key: cord-0766116-z0csf40u authors: Gao, Min; Duan, Xinhao; Liu, Xiang-Ru; Luo, Shiyue; Tang, Shixin; Nie, Hao; Yan, Jing; Zou, Zhen; Chen, Chengzhi; Yin, Qi; Qiu, Jingfu title: Modulatory Effects of Huoxiang Zhengqi Oral Liquid on Gut Microbiome Homeostasis Based on Healthy Adults and Antibiotic-Induced Gut Microbial Dysbiosis Mice Model date: 2022-03-24 journal: Front Pharmacol DOI: 10.3389/fphar.2022.841990 sha: 457d4dfbb7015a21d6d75ea03e77a2ce4da8eb2e doc_id: 766116 cord_uid: z0csf40u Traditional herbal medicine (THM) is used worldwide for its safety and effectiveness against various diseases. Huoxiang Zhengqi (HXZQ) is an extensively used Chinese THM formula targeting gastrointestinal disordered gastroenteritis via regulating the intestinal microbiome/immuno-microenvironment. However, the specific mechanisms remain largely unexplored, besides as a lifestyle drug, its safety on the gut microbiome homeostasis has never been investigated. In this study, the effects of HXZQ on the gut microbiome of healthy adults were investigated for the first time, and the antibiotic-induced gut microbiota dysbiosis mice model was applied for verification. Based on healthy adults, our results revealed that HXZQ exhibited mild and positive impacts on the bacterial diversity and the composition of the gut microbiome in a healthy state. As for an unhealthy state of the gut microbiome (with low bacterial diversity and deficient compositions), HXZQ significantly restored the bacterial diversity and recovered the abundance of Bacteroidetes. In the antibiotic-induced mice model, HXZQ distinctly revived the deficient gut microbial compositions impaired by antibiotics. At the genus level, the abundances that responded most strongly and positively to HXZQ were Bifidobacterium in healthy adults and Muribaculaceae, Lactobacillus, and Akkermansia in mice. In contrast, the abundance of Blautia in healthy adults, Enterococcus, and Klebsiella in mice showed inversely associated with HXZQ administration. At last, HXZQ might exhibit an anti-inflammatory effect by regulating the concentration of interleukin-6 in plasma while causing no significant changes in the colon tissue structure in mice. In conclusion, our results elucidate that the safety of HXZQ in daily use further reveals the modulatory effects of HXZQ on gut microbial community structure. These results will provide new insights into the interaction of THM and gut microbiome homeostasis and clues about the safe use of THM as a lifestyle drug for its further development. The gut microbiome, by interfering with host immunity, digestion, and metabolism, plays an indispensable role in the host's health (Fan and Pedersen, 2021) . Accumulating evidence has suggested the intimate connection between the gut microbiota dysbiosis and the pathogenesis of various human diseases, including gastrointestinal diseases, obesity, autism, Parkinson's, cardiovascular disorders, and autoimmune disorders, even tumor development (Fong et al., 2020; Ruff et al., 2020; Weersma et al., 2020; Morais et al., 2021) . Moreover, the gut microbiota dysbiosis has been reported to be associated with clinical treatment fails, including but not limited to the chemotherapy and immunotherapy efficacy in cancer treatment and treatments for inflammatory bowel disease (Helmink et al., 2019; Lavelle and Sokol, 2020) . Under such circumstances, gut microbiota modulation strategies via probiotics, prebiotics, postbiotics, and fecal microbiota transplantation show promising effects as rising stars for the prevention and treatment of various health problems involved in gut microbiota dysbiosis. However, these modulations display interindividual variability. More importantly, the accompanying risks, including adverse effects, personalized efficacies, the transmission of drug resistance genes, or unrecognized pathogens, need to be answered before clinical decisions (Fong et al., 2020; Fassarella et al., 2021) . As for other alternative regional medicines or ingredients with long-term safety profiles, the Chinese traditional herbal medicine (THM) has been reported to possess prebiotic-like effects in intestinal homeostasis modulation via promoting probiotics proliferation, inhibiting the growth of pathogens and immunomodulation both in vitro and in vivo (Xie et al., 2011; Chang et al., 2015; Ruan et al., 2015; He et al., 2016; Zhou et al., 2016; Lin et al., 2019) . In targeting gastrointestinal disorders, a classic Chinese THM prescription, named Huoxiang Zhengqi (HXZQ) from Song Dynasty in the early 12th century, has been used to treat functional dyspepsia, gastrointestinal cold, and acute gastroenteritis and also has been applied for relieving heatstroke, nausea, carsickness, and diarrhea in daily life, which is a lifestyle drug commonly used in China (Liu et al., 2014; Zhao et al., 2018) . Various in vitro and in vivo pharmacological studies showed HXZQ and its active ingredients possessing antibacterial, anti-inflammatory, antiallergic, immunity-enhancing, and intestinal mucosalprotective effects (He et al., 2006; Liu et al., 2014; Zhao et al., 2018) . Moreover, recent clinical trials have shown that a combination of HXZQ dropping pills with western medicine may have clinical advantages for coronavirus disease 2019 patients in improving clinical symptoms, with gut microbiota maintenance and immunomodulatory effects as underlying mechanisms (Xiao et al., 2020; An et al., 2021) . Although its therapeutic effects in curing gastrointestinal disorder-associated diseases have been confirmed by numerous clinical applications, the investigation of the fundamental mode of action is still at its early stage. In our previous study, based on the lipopolysaccharideinduced acute inflammatory mice model, we found that HXZQ oral liquid exhibited anti-inflammatory effects in both intestine and cortex, with the rejuvenation of intestinal digestive enzymes by pretreatment as an underlying mechanism. These results indicated the gut modulatory and anti-inflammatory activities of HXZQ oral liquid against lipopolysaccharideinduced intestinal disorder. However, in view of the widespread use of HXZQ as a lifestyle drug in the daily life of the healthy population in China, the gut modulatory effects of HXZQ on the healthy population with occasionally intestinal discomfort are still elusive. Thus, in this study, we investigated the gut microbiota modulation of HXZQ in healthy adults, verified the effects, and explored underlying mechanisms in the antibiotic-mediated microbiota dysbiosis mice model. These findings will not only improve our knowledge of its pharmacological basis but also provide new clues about the safety of HXZQ in daily use. Huoxiang Zhengqi oral liquid (hereinafter referred to as HXZQ) was purchased from Taiji Group Chongqing Fuling Pharmaceutical Factory Co., Ltd. (Cat Number: 19072656) . The formula of HXZQ comprises 11 herbs (presented as taxonomic name, drug name in Chinese, and proportion of per 1,000 ml of the product), including 0.8-ml essential oil (steam distillation) of Pogostemon cablin ( Participants older than 18 years were screened out by the following terms: 1) Use of antibiotics within 3 months; 2) use of microbial preparations (i.e., probiotics) and other drugs within 1 month; 3) surgery or invasive treatment or examination; 4) digestive tract symptoms such as diarrhea, bloody stools, and dark stools; 5) adverse allergic reactions; and 6) smoking or drinking alcohol during this program. Finally, 40 participants (19 women and 21 men) were enrolled for the administration of HXZQ. The first-round fecal sample collection was conducted within 24 h (day 0) before the first oral administration of HXZQ (10 ml/day, p.o.), the second-round fecal sample collection was conducted within 24 h after seven consecutive days of oral HXZQ Mice were allowed to adapt to the experimental housing conditions (temperature maintained at 23 ± 1°C, humidity fixed at 55 ± 10%, 12/12-h light/dark cycle) for 1 week (week 1). Subsequently, mice were randomly divided into four groups (n = 16 in each group, half males and half females): 1) the control group, with regular drinking water; 2) the antibiotic cocktail (ABX) group was daily administered (p.o.) with antibiotics (ampicillin 1 g/L, vancomycin 5 g/L, neomycin trisulfate 1 g/L, and metronidazole 1 g/L) in week 2 for gut microbiota dysbiosis modeling (Wang et al., 2012; Morgun et al., 2015) and with regular drinking water for week 3; 3) the HXZQ group, with regular drinking water in week 2 and daily administration of HXZQ ( Hematoxylin-eosin (H&E) staining was performed as previously described (Klesney-Tait et al., 2013) . Briefly, fresh colonic tissue was immediately immersed in 4% paraformaldehyde solution. The paraffin blocks were sliced into sections, then the sections were deparaffinized in xylene, dehydrated in gradient concentrations of ethanol, and stained with hematoxylin, followed by rinsing in distilled water and staining again with eosin. Lastly, the sections were dehydrated with ethanol, cleared in xylene, and sealed with neutral balsam. Images were acquired using an inverted light microscope (Olympus IX53, Tokyo, Japan). To detect the immunomodulatory impacts of HXZQ on the peripheral immune of the antibiotic-induced gut microbial dysbiosis mice, the concentrations of four inflammatory cytokines, namely interleukin-1β (IL-1β), interleukin-6 (IL-6), interleukin-10 (IL-10), and tumor necrosis factor-α (TNF-α) in plasma were measured using a QuantiCyto enzyme-linked immunosorbent assay (ELISA) kit (Neobioscience Co. Ltd, China), according to the manufacturer's instructions. The absorbance at 450 nm was read with a microplate reader (Thermo Fisher Scientific Inc., Waltham, MA, United States). All data from the questionnaire were tallied using Epidata. Quantitative information was analyzed by SPSS Statistics 21 (Armonk, NY, United States), and nonquantitative information was assigned for the same analysis. Pearson correlation was used to analyze the correlation of data. Oneway analysis of variance, Student t-test, nonparametric Kruskal-Wallis test, or Wilcoxon rank-sum test was used in the data analysis when appropriate (footnoted in the legend of each figure) . Data analysis of ELISA was performed using software GraphPad Prism 5. p-values ≤ 0.05 indicated statistical significance. In view of basic information of volunteers (Table 1) , the age was between 19 and 26 (average: 23.62 ± 2.50) years old for men and between 23 and 30 (average: 24.58 ± 1.64) years old for women. The body mass index data indicated that all participants were within the normal range. The items involved in living and eating habits indicated that participants follow a healthy lifestyle and routine activities, such as basically no drinking or smoking and basically keeping regular meals. The details are shown in Supplementary Table S1 . Huoxiang Zhengqi Improved Gut Microbial Diversity of Healthy Adults With Healthy or Sub-healthy State Gut Microbiome HXZQ oral liquids were administrated daily to 40 participants for two consecutive weeks. The fecal samples were collected and sequenced at time points before administration (day 0), after administration (day 15), and among administration (day 8). The fecal microbial community profiles were clustered into OTUs at a threshold of 97% of 16s rRNA gene sequence similarity for further bacterial diversity analyses. For alpha-diversity, the Shannon diversity index and the observed OTU numbers were compared, and there was no significant difference between each time point at any taxonomic level. Compared with the average level, 10 samples were screened out for the abnormally change trends and/or the low initial alpha-diversity (Supplementary Table S2 ). Predictably, the regular living and eating habits of a healthy person largely referred to a healthy gut microbial community structure. Thus, we speculated that these 10 individuals involved in gut microbiota dysbiosis with poor diversity due to the individual-dependent differences were possibly related to their personal genotyping and environmental factors, including drug or food allergic history, antibiotic use, smoking history, etc. (Supplementary Table S1 ). Thus, these 10 individuals were excluded for subsequent analyses for a better perspective of the bacterial composition changes under HXZQ of donors with healthy gut microbial community structure (n = 30). Overall, based on donors with a healthy state of the gut microbiome (n = 30), there was no significant difference in the alpha-diversity after a 7-day administration of HXZQ, instead of a slight elevation after a 14-day administration (day 0 versus 15, p < 0.05, Figure 1A ). As for donors with gut microbiota dysbiosis, designated low initial alpha-diversity (n = 8), the Shannon diversity index of days 8 and 15 at the phylum level was significantly higher than day 0 ( Figure 1B) , which indicated the restorative effect of HXZQ on gut microbial composition with deficiency. These results indicated that the HXZQ exhibited no harmful impacts but a mildly positively modulatory effect on the gut microbial composition. Subsequently, PCoA and PLS-DA analyses (beta-diversity) on the phylum level also showed no obvious change of gut microbial diversity under HXZQ administration ( Figures 1C,D) . In contrast, PLS-DA analysis on the genus level showed that ( Figures 1D, 2) samples of day 15 clustered with group members and separated from samples of days 8 and 0, whereas samples of days 0 and 8 gathered together, which indicated that HXZQ exhibited slightly modulatory effects on gut microbial community structure. Both alpha-and betadiversities indicated that HXZQ exhibited mildly and positively modulatory impacts on gut microbiome homeostasis in both healthy and unhealthy states of the gut microbiome in adults. These results further indicated the safety of HXZQ in daily use in view of gut microbial community structure. At the phylum level, Firmicutes was the predominant bacteria in the intestinal of three time points, followed by Actinobacteria, Proteobacteria, and Bacteroidetes (Figure 2A) . After the administration of HXZQ, the abundance of Firmicutes was observed to have gradually decreased (day 0 versus 15, p < 0.05), accounting for 73.6% (day 0), 69.9% (day 8), and 64.3% (day 15), respectively. In contrast, the abundances of Proteobacteria and Bacteroidetes were observed to increase, accounting for 7.7% (day 0), 13.6% (day 8), and 15.1% (day 15) of Proteobacteria and 5.9% (day 0), 8.5% (day 8), and 7.6% (day 15) of Bacteroidetes (day 0 versus 15, p = 0.06), respectively. There were no distinct differences at each taxonomic level in the gut microbial composition of days 0 and 8. At the genus level, Blautia showed a gradually decreased abundance (15.9% on day 0, 13.6% on day 8, and 9.9% on day 15, p < 0.05, Figure 2B ), whereas Bifidobacterium (8.5% on day 0, 9.8% in day 8, and 10.5% in day 15) showed a gradually increasing trend of abundance (Supplementary Table S3 ). Additionally, LEfSe revealed no Figure S1 ). Considering the underlying functional compositions in each gut microbial community predicted based on 16S rRNA gene profiles, the cluster of orthologous groups (COG) analyses indicated no significant differences between each time point (Supplementary Figure S2) . These results further confirmed the mild impacts of HXZQ on the gut microbiome of healthy adults that also indicated that the administration of HXZQ oral liquid as a daily health regulation for relieving occasional discomforts was safe to use. To investigate the modulatory effects of HXZQ on gut microbial composition, the gut microbiota dysbiosis mice model induced by antibiotic cocktail (ABX) treatment was used. As results showed in Figures 3A-C , alpha-bacterial diversity (the observed OTU numbers and the Shannon index on phylum level) of mice in the ABX group decreased sharply, far below those of mice in the control and HXZQ groups. Meanwhile, the bacterial diversity of mice in the ABX plus HXZQ (ABXHX) group was recovered compared with those in the ABX group, which indicated that HXZQ exhibited restorative effects on gut microbiota dysbiosis. Moreover, comparing the HXZQ group with the control group, there was no significant difference in bacterial diversity in accordance with the population data. As for beta-diversity, Bray-Curtis PCoA on both phylum level and gene level showed that group HXZQ and group control clustered together with group ABXHX, which surrounded nearby, away from group ABX ( Figures 3D,E) . These results indicated that the gut microbial community structure disturbed by antibiotics could be restored by HXZQ administration. The modulatory effects of HXZQ on gut microbiome homeostasis also were confirmed by the changes in the gut microbial compositions in the mice model. On the phylum level ( Figure 3F, Supplementary Figure S3A ), compared with control, antibiotics induced a marked increment of Firmicutes (p = 0.001), accompanied by the increment of Proteobacteria (p < 0.001) and the approximate disappearance of Bacteroidetes (p < 0.001) in the ABX group mice, which indicates that the gut microbial dysbiosis model was successfully constructed and hard The relative abundance of COG function classification showed that the highest represented function of "Carbohydrate transport and metabolism" was predicted to be alleviated in the gut microbiome of the ABX group and restored in those of the ABXHX group to the level of control (Supplementary Figure S5) . Moreover, based on the Bugbase phenotypic prediction (Figure 4) , the directly pathogenic related aspects, namely the microbial oxidative stress tolerance and the ability of biofilm formation, increased in the ABX group, whereas the pathogenic potentially decreased compared with control (p values <0.001). Notably, the pathogenic potentially showed an alleviation in the HX group compared with the control. These results indicated that HXZQ could modulate the unstable or unhealthy state of antibiotic-induced gut microbiota dysbiosis. To investigate the underlying mechanisms of the modulation of HXZQ on gut microbiota dysbiosis, H&E staining of colon tissue and ELISA of four inflammatory cytokines (IL-1β, IL-6, IL-10, and TNF-α) in plasma were conducted to detect the immunomodulatory impacts of HXZQ on the peripheral immune microenvironment. As shown in Figures 5A , the concentration of IL-6 was reduced in ABX gut dysbiosis mice under HXZQ administration (p < 0.05). Although without statistical significance, there were similar decreased trends in the concentrations of IL-1β and TNF-α. Meanwhile, in colon tissue structure, there were sporadic crypts with inflammation viewed in the ABX group ( Figure 5B) , and no sex-dependent differences were observed. These results indicated that HXZQ might exhibit immunomodulatory effects on the colon immune microenvironment. Innumerable THMs have been proven to possess therapeutic efficacy against a broad spectrum of diseases in both historic and modern sciences (Lin et al., 2019) . Artemisinin from the Chinese herb Artemisia apiacea against malaria was awarded the 2015 Noble Prize in Physiology or Medicine. Paclitaxel from herb Pacific yew is an efficient anticancer drug worldwide. Sodium oligomannate (GV-971), a marine algae-derived oligosaccharide, is proposed as a safe and well-tolerated candidate in anti-Alzheimer's disease therapy by several clinical trials (Xiao et al., 2021) . However, the development and application of traditional medicine are staggered on account of complex ingredients with an uncharted and intricate mode of action. On the basis of the therapeutic effects of THM, it seems to be rational to consider safety as an equally important factor of its clinical decisions to face the dilemma of efficient herb medicines with uncharted mechanisms. In other words, THMs with both therapeutic effects and safety are worth promoting in clinical, rather than persistently sticking to the mechanism investigations before use. Fortunately, relying on the blooming development of gut microbiome sequencing, the interactions of THM and intestinal microbiota come into view and could provide cogent and straightforward interpretations about the underlying mechanisms of THM treatment. However, the investigations are at an early stage and require further elucidation. The Chinese herbal formula, HXZQ, possesses an exceptional safety profile over hundreds of years, targeting functional dyspepsia, gastrointestinal disorders, and daily heatstroke and nausea. It has over one billion CNY (approximately 0.16 billion USD) of annual sales revenue in the Chinese market and has been registered and listed in 14 countries and regions, including the United States of America, Canada, Singapore, Thailand, etc. However, as a lifestyle drug for daily discomforts, the modulatory effects of HXZQ on adults with healthy or sub-healthy gut microbiome have never been investigated. In this study, our results revealed that HXZQ established mildly and positively modulatory effects on gut microbial community structure in healthy adults (n = 30), with no distinct differences in both alpha-and betadiversities after 14 days of HXZQ administration. Notably, HXZQ significantly restored the gut microbial diversity of adults with unhealthy gut microbiome (poor and sole bacterial structure, n = 8) by reducing the abundance of Firmicutes but elevating the abundance of Bacteroidetes. An increasing number of studies have evidenced that the healthy state (stability and resilience) of the human gut microbiome is intensely relevant to human health. The unhealthy state of the gut microbiome involves a significant reduction in diversity, potentially leading to a deficiency of profitable bacteria and the expansion of pathogenic microbes in the spare ecological niches in the intestinal. Thus, we verified the modulatory effects of HXZQ in the antibiotic-induced gut microbiota dysbiosis mice model. In the present study, antibiotics induced profound depletion of gut microbiota compositions, resulting in a reduced bacterial diversity and a significantly increased abundance of pathogenic bacteria Klebsiella. ABX-treated mice showed an extremely high abundance of Firmicutes but near disappearance of Bacteroidetes. After 7 days of HXZQ administration, the abundance of Bacteroidetes was revived in the ABXHX group, which further confirmed the modulatory effect of HXZQ on gut microbiome homeostasis. At the genus level, the population data revealed that the species primarily affected by HXZQ involved Blautia and Bifidobacterium. Blautia is a butyric and acetic acid production Firmicutes, with the potential to maintain or to improve the status of diseases related to metabolic syndrome (Ozato et al., 2019) . Meanwhile, Bifidobacterium is a lactic and acetic acid production probiotic, possessing protection and maintenance of a healthy gut microenvironment. In the present study, Blautia showed a gradually decreasing trend of abundance (15.9% on day 0, 13.6% on day 8, and 9.9% on day 15, p < 0.05), whereas Bifidobacterium showed a gradually increasing trend of abundance (8.5% on day 0, 9.8% on day 8, and 10.5% on day 15). Regarding the same substances of these two bacteria, we speculated that HXZQ administration conferred the survival of Bifidobacterium to modulate the balance of short-chain fatty acid producers in the intestinal. Animal experiments in the present study further confirmed the positively modulatory effects of HXZQ on the gut microbiome and intestinal immune microenvironment. Muribaculaceae, a gut bacterium contributes to the propionate production, which was reported to correlate with an extended life span (Smith et al., 2019) ; Lactobacillus, a commonly used probiotic (Nowak et al., 2019) , and Akkermansia, a gut bacterium possessing immunomodulatory effect to improve the survival of cancer patient with checkpoint blockade immunotherapy (Routy et al., 2018) , were observed as the dominant species with significantly increasing abundance in the ABXHX group. Our results might provide an additional perspective about the therapeutic effects of HXZQ: the enriched abundances of these profitable bacteria by HXZQ administration might be beneficial to the gut microbiota homeostasis. Last but not least, to link its gut microbial modulation with immunophenotypic characterizations, we investigated the immunomodulatory effects of HXZQ in the mice model. In accordance with gut microbial composition, HXZQ exhibited no significant differences in the concentration of pro-and antiinflammatory cytokines in plasma yet showed reducing trends in pro-inflammatory factors (IL-1β, IL-6, and TNF-α), comparing the ABXHX group with the ABX group. The H&E staining analysis also revealed that HXZQ exhibited negligible effects on the colon tissue structure yet reduced the occurrence of inflammation in crypts in the ABXHX group compared with the ABX group. These results indicated the mild modulatory effects of HXZQ on the colon immune microenvironment and the ability to regulate the unhealthy state into a healthy state. Last, we need to emphasize the limitations of our work. The underlying molecular mechanisms about the way how HXZQ modulating of gut microbial compositions of HXZQ need to be addressed in more detail. The changes of both concentrations and compositions of bacterial metabolisms need to be detected and connected to the bacterial diversity shifts under HXZQ treatment. It also remains to enroll more participants to sketch its modulatory effects on the gut microbiome on a large scale, as well as to enroll patients with gastrointestinal disordered gastroenteritis to survey the therapeutic effects of HXZQ in long-term treatment. At best, we made to first step in these directions. As a lifestyle drug targeting gut microbiome homeostasis modulation, its impacts on the gut microbial community of a healthy population, who frequently use HXZQ as a relieving medicine for daily discomfort, should be an important criterion for its safety evaluation. In this view, the present study provides new clues for its safe use in daily life. In summary, the present study used healthy population data and an antibiotic-induced gut microbiota dysbiosis mice model to profile the modulatory effects of HXZQ oral liquid on gut microbiome homeostasis. Firstly, HXZQ could elevate both alpha-and beta-bacterial diversities of the gut microbiome in both healthy or unhealthy states while exerting no impacts on the colon tissue structure and the gut immune microenvironment. Noteworthy, HXZQ possessed the ability to restore the imbalance gut microbial community via increasing the abundance of beneficial bacteria (i.e., Bifidobacterium, Lactobacillus, Akkermansia, etc.) to positively modulate the gut microbiome homeostasis. To our best knowledge, this is the first time investigating the safety of HXZQ in view of the healthy gut microbiome in adults, combined with an antibiotic-induced gut microbiota dysbiosis mice model. Further investigations will be proceeded to help us understand the mode of action of HXZQ deeply. The present study illustrates the modulatory effects of HXZQ on the gut microbiome and will provide new insights into the development of THM in the treatment of gastrointestinal diseases. The original contributions presented in the study are publicly available. This data can be found here: https://www.ncbi.nlm.nih. gov/bioproject/PRJNA792904. The studies involving human participants were reviewed and approved by the Chongqing Medical University Animal Care and Use Committee. The patients/participants provided their written informed consent to participate in this study. The animal study was reviewed and approved by Chongqing Medical University Animal Care and Use Committee. 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All data were generated in-house, and no paper mill was used. All authors agree to be accountable for all aspects of work, ensuring integrity and accuracy. This study was supported by the key project of the Natural Science Foundation of Chongqing (cstc2020jcyj-zdxmX0029) and the Science and Technology Research Program of Chongqing Municipal Education Commission (KJQN202100412). The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphar.2022.841990/ full#supplementary-material