;30:26–33. doi: 10.1002/pca.2787. [DOI] [PubMed] [Google Scholar]
- 27.Xie T., Chen H., Shen S., Huang T., Huang B., Hu G., Li L., Xu Y. Proteasome activator REGγ promotes inflammation in Leydig cells via IkBε signaling. Int. J. Mol. Med. 2019:1961–1968. doi: 10.3892/ijmm.2019.4115. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Chen S., Shi J., Zou L., Liu X., Tang R., Ma J., Wang C., Tan M., Chen J. Quality Evaluation of Wild and Cultivated Schisandrae Chinensis Fructus Based on Simultaneous Determination of Multiple Bioactive Constituents Combined with Multivariate Statistical Analysis. Molecules. 2019;24:1335. doi: 10.3390/molecules24071335. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Milne G.W.A. Software Review of ChemBioDraw 12.0. J. Chem. Inf. Model. 2010;50:2053. doi: 10.1021/ci100385n. [DOI] [Google Scholar]
- 30.Sanner M.F. Python: A programming language for software integration and development. J. Mol. Gr. Model. 1999;17:57–61. [PubMed] [Google Scholar]
- 31.Mura C., Mccrimmon C.M., Vertrees J., Sawaya M.R. An introduction to biomolecular graphics. Plos Comput. Biol. 2010;6 doi: 10.1371/journal.pcbi.1000918. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Laskowski R.A., Swindells M.B. LigPlot+: Multiple ligand-protein interaction diagrams for drug discovery. J. Chem. Inf. Model. 2011;51:2778–2786. doi: 10.1021/ci200227u. [DOI] [PubMed] [Google Scholar]