Dandan Wang1,2, Shuai Shao3, Yanqiu Zhang1, Daqing Zhao2,4, Mingxing Wang1,2. 1. College of Chinese Medicine, Changchun University of Chinese Medicine, Changchun, China. 2. Jilin Provincial Key Laboratory of BioMacromolecules of Chinese Medicine, Jilin Ginseng Academy, Changchun University of Chinese Medicine, Changchun, China. 3. College of Pharmacy, Changchun University of Chinese Medicine, Changchun, China. 4. Jilin Ginseng Academy, Changchun University of Chinese Medicine, Changchun, China.
Abstract
Polysaccharides from Panax ginseng C. A. Meyer (P. ginseng) are the main active component of P. ginseng and exhibit significant intestinal anti-inflammatory activity. However, the therapeutic mechanism of the ginseng polysaccharide is unclear, and this hinders the application for medicine or functional food. In this study, a polysaccharide was isolated from P. ginseng (GP). The primary structure and morphology of the GP were studied by HPLC, FT-IR spectroscopy, and scanning electron microscopy (SEM). Further, its intestinal anti-inflammatory activity and its mechanism of function were evaluated in experimental systems using DSS-induced rats, fecal microbiota transplantation (FMT), and LPS-stimulated HT-29 cells. Results showed that GP modulated the structure of gut microbiota and restored mTOR-dependent autophagic dysfunction. Consequently, active autophagy suppressed inflammation through the inhibition of NF-κB, oxidative stress, and the release of cytokines. Therefore, our research provides a rationale for future investigations into the relationship between microbiota and autophagy and revealed the therapeutic potential of GP for inflammatory bowel disease.
Polysaccharides from Panax ginsengC. A. Meyer (P. ginseng) are the main active component ofP. ginseng and exhibit significant intestinal anti-inflammatory activity. However, thetherapeutic mechanism oftheginsengpolysaccharide is unclear, and this hinders the application for medicine or functional food. In this study, a polysaccharidewas isolated from P. ginseng (GP). The primary structure and morphology oftheGP were studied by HPLC, FT-IR spectroscopy, and scanning electron microscopy (SEM). Further, its intestinal anti-inflammatory activity and its mechanism of function were evaluated in experimental systems using DSS-induced rats, fecal microbiota transplantation (FMT), and LPS-stimulated HT-29 cells. Results showed that GP modulated the structure of gut microbiota and restored mTOR-dependent autophagic dysfunction. Consequently, active autophagy suppressed inflammation through the inhibition ofNF-κB, oxidative stress, and the release ofcytokines. Therefore, our research provides a rationale for future investigations intothe relationship between microbiota and autophagy and revealed thetherapeutic potential ofGP for inflammatory bowel disease.
Inflammatory bowel disease (IBD) consists of a group of disorders including Crohn’s disease (CD) and ulcerative colitis (UC) and is a kind of recurrent, refractory gastrointestinal disease (1). At present, the incidence ofIBD increases yearly. Inflammatory infiltration, redox imbalance, and gut microbiota dysbiosis are involved in the initiation, development, and exacerbation of intestinal inflammatory diseases. Intestinal epithelium plays an important role in maintaining gut homeostasis and is the main defense against pathogen invasion (2). It has been reported that the regulation of gut microbiota can alleviate the inflammatory response induced by dextran sodium sulphate (DSS) in mice. Lipopolysaccharide (LPS) is the main component ofthecell walls of many Gram-negative bacteria. The inseparable relationship between microbiota dysbiosis, LPScontent, and abnormal immune response has been reported previously (3, 4). Toll-like receptor 4 (TLR4), which is abundantly expressed in intestinal epithelial cells, is a gene coding receptor for bacterial LPS (5, 6). An abnormal microbiome, especially with microbes that produce LPS, triggers intestinal inflammation, and TLR4 might be the initial point of microbial interaction. Activated TLR4 recruits the downstream molecule MyD88to trigger the phosphorylation of MAPKs (7), and it is indispensable in orchestrating the secretion of inflammatory cytokines and oxidative stress response throughout the initiation, development, and exacerbation ofIBD (8–10).Autophagy, a highly conserved process that evolved in eukaryotes, is involved in maintaining organism homeostasis via lysosome-mediated self-digestion and recycling of organelles and proteins (11, 12). Cells trigger autophagy under various stress, such as exposure totoxic environments, starvation, and ischemiareperfusion (13). It has been reported that autophagy dysfunction increased susceptibility to inflammatory intestinal diseases (14–17). Repairing hampered autophagy normalized redox imbalance, increased theclearance of intracellular bacteria, and alleviated inflammation in intestinal mucosa (18); thus, it has become a new target ofclinical drug development for IBD. Mounting evidence suggests the inseparable association between autophagy impairment and inflammation injury (19–21). mTOR, a highly conserved serine/threonine protein kinase, negatively regulates autophagy upstream, and it has demonstrated great autophagy activating and inflammation attenuating efficacy in silencing mTOR (22). Interestingly, TLR4-MyD88-MAPK is one ofthe important pathways in mTOR regulation, and recent research clearly revealed the relationship between them (19). Accumulating evidence indicates that autophagy and inflammation are linked by reciprocal regulation through the microflora-TLR4-mTOR axis. Mechanistically, microbiota dysbiosis activates the TLR4-MyD88-MAPK pathway, which is followed by the phosphorylation of mTOR to inhibit autophagy, thereby aggravating inflammatory injury and oxidative stress (19). Although the roles of microflora in modulating inflammation and autophagy have had increased attention in regard toIBD, the development of related drugs is still in its infancy.Panax ginsengC. A. Meyer (P. ginseng) has been widely used as an herb and functional food in the world (23). It has been reported that the active components ofPanax ginseng have anti-inflammatory and immunomodulatory effects on IBD (24). ThepolysaccharideofP. ginseng has obvious beneficial effects, including gut microbiota regulation, intestinal mucosal barrier protection, autophagy promotion, and alleviation ofinflammation and oxidative stress (24). However, the exact target and mechanism oftheP. ginsengpolysaccharide in gut microbiota and autophagy modulation is not well understood. Fecal microbiota transplantation (FMT) is one ofthe most effective ways to regulate the gut microbiota and can potentially reveal the function of microbiota and establish thecausal relationship between flora and disease (25). At present, the use of FMT with P. ginsengpolysaccharideto treat diseases through intestinal flora is still unknown. Therefore, the present study aims to purify crude polysaccharides from P. ginseng and to evaluate its gut microbiota and intestinal anti-inflammatory activity in dextran sulfate sodium (DSS)-induced rats with FMT. The mechanism of reciprocal regulation between inflammation and autophagy was estimated by LPS-induced inflammatory intestinal mucosalcells (HT-29 cells). Additionally, thechanges in cytokines, reactive oxygen species (ROS), and autophagic proteins were detected in order to investigate the protective mechanism ofthe microbiota-autophagy relationship. Our study provides a reliable theoretical basis for the application ofginsengpolysaccharide as a functional food material in the treatment ofintestinal diseases.
Materials and Methods
Reagents
P. ginsengwas purchased from Wudu County (Gansu Province, China). The roots ofP. ginseng were dried in the shade and ground into powder. Standard monosaccharides, including rhamnose, arabinose, xylose, mannose, glucose, galactose, glucuronic acid, and galacturonic acid were all obtained from the National Institute for theControl of Pharmaceutical and Biological Products (Beijing, China). All chemicals used were of analytical grade unless otherwise specified.
Isolation and Purification of Polysaccharide
Briefly, the dry three-year roots of Radix ginseng (2,000 g) were smashed intocrude powder (60-80 mesh) and extracted three times with water (20 L) by continuously stirring at 80°C for two hours each time. Thecombined aqueous extracts were filtered through a cottoncloth bag and centrifuged (1,500 g for 15 min) and were subsequently concentrated in a rotary evaporator at 60°C. Then, theethanol solution was brought to a final concentration of 80%. The sediment was dissolved in water, continuously stirred at 4°C for 12 hours, and the precipitate was removed by centrifugation (1,500 g for 15 min). The aqueous extract wasthen filtered and concentrated, followed by the addition of Sevage reagent (butanol and chloroform at a 1:4 ratio) to deproteinate the sample (26). Then, the supernatant wasconcentrated to a proper volume under reduced pressure and lyophilized to get theginsengpolysaccharide (GP).
Analysis of the Primary Structure and Morphological Properties of GP
Analysis of Chemical and Physical Properties
Thetotal carbohydrate, uronic acid, and protein contents were quantified by thephenol–sulfuric acid method (27), m-hydroxydiphenyl (28), and Bradford method (29) using glucose, glucuronic acid, and bovine serum albumin as standards, respectively.
Monosaccharide Composition Analysis
Themonosaccharidecomponents were analyzed by converting thesugars intoPMP derivatives (30), which were then detected by HPLC (Shimadzu 2010, Japan) and C18 column (Shimadzu, Japan) and controlled by a Uniport HP N-2000 data station.
FT-IR Analysis
The vibrations of molecules and polar bonds among different atoms were studied by FT-IR spectroscopy (iD1 Transmission Nicolet iS5, Thermo Fisher, USA), with recorded frequencies ranging from 4,000 to 500 cm-1 (31). FT-IR measurements were performed for each sample, which were mixed with dried KBr powder and thencompressed intosalt discs.
Molecular Weight Analysis
The molecular weight oftheGPwas determined by a gel-permeation chromatography (GPC) system (ELEOS System, Wyatt Technology, USA) equipped with a Waters 515 pump and DRI detector. Thecolumns were a Shodex OHpak SB-806 in sequence with 803 columns, which were eluted with 0.02% NaNO3 at a flow rate of one mL/min. The temperatures ofthecolumn and RI detector were maintained at 40°C. Dextran standards (Mw = 180, 2,700, 9,750, 36,800, and 135,350 Da) were used to establish a standard curve. Empower GPC software (ASTRA5.3.4, Wyatt Technology, USA) was used for data processing (32).
Scanning Electron Microscopy (SEM) Analysis of Morphological Properties
The micro-structures and surface morphologies ofGP were characterized by scanning electron microscopy (SEM). A proper amount ofpolysaccharide sample powder was glued totheconductive adhesive ofthe experimental bench. The floating sample was blown off with a rubber suction bulb and placed in a gold conductive layer of 10 nm thickness in a vacuum. The accelerating voltage ofthe electron gun was 20 KV, and the sample was observed by the SEM.
Animals
The animal experiment protocol (No. 20200128006) was approved by theChangchun University ofChinese Medicine. SD rats weighing 200-250 g (half of which were male) were purchased from the School of Pharmacy, Jilin University (SCXK 2016-0001). All rats were given standard food and water for seven days prior to experimentation and were randomly divided intothe blank group (control), intestinal inflammation group (DSS) (19, 22), low-dose GP treatment group (DSS + GP-L, 50mg/kg), middle-dose GP treatment group (DSS + GP-M, 100mg/kg), and high-dose GP treatment group (DSS + GP-H, 200mg/kg); each group consisted of 10 rats. Experimental procedures used for the animals and administration methods were based on previously reported experimental protocols (33). Therats fasted for 12 hours on the last day, and each ratwas anesthetized and euthanized. The blood from each ratwascollected from thecommon carotid artery. Ten grams of fresh feces from therats in each group were collected and weighed in a sterilized beaker, and 50 ml of 37°Csterile normal salinewas added, stirred, and filtered with double-layer sterile gauze. The filtrate wasthencentrifugated at 6,000 g/min for 15 min (centrifugation radius: 10 cm), and thenthe sediment was suspended in 100 ml of normal saline to obtain the fecal bacteria solution. FMT (5 ml/kg) was administered by gavage once a day for 14 days. The distal parts ofthecolon tissues were stored in a -80°C refrigerator for section or Western blot analysis. Feces were collected for further metabolite analysis. Blood wascentrifuged, and the supernatant was stored at -20°C for later testing. The relative serum levels of IL-1β, IL-6, and TNF-α were determined using ELISA kits (Beyotime Institute of Biotechnology, Shanghai, China) according tothe manufacturer’s instructions.
Immunohistochemistry Analysis of Intestinal Tissues
Immunohistochemistry analysis wasconducted to evaluate the expression of relative proteins. Theparaffin-embedded tissue sections were deparaffinized and treated with hydrogen peroxide (3 m/v) for 15 min to remove endogenous peroxidase. Antigen retrieval was performed by blocking the samples in goat serum for 10 min at 22°C. The following antibodies were added and incubated for 12 hours at 4°C: anti-TLR4 antibody (Servicebio, GB11519, 1:500), anti-LC3B antibody (Abcam, ab86714, 1:500), and anti-NF-κB p65 antibody (Servicebio, GB13025-1, 1:500). Cy3 (Servicebio, GB21303) and FITC (Servicebio, GB22303) secondary antibodies (1:250) were used for visualization. Tissue sections were mounted and analyzed using an inverted fluorescence microscope (Nikon Eclipse TI-SR) and imaging system (Nikon DS-U3).
The Measurement of Endotoxin
Colon contents endotoxins were extracted in with 0.05% Tween-20 in pyrogen-free water (34). Fecal endotoxins were determined using Limulus amaebocyte lysate (LAL) kit (ThermoFisher, USA) as described previously (35).
Gut Microbiota Analysis
Gut microbiota was examined as before by 16S ribosomal RNA analysis on the Illumina MiSeq platform (Illumina, San Diego, USA) according to standard protocols (36). DNA was extracted from thecolon using an Omega Biotek Mag-Bind Soil DNA Kit (Omega Bio-Tek, USA). Purified PCR products were prepared using Q5® High-Fidelity DNA Polymerase (NEB, USA); products were then quantified, and each PCR sample was diluted five times to 20 ng/μL. The PCR amplification system consisted ofthe following: PCR mixed product sample (2 µL), 5× reaction buffer (5 μL), 5× GC buffer (5 μL), dNTP (2.5 mM 2 μL), forward primer (10 µM, 1 μL), reverse primer (10 µM, 1 μL), Q5 DNA Polymerase (0.25 μL), DNA template (2 μL), and 8.75 μL ddH2O. PCR amplification ofthe 16S rRNA genes ofthe V3–V4 region was performed using the forward primer 338F 5’-ACTCCTACGGGAGGCAGCA-3’ and the reverse primer 806R 5’-GGACTACHVGGGTWTCTAAT-3’. Sample-specific 7-bp barcodes were incorporated intothe primers for multiplex sequencing. The PCR components contained 5 μl of Q5 reaction buffer (5×), 5 μl of Q5 High-Fidelity GC buffer (5×), 0.25 μl of Q5 High-Fidelity DNA Polymerase (5 U/μl), 2 μl (2.5 mM) ofdNTPs, 1 μl (10 uM) of each forward and reverse primer, 2 μl of DNA template, and 8.75 μl of ddH2O. Thermal cycling consisted of initial denaturation at 98°C for 2 min, followed by 25 cycles of denaturation at 98°C for 15 s, annealing at 55°C for 30 s, and extension at 72°C for 30 s, with a final extension of 5 min at 72°C. The amplicon library wasthen used for paired-end sequencing (2 × 250 bp) on an Illumina MiSeq platform (Illumina, San Diego, USA) according to standard protocols.
Cell Culture and Treatment
Thehuman epithelial colorectal adenocarcinoma HT-29cell line was obtained from the Procell Life Science and Technology Company and was maintained in DMEM with 10% FBS, 1% nonessential amino acids, and gentamicin (50 μg/mL) at 37°C and 5% CO2; the medium was replaced every two days. For parameter measurements, theculture medium was seeded onto 6-well plates at a density of 5 × 105 cells/well (Corning Inc., Corning, NY, USA). Thecells were incubated with 1 mM 3-MA or 10 μM rapamycin for 1 hour. To induce inflammatory damage, thecells were exposed toLPS (1 μg/ml) at 37°C for 6 hours. HT-29 cells were transfected with 10 pmol of siRNA for TLR4 using Lipofectamine RNAiMAX according tothe manufacturer’s instructions. Thecellular proteins were obtained for western blot analysis as previously described (37).
Western Blotting
For Western blot analysis, thetotal proteins from thecolon cells were collected in RIPA lysis buffer (Beyotime, Beijing, China). Samples (40 μg each) were separated onto 12% SDS-PAGE gels and transferred to a PVDF membrane (Millipore Corp., Billerica, MA, USA). Membranes were incubated overnight with related primary antibodies at a 1:1000 dilution.
Statistical Analysis
Experiments were performed in triplicate, and results are presented as the mean ± standard deviation (SD). The Student’s t-test was utilized for statistical evaluation using the SPSS 16.0 statistical software package (SPSS Inc., USA), and a P < 0.05 wasconsidered statistically significant.
Results
Characterization of Polysaccharide
Isolation and Determination of GP
GP were extracted by using theclassical method of hot water extraction followed by ethanol precipitation. Then, Sevage reagent was used to deproteinate the aqueous extracts. Thecrude polysaccharide yield devoid of proteins was found to be 7.5% ofthetotal dry weight. In addition, thepolysaccharides were dissolved in water after alcohol precipitation, and thewater solubility ofthepolysaccharidescould be greatly increased. The extraction procedure is shown in
.
Figure 1
Description and analysis of GP (A) Summarized extraction procedure. (B) HPLC of monosaccharide PMP derivatization. 1. PMP. 2. Mannose. 3. Rhamnose. 4. Glucuronic acid. 5. Galacturonic acid. 6. Glucose. 7. Galactose. 8. Arabinose. 9. Fucose. (C) Infrared spectroscopy. (D) Morphology by SEM. (E) Molecular weight distribution.
Thetotal carbohydrate and uronic acidcontents ofGP were 82.3% and 10.2%, respectively. After Sevage reagent treatment, the protein content ofGP decreased from 23.1 to 7.1%. Thesugarcomponents were analyzed by converting thesugars intoPMP derivatives. HPLC results showed that GPwascomposed ofgalacturonic acid (GalA), glucose (Glc), galactose (Gal), and arabinose (Ara) in a molar ratio of 1.6 to 5.1 to 1.0 to 1.6, respectively (
).TheGPwas analyzed by FT-IR spectroscopy with recorded frequencies ranging from 4,000 to 500 cm-1 (
). A wide absorption peak at 3,446 cm-1 in the region of 3,500-3,200 cm−1 showed stretching vibrations of O-H and N-H, indicating intramolecular hydrogen bonds. Two peaks in the 3,000-2,800 cm-1 region and the 1,400-1,200 cm-1 region were angular vibrations ofC-H, which indicated that theGP is a polysaccharidecompound. The peak at 1,633 cm-1 indicates the stretching vibration oftheC = O in the acetyl group. The absorption peak at 789 cm-1 is the flat pyranose α-type C-H bond in thesugar units.
Morphology Analysis
Scanning electron microscopy (100x and 3,000x) showed that the surface oftheGP is rough and irregular (
). It is speculated that this phenomenon may be due tocross-linking and aggregation between molecular chains. It is suggested that there is a strong interaction between the molecules ofthe samples, and all ofthem are amorphous. In addition, theGPcontained a porous honeycomb structure, which may be formed by the sublimation of ice crystals during freeze-drying or may be related tothe side chain ofthepolysaccharide.
Molecular Weight Distribution Analysis
The average weight molecular weight (Mw) oftheGP mainly distributed in the range of 10-320 kDa by HPGPC and special GPC software (
). It was revealed that thepolysaccharides have four main peaks with molecular weights of 26, 56, 152, and 275 kDa and distribution percentages of 26.6%, 55%, 13.7%, and 4.8%, respectively. In addition, the average difference in Mw between the peaks was 63 kDa, indicating that theGP is a mixture of a series ofhetero-polysaccharides.
GP Alleviates Intestinal Injury in Rats With DSS-Induced Colitis
DSSwas used to establish an experimental model ofrats with intestinal inflammation as described previously (19, 22). HE stains clearly revealed that GP alleviated severe lesions in colon tissue, such as those that had histopathological characteristics ofmucosal damage, necrosis, and inflammatory infiltration in DSSrats (
). Compared tothecontrol group, the histological observation ofthecolon oftherats in theDSS model group demonstrated that the inflammatory cell infiltration occurred in the mucosa. The loss of goblet cells and epithelium, distorted crypts, and edema were also found in theDSS model group. After treatment with different doses ofGP, the results showed notable histologic improvements in thecrypt architecture as well as reductions in edema, mucosal injury, and inflammatory infiltration. In theGP-H group, the histopathological properties ofthecolon oftherats were the most obviously improved, and ulcerhealing lines appeared in some tissues (
). Furthermore, DSS-treated rats showed profound body weight loss; thechange in body weight declined 86.96% whencompared tothe initial weight. Notably, GP treatment significantly attenuated the loss of body weight. Especially in the high-dose GP group (DSS + GP-H), thechange in body weight recovered to 151.05% after 14 days of treatment (
). Rats in theDSS + GP-L and DSS + GP-M groups also exhibited body weight recovery tocertain extents. These results demonstrated that DSScan successfully induce inflammatory intestinal injury in rats, and high-dose GP treatment achieved the best curative effect in vivo. Therefore, the high-dose GP group can be used for further studies to obtain more biological information. Additionally, GP treatment also reversed theDSS-induced inflammatory response, as evidenced by the spleen weight and the serum levels of IL-1β, IL-8, and TNF-α (
). (From here forward, theDSS + GP group refers totheDSS + GP-H group if not otherwise mentioned).
Figure 2
GP alleviated the intestinal inflammation in rats with DSS induced colitis. (A) Experimental operation process. (B) H&E stained sections of the differently treated rats as described above. (C, D) The effects of GP on Rats’ basal body weight and Spleen weight. (E–G) Changes of cytokines in different groups in vivo. All data shown are representative of 3 independent experiments. Bars in graphs represent mean ± SD, #P < 0.05, ##P < 0.01 VS Control group; *P < 0.05, **P < 0.01 VS DSS group.
GP alleviated theintestinal inflammation in rats with DSS induced colitis. (A) Experimental operation process. (B) H&E stained sections ofthe differently treated rats as described above. (C, D) The effects ofGP on Rats’ basal body weight and Spleen weight. (E–G) Changes ofcytokines in different groups in vivo. All data shown are representative of 3 independent experiments. Bars in graphs represent mean ± SD, #P < 0.05, ##P < 0.01 VS Control group; *P < 0.05, **P < 0.01 VS DSS group.
GP Improved the Structure of Gut Microbiota in DSS-Induced Rats
Effect of GP on the Diversity of Gut Microbiota
The Shannon index is a key index used to evaluate microbial community diversity. Compared with thecontrol group, the Shannon index in the model group decreased significantly (P < 0.01). The Shannon index oftheGP group was significantly higher than that ofthe model group (P < 0.05;
). The results showed that the microbiota diversity ofthe model group was lower than that ofthe normal rats, but GPcould restore the microbiota diversity.
Figure 3
Effects of GP on gut microbiota. (A) Rarefaction curves of OTU quantity. (B) Heatmap at the level of phylumgenus. (C) Heatmap at the level of genus. (D) A phylogenetictree of OTUs by GraPhlAn visualization. (E) PCA analysis. (F) LPS in colon contents. Bars in graphs represent mean ± SD, ##P < 0.01 VS Control group; **P < 0.01 VS DSS group.
Effects ofGP on gut microbiota. (A) Rarefaction curves of OTU quantity. (B) Heatmap at the level of phylumgenus. (C) Heatmap at the level of genus. (D) A phylogenetictree of OTUs by GraPhlAn visualization. (E) PCA analysis. (F) LPS in colon contents. Bars in graphs represent mean ± SD, ##P < 0.01 VS Control group; **P < 0.01 VS DSS group.
Effect of GP on Bacterial Community Structure
We analyzed the differences in bacterial abundance in rats before and after GP administration at the phylum and genus levels, and theheatmaps are shown in
. Compared with the blank group, the abundance of Gram-positive Firmicutes bacteria in the model group decreased significantly, while the abundance of Gram-negative Bacteroidetes, Verrucomicrobia, Proteobacteria, Tenericutes, Cyanobacteria, and Deferribacteres increased significantly (38). The abundance of Gram-negative bacteria decreased significantly after GP administration. Next, Grapeland was used toconstruct a hierarchical tree ofthecomposition ofthe sample population at each classification level to explore the dominant microbial groups (
). The results showed that the dominant species at the phylum level were Firmicutes, Bacteroidetes, Verrucomicrobia and Proteobacteria, and the dominant species at the genus level were Akkermansia, Allobaculum, and Oscillospira. It is suggested that the above bacteria can be used as a characteristic index for future fecal microbiota transplantation. Community composition analyses at the taxonomic levels of phylum and genus have preliminarily proved that the bacterial community structure before and after GP treatment is significantly different. We further used principal component analysis (PCA) to analyze the overall structure ofthe flora before and after the occurrence ofintestinal inflammation and under the intervention ofGP, which also proved that there were significant differences between the three groups (
).
Effect of GP on LPS in Colon Contents
It should be noted that lipopolysaccharide (LPS), one ofthecomponents ofthecell walls of Gram-negative bacteria in intestinal flora, can cause chronicintestinal inflammation. We determined the endotoxin levels in colon cells (LPS), and they increased 1.45-fold after DSS stimulation. GP treatment reversed theLPSto near the normal level (
).Corroborating the above data and the previous reports (32, 39), we demonstrated that the increased levels ofLPS were associated with the rising abundance of Gram-negative bacteria in the intestines oftheDSS-induced model rats and that GPcould regulate the structure of gut microbiota and reduce the abundance of Gram-negative bacteria that produce LPS.
GP Quenched Intestinal Injury and Restored DSS-Decreased Levels of Autophagy in DSS-Induced Rats
Whenthe abundance of Gram-negative bacteria increases, thecontent ofLPS increased consequently and is then recognized by Toll-like receptor 4 (TLR4) on the intestinal cell membrane. This directs a subsequent intracellular reaction and finally leads to an inflammatory response and autophagy inhibition (40). The expression levels of TLR4, IκBα, and NF-κB p65 protein from theratcolon are associated with the inflammatory response and were analyzed by immunofluorescence and Western blot, as shown in
. Compared with thecontrol group, the fluorescence of TLR4 in the model group was significantly enhanced, which indicated that the protein expression level was increased. Notably, GP significantly reversed theDSS-increased expression of TLR4. In addition, the phosphorylation of IκBα was significantly decreased after GP treatment, which suggested that the nuclear translocation ofNF-κB was inhibited. As a consequence, GP also reduced theDSS-induced NF-κB activation. In conclusion, GP treatment markedly suppressed DSS-induced intestinal inflammation through the downregulation of TLR4 and theNF-κB pathway.
Figure 4
GP inhibits inflammation via TLR4 pathway and activates mTOR dependent autophagy in DSS-induced colitis in vivo. (A, C) Immunofluorescence for TLR4 and p62 was performed on colon sections. (B, D) The expressions of TLR4 and p62 were calculated relative to DAPI staining from three independent experiments. (E) The expression of autophagy-related and inflammation-related proteins measured by western blot. (F–K) The expressions of proteins were quantified by the ratio of phosphorylated protein/total protein and total amount protein/GAPDH. All data shown are representative of 3 independent experiments. Bars in graphs repr Activated TLR4 directly triggers the phosphorylation of mTOR. With the increase of TLR4 in the DSS group, the phosphorylated mTOR was upregulated followed by the dysfunction of autophagy. To investigate whether autophagy was impaired in DSS-induced intestinal inflammation, the expression of autophagy-related proteins (including LC3B, p62, and phosphorylated mTOR) were evaluated by immunofluorescence and Western blot. Compared with the control group, the expression of p62, a cargo protein degraded inside autolysosomes, was upregulated after DSS stimulation, indicating the inhibition of autophagy. Defective autophagy was further confirmed by the decrease in LC3BII/LC3BI when compared with the control group. Autophagy was recovered to a normal level after treatment with GP, indicated by decreased p62 and increased LC3BII/LC3BI levels. These results demonstrated that GP relieved intestinal inflammation by promoting mTOR-dependent autophagy and blocking the inflammatory cascade. Bars in graphs represent mean ± SD, #P < 0.05, ##P < 0.01 VS Control group; *P < 0.05 VS DSS group.
GP inhibits inflammation via TLR4 pathway and activates mTOR dependent autophagy in DSS-induced colitis in vivo. (A, C) Immunofluorescence for TLR4 and p62was performed on colon sections. (B, D) The expressions of TLR4 and p62 were calculated relative toDAPI staining from three independent experiments. (E) The expression of autophagy-related and inflammation-related proteins measured by western blot. (F–K) The expressions of proteins were quantified by theratio of phosphorylated protein/total protein and total amount protein/GAPDH. All data shown are representative of 3 independent experiments. Bars in graphs repr Activated TLR4 directly triggers the phosphorylation of mTOR. With the increase of TLR4 in theDSS group, the phosphorylated mTOR was upregulated followed by the dysfunction of autophagy. To investigate whether autophagy was impaired in DSS-induced intestinal inflammation, the expression of autophagy-related proteins (including LC3B, p62, and phosphorylated mTOR) were evaluated by immunofluorescence and Western blot. Compared with thecontrol group, the expression ofp62, a cargo protein degraded inside autolysosomes, was upregulated after DSS stimulation, indicating the inhibition of autophagy. Defective autophagy was further confirmed by the decrease in LC3BII/LC3BI whencompared with thecontrol group. Autophagy was recovered to a normal level after treatment with GP, indicated by decreased p62 and increased LC3BII/LC3BI levels. These results demonstrated that GP relieved intestinal inflammation by promoting mTOR-dependent autophagy and blocking the inflammatory cascade. Bars in graphs represent mean ± SD, #P < 0.05, ##P < 0.01 VS Control group; *P < 0.05 VS DSS group.
Spearman Correlation Analysis of the Bacterial Genera With Highest Abundance and Their Phenotypes
To assess potential association between gut microbiota changes and host autophagy-related phenotypes, we conducted a Spearman correlation analysis ofthe bacterial genera with the highest abundance and their autophagy-related phenotypes in rats. p:Akkermansia from the phylum Verrucomicrobia−g:Akkermansia showed significant negative correlation with serum endotoxin, while exhibiting significant positive correlation with LC3BII/LC3BI. On the other hand, there was a highly significant positive correlation between p_Firmicutes−g_Lactobacillus and serum endotoxin. p_Firmicutes−g_Oscillospira, p_Firmicutes−g:Lactobacillus, p_Actinobacteria−g_Corynebacterium,and p_Actinobacteria−g_Adlercreutzia showed significant positive correlation with TLR4 (
). Taken together, these findings indicate that GP treatment inhibited levels of Gram-negative bacteria, inflammation in the intestinal system and enhanced autophagy via TLR4.
Figure 5
Spearman correlation analysis of the bacterial genera with highest abundance and phenotypes. *P < 0.05, **P < wfi 20.01.
Spearman correlation analysis ofthe bacterial genera with highest abundance and phenotypes. *P < 0.05, **P < wfi 20.01.
Fecal Microbiome Transplantation Supplemented With GP Suppressed Intestinal Inflammation and Improved Autophagy
To validate the potential impact ofGP on alleviating intestinal inflammation and on microbe-autophagy interactions, we performed FMT experiments by using oral gavage in rats (
). 20 rats were randomly divided into four groups: DSS (FMT), DSS + GP (FMT), blank (FMT), and blank (normal rats). The body weight changes ofrats in theDSS (FMT), DSS + GP (FMT), blank (FMT), and blank groups are shown in
. Blank (FMT) and blank groups showed similar body weight changes, which indicated that the FMT operation had little effect on themice. The body weight oftherats transplanted with DSS-treated microbiota decreased significantly, while therats transplanted with DSS+GP (FMT)-treated microbiota recovery the body weight. HE staining of pathological sections showed that thecolon epitheliums ofthe blank (FMT) and blank group were intact without hyperemia, edema, hemorrhage, or inflammatory cell infiltration. In theDSS (FMT) group, the intestinal epithelial structure was incomplete, and crypt abscesses, a reduction in goblet cells, and large number of neutrophil infiltrations were observed. Compared with theDSS (FMT) group, thecolon epithelial cells in theDSS + GP (FMT) group were less damaged, and thecrypt abscesses and inflammatory infiltrations were relieved (
).
Figure 6
Transplanting of fecal microbiome intervened by GP improves intestinal inflammation. (A) The experimental protocol for FMT. (B) Changes of body weight (n=10). (C) Histopathological changes after HE staining. (D) Rarefaction curves of OUT quantity. (E) PCA analysis. (F) The gut microbiota composition among experimental groups at phylum/genus level.
Transplanting of fecal microbiome intervened by GP improves intestinal inflammation. (A) The experimental protocol for FMT. (B) Changes of body weight (n=10). (C) Histopathological changes after HE staining. (D) Rarefaction curves of OUT quantity. (E) PCA analysis. (F) The gut microbiota composition among experimental groups at phylum/genus level.The bacterial profiles ofthe donor mice were measured using 16S rRNA sequencing to investigate the effects ofGP on the fecal microbiome ofmice. The Simpson Diversity Index ofthe operational taxonomic unit level in theDSS + GP (FMT) group was significantly higher than that oftheDSS (FMT) group, indicating that GP alters the richness and diversity ofthe microbial community. Significant separations were observed among the four groups during PCA (
), which is similar tothe result of hierarchical clustering. Further PCA showed that the overall structure ofthe microbiota had significant differences in the four groups (
). Thecomparison of gut microflora with high abundance at the phylum and genus levels in each group is shown in
. Compared with blank group, there was no significant change in the phylum and genus levels of blank (FMT) bacteria. Compared with blank and blank (FMT) groups, the abundance of p_ Firmicutes and p_Verrucomicrobia-g_Akkermansia in theDSS (FMT) group was significantly lower, while the abundance of p_Verrucomicrobia, p_Bacteroidetes, p_Proteobacteria, and p_Firmicutes-g_Allobaculum were significantly higher. The abundances ofthe above bacteria in theDSS + GP (FMT) group and theDSS (FMT) group showed the opposite trend ofchange except p_Firmicutes-g _Oscillospira.To validate the protective effect ofGP on intestinal inflammation associated with the microbe-TLR4-autophagy axis, we detected the levels of several key proteins using Western blot analysis. FMT had almost no effects on the TLR4 pathway and mTOR-dependent autophagy, as shown in
. Meanwhile, therats transplanted with DSS-treated microbiota showed a marked activation oftheclassic TLR4-p38 MAPK-NF-κB inflammatory pathway (
) as well as the phosphorylation of mTOR. Subsequently, the accumulation ofp62 and the decrease of LCBII/LC3BI suggested defective autophagy. Notably, there was significant attenuation of TLR4 and degradation ofp62 after FMT with GP-treated microbiota, which achieved similar therapeutic effects compared toGP lavage. In summary, the potential mechanism ofGP on ameliorating intestinal inflammation via regulation ofthe gut microbiota and which was associated with TLR4-autophagy.
Figure 7
Transplanting of fecal microbiome intervened by GP improves intestinal inflammation. (A) Immunofluorescence for p-NF-κB was performed on colon sections. (B) The expression of autophagy-related and inflammation-related proteins measured by western blot. (C, D) The expressions of proteins were quantified by the ratio of phosphorylated protein/total protein and total amount protein/GAPDH. All data shown are representative of 3 independent experiments. Bars in graphs represent mean ± SD, #P < 0.05, ##P < 0.01 VS Control group; *P < 0.05, **P < 0.01 VS DSS group, n.s., no significant differences.
Transplanting of fecal microbiome intervened by GP improves intestinal inflammation. (A) Immunofluorescence for p-NF-κB was performed on colon sections. (B) The expression of autophagy-related and inflammation-related proteins measured by western blot. (C, D) The expressions of proteins were quantified by theratio of phosphorylated protein/total protein and total amount protein/GAPDH. All data shown are representative of 3 independent experiments. Bars in graphs represent mean ± SD, #P < 0.05, ##P < 0.01 VS Control group; *P < 0.05, **P < 0.01 VS DSS group, n.s., no significant differences.
Blocking TLR4-mTOR Ameliorates Inflammation via Promoting Autophagy in LPS-Induced HT-29 Cell
The relationship between intestinal flora disturbance and TLR4-autophagy axis has been widely accepted (41, 42), and gut-derived lipopolysaccharides (LPSs) seem to be the linkage between them. According tothe in vivo results, related mechanisms of gut microbiota-TLR4-autophagy regulation were subsequently explored in LPS-induced HT-29 cells. To explore whether the release ofNF-κB-induced cytokines and oxidative stress were associated with autophagy, we chose 3-MA and rapamycin as the inhibitor and activator of autophagy, respectively. Firstly, pro-inflammatory cytokines were determined as shown in
. Whencells were treated with one μg/mL LPS for six hours, IL-8 and IL-1β levels increased by nearly three-fold; these levels ameliorated to a certain extent after rapamycin treatment (an autophagy activator). When autophagy was inhibited by 3-MA, the release ofLPS-induced inflammatory cytokines dramatically increased even higher than that oftheLPS-induced group. Secondly, the expressions ofp62, LC3B, and Beclin-1 were determined by Western blot analysis (
). In the second lane of
, it can be seen that LPS blocked autophagy via the activation of mTOR and activated an inflammatory transcription factor, which is consistent with previous reports (19, 22). While the expression of Beclin-1, degradation ofp62, and conversion ofLC3B were increased significantly in therapamycin groups, this was also accompanied with the inhibition ofNF-κB p65. As expected, suppression of autophagy by 3-MA significantly inhibited the level of autophagy and dramatically deteriorated theinflammation. The results above indicated that impaired autophagy was involved in LPS-induced inflammation in HT-29 cells.
Figure 8
Blocking upstream TLR4-MAPK pathway activated autophagy and quenched inflammation. (A) Changes of cytokines contents in different groups in LPS-induced HT-29 cells. (B) The changes of autophagy-related and inflammation-related proteins measured by western blot. (C–H) The expressions of proteins were quantified by the ratio of phosphorylated protein/total protein and total amount protein/GAPDH. All data shown are representative of 3 independent experiments. Bars in graphs represent mean ± SD, *P < 0.05, **P < 0.01. #P < 0.05, ##P < 0.01 VS Control group.
Blocking upstream TLR4-MAPK pathway activated autophagy and quenched inflammation. (A) Changes ofcytokines contents in different groups in LPS-induced HT-29 cells. (B) Thechanges of autophagy-related and inflammation-related proteins measured by western blot. (C–H) The expressions of proteins were quantified by theratio of phosphorylated protein/total protein and total amount protein/GAPDH. All data shown are representative of 3 independent experiments. Bars in graphs represent mean ± SD, *P < 0.05, **P < 0.01. #P < 0.05, ##P < 0.01 VS Control group.Recent research has focused on Toll-like receptors (TLRs), which might be involved in orchestrating LPS-induced autophagy inhibition and inflammation aggravation via mTOR (19). Thus, we next sought to investigate whether TLR4 is a potential target of governance ofthe activation of autophagy. As shown in
, LPS significantly upregulated the expression of TLR4 and its downstream signaling molecules MyD88 and p38 MAPK in HT-29 cells, which coincided with high phosphorylation levels of mTOR and inhibition of autophagy. Autophagy-related proteins in TLR4 siRNA transfected cells further confirmed the regulation role of TLR4. TLR4 siRNA attenuated the autophagy impairment and inflammation activation induced by LPS, while 3-MA and rapamycin exhibited almost no effect on TLR4-MyD88. Corroborating the data above, we demonstrated that LPS-decreased autophagy was governed by the upstream TLR4-mTOR pathway. Additionally, autophagy was involved in inhibiting cytokine secretion and protecting cells from oxidative stress.
Discussion
Inflammatory bowel disease (IBD) is a kind ofchronic, nonspecificintestinal inflammation, which includes ulcerative colitis and Crohn’s disease. Acetaminophen and non-steroidal anti-inflammatory drugs are the primary clinical treatment, but long-term usage ofthese can cause kidney and digestive system damage. It is urgent to develop effective treatment strategies, including therapeutics and functional foods.P. ginseng is a perennial herb. It has been used for thousands of years in China, Japan, and Korea as a traditional medicine. Its chemical properties and pharmacological activities have drawn attention from across the world. Ginseng is available in liquid or solid forms for consumption, and its anti-inflammatory effects have been reported in many studies. Modern pharmacological studies have shown that P. ginseng has therapeutic effects on intestinal system diseases, such as ulcerative colitis, Crohn’s bowel disease, and intestinal cancer (43). Thepolysaccharide is an important active component ofP. ginseng in mediating the inflammatory response and immune function and has obvious inhibitory effects on many pathogenic bacteria (44). In this study, polysaccharide from P. ginsengwas isolated and simi-purified, and its basic physicochemical properties were studied by HPLC, FT-IR, and GPC. The morphology ofthepolysaccharidewas also characterized by SEM analysis. Further, the activity ofGP on intestinal inflammationwas evaluated by a model ofDSS-induced intestinal inflammation in rats. Our results showed that the weight loss ofrats in theGP treatment group was inhibited, and theintestinal mucosa loss as well as the infiltration of inflammatory cells in the lamina propria was reduced in the treatment group after the administration ofGP. This indicates that GP has a therapeutic effect on DSS-induced colitis in rats, but the specific mechanism is still unclear.There are at least 1014 microorganisms that reside in human intestines which are involved in the host’s immune response, metabolism, and homeostasis maintenance (45). A large number ofclinical and experimental studies have shown that many natural plant polysaccharidescan play a therapeutic role in intestinal inflammation by regulating the imbalance of gut microbiota (46). Similar results were found in this study: compared with the normal group, the model group ofrats had obvious intestinal flora imbalances, while the administration ofGPcaused a recovery effect on the gut microbiota in model rats. Compared with the model group, the abundance of Gram-negative bacteria decreased significantly after GP administration. It is clear that inflammatory bowel disease is closely related tothe regulation ofthe structure and composition ofthe intestinal microbiota; however, the pathways involved in the regulation and how to remedy thechange in intestinal flora still required elucidation. At present, although there are reports that polysaccharides from P. ginsengcan regulate intestinal flora and play a therapeutic role in inflammatory bowel disorders such as IBD and UC, this conclusion overemphasizes the role of intestinal flora and fails to describe thecausal mechanism of intestinal flora in the process of disease treatment.Gut microbiome disorder is closely related tothe incidence of a variety ofintestinal diseases. In the pathological state ofinflammatory bowel disease, thechronic accumulation of activated neutrophils, macrophages, and dendriticcells leads to a change in intestinal flora structure, especially the proliferation of many Gram-negative opportunistic pathogens. Lipopolysaccharide (LPS) is an essential component ofthecell wall of Gram-negative bacteria that is involved in triggering the inflammatory cascade (2). Gut microbiota-derived Lipopolysaccharides is closely related tothe intestinal flora and abnormally activates the host immune response through TLR4. TLR4 is the receptor for LPS and is of great importance tothe self-repair of intestinal epithelial cells (47). Activated TLR4-induced phosphorylation of IκBα via the downstream signaling molecule MyD88 eventually leads tothe translocation ofNF-κB and the release ofcytokines including IL-lβ, IL-8 and TNF-α. TNF-α is an important initiator ofinflammation, which can cause a microcirculatory disturbance of colonic mucosa and weaken the mucosal barrier, leading tomucosal damage and inflammatory cell infiltration (48). Clinical studies also confirm that the level of TNF-α in serum is positively correlated with the severity ofIBD (49). IL-1β increases thecytokines produced by macrophages, such as IL-6, TNF-α, and IL-8, which can promote the aggregation of neutrophils to inflammatory sites and thencause intestinal mucosal tissue damage as well as an intestinal inflammatory response (50). Thus, blocking the TLR4 pathway is an alternative strategy for the development of anti-intestinal inflammation drugs or functional foods (51). In our study, GP markedly suppressed DSS-increased expression of TLR4 and reduced the recruitment of downstream proteins, which was accompanied by decreased cytokines and also the repairment of intestinal mucosa. Our data confirmed that thetherapeutic effect ofGP on intestinal inflammation is associated with the downregulation of TLR4 expression (
).
Figure 9
Schematic representation of the proposed mechanism of GP on ameliorating intestinal inflammation.
Schematic representation ofthe proposed mechanism ofGP on ameliorating intestinal inflammation.Autophagy, a highly conserved process that evolved in eukaryotes, is involved in maintaining organism homeostasis via lysosome-mediated self-digestion and recycling of organelles and proteins. Although the pathogenesis ofIBD is ambiguous, studies have pointed out that autophagic dysfunction is a key factor in the persistence ofintestinal inflammation (19). Pioneer evidence from genome-wide association studies suggested that defective autophagy is associated with an increased risk ofIBD (52, 53). Several roles of autophagy in gut inflammation have been summarized: elimination of pathogens, regulation of antigen presentation, governance ofthe secretion ofcytokines, and maintenance of lymphocyte homeostasis. Notably, the accumulation ofp62 in DSS-induced ratsconfirms the dysfunction of autophagy in the pathologicalprocess ofintestinal inflammation. After treatment with GP, both groups ofrats with intestinal inflammation presented diminished levels of phosphorylated mTOR, LC3B, and Beclin-1, which paralleled with a decrease ofp62.On the basis above, we further discussed the interaction between gut microbiome, TLR4 and autophagy, aiming to reveal the potential mechanism ofthe impact ofGP on intestinal inflammation. In this study, 16S rRNA sequencing was used to evaluate thechanges in intestinal flora before and after GP administration. The Spearman correlation coefficient was used to evaluate thecorrelation between high abundances of bacteria at the genus level and important characteristics ofintestinal inflammation in order to explore thecorrelation between intestinal flora and autophagy, inflammation and oxidative stress. The results showed that the expression of TLR4 was positively correlated with four ofthe bacteria with high abundance in intestinal flora. p:Verrucomicrobia−g:Akkermansia showed significant negative correlation with serum endotoxin, while displaying significant positive correlation with LC3BII/I. It can be seen that changes in intestinal flora, TLR4 pathway activation, and autophagy disorder are connected together in the occurrence and development ofintestinal inflammation.In recent years, the focus of research on intestinal flora has changed from association to modulation (54). The most convincing experimental evidence ofthe role of intestinal microbiota in human diseases can be obtained from relevant experiments of intestinal flora transplantation (FMT) (55). However, there are few studies on the treatment ofinflammatory bowel disease by FMT with the addition ofGP. Therefore, indirect experimental animal models are needed to establish causal relationships between altered microbiomes and disease pathogenesis. In this study, FMT-related experiments showed that GPcould improve the symptoms ofDSS-induced intestinal inflammation by inhibiting the TLR4-NF-κB pathway and activating mTOR-dependent autophagy.Recently, emerging research has focused on theconnection between inflammation and autophagy (21). Accumulating evidence indicates that inflammation and autophagy are linked by reciprocal regulation, and they are orchestrated by the upstream TLR4-mTOR pathway. It has been reported that inhibiting autophagy is a novel role ofthe TLR4-MyD88 in intestinal epithelial dysfunction. Subsequently, the release ofNF-κB-induced cytokines was orchestrated by autophagy. In addition to previous research, our data also demonstrated that TLR4-MyD88 is involved in the regulation of mTOR phosphorylation, and that mTOR is a newfound intersection between inflammation and autophagy. Blocking the TLR4 pathway not only promotes the repair of autophagy, but also suppresses the disaggregation of IκBα-NF-κB complex through inhibiting the phosphorylation of IκBα. The transcription factor NF-κB is present an inactive state complex with the inhibitory IκB proteins (56). Phosphorylation of IκBα results in the release and nuclear translocation of active NF-κB (57). Consequently, diverse group of extracellular signals are activated including inflammatory cytokines, growth factors, and chemokines. Importantly, autophagy also participates in reducing the degradation ofthe IκBα-NF-κB complex (58). Treatment with 3-MA deteriorated theLPS-induced inflammatory response in HT-29 cells. Meanwhile, rapamycin, an autophagy activator, ameliorated inflammationto a great extent, which further indicates that autophagy is involved in suppressing NF-κB activation.Therefore, for the first time, this study elucidated that polysaccharide purified from P. ginseng ameliorates intestinal inflammation through regulating gut microbiota by experiments with FMT and repaired the defective autophagy. Our research revealed the mechanism concerning the intestinal anti-inflammatory effect ofGP and provided a promising therapy for IBD.
Conclusion
The present results highlighted that the purified polysaccharides from P. ginseng showed intestinal anti-inflammatory effects in DSS-induced rats by regulating gut microbiota and mTOR-dependent autophagy. It was suggested that GP-treated intestinal flora transplantation elevated autophagy and suppressed inflammatory response that was associated with the downregulation ofLPS-producing bacteria. Consequently, NF-κB-induced inflammationwas attenuated via the activation of mTOR-dependent autophagy. The results suggested the view that LPS maybe the potential linker between microbiota and autophagy, and GP may have potential in intestinal inflammation diseasetherapies, providing a foundation for the potential utilization ofpolysaccharide from P. ginseng for functional foods and complementary medicines.
Data Availability Statement
The datasets presented in this study can be found in online repositories. The names ofthe repository/repositories and accession number(s) can be found in the article/supplementary material.
Ethics Statement
The animal experiment protocol (No. 20200128006) was approved by theChangchun University ofChinese Medicine. Written informed consent was obtained from the owners for the participation oftheir animals in this study.
Author Contributions
DW is the first authors. MW obtained funding. MW, DW, and SS designed the study. YZ and DZ collected the data. MW and DW drafted the manuscript. All authors contributed tothe article and approved the submitted version.
Funding
This work was supported by the National Key Research and Development Program ofChina [2017YFC1702100], the National Natural Science Foundation ofChina [81603276, U19A2013 and 82004099], the Department of Science and Technology of Jilin Province [20190101010JH, 20200201419JC and 202002053JC], and the Science and Technology Projects in Jilin Province Department of Education [JJKH20200903KJ].
Conflict of Interest
The authors declare that the research wasconducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.