- 1State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macau, China
- 2Guangzhou Baiyunshan Zhongyi Pharmaceutical Co., Ltd., Guangzhou, Guangdong, China
- 3School of Basic Medical Sciences, Chengdu University, Chengdu, China
- 4School of Food and Biological Engineering, Chengdu University, Chengdu, China
- 5College of Pharmacy, Shenzhen Technology University, Shenzhen, China
Introduction: The current quality evaluation of traditional Chinese medicine (TCM) is difficult to attribute to clinical efficacy due to the complexity of TCM. Zishen Yutai pill (ZYP), a well-known traditional Chinese patent medicine, has been widely used to prevent recurrent miscarriage and treat threatened abortion. However, the chemical components of ZYP are unknown, and there is no convincing quality control method applied on ZYP. Although ZYP has been found to promote endometrial receptivity and treat impending abortion, the substantial basis of the therapeutic effects is unclear. The aim of this study was to clarify the quality markers correlated with the potential medicinal activities and provide a theoretical foundation for scientific quality control and product quality improvement of ZYP.
Methods: The chemical constituents of ZYP were comprehensively analyzed by offline two-dimensional liquid chromatography-mass spectrometry (2DLC-LTQ-Orbitrap-MS). The efficacy of the 27 ZYP orthogonal groups was investigated using the HTR-8/SVneo oxidative damage model and migration model in vitro, as well as the endometrial receptivity disorder mouse model and premature ovarian failure mouse model in vivo. Based on the efficacy and mass spectral results, spectrum–effect relationship analysis was used to identify the chemical components with corresponding pharmacological activities.
Results: A total of 589 chemical components were found in ZYP, of which 139 were not identified in the literature. The potential quality markers for ZYP were successfully identified through orthogonal design and spectrum–effect relationship analysis. By combining mass spectrum data and pharmacological results of 27 orthogonal groups, 39 substances were identified as potential quality markers.
Conclusion: The approaches used in this study will provide a feasible strategy for the discovery of quality markers with bioactivity and further investigation into the quality evaluation of TCM.
1 Introduction
Zishen Yutai pill (ZYP) has been shown to play an important role in treating various reproductive disorders in pharmacological investigations and assisted reproductive technology medications (Maharajan et al., 2021), especially in improving endometrial receptivity (Gao et al., 2015; Li et al., 2021; Chen et al., 2022) and treating threatened abortion (Zhang et al., 2019; Zhang et al., 2019), luteal phase deficiency menstrual problem (Shi et al., 2013; Zheng et al., 2015; Chen et al., 2016), and premature ovarian failure (Xie and Chen, 2017; Yang et al., 2020). There are fifteen Chinese herbal medicines contained in ZYP, including Cuscuta chinensis Lam. (CC; WFO accession number: 0001296656), Panax ginseng C.A.Mey. (PG; WFO accession number: 0000263606), Dipsacus inermis Wall. (DI; WFO accession number: 0000651030), Eucommia ulmoides Oliv. (EU; WFO accession number: 0000681176), Taxillus chinensis (DC.) Danser (TC; WFO accession number: 0000413163), Morinda officinalis F.C.How (MO; WFO accession number: 0000246041), Codonopsis pilosula Nannf. (CP; WFO accession number: 0000830580), Atractylodes macrocephala Koidz. (AM; WFO accession number: 0000046429), and Asini Corii Colla (ACC; skin gelatin of Equus asinus L. donkey). The complicated compound composition of ZYP and the unknown components of Chinese medicine itself have made quality control challenging. For multi-component systems, comprehensive two-dimensional liquid chromatography (2DLC) is an effective separation approach (Shang et al., 2021). 2DLC technology has been widely used in the analysis of complex TCM through online and offline modes (Cao et al., 2018; Dong et al., 2021; Wu et al., 2022). However, because the background noise from the online 2DLC approach would drown out many chemical components in ZYP, the chemical components in ZYP could be enriched by using the offline 2DLC method. Offline 2DLC can also solve the common solvent incompatibility problem in online 2DLC analysis, which is more suitable for ZYP analysis.
In terms of methods for determining quality markers, it has gradually evolved from the early belief that the unique chemicals in Chinese medicinal materials are quality markers to combining pharmacological activities to determine quality markers (Yang et al., 2021). The plans are becoming more rational, and the methods used are becoming more sophisticated. The quality evaluation method of ZYP was mainly achieved by using fingerprint with HPSEC-MALL-RID, FT-IR, and HPLC strategies (Cao et al., 2020; Li et al., 2020). Network pharmacology has also been used to investigate the mechanism of ZYP in the treatment of premature ovaries (Konac et al., 2009; Feng et al., 2021; Dang et al., 2022). No one has employed chemometrics and spectrum–effect relationship analysis to investigate its potential quality markers yet. By integrating UHPLC with pharmacological activity in vitro and in vivo, complemented by the PLS model, we hope to create 27 orthogonal groups based on various ratios of the nine main medicinal materials in ZYP and obtain potential quality markers.
ZYP is commonly used in the treatment of threatened abortion, recurrent abortion, infertility, and other diseases. Both the mouse model of endometrial receptivity disorder (Catalano et al., 2007) and the mouse model of premature ovarian failure (Lai et al., 2015) are proven and reliable models for studying associated disorders. Therefore, in the model of endometrial receptivity disorder, we chose the expression of genes involved in implantation, such as leukemia inhibitory factor (LIF), matrix metalloproteinases (MMPs) and their natural inhibitors (tissue inhibitors of metalloproteinases, TIMPs), and epidermal growth factor (EGF) (Ajdary et al., 2020) to evaluate the influence of ZYP on the model of endometrial receptivity disorder. Then, we chose gamma-interferon (IFN-γ) (Yin et al., 2018) and tumor necrosis factor-α (TNF-α) (Fu et al., 2012) related to ovarian dysfunction for the model of premature ovarian failure to detect their gene expression, as well as the expression levels of luteinizing hormone (LH), follicle-stimulating hormone (FSH), estrogen (E2) (Keremu et al., 2019), and anti-mullerian hormone (AMH) (Massin et al., 2008), which are features of premature ovarian failure. Trophoblast cells are critical in the development of placental structure and normal function. The ability of trophoblast cells to proliferate, fuse, and invade plays an important role in ensuring a healthy pregnancy (Knofler et al., 2019). As a commonly used method for the development and evaluation of drugs, wound healing assay measures cell invasion in scratch repair, such as cell proliferation or invasion under different culture conditions in wound healing. The placenta is hypoxic during the first trimester of pregnancy, and oxygen concentrations in the placenta rapidly increase after embryo–placenta–maternal blood circulation is fully established. When a mother has pregnancy problems or internal or surgical disorders that damage the antioxidant system of the body, active oxygen free radicals created by the cells are dramatically enhanced, causing oxidative stress to worsen and natural abortion to occur (Chiarello et al., 2020). Therefore, using HTR-8/SVneo cells, the king of trophoblast cells, as the in vitro model, the pre-protection effect of ZYP on oxidative stress has been explored using the tert-butyl hydroperoxide (t-BHP)-induced oxidative damage model. In addition, the regulatory effect of ZYP on migration ability of HTR-8/SVneo cells has been investigated using the wound healing model. Finally, based on the mass spectrometry data and the pharmacological results, spectrum–effect relationship analysis was used to identify the potential quality markers of ZYP.
2 Materials and methods
2.1 Chemicals and reagents
The ZYP product and the powders of nine kinds of medicinal materials, namely, CCL, PGC, DIW, EUO, TCD, MOF, CPN, AMK, and ACC were provided by Guangzhou Baiyunshan Zhongyi Pharmaceutical Co., Ltd (Guangzhou, Guangdong Province, China). HPLC-grade acetonitrile, methanol, and formic acid were purchased from Merck (Darmstadt, Germany). Purified water (18.2 MΩ cm at 25°C) was prepared using a Milli-Q purification system (Millipore, Bedford, MA, United States). RPMI-1640 medium, penicillin–streptomycin, fetal bovine serum (FBS), 0.25% trypsin-EDTA, DMSO, chloroform, isopropanol, ethanol, and reagents used for reverse transcription (RT) were purchased from Thermo Fisher Scientific Inc., and 70% t-BHP was purchased from Macklin Inc. Reactive oxygen species assay kit and DEPC-treated water were bought from Beyotime Biotechnology.
2.2 Sample preparation and comprehensive acquisition using offline 2DLC-LTQ-Orbitrap
The extraction method of ZYP product is the same as previously described (Cao et al., 2020). The UHPLC system (Dionex UltiMate 3000 ×2 Dual RSLC, Thermo Fisher Scientific Inc.) was used for two-dimensional liquid sample analysis and preparation, which included the DGP-3600RS dual system pump, WPS-3000TRS autosampler, TCC-3000RS column thermostat, SRD-3600 degasser, RS variable wavelength UV detector, and Chromeleon chromatography management software (SR7.2).
For first-dimensional (1D) LC sample analysis and preparation, an amino column (Waters XBridge BEH Amide column 130 Å, 4.6 × 150 mm, 3.5 μm) served as the first-dimensional preparation column at 40°C column temperature. Following a gradient elution program, a binary mobile phase consisting of 0.1% aqueous formic acid (A) and acetonitrile (B) was utilized at a flow rate of 1.0 mL/min: 0–10 min: 95%–90% (B); 10–20 min: 90% (B); 20–55 min: 90%–60% (B); and 55–60 min: 60% (B). The UV wavelength was set at three channels, 203, 254, and 280 nm, respectively. The 1D LC collected the fractions every 3 min using the automatic partial collector and took 20 consecutive injections of 40 μL injection volume. The fractions were combined separately, concentrated, reconstituted with 200 μL of acetonitrile, and refrigerated at 4°C as the second-dimensional (2D) LC sample.
The 2D LC analysis used the C18 column (Thermo Fisher Hypersil GOLDTM C18, 150 mm × 2.1 mm, 1.9 μm) at 45°C column temperature. The mobile phase was the same as 1D LC, but the flow rate was 0.4 mL/min and the elution gradient differed as follows: 0–5 min, 5% (B); 5–10 min, 5%–20% (B); 10–55 min, 20%–70% (B); 55–60 min, 70%–100% (B); and 60–65 min, 100% (B). The UV wavelength was set at three channels, 203, 254, and 280 nm, respectively.
To analyze the 20 fractions obtained, a Thermo Fisher LTQ-Orbitrap XL mass spectrometer (Thermo Fisher Scientific) equipped with an electrospray ionization (ESI) source was connected to the UPLC system. The ESI source was operated in positive and negative modes. The other MS conditions were set as follows: ion-spray voltage, 4.5 kV/−4.0 kV; capillary temperature, 380/380°C; capillary voltage, 35/−35 V; and tube lens voltage, 100/−100 V in the positive/negative mode. Xcalibur 2.1 software (Thermo Fisher Scientific) was used for data acquisition and processing.
2.3 Preparation and metabolomic profiling of the ZYP orthogonal test group
2.3.1 Preparation of ZYP orthogonal test group samples
The nine medicinal materials in ZYP are based on the high-, medium-, and low-quality ratios, and the orthogonal experiment design method of nine factors and three levels is adopted, with the quality ratio adjusted according to Baiyunshan Company’s recommendations. According to the L27 (39) orthogonal test method, nine kinds of medicinal materials were combined to form 27 test groups, as indicated in Table 1. Then, the weighed medicinal material powders were mixed and extracted with methanol at a concentration of 0.1 g/mL as described in the previous article (Cao et al., 2020).
2.3.2 UHPLC-MS analysis of ZYP orthogonal test group samples
The 27 orthogonal groups were injected with 5 μL using the UHPLC-MS system, which was the same as the system used for 2D LC, but with different mass spectrometry settings. The sole variation is the resolution, which is 30,000 in the 2D LC system and 15,000 in the orthogonal experiment.
2.4 Oxidative damage and migration assay of ZYP 27 orthogonal groups on HTR-8/SVneo cells
2.4.1 HTR-8/SVneo cell culture
HTR-8/SVneo cells were obtained from Shanghai Honsun Biological Technology Co., Ltd., with STR cell line authentication. HTR-8/SVneo cells were cultured in RPMI-1640 medium containing 10% FBS and 1% penicillin–streptomycin, and the cells were cultured at 37°C and 5% CO2 in a cell incubator. After the cells were grown to adhere to the wall, they were digested with 0.25% trypsin-0.02% EDTA solution and seeded in a 96-well culture plate with a seeding density of 5 × 104/mL, 100 μL/well and grown in an incubator for 24 h until cells adhered to the wall. Afterward, different concentrations of drugs were incubated on the cells after replacing the original medium. After 24 h of incubation, different models were made on the cells, and then the corresponding detection methods were used for detection.
2.4.2 Establishment of the t-BHP oxidative damage model, migration model, and ROS model on HTR-8/SVneo cells
The t-BHP-induced oxidative damage model and migration model were applied to HTR-8/SVneo cells. First, HTR-8/SVneo cells were incubated with 100, 50, 25, and 12.5 μg/mL ZYP for 24 h as pre-protection, and then the t-BHP oxidative damage model was built by incubating with 800 μM t-BHP for 2 h. After incubation with CCK-8 solution for 0.5–1.0 h, the absorbance at 450 nm was measured using a multifunctional enzyme marker (FlexStation 3 Multi-Mode Microplate Reader, Molecular Devices). The survival rate of HTR-8/SVneo cells was calculated using the following formula:
Survival rate (%) = (absorbance value of administration group − absorbance value of blank hole)/(absorbance value of no administration group − absorbance value of blank hole) × 100%
After treatment with 100, 50, 25, and 12.5 μg/mL of ZYP for 24 h as pre-protection for HTR-8/SVneo cells, probe DCFH-DA was diluted at 1:1000 with RPMI-1640 basal medium, the cell culture medium was discarded, and 100 μL/well diluted DCFH-DA working solution was added and incubated for 20 min at 37°C and 5% CO2 in a cell incubator. Cells were washed three times with RPMI-1640 basal medium to adequately remove DCFH-DA that did not enter the cells. The administration group and model group were injured by adding 800 μM t-BHP for 2 h, and the same amount of the basal medium was added into the control group. The fluorescence intensity was detected using a microplate reader at the excitation wavelength of 488 nm and the emission wavelength of 525 nm. The fluorescence reduction rate was calculated using the following formula:
Fluorescence reduction rate = (fluorescence value of model group − fluorescence value of administration group)/fluorescence value of model group × 100%
The pre-administration concentration of the migration model is set to 100, 50, 25, and 12.5 μg/mL of ZYP as same as other models. After 24 h of incubation, WoundMaker was used to perform a scratch experiment on the cells. After discarding the orthogonal test group drug solution, 100 μL/well of new medium (without serum) was added, and pictures were taken immediately and 24 h later using Incucyte. The scar width was obtained using Incucyte software, and the scar reduction rate was calculated using the following formula:
Scar reduction rate (%) = scar reduction/scar width at 0 h × 100%
2.5 Treatment of ZYP 27 orthogonal groups using the endometrial receptivity disorder mouse model and premature ovarian failure mouse model
2.5.1 Mouse endometrial receptivity disorder model method
All mice studies were approved by the Experimental Animal Ethics Committee of Chengdu University in accordance with the guidelines for the care and use of laboratory animals (approval number: 2002001). A total of 350 female and 150 male SPF-grade Kunming strains of mice, weighing 20 ± 2 g, were purchased from Chengdu Dossy Experimental Animals Co., Ltd. After mice were adaptively raised for 1 week and then screened for estrous cycles by vaginal smear, the mice with normal estrous cycle were randomly divided into 30 groups (9–10 mice per group), including the blank group, model group, whole formula group, and 27 dosing groups with specified ratios. At 9: 00 a.m. daily, the whole prescription group and the dosing group with the specified ratio were administered with the corresponding medicine intragastrically (i.g.). The mice of the control group and the model group were administered with the same volume of saline i.g. for successive 15 days. At 16:00 daily, except for the blank control group, mice in each group were administered with 400 mg/kg hydroxyurea i.g. for 10 consecutive days. On the 11th day, five male rats were added into each group’s cage at 20:00. Then, the vaginal plug was examined at 8: 00 a.m. the next day. The results showed that the day of the vaginal plug was the first day of pregnancy. On the fourth day of pregnancy, the female rats in the blank control group were administered with 8.3 mg/kg mifepristone i.g at 21:00. The mice were euthanized at 9:00 a.m. on the fifth day, and the uteri were dissected, separated, and stored in RNA protection solution and then in the refrigerator at −80°C until further analysis.
2.5.2 RNA extraction, reverse transcription, and RT-qPCR detection in mice
We extracted RNA from the mouse uterine tissue with the QIAGEN kit extraction method. Afterward, we performed RNA reverse transcription using the RevertAid First Strand cDNA Synthesis kit (Thermo Fisher Scientific), and cDNA obtained by reverse transcription was stored in a refrigerator at −80°C. Finally, RT-qPCR was performed using the FastStart Universal SYBR Green Master (Rox) kit (Hoffmann-La Roche Ltd.). Primer sequences used in qPCR detection are listed in Supplementary Table S1.
2.5.3 Mouse premature ovarian failure model
A total of 300 female SPF-grade Kunming strains of mice, weighing 18 ± 2 g, were purchased from Chengdu Dossy Experimental Animals Co., Ltd. The mice were randomly assigned into 30 groups with 9–10 animals in each group after 1 week of adaptive feeding, including a blank group, a model group, a full prescription group, and 27 predetermined dosage groups. Mice in the other groups except the blank group were administered with 90 mg/kg cyclophosphamide intraperitoneally on days 1, 4, and 7 to imitate the animal model of follicular development abnormality caused by the reduced ovarian reserve. For 15 days, the mice in the prescription group and the designated administration group were given corresponding dosage of full prescription or 27 orthogonal samples by gavage every morning at 10:00, while the mice in the control group and the model group were given an equal volume of normal saline by gavage at the same time. On the 15th day, the mice were sedated 2 h after the treatment, the blood was drawn and serum was separated, and the mice’s bilateral ovaries were dissected and separated, preserved in RNA protection solution, and stored at −80°C for subsequent use.
2.5.4 RNA extraction, reverse transcription, and RT-qPCR detection in mice
To extract mouse RNA, we processed the mouse ovarian tissue using the QIAGEN kit extraction technique. Afterward, RNA was reverse-transcribed using the RevertAid First Strand cDNA Synthesis Kit (Thermo Fisher Scientific), and cDNA generated by reverse transcription was stored at −80°C.
2.6 Spectrum–effect relationship analysis of 27 ZYP orthogonal groups
Compound Discoverer software was used to extract peak area and retention time from mass spectrometry data, and the analysis procedure was carried out as illustrated in Supplementary Figure S1. The data were divided into four groups based on methanol extraction/water extraction and positive/negative ions and then imported into the software for analysis, with the matching mass spectrometry peak areas, retention time, and MW information predicted by the software. After obtaining mass spectral peak area data, the data were imported into the MetaboAnalyst website and processed through the statistical analysis module to produce standardized peak area data.
After analyzing the mass spectrometry data, they were combined with the data from the single pharmacological model and uploaded into SIMCA software. The peak area was taken as x, and the pharmacological model data including the survival rate, scar reduction rate, fluorescence reduction rate in the HTR-8/SVneo cell model, and mean levels of E2, FSH, LH, AMH, Tnf-α, and Ifn-γ in the premature ovarian failure mouse model and mean levels of Mmp9, Timp3, Lif, and Egf in the endometrial receptivity disorder mouse model were taken as y. The PLS model was used to fit the data and determine the VIP and coefficient values. VIP was greater than one, with a significance level of 0.05. The top 15 were screened and compared using Compound Discoverer software with retention time and MW, and the corresponding compounds were inferred from the MS/MS data.
2.7 Data analysis
All data were expressed as the mean standard deviation (mean ± SD). GraphPad Prism 8 software was used for data statistics and graphing, and one-way ANOVA was used to compare the two groups. The statistical significance was defined as p < 0.05.
3 Results
3.1 2DLC-LTQ-Orbitrap MS structure identification
In the creation of a two-dimensional liquid system, the choice of the chromatographic column is critical. To maximize column capacity and improve separation efficiency, the chromatographic column should satisfy orthogonality as much as possible. According to our orthogonal column tests, the amino column was employed in the first-dimension chromatography separation of fractions to increase the retention and separation ability of strong polar compounds, as well as to improve the orthogonality. The classic C18 chromatographic column has a high ability to separate and differentiate weakly polar compounds and is mass spectrometry compatible. As a result, the C18 column was chosen as the second column in this investigation. When comparing the organic phases of acetonitrile and methanol, acetonitrile produces a more stable baseline and detects more mass spectral peaks with better peak shape. In addition, adding 0.1% formic acid to the water phase can improve the ionization intensity, peak shape, and column efficiency. As a result, the acetonitrile–0.1% formic acid water system was chosen for this study.
According to the separation results of first-dimension liquid chromatography, a fraction was taken every 3 min for the whole retention duration of 60 min, yielding a total of 20 fractions, which were concentrated by nitrogen blowing and freeze-dried. As shown in Figure 1, first-dimension liquid chromatography separated 20 fractions, which were re-dissolved in acetonitrile and evaluated using second-dimension liquid chromatography. Supplementary Tables S2, S3 provide the list of 589 chemicals that can be found in ZYP, of which 221 were found in the positive ion mode of the mass spectrometry and the remaining 368 were found in the negative ion mode. Among them, hyperoside, astragalin, quercetin, kaempferol, isorhamnetin, ginsenoside Rg1, ginsenoside Rb2, ginsenoside Rb3, ginsenoside Rd, ginsenoside F2, ginsenoside Rg2, akebia saponin D, sweroside, chlorogenic acid, 3,5-dicaffeoylquinic acid, 3,4-dicaffeoylquinic acid, 4,5-dicaffeoylquinic acid, pinoresinol di-O-β-D-glucopyranoside, geniposidic acid, nystose, atractylenolide I, atractylenolide II, atractylenolide III, ferulic acid, 5-hydroxymethylfurfural, 2,3,5,4′-tetrahydroxystilbene-2-O-β-Dglucoside, emodin, jaceosidin, eupatilin, and protocatechuic acid were confirmed by standard materials; other compounds were speculated by comparing with the literature report. Furthermore, although 139 compounds found by 2DLC-MS are inconsistent with the data of the reported ingredients, they had the same molecular mass as certain known compounds. This is why the word “isomer” is added when they are reported in Supplementary Tables S2, S3, indicating that they may be new compounds.
In addition to that, the spectra of the 27 orthogonal groups of methanol and water extracts were analyzed using UHPLC-MS, and the positive and negative mode results are shown in Supplementary Table S2, S3. Afterward, in vitro and in vivo tests were conducted on 27 methanol extracts and 27 water extracts, respectively, and the spectrum–effect connection was then merged.
3.2 Pre-protective effect of ZYP orthogonal groups on the oxidative damage and migration model of HTR-8/SVneo cells
HTR-8/SVneo cells were incubated with 100, 50, 25, and 12.5 μg/mL ZYP orthogonal groups for 24 h as pre-protection and then treated with t-BHP, WoundMaker, and ROS kit for model building. The results are shown in Supplementary Figures S3, S4, S5. Since the 50 μg/mL concentration had the best overall efficacy among the four concentration groups, the mean value of the 50 μg/mL result was used for the subsequent spectrum–effect relationship analysis. As demonstrated in Figure 2A, t-BHP modeling reduced cell viability by an average of 19.8%, but incubation with 50 μg/mL ZYP orthogonal groups 24 h before modeling increased cell viability to various degrees in each group. The cell survival of the orthogonal test groups 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, and 14 was considerably improved (p < 0.05) compared to that of the model group.
FIGURE 2. Effects of ZYP orthogonal treatment on the oxidative damage model and migration model of HTR-8/SVneo cells. The results of the (A) t-BHP oxidative model, (B) migration model, and (C) ROS model. The aforementioned values represent the means of three experiments. Data shown represent means ± SD; * p < 0.05, ** p < 0.01, *** p < 0.001 compared to model (A), control (B), and model (C) groups.
In the migration model, all orthogonal groups demonstrated higher HTR-8/SVneo cell wound healing than the control group, as shown in Figure 2B, with groups 1, 2, 7, 16, 17, 18, 19, 21, and 23 being significant (p < 0.05). Afterward, the ROS model results shown in Figure 2C indicated that most of the orthogonal groups were able to reduce ROS, except for groups 7–14. In comparison to the model group, the orthogonal groups 20, 21, and 22 showed a considerable effect on reducing ROS (p < 0.05).
3.3 Effects of ZYP orthogonal groups on the mouse endometrial receptivity disorder model and mouse premature ovarian failure model
Figure 3 depicts the impact of 27 ZYP orthogonal groups on endometrial receptivity disease model mice. Mmp9, Timp3, Lif, and Egf mRNA in the mouse uterine tissue could be decreased after modeling. Following administration, some orthogonal groups demonstrated an inhibition of damage caused by modeling medicines, indicating a protective effect. The experimental results showed that groups 17 (p < 0.001) and 18 (p < 0.01) significantly increased Lif mRNA expression in the uterus of endometrial receptivity disorder model mice, implying that the protective action of this part of the administration group may be associated with Lif-related targets. The amount of Egf mRNA in the uterus of mice in (p < 0.001) administration group 18 was likewise considerably greater than that in the model group, implying that administration group 18 (p < 0.001) may exercise its medicinal effect via modulating growth factor-related pathways.
FIGURE 3. Protective effect of ZYP orthogonal groups on endometrial receptivity disorder in mice. RT-qPCR results of (A) Mmp9, (B) Timp3, (C) Lif, and (D) Egf in different ZYP orthogonal groups compared with the blank and model groups. The aforementioned values represent the means of three experiments. Data shown represent means ± SD; * p < 0.05, ** p < 0.01, *** p < 0.001 compared to the model group.
Figure 4 illustrates the protecting impact of ZYP 27 orthogonal test groups on a mouse model of premature ovarian failure. The levels of E2 and AMH in the serum of mice were dramatically reduced after continuous modeling treatment with cyclophosphamide, whereas the levels of LH and FSH were significantly increased. As shown in Figure 4A, the serum E2 levels of mice in groups 16, 22 (p < 0.01), 26 (p < 0.001), and 27 (p < 0.05) were considerably greater than those in the model group after treatment, implying that ovarian function is protected by inhibiting E2 reduction. Figure 4B indicates that groups 4, 11, 20, 22, and 23 (p < 0.05); 7 (p < 0.01); and 2, 5, 9, 10, 12, and 19 (p < 0.001) were able to significantly increase cyclophosphamide-caused AMH reduction, implying that these groups may be able to prevent premature ovarian failure by maintaining or increasing AMH release. Cyclophosphamide could considerably raise FSH and LH secretion levels, as shown in Figures 4C, D, which is consistent with the symptoms of premature ovarian failure. Most administration groups exhibited an impact of suppressing excessive FSH and LH secretion after delivery. In the mouse ovarian tissue, cyclophosphamide can generate an increase in the expression levels of Tnf-α and Ifn-γ mRNA, as demonstrated in Figures 4E, F, and most of the administration groups showed a downward trend. However, because the expression levels of Tnf-α and Ifn-γ genes in the mouse ovarian tissue were low or not significantly activated, they were below the limit of quantification, or the divergence within the group was too great, and significant differences could not be acquired in the real experimental detection.
FIGURE 4. Protective effect of ZYP orthogonal groups on premature ovarian failure in mice. ELISA results of (A) E2, (B) AMH, (C) FSH, and (D) LH and RT-qPCR results of (E) Tnf-α and (F) Ifn-γ in ZYP orthogonal groups compared with the blank and model groups. The aforementioned values represent the means of three experiments. Data shown represent means ± SD; * p < 0.05, ** p < 0.01, *** p < 0.001 compared to the model group.
3.4 Spectrum–effect relationship to obtain potential quality markers
After the UHPLC-MS and pharmacological experiments of the 27 ZYP orthogonal groups were performed, the quality markers could be inferred by combining the spectrum–effect relationship. Figures 5A, B, C, D show the results of PCA of 27 orthogonal groupings of mass spectrum peaks. The acquired VIP value data are shown in Figures 5E, F when integrated with one single pharmacological model for PLS fitting. A total of 39 potential quality markers were predicted, including 17 in the positive ion mode and 22 in the negative ion mode. Dipsacus saponin A and codonopsinol B are strong predictors in both the HTR-8/SVneo cell model of t-BHP oxidative damage and the premature ovarian failure mouse model.
FIGURE 5. Multivariate data analyses among ZYP orthogonal groups. PCA loading plots for the 27 orthogonal groups’ UHPLC-MS peaks of methanol extracts in positive (A) and negative (B) modes, and 27 orthogonal groups’ UHPLC-MS peaks of water extracts in positive (C) and negative (D) modes. The VIP-score plot of 27 orthogonal groups’ UHPLC-MS results in positive (E) and negative (F) modes combined with pharmacological results.
4 Discussion
ZYP is widely used in the treatment of threatened miscarriage, recurrent miscarriage, infertility, and other diseases as a well-known traditional Chinese medicine. The main reason for restricting its industrialization and modernization process is because the pharmacodynamic material basis for its therapeutic effects is unknown, as is the in vivo process and method of action. The quality marker proposed by Liu et al. (2016) created a new paradigm for developing the TCM quality control system. It is used to control the manufacturing process and product quality as well as to ensure the clinical efficacy and safety of TCM because of its measurability, specificity, transitivity, effect correlation, and correlation with the theory of TCM (Lu et al., 2022). The strategy of finding quality markers has also made great progress in recent years, from the original chemical consistency evaluation to the consistency evaluation of drug efficacy and safety. As a good example, Liang et al. (2021) evaluated the anti-pancreatic activity in vitro and in vivo and used linear regression analysis or a weighted least squares model to predict the effective content of chemical markers based on quantitative data between validated batches and other batches of Chaiqin Chengqi decoction. As a result, the lower and upper bounds of the effective and antagonistic constituents were determined. Recently, the quality control of ZYP has been quantitatively assessed by the method of fingerprinting (Cao et al., 2020), but it lacks efficacy evidence to back it up. Therefore, we combined the pharmacological activities in vivo and in vitro to create a thorough assessment of which components in ZYP have the most impact on the therapeutic effect using the approach of spectrum–effect combination. A good platform for the analysis of ZYP chemical constituents could also be provided by the employment of 2DLC technology, which would also help uncover the chemical ingredients of preparations that are actually active.
Oxidative stress occurs when oxidative and antioxidant components in cells are out of balance, resulting in the formation of more ROS than the removal of ROS, causing cellular and tissue damage. Large levels of ROS build in the placenta under ischemia–hypoxic circumstances, and trophoblast cells are subjected to oxidative stress when pregnancy complications are present (Burton and Jauniaux, 2011). Therefore, reducing or maintaining the level of ROS may be the possible mechanism for ZYP to exert its therapeutic effect. Many molecular markers have been proposed to identify this stage of endometrial receptivity, including integrins, Egf, and Lif (Aghajanova et al., 2008). ZYP regulates the balance of Mmp9/Timp3 expression, and the mechanism of Lif- and Egf-related pathways ameliorates endometrial receptivity impairment in mice.
Tables 2, 3 indicate the potential quality markers for investigation after combining the mass spectrum data with the pharmacological model result. We discovered that 39 potential quality markers were screened out using the strategy of combining chemical data with pharmacological models. 4,5-Dicaffeoylquinic acid (Kim et al., 2005), syringaresinol-O-β-D-glucopyranoside (Morgan et al., 2015), 3,5-dicaffeoylquinic acid (Hyun et al., 2019), 3,4-dicaffeoylquinic acid (Hyun et al., 2019), chlorogenic acid (Feng et al., 2016), bajijiasu (Wu et al., 2015), isocitric acid (Morgunov et al., 2018), maltol (Wang et al., 2019), avicularin (Zhang et al., 2020), isoquercitrin (Li et al., 2016), dihydroresveratrol (Torres-Santiago et al., 2021), and quercitrin (Bose et al., 2013) have been reported in pharmacological model experiments related to oxidative damage, while hederagenin (Zeng et al., 2018), rubiadin-1-methyl ether (Mohr et al., 2019), yopaaoside C (Gadicherla et al., 2019), oleanolic acid 28-O-β-D-glucopyranoside (Lin et al., 2016), cycloeucalenone (Lopes et al., 2014), avicularin (Zhang et al., 2020), dihydroresveratrol (Torres-Santiago et al., 2021), and quercitrin (Bose et al., 2013) have been found to be associated with anti-inflammatory mechanisms. Other pharmacological activities reported among the rest of potential quality markers were antimycobacterial activity, cytotoxicity, antiviral, anti-complement effects, and so on. In addition to that, some other compounds have not been reported in related pharmacological activities or their effects need to work in synergy with other compounds, all of which need further verification.
5 Conclusion
In this study, a strategy was established to analyze the chemical compositions of ZYP by offline 2DLC-MS. In addition, potential quality markers were successfully identified through orthogonal design and spectrum–effect relationship analysis.
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 author.
Ethics statement
The animal study was reviewed and approved by the Experimental Animal Ethics Committee of Chengdu University.
Author contributions
SW, QH, and FS: methodology, investigation, and writing—original draft. LZh: methodology and formal analysis. LZo: resource, methodology, and validation. LY: formal analysis and writing—review and editing. JC: software and visualization. XP: project administration. NN: conceptualization and methodology. PL: conceptualization, supervision, funding acquisition, and writing—review and editing. All authors contributed to the article and approved the submitted version.
Funding
This work was financially supported in part by the Guangzhou International Science and Technology Cooperation Project (file no. 201807010044), the Macau Science and Technology Development Fund (file no. 0024/2021/A1), and the Research Committee of the University of Macau (file no. MYRG 2022-00226-ICMS).
Conflict of interest
QH, XP, and NN were employed by Guangzhou Baiyunshan Zhongyi Pharmaceutical Co., Ltd.
The remaining 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.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphar.2023.1211304/full#supplementary-material
Abbreviations
TCM, traditional Chinese medicine; ZYP, Zishen Yutai pill; 2DLC, two-dimensional liquid chromatography; MS, mass spectrometry; CC, Cuscuta chinensis Lam.; PG, Panax ginseng C.A.Mey.; DI, Dipsacus inermis Wall.; EU, Eucommia ulmoides Oliv.; TC, Taxillus chinensis (DC.) Danser; MO, Morinda officinalis F.C.How; CP, Codonopsis pilosula Nannf.; AM, Atractylodes macrocephala Koidz.; ACC, Asini Corii Colla; LIF, leukemia inhibitory factor; MMPs, matrix metalloproteinases; TIMPs, tissue inhibitors of metalloproteinases; EGF, epidermal growth factor; IFN-γ, gamma-interferon; TNF-α, tumor necrosis factor-α; LH, luteinizing hormone; FSH, follicle-stimulating hormone; E2, estrogen; AMH, anti-mullerian hormone; t-BHP, tert-butyl hydroperoxide; ROS, reactive oxygen species; ESI, electrospray ionization; 1D, first-dimensional; 2D, second-dimensional.
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Keywords: Zishen Yutai pill, quality markers, offline two-dimensional liquid chromatography-mass spectrometry, in vitro, in vivo, spectrum–effect relationship, traditional Chinese medicine
Citation: Wu S, Huang Q, Sheng F, Zhang L, Zou L, Yang L, Cao J, Pang X, Ning N and Li P (2023) Identification of potential quality markers of Zishen Yutai pill based on spectrum–effect relationship analysis. Front. Pharmacol. 14:1211304. doi: 10.3389/fphar.2023.1211304
Received: 24 April 2023; Accepted: 01 June 2023;
Published: 15 June 2023.
Edited by:
Wei Peng, Chengdu University of Traditional Chinese Medicine, ChinaReviewed by:
Dandan Tang, Sichuan College of Traditional Chinese Medicine, ChinaFeng-Qing Yang, Chongqing University, China
JianLi Gao, Zhejiang Chinese Medical University, China
Copyright © 2023 Wu, Huang, Sheng, Zhang, Zou, Yang, Cao, Pang, Ning and Li. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Liang Zou, em91bGlhbmdjZHVAMTI2LmNvbQ==; Na Ning, MTEyNTgzNTQzOEBxcS5jb20=; Peng Li, cGxpMTk3OEBob3RtYWlsLmNvbQ==
†These authors have contributed equally to this work