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. 2023 Sep 22;20(1):49–59. doi: 10.2174/1573409919666230417085106

Molecular Mechanism of Caulis Spatholobi in the Treatment of Chronic Myeloid Leukemia based on Network Pharmacology and Experimental Verification

Yanchun Wu 1, Fangfang Lian 2, Hongxia Chen 1, Chaoyu Zhang 1, Linli Wei 1, Hui Tian 1,*
PMCID: PMC10641855  PMID: 37073142

Abstract

Background

Caulis Spatholobi is one of the necessary Chinese herbal medicines for hematologists in the treatment of malignant tumors, but its potential targets and molecular mechanisms need further exploration.

Objective

This study aimed to predict the relevant targets of the treatment of chronic myeloid leukemia (CML) with Caulis Spatholobi by applying the network pharmacology method, and in vitro cell experiments were conducted to verify the mechanism of Caulis Spatholobi in the treatment of CML.

Methods

TCMSP, ETCM, Genecards, and GisGeNET databases were used to obtain relevant targets of Caulis Spatholobi in the treatment of CML. Go and KEGG analyses were performed using the David database. Using Cytoscape 3.7.2, the “active compounds-targets-pathways” network was constructed. Further validation was carried out by pharmacological experiments in vitro. The proliferation and apoptosis of K562 cells were observed by the MTT method and Hoechst 33242 fluorescence staining method. The predicted targets and their related signal pathways were verified by western blotting.

Results

In this study, 18 active compounds and 43 potential targets were obtained. The results of the MTT method showed that compared with the normal control group, 62.5-500 μg/mL alcohol extract of Caulis Spatholobi had an obvious inhibitory effect on K562 and the IC50 value was less than 100 μg/mL. The Hoechst 33242 fluorescence staining method showed that the alcohol extract of Caulis Spatholobi could promote apoptosis. The results of western blotting showed that compared with the normal control group, the expressions of Bax and Caspase-3 proteins in the 62.5 and 125 μg/mL alcohol extract of Caulis Spatholobi groups were significantly up-regulated (p < 0.05). The expression of Bcl-2 in the 125 μg/mL alcohol extract of the Caulis Spatholobi group was significantly down-regulated (p < 0.01), and the expression of Bcl-2 in the 62.5 and 31.25 μg/mL alcohol extract of Caulis Spatholobi groups was also significantly down-regulated (p < 0.05). It showed that the ethanol extract of Caulis Spatholobus could promote apoptosis by up-regulating the expression of Bax and caspase-3 and down-regulating the expression of the Bcl-2 protein.

Conclusion

The treatment of Caulis Spatholobi for CML has the characteristics of multi-targets and multi-pathways. The results of in vitro pharmacological experiments demonstrated that its mechanism of action might be based on the expression of key target proteins, such as Caspase-3, Bcl-2, and Bax, thereby inhibiting cell proliferation and promoting cell apoptosis, which provides a scientific basis for the treatment of CML.

Keywords: Caulis spatholobi, chronic myeloid leukemia, mechanism of action, network pharmacology, cell experiment, caspase-3

1. INTRODUCTION

CML is a malignant tumor of the hematopoietic system. It is a disease derived from clonal abnormalities of hematopoietic stem cells and specific Ph chromosomes or BCR/ABL fusion genes [1, 2]. From 1990 to 2017, the incidence rate of leukemia in China increased significantly. The incidence rate of leukemia in China has risen the highest in the past 28 years [3]. CML is a subtype of leukemia, accounting for approximately 20% of adult leukemias [4]. The commonly used western medicine treatment methods include tyrosine kinase inhibitor (TKI), chemotherapy and immunomodulatory drugs. Although they can effectively reduce mortality and prolong survival time, they are difficult to cure fundamentally. However, long-term use will lead to adverse drug reactions and drug resistance, and the patients will bear great economic pressure. Chinese medicine treatment of CML, while obtaining the exact curative effect because Chinese medicine is cheaper than western medicine, can greatly reduce the economic burden of patients and their families, can improve the quality of life of patients, and has the advantages of safety, less side effects, etc.

Caulis Spatholobi is the dried vine stem of Spatholobus suberectus Dunn, a commonly used traditional Chinese medicine that grows in the deep mountains of Guangxi and Yunnan. The cross-section of Caulis Spatholobi exudes a red resinous substance. In traditional Chinese medicine, it is considered to have the effect of promoting blood circulation, nourishing blood, clearing the meridians, and activating collaterals. Caulis Spatholobi is one of the necessary Chinese herbal medicines for hematologists in the treatment of malignant tumors. It was found that in Guangxi, ancient people used Caulis Spatholobi or “Xue Teng” plants with red resin to treat leukemia, lymphoma and other tumor diseases. There are literature reports on the commonly used traditional Chinese medicine compounds and methods of use in the clinical treatment of leukemia. Caulis Spatholobi is one of the traditional Chinese medicines commonly used in these compounds [5-7]. At the same time, modern pharmacological studies have shown that Caulis Spatholobi has inhibitory effects on acute monocytic leukemia cell lines U937, MCF-7 cells, mouse breast cancer 4T1 cells, human fibrosarcoma HT1080, and other tumor cells, and its mechanism of action is mainly related to inducing tumor cell apoptosis, arresting cell cycle, inhibiting tumor cell metastasis, and scavenging free radicals [8-10]. A great deal of data is available on the use of Caulis Spatholobi in the treatment of cancer, especially blood cancer. It has been reported in the literature that Caulis Spatholobi can inhibit the proliferation of mouse lymphocytic leukemia cell L1210 and the induced transplanted tumor [11], but the mechanism of action is not comprehensive.

Network pharmacology is a new discipline based on the theory of systems biology, which analyzes the network of biological systems and selects specific signaling nodes for multi-target drug molecular design. Currently, it has become an indispensable method for exploring the underlying mechanism of traditional Chinese medicine [12]. This method is mainly used for many traditional Chinese medicines and compound prescriptions to reveal the complex biological network relationship among drugs, components, targets, and diseases.

Therefore, this study used the method of network pharmacology to construct the network of active ingredients-targets-pathways and systematically explore the multi-pathway regulation of Caulis Spatholobi. Further experimental verification was carried out in combination with the pharmacological experiment in vitro. The effect of the alcohol extract of Caulis Spatholobi on the proliferation of K562 cells was explored through the MTT experiment. The apoptosis of K562 cells was observed by Hoechst 33242 fluorescence staining. The predicted targets were verified by Western blotting in order to clarify the mechanism of Caulis Spatholobi in the treatment of CML, thus providing ideas for the basic research on Caulis Spatholobi and then laying a foundation for clinical research.

2. MATERIALS

Caulis Spatholobi was purchased from Guangxi Xianzhu Traditional Chinese Medicine Technology Co., Ltd. and was identified by professor Wenfang Ma of the Guangxi University of Chinese medicine. K562 cell lines were purchased from KeyGEN BioTECH. The source of K562 cells was bone marrow. 96-well cell culture plates, 24-cell culture plates, and cell culture flasks were purchased from Corning Company in the United States. Fetal bovine serum was purchased from Hangzhou Sijiqing Company, and DMEM culture medium was purchased from Gibco Company in the United States. MTT and DMSO were purchased from Beijing SoLarbio Technology Co., Ltd., and Hoechst 33242 dye was purchased from KGI Biotechnology Development Co., Ltd. Caspase-3, BAX, and Bcl-2 antibodies were purchased from cell signaling. The BCA protein content kit was purchased from Nanjing Jiancheng Bioengineering Institute. Bcl-2 (D17C4) Rabbit mAb (338 μg/ml, 1:1000, #3498) and Caspase-3 (D3R6Y) Rabbit mAb (280 μg/ml, 1:1000, #14220) were purchased from Cell Signaling Technology. Bax monoclonal antibody (1600 μg/ml, 1:1000, CloneNo.: 4G5E8) was purchased from Proteintech Group, Inc. β-actin (4D3) monoclonal antibody (1:10000, BS6007M) was purchased from Bioworld.

3. METHODS

3.1. Active Ingredients and Relevant Targets Screening of Caulis Spatholobi

Through the pharmacology database and analysis platform of the traditional Chinese medicine system (https://tc mspw.com/tcmsp.php) and Encyclopedia of traditional Chinese medicine database (http://www.tcmip.cn/ETCM/index.php/Home/Index/) chemical constituents of Caulis Spatholobi were searched [13, 14]. All chemical composition information through the PubChem database (https://pubchem.n cbi.nlm.nih.gov/) was downloaded in the “2dsdf” structure file. The “2dsdf” structure files of each component were copied and input into the SwissADME database (http://www.swissadme.ch/) for screening the potential core active ingredients. The criteria are as follows: ① GI absorption value is “high,” indicating that the oral bioavailability of the ingredient is good; ② two or more of the results of the five attributes (Lipinski, Ghose, Veber, Egan, Muegge) in the drug-likeness column were positive. The screened compounds were predicted by the TCMSP database and Swiss target prediction database (http://www.swisstargetprediction.ch/) to obtain their corresponding targets. All targets were standardized in the UniProt protein database (https://www.unip rot.org).

3.2. Screening for Disease Targets

“Chronic myeloid leukemia” was used as the keyword to obtain potential targets for the treatment of CML in the Genecards and DisGeNET databases. After merging two disease database targets, the duplicate value was deleted to get the CML targets.

3.3. PPI Network Construction

In order to clarify the interaction between the active component targets of Caulis Spatholobi and CML targets, the data of the two targets were imported into the Venny 2.1 database to obtain intersect targets and draw Venn diagrams. Then, the intersection targets were submitted to the STRING11.0 database to construct a protein-protein interaction (PPI) network model. The biological species was set as “Homo sapiens”, and the minimum interaction threshold was set as “medium confidence” > 0.9. The rest were default settings. The non-interacting targets were removed, and a PPI network of intersection targets was constructed for the treatment of CML by Caulis Spatholobi.

3.4. Go Biological Process and KEGG Pathway Enrichment Analysis

The targets of the treatment of CML by Caulis Spatholobi were entered into the DADIV database, and p < 0.01 was set to analyze its main biological processes and metabolic pathways and conduct an enrichment analysis. The data results were saved, and online drawing tools were used to visualize the data.

3.5. Construction of an Active Components-targets-pathway Network of Caulis Spatholobi

CytoScape 3.7.2 was used to construct the active ingredient-intersection target-pathway network of Caulis Spatholobi. The built-in tools of CytoScape 3.7.2 were used to analyze the network topology parameters of active ingredients and targets, including degree, betweenness, closeness, etc. The network topology parameters were employed to determine the core targets and the main active components that exert drug efficacy.

3.6. In vitro Validation Experiment

3.6.1. Effects of Different Concentrations of Alcohol Extract of Caulis Spatholobi on Cell Viability

1 × 104 cells were plated onto 96-well culture plates and treated with various concentrations of the alcohol extract of Caulis Spatholobi (0,15.625, 31.25, 62.5, 125, 250, and 500 μg/mL) in fresh medium for 48 h. The medium was aspirated, and MTT (50 μL, 5 mg/mL in phosphate-buffered saline (PBS)) was added to each well. Incubation was continued for an additional 4 h at 37°C. The supernatant was discarded; DMSO of 100 ml to each well was added, shaken, and mixed well, and then the OD value was measured with a wavelength of 570 nm using the microplate reader. The calculation was done by using the following equation:

Cell proliferation inhibition rate (%) = [1-(OD570 of experimental group/OD570 of the blank control group)]×100%.

According to the results of this experiment, three appropriate concentrations were selected for subsequent experiments.

3.6.2. Observation of Apoptosis by Hoechst 33242 Staining

1×104 cells were plated onto 96-well culture plates and treated with various concentrations of the alcohol extract of Caulis Spatholobi (0, 31.25, 62.5, and 125 μg/mL) in fresh medium for 48 h. They were then continued to culture in a CO2 incubator for 48 hours, and K562 cells were cultured for 48 hours and centrifuged at 1200 rpm. Then, the supernatant was absorbed, and cells were washed with PBS once. The fixed solution was added to each well. They were then placed at 4°C for 60 minutes, and the solution was then discarded. After washing with PBS, Hoechst 33242 staining solution was added and incubated at 37°C for 30 min under a fluorescence microscope to observe and take photos.

3.6.3. The Protein Expression Levels of Caspase-3, Bax, and Bcl-2 Determined by Western Blot

The K562 cells cultured for 48 hours were centrifuged at 12000 rpm for 5 min. The supernatant was washed with PBS twice, and the protein content was determined by the BCA method. The concentration was quantified to 2 μg/μL, and then 4 × protein-loaded buffer was added. It was then put into 100°C hot water to inactivate for 10 minutes. The protein lysates were separated by electrophoresis in 12% SDS polyacrylamide gel and blotted onto a nitrocellulose membrane. Proteins were detected using monoclonal antibodies and visualized using anti-rabbit IgG conjugated with peroxidase (HRP) as the HRP substrate.

3.6.4. Data Processing

The data are expressed as X ± sd. Statistical comparisons were made by t-test. p < 0.05 was considered significant.

4. RESULTS

4.1. Network Pharmacology of Caulis Spatholobi for the Treatment of CML

4.1.1. Acquisition of Active Ingredient Targets in Caulis Spatholobi

We explored the potential targets of 63 potential pharmacological active ingredients and obtained 321 targets.

4.1.2. Acquisition of CML-relevant Targets

The disease targets of Genecards and TDD databases were merged, and duplicate values were removed. Finally, 8677 CML-related targets were obtained.

4.1.3. PPI Network Construction

Taking the intersection of the active component targets of Caulis Spatholobi and the CML targets, 244 common targets were obtained, that is, the potential targets of Caulis Spatholobi in the treatment of CML, and they were drawn into a Venn diagram. Then, the intersection targets were submitted to the STRING 11.0 platform to obtain the PPI network (Fig. 1).

Fig. (1).

Fig. (1)

Venn diagram and PPI network diagram.

4.1.4. Go Biological Process and KEGG Pathway Enrichment Analysis

A total of 244 common targets were analyzed through the David database. The top 10 results of the GO biological process were screened according to the order of p value from small to large (Fig. 2). It includes positive and negative RNA polymerase II promoter transcription regulation, signaling transduction, negative regulation of apoptosis, positive regulation of cell proliferation, positive regulation of transcription, cell proliferation, positive regulation of gene expression, transcription factor binding, and other processes. The results indicated that Caulis Spatholobi was involved in various mechanisms, such as the regulation of apoptosis, gene expression, and cell metabolism in the treatment of CML.

Fig. (2).

Fig. (2)

GO enrichment analysis results.

In order to reveal the related pathways of CaulisSpatholobi in the treatment of CML, 224 key targets were analyzed by KEGG through the David database, and 189 related pathways of Caulis Spatholobi in the treatment of CML were obtained. This includes pathways in cancer, metabolic pathways, lipid and atherosclerosis, PI3K-Akt signaling pathway, human cytomegalovirus infection, hepatitis B, chemical carcinogenesis, receptor activation, etc. We screened the first 20 pathways and drew a KEGG bubble diagram (Fig. 3).

Fig. (3).

Fig. (3)

KEGG enrichment analysis results: The color of the bubbles from red to green represents the p value from small to large. The smaller the p value, the stronger the significance. A larger size of a bubble means a greater gene count.

4.1.5. Construction of Active Components-targets-pathway Network of Caulis Spatholobi

The active components, intersection targets, and pathway data of Caulis Spatholobi were imported into Cytoscape 3 7.2 software, which was used to visually analyze the above networks. The topology parameters in the network were analyzed through the network analyzer tool. Then, the size of the node shape was adjusted according to the degree value (Fig. 4). Taking the median values of “Degree”, “Closeness Centrality”, and “Better Centrality” as the initial conditions, we successively screened the median value nodes of ≥ “Degree” and obtained 18 compounds as potential bioactive components (Table 1) and 43 action targets in this study (Table 2). Genistein, daidzein, formononetin, emodin, isoliquiritigenin, aloe emodin, and gallic acid were all identified in the ethanol extract [15-19]. We selected the ethanol extract of Caulis Spatholobi for further experimental verification.

Fig. (4).

Fig. (4)

Caulis Spatholobi active ingredient-key target-pathway: the red circle node represents the potential active ingredient in the network. Blue circle nodes represent pathways, and purple circle nodes represent targets. A larger size of a node means a greater degree.

Table 1.

Active ingredients of Caulis Spatholobi in the treatment of chronic myeloid leukemia.

Number Mol ID Molecule Name Betweenness Centrality Closeness Centrality Degree
1 MOL000481 Genistein 0.19091557 0.42088608 95
2 MOL000390 Daidzein 0.12849555 0.399 68
3 MOL000006 Luteolin 0.0651506 0.39117647 56
4 MOL003635 8-O-methylretusin 0.04411745 0.36405109 39
5 MOL001801 Salicylic acid 0.07305431 0.37712665 36
6 MOL000392 Formononetin 0.02085598 0.35816876 36
7 MOL000472 Emodin 0.03016421 0.37570621 33
8 MOL000509 Isosativan 0.02551005 0.3568873 33
9 MOL000497 Licochalcone A 0.01889274 0.35625 31
10 MOL001789 Isoliquiritigenin 0.01896083 0.35498221 30
11 MOL000467 Afromosin 0.01093663 0.35309735 27
12 MOL002985 Isoduartin 0.01012541 0.35309735 27
13 MOL000471 Aloe emodin 0.0124286 0.36740331 23
14 MOL000500 Vestitol 0.00780182 0.35 22
15 MOL000467 Castanin 0.00501979 0.34877622 21
16 MOL000471 Aloe-emodin 0.00642106 0.36206897 16
17 MOL000421 Nicotinic acid 0.03096237 0.35816876 16
18 MOL000513 Gallic acid 0.01326848 0.36206897 15
Table 2.

Therapeutic targets of Caulis Spatholobi on chronic myeloid leukemia.

S. No. Name Betweenness Centrality Closeness Centrality Degree
1 PTGS2 0.11949197 0.48540146 59
2 HSP90AA1 0.04264971 0.41736402 50
3 PTGS1 0.0762253 0.46941176 48
4 MAPK14 0.02118437 0.39426877 31
5 ESR1 0.01502596 0.38291747 31
6 PPARG 0.01343622 0.39194499 29
7 GSK3B 0.00983205 0.35123239 29
8 RXRA 0.01138571 0.35945946 28
9 NCOA2 0.00640128 0.32758621 28
10 NOS2 0.02073905 0.40466531 27
11 AR 0.01029261 0.37081784 25
12 RELA 0.02200394 0.3997996 24
13 CCNA2 0.00495812 0.33529412 23
14 ESR2 0.00353549 0.3325 23
15 CHEK1 0.00820708 0.3601083 22
16 CASP3 0.06686068 0.41134021 21
17 PIK3CG 0.01484474 0.38 21
18 MAPK1 0.00602156 0.36141304 21
19 TP53 0.00777637 0.37150838 19
20 ckd2 0.00567127 0.35498221 19
21 AKT1 0.00441683 0.35185185 19
22 ADRB2 0.00401754 0.32975207 19
23 MAPK3 0.00397377 0.34816754 19
24 TNF 0.00819603 0.37081784 18
25 NFKB1 0.00680947 0.34278351 18
26 PRSS1 0.0064382 0.36672794 18
27 FOS 0.0065101 0.36876155 17
28 CDKN1A 0.00615831 0.36808118 17
29 PDE3A 0.00776198 0.33529412 16
30 VEGFA 0.00563016 0.36538462 16
31 BAX 0.00445583 0.35752688 15
32 MAOB 0.01189871 0.328125 12
33 BCL2 0.00386875 0.31767516 12
34 NOS3 0.00880808 0.34816754 11
35 SRC 0.01503938 0.33473154 10
36 AKR1B1 0.02045636 0.35435169 9
37 ADH1C 0.00847086 0.30645161 9
38 cobT 0.00847086 0.30645161 9
39 CAT 0.00571203 0.34278351 8
40 ADH1B 0.00592652 0.30273141 7
41 PRSS3 0.00472278 0.30365297 6
42 IL4 0.00380535 0.34695652 6
43 ATP5F1B 0.00372972 0.33642496 6

4.2. Experimental Validation in Cells

4.2.1. The Effect of Alcohol Extracts of Caulis Spatholobi on Cell Proliferation

Celastrol extract inhibited the growth of K562 cells compared to the control in a concentration-dependent manner. Cell viability decreased with increasing concentrations of the extract of the alcohol extracts of Caulis Spatholobi. It exerted an obvious inhibitory effect at the concentration of 62.5-500 μg/mL. The IC50 value was found to be less than 100 μg/mL (Table 3).

Table 3.

Inhibitory effect of alcohol extracts of Caulis Spatholobi on K562 cells.

Concentration (μg/mL) OD570 Inhibition (%)
0 1.238 ± 0.158 0
15.62 1.060 ± 0.109 16.72
31.25 0.793 ± 0.089** 35.91
62.5 0.676 ± 0.061** 45.35
125 0.498 ± 0.023** 59.80
250 0.364 ± 0.042** 70.55
500 0.234 ± 0.020** 81.09

Note: Compared with control **p < 0.01. (x ± s, n = 4).

4.2.2. Morphological Observations of Apoptosis in Each Group

The morphology of the cells in the blank control group was round, with well-defined borders, abundantcytoplasm and nuclei showing diffuse and uniform fluorescence. After the administration of drugs, the morphology of the cells changed significantly and dense blue granules containing bulk fluorescence in the cytoplasm or nucleus were observed, along with irregular and strongly fluorescent cell debris and spherical protrusions, as shown in Fig. (5).

Fig. (5).

Fig. (5)

Fluorescence plots of apoptosis in each group (× 200).

4.2.3. The Protein Level Expression of Caspase-3, Bax and Bcl-2 in Each Group was Determined by Western Blot

The results are shown in Fig. (6). Compared with the normal control group, the expressions of Bax and Caspase-3 proteins in the 62.5 and 125 μg/mL Caulis Spatholobialcohol extracts groups were significantly up-regulated(p < 0.05). It was reported that 125 μg/mL of chick sanguinarine extract caused a significant downregulation of Bcl-2 expression (p < 0.01). The expression of Bcl-2 in the alcohol extracts groups of 62.5 and 31.25 μg/mL Caulis Spatholobi was significantly down-regulated (p < 0.05). The proportion of Bcl-2/Bax in the alcohol extracts groups of 125 and 62.5 μg/mL Caulis Spatholobi was significantly down-regulated (p < 0.05). It indicated that the alcohol extracts of Caulis Spatholobi could inhibit cell apoptosis by up-regulating Bax and Caspase-3 and down-regulating Bcl-2 protein expression. This also suggests that the up-regulation of the Bax/Bcl-2 ratio leads to the release of cytochrome C in the mitochondrial membrane, activates the expression of caspase-3 protein and mitochondrial apoptosis pathway, and leads to the apoptosis of K562 cells.

Fig. (6).

Fig. (6)

Protein levels of Caspase-3, Bax and Bcl-2 in each group. (Compared with the normal control *p < 0.05, **p < 0.01.

5. DISCUSSION

CML is a malignant myeloproliferative tumor originating from hematopoietic stem cells, and the BCR-ABL fusion protein with tyrosine kinase activity is the core factor leading to the disease.

Apoptosis is the programmed death of cells in the body. It plays an important role in the maintenance of the internal environment and the development of multiple systems. Apoptosis is strictly regulated by the Bcl-2 family, caspase family and other genes. Drugs usually play an anti-tumor effect through apoptosis, inhibition of cell proliferation, cycle arrest, and metastasis. The mechanism of apoptosis is complex, involving many apoptosis factors. In this study, 43 key targets of Caulis Spatholobi for the treatment of CML were obtained. In order to explore the mechanism of Caulis Spatholobi in the treatment of chronic myeloid leukemia, we selected Bcl-2, Bax, caspase-3, and other classical proteins that play an important role in cell apoptosis for further experimental verification. Tu et al. found that indomethacin can inhibit the proliferation of chronic myeloid leukemia cells and down-regulate Bcl-2 gene expression to induce apoptosis [20]. Bax is the homologous gene of Bcl-2, which is mainly located in the cytoplasm. When stimulated by apoptosis signals, it migrates from the cytoplasm to the outer mitochondrial membrane, undergoes conformational changes and oligomerization, and mediates the release of downstream apoptosis molecules, thereby triggering apoptosis [21]. After the apoptosis program is initiated, the mitochondrial pathway, death receptor pathway, and endoplasmic reticulum stress lead to the activation of Caspase-12 and finally, the activation of Caspase-3, which leads to the occurrence of apoptosis [22]. Caspase-3 is a common downstream effector part of multiple apoptosis pathways and occupies a central position in the process of apoptosis. Known as the “death-executing protease”, it has been used in research on the proliferation and apoptosis of various tumor cells, with a mature technical route and high stability [23].

Most of the network pharmacology research data is based on published experimental studies. The number of drug-target effects that have been experimentally verified is limited and cannot reveal the complete mechanism of action of drugs in treating diseases. The construction of theoretical models requires experiments to verify their scientificity, and the same is true for network pharmacology research. The accuracy and reliability of the prediction results can only be verified by combining the prediction results of network pharmacology with experimental verification [24]. Therefore, in the KEGG pathway enrichment analysis, we selected the highly enriched PI3K-AKT signaling pathway for in vitro validation experiments and carried out downstream regulated apoptosis-related targets Bcl-2, Bax, and Caspase-3. Further experiments were carried out to verify and observe the staining of K562 cell apoptosis in each drug group, aiming to verify that Caulis Spatholobi may interfere with CML through PI3K-AKT and other signaling pathways. Three drug concentrations of 32.15, 62.5, and 125 μg/mL of Caulis Spatholobi alcohol extracts were screened by MTT experiment. Our results showed that compared with the blank control group, the alcohol extracts of Caulis Spatholobi could effectively inhibit the proliferation of K562 cells and induce cells by up-regulating the expression levels of apoptotic proteins Caspase-3 and Bax and down-regulating the expression levels of anti-apoptotic proteins Bcl-2. It was reported that Caulis Spatholobi can down-regulate the PI3K-AKT signaling pathway, and hence, we speculated that induction of apoptosis of K562 cells by regulating the PI3K-AKT pathway might be one of the main mechanisms of Caulis Spatholobi in the treatment of CML. This further verifies the scientificity and reliability of network pharmacology in predicting that drugs act on disease targets.

CONCLUSION

In this study, the mechanism of Caulis Spatholobi treatment of CML was systematically analyzed by network pharmacology and in vitro pharmacological validation experiments, indicating that Caulis Spatholobi treatment of CML plays a synergistic role through multiple components, multiple targets, and multiple pathways. The mechanism may involve affecting the expression of key target proteins, such as Caspase-3, Bcl-2 and Bax, thus inhibiting cell proliferation and promoting cell apoptosis. This study provides the direction for further pharmacodynamic substance basis and mechanism of action. Moreover, it verified related targets of Caulis Spatholobi in CML treatment and the inhibitory effect of K562 cells in vitro through in vitro pharmacological experiments, thus providing relevant ideas for preclinical research.

ACKNOWLEDGEMENTS

The authors would like to thank the members of their laboratory and their collaborators for their research work.

LIST OF ABBREVIATIONS

Bax

Bcl-2-Associated X

Bcl-2

B-cell Lymphoma-2

Caspase-3

Cysteine Aspartate Protease3

CML

Chronic Myeloid Leukemia

TKI

Tyrosine Kinase Inhibitor

AUTHORS’ CONTRIBUTIONS

Yanchun Wu and Fangfang Liang contributed equally to this work. All authors read and approved the final manuscript.

ETHICS APPROVAL AND CONSENT TO PARTICIPATE

Not applicable.

HUMAN AND ANIMAL RIGHTS

No humans or animals were used in the studies that are the basis of this research.

CONSENT FOR PUBLICATION

Not applicable.

AVAILABILITY OF DATA AND MATERIAL

The data used to support the findings of this study are available from the corresponding author upon request.

FUNDING

This work was funded by General Program of Guangxi Natural Science Foundation (Funding No. 2022JJA140788); Open project of Guangxi Zhuang Yao medicine Key Laboratory (Funding No. GXZYZZ2020A-14); 2017 the key project of Guangxi University of Chinese Medicine (Funding No. 2017ZD002).

CONFLICTS OF INTEREST

The authors declare no conflict of interest, financial or otherwise.

REFERENCES

  • 1.Yang W.H., Wang X.L., Shi Z.X. Clinical and experimental development of traditional Chinese medicine for the treatment of chronic myeloid leukemia. Liaoning J. Tradit. Chinese Med. 2011;38(12):2485–2486. [Google Scholar]
  • 2.Liu Y.L. On the research status and progress of leukemia.; Contemporary Medical Symposium; 2014. pp. 24–25. [Google Scholar]
  • 3.Chen W.F., Yu C.H., Hu Y. Analysis of the disease burden of leukemia in China 1990-2017. Chronic Disease Prevent. Control China. 2021;29(10):797–800. [Google Scholar]
  • 4.Shi J.J., Wang Y., Su Y.Q. Relationship between expression levels of serum COX-2,bFGF,TGFβ1 and VEGF and disease severity in patients with chronic myeloid leukemia. J. Clin. Hematol. 2021;34(12):860–863. [Google Scholar]
  • 5.Wang Z.X., Zhou A.X., Yang L. Report of 6 cases of chronic myeloid leukemia surviving for more than 10 years treated with Qinghuang powder. J. Leuk. Lymphoma. 1998;(02):31–32. [Google Scholar]
  • 6.Pang A.M. 2001. Clinical observation and experimental study on the effects of Manbailing capsules on sIL-2RIL-2 OF serum in chronic myeloid leukemia patients; Heilongjiang University of Traditional Chinese Medicine. [Google Scholar]
  • 7.Wang L.L. Professor ammin Chen experience in treating leukemia. Sichuan Zhong Yi Xue. 2002;(09):1–2. [Google Scholar]
  • 8.Chen X., Li Q., Kan X.X., Wang Y.J., Li Y.J., Yang Q., Xiao H.B., Chen Y., Weng X.G., Cai W.Y., Zhu X.X. Extract of Caulis Spatholobi, a novel blocker targeting tumor cell-induced platelet aggregation, inhibits breast cancer metastasis. Oncol. Rep. 2016;36(6):3215–3224. doi: 10.3892/or.2016.5184. [DOI] [PubMed] [Google Scholar]
  • 9.Kang I.C., Kim S.A., Song G.Y., Baek N.I., Park Y.D., Ryu S.Y., Saiki I., Kim S.H. Effects of the ethyl acetate fraction of Spatholobi caulis on tumour cell aggregation and migration. Phytother. Res. 2003;17(2):163–167. doi: 10.1002/ptr.1226. [DOI] [PubMed] [Google Scholar]
  • 10.Ha E.S., Lee E.O., Yoon T.J., Kim J.H., Park J.O., Lim N.C., Jung S.K., Yoon B.S., Kim S.H. Methylene chloride fraction of Spatholobi Caulis induces apoptosis via caspase dependent pathway in U937 cells. Biol. Pharm. Bull. 2004;27(9):1348–1352. doi: 10.1248/bpb.27.1348. [DOI] [PubMed] [Google Scholar]
  • 11.Liang N., Wei S.J., Pang Y.Z. Study Effects of Serum Con taining Suberect Spatholobus in L1210 Cells. J. Med. Pharm. Chin. 2008;(07):49–52. [Google Scholar]
  • 12.Li S., Zhang B. Traditional Chinese medicine network pharmacology: Theory, methodology and application. Chin. J. Nat. Med. 2013;11(2):110–120. doi: 10.1016/S1875-5364(13)60037-0. [DOI] [PubMed] [Google Scholar]
  • 13.Gao Z.J., Zhu T.T., Niu X.R. Research progress of chemical constituents and pharmacological activities of Jixueteng (Spatholob Caulis). Liaoning Zhongyiyao Daxue Xuebao. 2022;24(04):64–67. [Google Scholar]
  • 14.Huang Y.Y., Lai Z.Q., Cai Y.F. Research Progress on chemical constituents and pharmacological effects of Caulis Spatholobi. Chinese Manipulat. Rehabilitat Med. 2022;13(5):70–74. [Google Scholar]
  • 15.Chen G.T., Cui Y.L. Mechanism of YiqiTongmai formula against lschemic stroke: Based on network pharmacology and experimental validation. Pharmacol. Clinics Chinese Mater. Medic. 2022:1–24. [Google Scholar]
  • 16.Liang Y.S., An R., Liu J.M. Determination of genistein and formononetin in Caulis Spatholobi from different habitats. Lishizhen Medic. Mater. Medic. Res. 2013;24(07):1655–1657. [Google Scholar]
  • 17.Lin M., Li S.Z. Studies on the chemical constituents of Spatholobus micranthoides. Chin. Tradit. Herbal Drugs. 1989;20(02):5–8. [Google Scholar]
  • 18.Zhang H.Y. Studies on the chemical constituents of Caulis Spatholobi. Chinese J. Ethnomed. Ethnopharm. 2011;20(03):29–33. [Google Scholar]
  • 19.Zhai L., Li X.X., Chen Y. Phenolic Constituents from the Stems of Spatholobus suberectus Dunn. Redai Yaredai Zhiwu Xuebao. 2014;22(03):301–306. [Google Scholar]
  • 20.Tu C., Zhang G., Lu H. Study of apoptosis induced by indomethacin in chronic myeloid leukemia. Zhonghua Xue Ye Xue Za Zhi. 1999;20(7):362–365. [PubMed] [Google Scholar]
  • 21.Nasehi M., Torabinejad S., Hashemi M., Vaseghi S., Zarrinelast M.R. Effect of cholestasis and Neuro Aid treatment on the expression of Bax,Bcl-2,Pgc-1 α and T fam genes involved in apoptosis and mitochondrial biogenesis in the striatum of male rats. Metab. Brain Dis. 2019;35(1):183–192. doi: 10.1007/s11011-019-00508-y. [DOI] [PubMed] [Google Scholar]
  • 22.Guo X.M. The effect of Edaravone on apoptosis in the acute lung injury rats lung cellular. Jilin University; 2016. [Google Scholar]
  • 23.Odonkor C.A., Achilefu S. Modulation of effector caspase cleavage determines response of breast and lung tumor cell lines to chemotherapy. Cancer Invest. 2009;27(4):417–429. doi: 10.1080/07357900802438585. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Meng F.C., Tang L.D. Challenges and prospect in research of Chinese materia medica network pharmacology. Chin. Tradit. Herbal Drugs. 2020;51(08):2232–2237. [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

The data used to support the findings of this study are available from the corresponding author upon request.


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