Abstract
Background
Atherosclerosis, the underlying cause of the majority of cardiovascular diseases, is a lipid-driven, inflammatory disease of the large arteries. Atherosclerotic cardiovascular disease (ASCVD) threatens human lives due to high morbidity and mortality. Many studies have demonstrated that atherosclerosis is accelerated via activation of the NLRP3 inflammasome. The NLRP3 inflammasome plays a critical role in the development of vascular inflammation and atherosclerosis. In atherosclerotic plaques, excessive generation of reactive oxygen species (ROS) activates the NLRP3 inflammasome. 13-Methylberberine (13-MB) is a newly synthesized compound used in traditional Chinese medicine that has outstanding antibacterial, antitumor, and antiobesity activities, especially anti-inflammatory activity. However, the role of 13-MB in atherosclerosis needs to be explored.
Methods
CCK-8 assays and flow cytometry were conducted to determine the cell viability and apoptotic profiles of human umbilical vein endothelial cells (HUVECs) treated with 13-MB. Carboxy-DCFH-DA and JC-10 assays were used to measure ROS and determine mitochondrial membrane potential. Western blot analysis was performed to investigate proteins that are associated with the NLRP3 inflammasome and autophagy. ELISA was used to detect and quantify inflammatory cytokines related to the NLRP3 inflammasome. Transfection and confocal microscopy were conducted to observe autophagy.
Results
Pretreatment with 13-MB markedly reduced cytotoxicity and apoptosis, as well as intracellular ROS production, in H2O2-induced HUVECs. Moreover, 13-MB showed a protective effect in maintaining mitochondrial membrane potential. 13-MB also suppressed NLRP3 inflammasome activation and promoted autophagy induction in HUVECs.
Conclusion
13-MB exerts cytoprotective effects in an H2O2-induced cell injury model by inhibiting NLRP3 inflammasome activation via autophagy induction in HUVECs. These anti-inflammatory and autophagy induction activities may provide valuable evidence for further investigating the potential role of 13-MB in atherosclerosis.
Keywords: 13-Methylberberine, Atherosclerosis, Anti-inflammatory, Autophagy inducer, NLRP3 inflammasome
Background
Atherosclerosis is the most common cause of the underlying pathology of cardiovascular disease. It is characterized as a lipid-driven, chronic inflammatory disease of the large arteries, leading to high morbidity and mortality worldwide [1, 2]. Vascular endothelial inflammation has an overwhelming role in atherosclerosis [3, 4]. The NLRP3 inflammasome is involved in the chronic inflammation that underlies atherogenesis in vessel walls [5]. There is a link between inflammation and lipid metabolism. Crystalline cholesterol, oxidized low-density lipoprotein (ox-LDL), oxidative stress and mitochondrial dysfunction are implicated as important stimuli of vascular endothelial inflammation in atherosclerosis [6]. Reactive oxygen species (ROS) play an essential role in NLRP3 inflammasome activation in atherosclerosis [7]. Moreover, autophagy and inflammation are known to interact on multiple levels [8]. Accumulating evidence suggests that autophagy is stimulated by oxidized lipids, inflammation, and metabolic stress conditions in atherosclerotic plaques. Autophagy is antiapoptotic and contributes to cell survival in adverse environments [9, 10]. Interestingly, basal autophagy can be intensified by specific drugs. Because atherosclerosis is an inflammatory disorder of the arterial intima, pharmacological anti-inflammatory approaches may be developed to stabilize vulnerable, rupture-prone lesions through autophagy induction [11].
13-Methylberberine (13-MB) is a newly synthesized compound used in traditional Chinese medicine. It is a 13-methyl-substituted derivative of berberine (BBR). BBR is well known as an eminent component in traditional Chinese and Ayurvedic medicine for more than 2000 years and is widely distributed in plant tissues. BBR has attracted much interest for its extensive pharmacological actions that have antibacterial, anti-inflammatory, antitumor, antiobesity, and hypercholesterolemic activities [12–14]. Recently, it was suggested that 13-MB has better performance than BBR in certain types of inflammatory diseases. The potential anti-inflammatory role of 13-MB has been reported in previous studies [14–16]. However, it is unclear whether 13-MB acts as an anti-inflammatory agent in atherosclerosis. Thus, we aimed to explore the role of 13-MB in H2O2-treated HUVECs, which is similar to vascular endothelial dysfunction in atherosclerosis. We attempted to confirm whether 13-MB improves endothelial dysfunction and whether it is related to the NLRP3 inflammasome and autophagy.
Materials and methods
Chemicals and reagents
13-Methylberberine (Cayman, Ann Arbor, Michigan, USA) was dissolved in dimethylsulfoxide (DMSO) to prepare a stock solution (20 mM), aliquoted and stored at − 20 °C. The Annexin V-FITC assay kit and CCK-8 assay kit were purchased from Beyotime (Shanghai, China). The DCFH-DA assay kit was purchased from BioVision (Shanghai, China). A mitochondrial membrane potential kit (JC-10 Assay) was obtained from Solarbio (Beijing, China). The following antibodies were used: rabbit anti-NLRP3, caspase-1, GAPDH, and anti-rabbit IgG (Cell Signaling Technology, Beverly, MA, USA). Western blot reagents, including enhanced chemiluminescence (ECL), were purchased from Amersham Biosciences (Piscataway, NJ, USA). ELISA kits were obtained from R&D Systems (Minneapolis, MN).
Cell culture
HUVECs were obtained from the American Type Culture Collection (ATCC, Manassas, VA, USA) and cultured in high glucose DMEM (Dulbecco’s modified Eagle’s medium), supplemented with 10% FBS, 10 μg/mL penicillin, and 100 μg/mL streptomycin in an incubator at 37 °C with a humidified atmosphere of 5% CO2. HUVECs were used for our experiments within 6 months.
Detection of cell viability by CCK-8 assay
A cell count kit-8 (CCK-8 Beyotime, China) assay was utilized to quantitatively evaluate cell viability. HUVECs were seeded onto 96-well culture plates and incubated for 24 h. After the cells reached 70–80% confluence, they were treated with 13-MB (1 μM) for 24 h, followed by hydrogen peroxide (100 μM) for another 6 h. Then, CCK-8 (10 μM) was added to each well and incubated at 37 °C for 2 h. The absorbances at 450 nm were determined by using a microplate reader (BioTek Instruments, VT, USA). DMEM containing 10% CCK-8 was used as a control.
Determination of cell apoptosis by flow cytometry
Cell apoptosis was evaluated by flow cytometry with an Annexin V-FITC/PI dual staining detection kit (Beyotime, China). Briefly, HUVECs were seeded onto 6-well plates at a density of 1 × 106 cells/well in DMEM supplemented with 10% FBS with or without 13-MB 1 μM for 24 h prior to treatment with H2O2 100 μM for 6 h. After incubation, both floating and adherent cells were harvested, followed by Annexin V-FITC/PI double staining and analysis by flow cytometry (FCM; BD Bioscience).
Measurement of intracellular ROS levels
2′,7′-Dichlorodihydrofluorescein diacetate (DCFH-DA) (BioVision, Shanghai, China) was used as an indicator of intracellular hydrogen peroxide in cells. HUVECs in a logarithmic growth phase (3 × 105 cells in each well) were treated with various reagents as described above and then labeled with 2.5 µM DCFH-DA for 20 min. ROS levels were detected by using a microplate reader at excitation and emission wavelengths of 495 and 562 nm, respectively. Additionally, parallel-treated cells were collected, washed with cold PBS and analyzed by flow cytometry.
Measurement of mitochondrial membrane potential
JC-10 was used to determine mitochondrial membrane potential (MMP) [17–19]. HUVECs were pretreated with 13-MB for 24 h with or without H2O2, an early-stage autophagy inhibitor (SAR405, 1 µM, pretreatment for 1 h), or a late-stage autophagy inhibitor (bafilomycin A1, BAF, 100 nM, pretreatment for 1 h). After treatment, the cells were washed with PBS and incubated with 5 µM JC-10 for 30 min in the dark. The fluorescence intensity for both J-aggregate and monomeric forms of JC-10 was measured by fluorescence microscopy. Red fluorescence was monitored using excitation and emission wavelengths of 585 and 590 nm, and green fluorescence was monitored using excitation and emission wavelengths of 515 and 529 nm. After subtracting the blank values, red/green fluorescence ratios per cell were calculated.
Western blot analysis
After incubation with H2O2 with or without 13-MB pretreatment, HUVECs were collected and lysed using RIPA lysis buffer, followed by measurement of protein concentration using a BCA protein assay kit. The protein samples were separated by 12% SDS-PAGE and transferred to a PVDF membrane. Blots were blocked with 5% nonfat dry milk in TBST, followed by incubation with primary antibodies overnight at 4 °C and HRP-conjugated secondary antibodies at room temperature for 1 h. Enhanced chemiluminescence was used to detect protein signals. The intensities of the relative protein bands were quantified by Image Lab Software.
ELISA analysis
HUVECs were treated as described above. IL-1β production in the supernatant of cells was measured with an ELISA kit according to the manufacturer’s instructions.
Transfection and confocal microscopy
The PcDNA3.1-mRFP-EGFP-LC3 plasmid was transiently transfected into HUVECs using Lipofectamine 8000 transfection reagent (Beyotime, China) and Opti-MEM. Transfection was performed according to the manufacturer’s protocol. One day after transfection, the medium was changed. The cells were treated with 13-MB (0.1, 1, 10 µM), the autophagy inducer Torin 1 (200 nM), and the autophagy inhibitor BAF (100 nM) as positive controls. After 24 h of treatment, the cells were fixed with 4% paraformaldehyde (PFA) and examined using a confocal laser scanning microscope (FluoView fv1000, Olympus, Japan).
Statistical analysis
All data are expressed as the mean ± standard deviation of at least three independent experiments. Statistical analysis was performed using GraphPad Prism 6 software, and statistical comparisons were made using one-way analysis of variance or Student’s t-test (unpaired). A value of P < 0.05 was considered statistically significant. *P < 0.05, **P < 0.01, ***P < 0.001, and ****P < 0.001.
Results
13-MB alleviates H2O2-induced cytotoxicity in HUVECs
First, the cytotoxicity of H2O2 (0, 100, 200, 500 and 1000 µM) in HUVECs was determined by a CCK-8 assay. As shown in Fig. 1a, a dose-dependent increase in HUVECs was observed with H2O2 exposure. The optimal oxidative stress condition for cell injury was observed at 100 µM H2O2 treatment for 24 h; thus, this concentration was used for the subsequent experiments. The effects of 13-MB treatment alone on the cells was evaluated to exclude toxic effects on HUVECs. As shown in Fig. 1b, treatment with 13-MB at concentrations below 5 µM for 24 h did not influence cell survival. Furthermore, to assess the protective effect of 13-MB, HUVECs were pretreated with 1 µM for 24 h, followed by 6 h of treatment with 100 µM H2O2. The 13-MB pretreatment groups showed a significant improvement in cell viability. Therefore, we concluded that 13-MB protects HUVECs against H2O2-induced cell injury (Fig. 1c).
Additionally, the cytoprotective effect of 13-MB was confirmed by morphological observations under bright field microscopy. As shown in Fig. 1d, a decrease in the number of and morphological changes in cells were shown in H2O2-treated HUVECs, which were different from those of the control. However, the cell number and normal morphology of HUVECs with 13-MB pretreatment were almost unchanged. These data indicate that 13-MB prevents oxidative injury in HUVECs.
13-MB attenuates H2O2-induced apoptosis in HUVECs
To determine whether 13-MB attenuates H2O2-induced cell injury associated with apoptosis, HUVECs were pretreated with 1 µM 13-MB for 24 h prior to treatment with 100 µM H2O2 for 6 h. Flow cytometry analysis with Annexin V-FITC/PI double staining showed that apoptotic cells were significantly increased in the H2O2 treatment group compared with those of the control group, whereas the apoptotic rate decreased in response to 13-MB (Fig. 2). These results revealed that 13-MB prevented HUVECs from undergoing H2O2-induced apoptosis.
13-MB reduces H2O2-induced ROS generation in HUVECs
To assess whether 13-MB reduced H2O2-induced ROS generation in HUVECs, cells were pretreated with 1 µM 13-MB for 24 h, followed by 100 µM H2O2 for 2 h. Then, the cells were incubated with 2.5 µM DCFH-DA. As shown in Fig. 3a, 100 µM H2O2 alone markedly increased ROS generation at 2 h. However, pretreatment with 13-MB downregulated ROS production, as measured by the fluorescence intensity in response to H2O2 (Fig. 3b). Moreover, flow cytometry analysis of DCFH-DA staining showed that 13-MB mitigated the increase in ROS generation in HUVECs exposed to H2O2, similar to the fluorescence intensity results (Fig. 3c). Taken together, 13-MB reduces excessive ROS production stimulated by H2O2, which was associated with oxidative damage.
13-MB inhibits NLRP3 inflammasome activation in HUVECs
To confirm that 13-MB inhibits ROS-induced activation of the NLRP3 inflammasome in HUVECs, the protein expression levels of NLRP3 and Caspase-1 were measured by Western blotting. As expected, pretreatment with 1 µM 13-MB resulted in a reduction in NLRP3 and Caspase-1 protein levels in HUVECs under oxidative stress compared with those of H2O2-treated cells. Moreover, treatment with 100 µM H2O2 alone produced a significant increase in the protein levels of NLRP3 and Caspase-1 compared with those of the untreated cells (Fig. 4a).
The cytokine IL-1β, which is downstream of the NLRP3 inflammasome, acts as an important mediator for the development of atherosclerosis and was quantified by ELISA [20]. As shown in Fig. 4b, the level of IL-1β was significantly higher in the H2O2-treated group than in the control group, while 13-MB treatment markedly reduced the level of IL-1β compared to that of H2O2-treated cells.
These results showed that the NLRP3 inflammasome is directly activated when exposed to H2O2, which may influence the level IL-1β secretion in HUVECs. However, pretreatment with 13-MB suppressed NLRP3 inflammasome activation and downregulated the level of IL-1β.
13-MB inhibits the NLRP3 inflammasome by enhancing autophagy in HUVECs
Autophagy is a cellular process of self-digestion that disassembles damaged proteins and organelles. An increasing number of studies have indicated that autophagy plays an important role in regulating NLRP3 inflammasome activation [21–23]. According to these findings, we investigated whether 13-MB modulates autophagy in HUVECs. The results reflected in autophagosome formation-related biochemical changes and autophagy substrate degradation [24]. We measured the ratio of LC3-II/LC3-I stimulated by 13-MB in HUVECs. The level of SQSTM1/p62 protein was used to measure autophagy substrates. The results showed that 13-MB increased LC3-I to LC3-II conversion and decreased SQSTM1/p62 levels in a concentration-dependent manner in HUVECs (Fig. 5a).
Moreover, compared with the levels induced by 13-MB or BAF treatment alone, cotreatment further increased the LC3-II protein level (Fig. 5b).
To further investigate the effect of 13-MB on autophagy induction, we transfected a plasmid into HUVECs and examined the quenching/degradation of both GFP and RFP in HUVECs using a confocal laser scanning microscope [25]. In this assay, much red puncta were present in cells when autophagy was induced. In contrast, it would give rise to both green and red signals, which appeared yellow, upon autophagy inhibition. Figure 5c shows that 13-MB modulates the RFP-GFP-LC3 distribution in HUVECs in a concentration-dependent manner. Treatment with 13-MB enhanced RFP-LC3 puncta formation and colocalization, which was similar to the effect of Torin 1 (a traditional autophagy inducer). Moreover, much RFP-LC3 puncta were distributed in HUVECs with increasing concentrations of 13-MB. However, both green and red signals appeared in HUVECs in the presence of BAF (a common autophagy inhibitor).
Thus, these data clearly provide evidence that 13-MB increased LC3-II conversion, decreased SQSTM1/p62 protein levels, and enhanced RFP-LC3 puncta formation in HUVECs, further confirming that 13-MB induces autophagy, thereby suppressing NLRP3 inflammasome activation in HUVECs.
13-MB preserves mitochondrial membrane potential by autophagy induction in HUVECs
Changes in mitochondrial membrane potential (MMP) can reflect the extracellular environment in cells [26]. A decrease in MMP is an indication of apoptosis caused by ROS in the early stage and reflects mitochondrial damage [27, 28]. Growing evidence has demonstrated that impaired mitochondria induce autophagy. Most studies using drugs that target mitochondria have shown that NLRP3 inflammasome activation and IL-1β secretion are not only dependent on mitochondrial ROS generation but also sensitive to mitochondrial functional disturbances [29]. Therefore, to confirm the protective effect of 13-MB on mitochondrial-mediated autophagy, JC-10 dye was used to measure MMP. In heathy cells with high MMP, JC-10 spontaneously forms complexes known as JC-10 aggregates with intense red fluorescence. In contrast, in apoptotic or unhealthy cells with low MMP, JC-10 remains in the monomeric form, which shows only green fluorescence. As shown in Fig. 6, the H2O2-treated group exhibited an increasing number of JC-10 monomers compared with that of the control group, suggesting a decrease in MMP. Conversely, 13-MB treatment increased the number of JC-10 aggregates, which indicated that the MMP was preserved. However, the addition of SAR405 (an early-stage autophagy inhibitor) and BAF (a late-stage autophagy inhibitor) attenuated the protective effect of 13-MB. These results indicated that ROS exacerbated mitochondrial damage. However, 13-MB showed a protective effect in maintaining MMP. Furthermore, autophagy played a pivotal role in 13-MB-mediated preservation of MMP.
Discussion
In the present study, we showed that 13-MB protects HUVECs from H2O2-induced oxidative toxicity and apoptosis in the early stage. Moreover, 13-MB inhibited NLRP3 inflammasome activation and induced autophagy, as evidenced by CCK-8 assay, DCFH-DA assay, ROS measurement, MMP detection, Western blotting, ELISA, and laser scanning confocal microscopy. These in vitro functional experiments suggest that 13-MB improves endothelial dysfunction by inhibiting NLRP3 inflammasome activation via autophagy induction. These results suggest the possibility of using 13-MB as an autophagy inducer for treating NLRP3 inflammasome-associated diseases.
The role of vascular inflammation in atherosclerosis is well recognized by the immune system, which is stimulated by harmful factors, such as injury, pathogens and oxidative stress. Atherosclerosis is accompanied by a chronic, low-level inflammatory response that attracts innate and adaptive immune cells into the atherosclerotic plaque [30]. Attenuating the inflammatory response represents one of the fundamental therapeutic strategies against atherosclerosis available today. Natural products may still be the most abundant sources for new drug development [31]. BBR is well known for its naturally derived anti-inflammatory properties [32]. 13-MB, a newly synthesized, 13-methyl-substituted derivative of BBR, has better anti-inflammatory activity than BBR. However, 13-MB has not yet been investigated as a potential therapeutic agent against atherosclerosis. Increasing evidence suggests that oxidative stress contributes to cellular damage and appears to be a common apoptotic mediator. In our study, a model of H2O2-impaired endothelial cells was utilized to mimic the oxidative endothelial injury that occurs during the early stage of atherogenesis. Here, we showed that 13-MB controlled acute vascular inflammation by alleviating cytotoxicity and apoptosis induced by H2O2 in HUVECs. Moreover, 13-MB reduced ROS generation in H2O2-treated HUVECs. This study indicates the potential role of 13-MB in maintaining endothelial homeostasis.
The NLRP3 inflammasome is a multiprotein complex that plays a critical role in the innate immune system. It is activated by endogenous or exogenous stimuli and is involved in the process of sterile inflammation. Many clinical and experimental studies have reported that the NLRP3 inflammasome contributes to endothelial dysfunction in atherosclerosis. Therefore, inhibiting the NLRP3 inflammasome is a potential approach for atherosclerosis therapy. It has been reported that the inflammasome Nlrp3-caspase-1-IL-1β pathway triggers vascular endothelial inflammation in the progression of atherosclerosis [4]. In this situation, NLRP3 inflammasome formation requires a priming step that is provided by pattern recognition or cytokine receptors. Once activated, it induces Nlrp3 itself, leading to the recruitment and activation of caspase-1, and then caspase-1 cleaves pro-IL-1β into its mature bioactive form. Previous studies also showed that genetic loss of the inflammasome components Nlrp3 [33], caspase-1 [34], and IL-1β [35] leads to a reduction in atherosclerotic lesions. In our study, 13-MB suppressed the activation of inflammasome components, which decreased Nlrp3 expression, caspase-1 formation and IL-1β secretion. 13-MB negatively modulates the NLRP3 inflammasome and may be a therapeutic target for atherosclerosis.
Autophagy promotes cell survival by removing injured organelles and intracellular pathogens. Accumulating evidence indicates that autophagy, an intracellular degradation system that maintains cellular homeostasis, downregulates NLRP3 inflammasome activation. Autophagy captures and degrades the assembled complex of the NLRP3 inflammasome via ubiquitination and modulates its activity [36, 37]. Alterations in autophagic flux are implicated in atherosclerosis [38]. Consistent with these findings, Western blotting data and laser scanning confocal microscopy confirmed that autophagy was induced in HUVECs by 13-MB. The results in Fig. 5A show that 13-MB upregulated the accumulation of LC3-II and decreased SQSTM1/p62 levels. LC3-II and SQSTM1/p62 are two well-known markers of autophagy. An increased ratio of LC3-II/GAPDH is a marker of increasing autophagosomes, whereas SQSTM1/p62 is inversely correlated with autophagic flux [39]. Furthermore, an LC3 turnover assay was conducted to measure autophagic flux, which is based on the observation that LC3-II is degraded in autolysosomes. The protective effect of 13-MB was accompanied by LC3-II accumulation, as demonstrated by the use of an autophagy inhibitor, BAF, thereby indicating the upregulation of autophagy (Fig. 5b). Autophagic flux was morphologically traced with a mRFP-GFP-LC3 tandem construct in HUVECs, which confirmed the role of 13-MB as an autophagy inducer (Fig. 6). These findings revealed that 13-MB improved endothelial dysfunction through autophagy induction. It is possible that 13-MB promoted protective autophagy in endothelial dysfunction by inhibiting the NLRP3 inflammasome. However, the mechanism by which 13-MB inhibits NLRP3 inflammasome activation via autophagy induction in HUVECs requires further study.
Considerable evidence suggests that mitochondria are the central organelles in autophagy and inflammatory responses. Conditions of oxidative stress markedly induce ROS production, which causes mitochondrial damage [40], resulting in endothelial cell injury and/or death and atheromatous plaque formation or rupture, which together lead to organ injury and high mortality in the host. It has been reported that autophagy negatively regulates NLRP3 inflammasome activation through many types of stimuli, including mitochondrial damage [41]. Decreased MMP is an indication of apoptosis caused by ROS in the early stage and reflects mitochondrial damage. Our analysis measuring MMP showed that 13-MB exerts a protective effect against mitochondrial damage by maintaining MMP. However, the addition of SAR405 (an early-stage autophagy inhibitor) and BAF (a late-stage autophagy inhibitor) attenuated the protective effect of 13-MB. Taken together, our study indicates that 13-MB affects endothelial cells, at least in part, through autophagy induction to maintain endothelial homeostasis. Furthermore, our data suggest that 13-MB attenuates endothelial dysfunction by inhibiting NLRP3 inflammasome activation via autophagy induction (Fig. 7).
However, there are some limitations in the present study. The detailed mechanism of autophagy induction by 13-MB to inhibit NLRP3 inflammasome activation is not well understood. Further study is needed to clarify this issue. In addition, we should further confirm the efficacy of 13-MB in vivo. An animal model should be established using transgenic animals to perform future atherosclerosis research. Therefore, further investigations of 13-MB in animal experiments are required to elucidate the role of 13-MB in the development of atherosclerosis.
Conclusion
Our study reveals that 13-MB reverses H2O2-induced HUVEC injury. The underlying mechanisms by which 13-MB improves endothelial dysfunction were shown to involve cytoprotection, inhibition of NLRP3 inflammasome activation and enhanced autophagy. These results provide evidence that 13-MB has the potential to be a novel autophagy inducer for the prevention or treatment of NLRP3 inflammasome-associated inflammatory diseases, including atherosclerosis.
Acknowledgements
Not applicable.
Abbreviations
- 13-MB
13-methylberberine
- BBR
berberine
- ASCVD
atherosclerotic cardiovascular disease
- HUVECs
human umbilical vein endothelial cells
- ROS
reactive oxygen species
- DMSO
dimethylsulfoxide
- DMEM
Dulbecco’s modified Eagle’s medium
- DCFH-DA
2′,7′-dichlorodihydrofluorescein diacetate
- PFA
paraformaldehyde
- CCK-8
cell count kit-8
- ECL
enhanced chemiluminescence
- MMP
mitochondrial membrane potential
- BAF
bafilomycin A1
- ox-LDL
oxidized low-density lipoprotein
Authors’ contributions
ZP and HZ designed and performed the experiments, analyzed the data, prepared figures and drafted the manuscript. YS, YX, LZ, CZ, ZL, and ZH performed the experiments. ZY and HS planned and designed the study, developed and revised the manuscript, and are both corresponding authors. All authors read and approved the final manuscript.
Funding
This work was supported by the National Natural Science Foundation of China (81670220), the Guangdong Science and Technology Department (2015A020212013), the Guangzhou Science, Technology and Innovation Commission (201803010008), and the Young Teacher Foundation of Sun Yat-Sen University (17ykzd18), and the international scientific and technological cooperation project of Guangzhou Economic and Technological Development Zone (2017GH13).
Availability of data and materials
The datasets used in this study are available from the corresponding author upon reasonable request.
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Footnotes
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Zhihua Peng and Hong Zhan contributed equally to this work
Contributor Information
Huanxing Su, Email: huanxingsu@umac.mo.
Zhen Yang, Email: yangzhen10710710@163.com.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets used in this study are available from the corresponding author upon reasonable request.