Background
Urbanized living environments and excessive nutritional intake have resulted in the recent increase of various metabolic diseases such as diabetes, hypertension, hyperlipidemia, and cardiovascular diseases [1, 2]. After cancer, cerebrovascular disease and heart disease are the second and third most common causes of death in Korea [3‐5].
Hyperlipidemia is recognized as a direct cause of cerebrovascular disease and heart disease; thus, diverse therapeutic strategies for hyperlipidemia have been studied [6]. A direct correlation between diabetes and hyperlipidemia as risk factors has been reported [1, 7, 8]. Indeed, cardiovascular disease is the leading cause of death in diabetic patients, and it is known that 31–34% of diabetic patients also have coronary artery disease [1, 2, 8].
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Salviae miltiorrhizae Radix (SR), the dried root of Salvia miltiorrhiza, is one of the most popularly used medicinal herbs. Recently, it has received increasing attention for the treatment and prevention of cardiovascular system disorders [9‐12]. The major bioactive constituents of SR can be classified into hydrophilic components, such as salvianolic acids, and lipophilic components, such as diterpenoid tanshinones [12, 13].
As herbal extracts such as SR contain many kinds of bioactive compounds, and the selection of extraction methods of herbal preparations may affect results of pharmaceutical research of herbal medicines. Thus its extraction process is one of the most important steps in research of herbal resources. Recently, pharmaceutical network studies are conducted to identify the molecular targets which play key role on the effects of herbal medicines. But there are still many unclear data from pharmaceutical network studies due to the diversity of extraction methods on pharmaceutical researches which were used to support the pharmaceutical network studies.
Salviae miltiorrhizae Radix has been reported to affect coronary heart disease [14], ischemia/reperfusion-induced myocardial injury [15], cancer [16], metabolic syndrome [10], Alzheimer’s disease [17], and osteoporosis [12]. Several research articles have reported the effects of SR on diet-induced hyperlipidemia in rats; in one study, rats were administered SR extract for 4 weeks, which resulted in a significant decrease in serum lipid levels [18‐20]. Recently, we reported the anti-inflammatory and anti-hyperlipidemic effects of SR, which were thought to be mediated through the anti-oxidative effects of the extract [19, 21]. In the above study, we modified a mouse model for hyperlipidemia experimentation, orally administered the herbal extracts mixed with chow for rodents, and determined the appropriate dosages for mice.
As SR exerts various pharmacological activities, it has great potential as a pharmacological agent [12, 15, 18]. In this study, we aimed to confirm the anti-hyperlipidemic effects in mice and to determine the molecular targets of SR.
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In order to investigate the effects and the molecular targets of the methanol extract of SR (SRme) in high-fat diet induced hyperlipidemic mice, we monitored changes in body weight and the blood serum contents of total cholesterol, high-density lipoprotein (HDL)-cholesterol, and triglycerides. The extent of accumulation of lipid peroxide owing to lipid metabolism disorder was also evaluated through measurement of malondialdehyde (MDA) level. In addition, after the evaluation of gene expression in hepatic tissues, the target proteins of SRme were identified by using a protein interaction database.
Methods
Animals
Six-week-old male ICR mice (SAMTAKO, Korea), weight 20–25 g, were used for the experiments involving the induction of hyperlipidemia. The mice were adapted to the laboratory environment (room temperature: 24 ± 2 °C; humidity: 55 ± 5%; 12-h light/dark cycle) for a minimum of 1 week with a sufficient supply of solid feed and water. The experimental protocol involving animals was approved by the ethics committee of PNU (Pusan National University; Approval Number PNU-2013-0311). The Minimum Standards of Reporting Checklist (Additional file 1) contains details of the experimental design, statistics, and resources used in this study.
Preparation of SRme
The SR used in this study was purchased from an authorized pharmaceutical company (Gwangmyoung Co., Korea) and authenticated by Dr. Cho (School of Korean Medicine, Pusan National University, Yangsan, Korea). Fingerprinting data of the SR was kindly provided from Gwangmyoung Co., and the data are shown as Additional file 2: Figure S1. A voucher specimen (No. SM14-0611) was deposited in the low temperature room (4 °C) of the laboratory. SR (500 g) was immersed in methanol at room temperature for 5 days; this process was repeated twice and a total of 58.4 g of dry extract was obtained (11.7% yield).
Induction of hyperlipidemia and classification of experimental groups
To induce hyperlipidemia, we fed a high-fat diet to the mice in the control group (HFD) and the SRme-treated group (SRG) for 4 weeks. Mice in the normal group (NOR) were supplied general feed. On the fifth week of the experiment, high-fat diet-fed mice were randomly allocated to HFD and SRG based on body weight. From the fifth week of the experiment, SRG mice, which received a high-fat diet with SRme, and HFD mice, which received a high-fat diet only, were fed for an additional 2 weeks. The rodent chow was custom made by Daol Biotech (Daejeon, Korea). The composition of main ingredients and nutrition facts are given in Tables 1, 2. The schematic design of this study is shown in Fig. 1.
Table 1
Experimental groups and compositions of normal and high fat diet
Main ingredients | Diet (g/kg) | ||
---|---|---|---|
Normal | High fat | High fat + SRme | |
Casein | 200 | 200 | 200 |
Sucrose | 172.8 | 172.8 | 172.8 |
Dextrose | 100 | 100 | 100 |
Soybeal oil | – | 25 | 25 |
Larda
| – | 177.5 | 177.5 |
Cholesterol | – | 12.9 | 12.9 |
Cholic acid | – | 4.3 | 4.3 |
SRme | – | – | 1 |
Table 2
Gram percentage of main nutrition facts
Compounds | Diet (g%) | ||
---|---|---|---|
Normal | High fat | High fat + SRme | |
Protein | 28 | 28 | 28 |
Carbohydrate | 25 | 25 | 25 |
Fat | 5 | 24 | 24 |
Crude fiber | 4 | 4 | 4 |
Mineral mix | 5 | 5 | 5 |
Vitamin mix | 2 | 2 | 2 |
Water | 12 | 12 | 12 |
Total kcal/g | 3.5 | 4.7 | 4.7 |
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Harvesting liver tissues, preparation for gene expression analysis, and MDA measurement
After the experimental animals were sacrificed, the liver tissue was excised and blood was removed using cold (4 °C) perfusion solution (130 mM NaCl, 5 mM KCl, and 10 mM Tris–HCl, pH 7.4). In order to observe gene expression, total RNA was isolated by using a Qiagen RNeasy Kit (Qiagen Korea Ltd) in accordance with the manufacturer’s instructions. An Agilent microarray containing approximately 45,000 oligo-spots (Agilent Technologies Co.) was used for hybridization. In comparison with RNA from NOR mice as a reference, we considered genes that showed a greater than threefold upregulation or downregulation. Gene expression folds based on NOR were shown as Additional file 3. Hierarchical clusters of genes were analyzed using a multiple experiment viewer (MeV ver. 4.9, mev.tm4.org) and a functional protein association networks database (STRING, https://string-db.org) was applied for interaction network analysis.
To measure the MDA levels, a Stadie-Riggs microtome (Tomas Co. USA) was used to prepare tissue slices approximately 1-mm wide and 0.3–0.5-mm thick, with a horizontal length and a vertical length of 1 cm each. Phosphoric acid (3 ml) and 0.6% thiobarbituric acid solution were added to the slices and boiled for 60 min. Finally, 1-butanol (4 ml) was added, thoroughly mixed, and centrifuged at 800×g for 25 min. The absorbance of the supernatant of the mixed solution was measured at 534 and 510 nm.
Blood collection and measurement of blood cholesterol and triglycerides
At the end of the 2-week drug administration period, blood was collected from the mouse abdominal vein. After the collected blood was centrifuged at 5000×g for 20 min, the supernatant was removed for the measurements of blood cholesterol and triglyceride levels. Serum total cholesterol, HDL-cholesterol, and triglycerides were measured by using measurement kits (FUJIFILM, Japan).
Statistical analysis
To perform the statistical analyses on the experimental material, SigmaPlot ver. 12 (SigmaStat, USA) was used. The experimental results were expressed as the mean ± standard deviation (mean ± SD) and statistical significance between groups was determined by using one-way ANOVA followed by Tukey’s post hoc analysis. Values of P < 0.05 were considered to be statistically significant.
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Results
Effect on body weight
A slight increase in body weight was observed in HFD mice in comparison to that of NOR mice over the 4-week hyperlipidemia induction period, but in the additional 2-week period, there was no statistically significant difference among the groups (Fig. 2). There was also no difference between the groups in food intake during the experimental periods (data not shown).
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Effect on serum lipid content
The total cholesterol content in blood was significantly different between NOR and HFD mice (121.38 ± 16.42 and 162.00 ± 6.09 mg/dl, respectively). However, the total cholesterol content in SRG mice was 142.88 ± 10.80 mg/dl, which was not significantly different from that of HFD mice (Fig. 3a).
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The HDL-cholesterol content in mouse blood was not observed to be significantly different in any groups (Fig. 3b).
A statistically significant increase was observed when NOR and HFD mice were compared (83.00 ± 17.56 and 175.88 ± 26.07 mg/dl, respectively). In SRG mice, the value was 117.75 ± 26.26, which was also significantly different from that in HFD mice (Fig. 3c).
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Changes in lipid peroxide content in liver tissue
Level of MDA, a lipid peroxide, in mouse liver tissue, showed a significant increase in hyperlipidemic HFD mice in comparison to that in the non-hyperlipidemic NOR mice (188.5 ± 21.3 pmol MDA/mg protein and 112.6 ± 18.3 pmol MDA/mg protein, respectively). However, SRG mice showed no significant change compared with HFD mice (164.6 ± 22.2 pmol MDA/mg protein) (Fig. 4).
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Expression profile of genes
The analysis of the expression pattern of genes in mice liver revealed that a total of 291 genes showed at least threefold change in HFD mice as compared to the values in NOR mice. These changed genes were hierarchically clustered (Additional file 4: Figure S2), as shown in Fig. 5. It is clear that the expression of 291 genes was significantly changed in the livers of hyperlipidemic HFD mice in comparison to that in NOR mice. From the altered genes, we selected 71 genes whose expression was restored by SRme administration, based on hierarchical clustering using MeV software (Fig. 5). The trends in alteration and restoration of the genes are shown in Fig. 6.
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By using the STRING database, we assessed functional genomics and explored the predicted interaction networks, which can suggest new directions for future experimental research. In this study, the assessment of 71 genes restored by SRme administration illustrated the changes in pathway activities in liver tissue (Table 3). Pathway analysis suggested that pathways such as DNA replication initiation and DNA helicase activity, and the minichromosome maintenance protein (Mcm) complex had a critical role in the amelioration of hyperlipidemia in mice. Furthermore, the main target proteins with key roles in the aforementioned pathways were identified as Mcm proteins (Fig. 7).
Table 3
Functional enrichments in protein network
Pathway ID | Pathway description | Count in gene set | False discovery rate |
---|---|---|---|
Biological process (GO) | |||
GO:0006270 | DNA replication initiation | 4 | 0.00262 |
GO:0006268 | DNA unwinding involved in DNA replication | 3 | 0.0227 |
Molecular function (GO) | |||
GO:0003678 | DNA helicase activity | 4 | 0.00299 |
GO:0004386 | Helicase activity | 6 | 0.00299 |
GO:0032559 | Adenyl ribonucleotide binding | 16 | 0.00299 |
GO:0036094 | Small molecule binding | 21 | 0.00299 |
GO:0000166 | Nucleotide binding | 19 | 0.00685 |
GO:0004691 | cAMP-dependent protein kinase activity | 2 | 0.00951 |
GO:0004748 | Ribonucleoside-diphosphate reductase activity, thioredoxin disulfide as acceptor | 2 | 0.00951 |
GO:0097367 | Carbohydrate derivative binding | 18 | 0.00951 |
GO:0005524 | ATP binding | 14 | 0.0139 |
GO:0043168 | Anion binding | 19 | 0.0149 |
GO:0051018 | Protein kinase A binding | 3 | 0.023 |
Cellular component (GO) | |||
GO:0042555 | MCM complex | 6 | 2.29e−10 |
GO:0005952 | cAMP-dependent protein kinase complex | 3 | 0.00123 |
GO:0097362 | MCM8-MCM9 complex | 2 | 0.00495 |
GO:0070033 | Synaptobrevin 2-SNAP-25-syntaxin-1a-complexin II complex | 2 | 0.0111 |
GO:0070032 | Synaptobrevin 2-SNAP-25-syntaxin-1a-complexin I complex | 2 | 0.0178 |
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Discussion
Salviae miltiorrhizae Radix, the dried root of S. miltiorrhiza, is one of the most well-known medicinal resources in Asian traditional medicine [10‐14, 17]. Many studies have been conducted on SR, which have provided information on its traditional uses [22], chemical constituents [23, 24], and pharmacological effects [15, 25, 26]; however, the identification of molecular targets and specific effects is still required.
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Recently, many researchers conducted studies on tanshinone IIA, one of well-known pharmacologically active components of SR, and demonstrated its involving in intake and efflux of cholesterol, therapeutic potential on cardiovascular diseases such as atherosclerosis [27‐30]. Furthermore, tanshinone IIA was reported to have effects stabilizing vulnerable plaques in apolipoprotein-E-deficient (apoE−/−) mice [31].
In Asian traditional medicine, whole plants or mixtures of several plants are used rather than isolated compounds. The aim of this study is to investigate anti-hyperlipidemic effects of SRme in mice model, and deduce molecular target of SRme by evaluation of gene expression in hepatic tissues.
In this study, it was shown that SRme administration significantly decreased triglyceride content without alteration of body weight in mice (Figs. 2, 3c). In our preliminary study, food intake was observed to exclude the possibility that the incorporation of SRme into rodent chow affected food intake and subsequently influenced the changes in body weight and total lipid content in blood. However, it was found that SRme mixed chow did not affect food intake; therefore, it may contribute to the restoration of body weight among the experimental groups of mice. Although the content of MDA was not significantly altered by the administration of SRme, the levels tended to decrease (Fig. 4).
Through the evaluation of hundreds of differentially expressed genes in hyperlipidemic mice, we identified key molecular pathways that
play important roles in DNA replication (Table 3); using another database, similar results were observed (Additional file 5: Table S1).
By using a protein network database such as STRING, we identified target proteins, including Mcm proteins, which play a key role in DNA replication (Fig. 7). These results support the data from molecular pathway identification (Table 3). Mcm proteins are known as essential replication initiation factors, and orchestration of the functional interactions between Mcm proteins results in initiation of DNA synthesis in cell cycle [32]. Names of genes which are functionally important in Fig. 7 are provided in Additional file 5: Table S2. One of critical limitations of our study is lack of investigating meaningful relationship between biochemical and genomic data. Furthermore, the currently identified targets of SRme in hyperlipidemic mice are relatively broad, and still not clearly explored. However, based on the present study, we hope the limitation of our study will be overcome through our future researches.
Collectively, the results showed that SRme suppressed hyperlipidemia and the accumulation of triglycerides. In addition, we proposed that the effect of SRme on hyperlipidemia occurred through the restoration of expression of genes and proteins related to DNA replication.
Conclusions
In order to ascertain the influence of SRme in hyperlipidemic HFD mice, the changes in serum lipids and gene expression were observed. There was no significant effect on the body weight gain in hyperlipidemic HFD mice. The blood serum level of triglycerides induced by hyperlipidemia was restored to that of non-hyperlipidemic mice. Mcm proteins were identified as molecular targets that play a key role in the amelioration of hyperlipidemia.
Authors’ contributions
CL and SC designed the study. BK and SC performed the experiments. CL and SL conducted the statistical analyses. BL, BK, and SC wrote the manuscript. All authors read and approved the final manuscript.
Acknowledgements
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Availability of data and materials
Please contact author for data requests.
Consent for publication
Not applicable.
Ethics approval and consent to participate
Prior to commencement of the study, ethical approval (Approval Number PNU-2014-0596) was obtained from the ethics committee of Pusan National University.
Funding
Not applicable.
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