Xin-Yu Li1,2, Liang Shen1,2, Hong-Fang Ji1,2. 1. Institute of Biomedical Research, Shandong University of Technology, Zibo, Shandong, People's Republic of China. 2. Shandong Provincial Research Center for Bioinformatic Engineering and Technique, Zibo Key Laboratory of New Drug Development of Neurodegenerative Diseases, School of Life Sciences, Shandong University of Technology, Zibo, Shandong, People's Republic of China.
Abstract
Background: Astragalus possesses therapeutic effects for type 2 diabetes (T2D), while its action mechanisms remain to be elucidated. In view of the pathogenic associations between gut microbiota and T2D, we explored the effect of astragalus on gut-microbiota composition of T2D mice. Materials and methods: Modulation effects of astragalus on gut microbiota of T2D-model mice were assessed by 16S rRNA gene sequencing. Results: Inhibited blood-glucose and body-weight levels of T2D mice by astragalus were accompanied by gut microbiota-composition alteration. Astragalus administration significantly increased gut-microbiota richness and diversity in T2D mice and significantly altered the abundance of several bacterial taxa, inducing increased abundance of Lactobacillus and Bifidobacterium. PICRUSt software revealed the relationship between astragalus and T2D. Conclusion: Due to previously reported decreased gut-microbiota richness and diversity and reduced abundance of key species of Lactobacillus and Bifidobacterium, more studies are encouraged to explore the contribution of gut-microbiota alteration by astragalus to its anti-T2D effect.
Background: Astragalus possesses therapeutic effects for type 2 diabetes (T2D), while its action mechanisms remain to be elucidated. In view of the pathogenic associations between gut microbiota and T2D, we explored the effect of astragalus on gut-microbiota composition of T2D mice. Materials and methods: Modulation effects of astragalus on gut microbiota of T2D-model mice were assessed by 16S rRNA gene sequencing. Results: Inhibited blood-glucose and body-weight levels of T2D mice by astragalus were accompanied by gut microbiota-composition alteration. Astragalus administration significantly increased gut-microbiota richness and diversity in T2D mice and significantly altered the abundance of several bacterial taxa, inducing increased abundance of Lactobacillus and Bifidobacterium. PICRUSt software revealed the relationship between astragalus and T2D. Conclusion: Due to previously reported decreased gut-microbiota richness and diversity and reduced abundance of key species of Lactobacillus and Bifidobacterium, more studies are encouraged to explore the contribution of gut-microbiota alteration by astragalus to its anti-T2D effect.
Entities:
Keywords:
16S rRNA gene sequencing; alteration; astragalus; gut microbiota; type 2 diabetes
Type 2 diabetes (T2D) is a chronic metabolic disease caused by the interaction of inherited and environmental factors. It was estimated that almost 425 million adults worldwide suffered from diabetes in 2017, and this number is projected to increase to 628 million by 2045.1 The steadily increasing number of people living with T2D has created a global economic burden.2 In addition, people with T2D are prone to developing severe complications, such as cardiovascular disease, diabetic nephropathy, diabetic neuropathy, and diabetic retinopathy.3–6 Therefore, there is an urgent need for prevention and early intervention of T2D.Astragalus has been used in traditional Chinese medicines for thousands of years for its pharmacological effects. In the past decade, numerous studies on human and animal models have shown that astragalus has an antidiabetic effect.7–9 Owing to the poor bioavailability of the main active components of astragalus, such as saponins and flavonoids, more effort is needed to explore its underlying action mechanisms.10–12In recent years, many animal and humans studies have suggested that gut microbiota may play an etiological role in T2D,13–16 and gut microbiota have been proposed to be potential therapeutic targets of this disease. As such, it is rational to hypothesize that astragalus may exert anti-T2D effects through altering the composition of gut microbiota. This stimulated us to explore the effect of oral administration of astragalus on gut microbiota of T2D-model mice by 16S rRNA gene sequencing, providing clues to understand the mechanism of action of this natural agent.
Materials and methods
Astragalus in brown-yellow fine-powder form containing 70% astragalan and 10% total saponins, was purchased from Huayue Chemical Products (Henan, China). Carboxymethylcellulose sodium (CMC-Na) was obtained from Sigma-Aldrich (St Louis, MO, USA). Accu-Chek was purchased from Roche Diagnostics (Mannheim, Germany). BKS.Cg-Dock7m +/+ Leprdb/Nju mice (5 weeks old) were purchased from the Model Animal Research Center of Nanjing University (Nanjing, China).Mice were housed one per cage in a specific pathogen–free animal lab and maintained under standard conditions: a 12-hour light/dark cycle with room temperature at 22°C±2°C and 50%±5% humidity, and with ad libitum access to food and water. Ten mice were acclimatized to the laboratory environment for 1 week before the experiment. All mice were divided into two equal groups randomly: a control group and an astragalus-administered group. The astragalus-administered group received astragalus dissolved in 0.5% CMC-Na by gavage at a dosage of 1g/kg body weight per day, with mice fed a standard diet with 0.5% CMC-Na buffer as the control group. Mice were treated for 15 days once daily. Animal experiments were approved by the Animal Use Subcommittee of the Shandong University of Technology. Our use of experimental animals was in compliance with the Guide for the Care and Use of Laboratory Animals. Blood samples were withdrawn from an orbit vein after 12 hours' fasting. Blood was centrifuged at 3,000 rpm for 10 minutes to obtain plasma. Fasting blood glucose (FBG) was measured with the Accu-Chek according to the manufacturer’s instructions.Fresh mice feces were collected into individual sterile Ependorf tubes and then frozen immediately at −80°C until DNA extraction. DNA extraction from each fecal sample was conducted by phenol trichloromethane methods. The extracted DNA concentration was determined by NanoDrop (Thermo Fisher Scientific). After DNA extraction from the feces samples, we used PCR amplification and pyrosequenced the V3
and V4 regions of the bacterial 16S ribosomal RNA gene. Amplicon-sequencing libraries were sequenced using the Illumina Miseq platform for paired-end reads of 300 bp. Several α-diversity indices were analyzed to evaluate the effect of astragalus on gut-microbiota richness and diversity of T2D mice. Dominant bacterial community differences between groups were detected employing linear discriminant analysis combined with effect size measurements (LEfSe). LEfSe was used to identify species most characteristic of different sample types. LEfSe results were visualized using taxonomy bar-chart and cladogram plots, as implemented on the LEfSe website (http://huttenhower.sph.harvard.edu/galaxy). Microbial functions were predicted with PICRUSt software.17 Relevant predicted genes and their functions were aligned with the Kyoto Encyclopedia of Gene and Genomes (KEGG) database and differences among groups compared with STAMP software.FBG and body-weight parameters were analyzed with SPSS 16.0. Data comparisons among different groups were analyzed by ANOVA. Graphic presentations were achieved with GraphPad Prism 6 (GraphPad Software, San Diego, IL, USA).
Results
Effects on FBG and body-weight levels
The effect of astragalus administration on FBG and body-weight levels was evaluated through comparison with the control group. The results showed that astragalus administration for 15 days reduced FBG and body weight, as shown in Figure 1.
Figure 1
Effect of astragalus on fasting blood-glucose (A) and body-weight (B) levels in type 2 diabetes mice. Values represent mean ± SE (n=5).
Effect of astragalus on fasting blood-glucose (A) and body-weight (B) levels in type 2 diabetesmice. Values represent mean ± SE (n=5).
Overall structural alteration of gut microbiota
All fecal samples were examined using Illumina high-throughput sequencing. A data set consisting of 462,040 total sequence-read counts was generated, and the average number of sequences obtained was 46,204 for each sample. Altogether, 433 operational taxonomic units were exhibited at a 97% similarity level. According to the Venn diagram in Figure 2A, there were 247 shared operational taxonomic units between the two groups, with eleven unique to the control group and 175 to the astragalus-administered group. Rarefaction curves plateaued with the current sequencing, indicating that most gut microbial organisms in each sample were captured with the current sequencing depth (Figure 2B).
Figure 2
Evaluation of Illumina MiSeq data showing that astragalus altered the overall composition of gut microbiota in type 2 diabetes mice.
Notes: (A) Venn diagram of shared operational taxonomic units in astragalus-administered and control groups; (B) rarefaction curves determined at the 97% similarity level.
Evaluation of Illumina MiSeq data showing that astragalus altered the overall composition of gut microbiota in type 2 diabetesmice.Notes: (A) Venn diagram of shared operational taxonomic units in astragalus-administered and control groups; (B) rarefaction curves determined at the 97% similarity level.To explore the effect of astragalus on the richness and diversity of gut microbiota, we analyzed the α-diversity metrics (including Chao1, PD_whole_tree, Shannon, and Simpson) of the control and astragalus-administered groups. It was found that astragalus administration significantly increase gut-microbiota diversity and diversity of T2D mice (see Table 1).
Table 1
Gut-microbiota diversity and richness indices of control and astragalus-administered groups
Chao1
PD_whole_tree
Shannon
Simpson
Control
142.0
9.8499
4.3877
0.9013
Astragalus
272.3
19.1878
5.4599
0.9560
P
0.0317
0.0317
0.0079
0.0556
Gut-microbiota diversity and richness indices of control and astragalus-administered groups
Bacterial composition analysis
Bacterial composition in the astragalus-administered group and control group was then compared. As illustrated in Figure 3, A and B), Bacteroidetes, Firmicutes and Proteobacteria were the three dominant phyla in all samples. The 20 most abundant genera in the two groups are shown in Figure 3C. A total of three genera exhibited significant differences in abundance between the astragalus-administered group and the control group (Figure 3D). Further analysis found that the relative abundance of Oscillibacter significantly increased from 0.13% to 1.05% (P<0.01) after administration of astragalus.
Figure 3
Comparisons of bacterial community abundance between the control and astragalus- administered groups.
Notes: (A) Abundance bar plot at phylum level; (B) significance of top ten bacterial community abundance at phylum level; (C) abundance bar plot at genus level. (D) significance of top 20 bacterial community abundance at genus level. *P<0.05; **P<0.01.
Comparisons of bacterial community abundance between the control and astragalus- administered groups.Notes: (A) Abundance bar plot at phylum level; (B) significance of top ten bacterial community abundance at phylum level; (C) abundance bar plot at genus level. (D) significance of top 20 bacterial community abundance at genus level. *P<0.05; **P<0.01.
Taxonomic analysis
LEfSe was used to explore significant changes and relative richness in the bacterial community in the control and astragalus groups (Figure 4). LEfSe results were visualized using taxonomy bar-chart and cladogram plots. Three phylum (Firmicutes, Acidobacteria, and Gemmatimonadetes) were enriched in the astragalus-adminisered group and none in the control group. One genus and six genera were enriched in the control and astragalus-administered group, respectively. Astragalus administration significantly inhibited the growth of Clostridium cluster XI, and increased the growth of Lactobacillus and Bifidobacterium in T2D mice.
Figure 4
Linear discriminant analysis (LDA) combined with
effect-size measurements at all levels of control and astragalus-administered groups.
Notes: LDA scores that were greater in astragalus males shown in red, whereas the one (Clostridium XI) LDA score that was elevated in control males is depicted in blue. The LDA score of Lactobacillus and Bifidobacterium were greater in astragalus males than control males. Only LDA scores ≥2 are listed.
Linear discriminant analysis (LDA) combined with
effect-size measurements at all levels of control and astragalus-administered groups.Notes: LDA scores that were greater in astragalus males shown in red, whereas the one (Clostridium XI) LDA score that was elevated in control males is depicted in blue. The LDA score of Lactobacillus and Bifidobacterium were greater in astragalus males than control males. Only LDA scores ≥2 are listed.
Metabolic function analysis
PICRUSt analysis was used to predict the metabolic functions of gut microbiota influenced by astragalus in T2D mice. The results revealed that 13 and 31 KEGG pathways were changed in the astragalus group at levels 2 (Figure 5A) and 3 (Figure 5B), respectively, among which six were increased and seven decreased in comparison with the control group at level 2.
Figure 5
Predicted functions for the altered metagenome of gut microbiota in each group shown with Kyoto Encyclopedia of Gene and Genomes pathways.
Notes: These data were obtained with PICRUSt. (A) There were 13 markedly altered pathways at level 2 in the astragalus group compared with that in the control group and (B) 31 significantly changed pathways through astragalus supplementation in type 2 diabetes mice.
Predicted functions for the altered metagenome of gut microbiota in each group shown with Kyoto Encyclopedia of Gene and Genomes pathways.Notes: These data were obtained with PICRUSt. (A) There were 13 markedly altered pathways at level 2 in the astragalus group compared with that in the control group and (B) 31 significantly changed pathways through astragalus supplementation in type 2 diabetesmice.In particular, we found several interesting changes wherein 31 KEGG pathways at level 3 had changed. Firstly, the biosynthesis processes of bacteria, such as nucleotide metabolism, enzyme families, translation, cell growth, death, replication, repair, and motility (level 2) and nucleotide metabolism, including that of pyrimidine and cytoskeleton proteins (level 3), had increased in the astragalus group in comparison with the control group. In addition, the metagenome of the control group had been enriched in pathways related to xenobiotic biodegradation and metabolism, including styrene degradation, aminobenzoate degradation, caprolactam degradation, metabolism of xenobiotics by cytochrome P450, drug metabolism with cytochrome P450, and chlorocyclohexane and chlorobenzene degradation; lipid metabolism, including arachidonic-acid metabolism and fatty-acid metabolism; and animo-acid metabolism, including phenylalanine metabolism, tyrosine metabolism, lysine degradation, valine, leucine, and isoleucine degradation, and tryptophan metabolism.
Discussion
In recent years, many traditional Chinese medicines have been tried to treat T2D,18–20 among which astragalus is considered a promising antidiabetic natural agent, but its mechanism of action needs to be explored. Inspired by the recent findings of gut-microbiota regulation in interpreting the pharmacology of anti-T2D agents,21 the present work studied alterations ingut microbiota of T2D mice through astragalus administration. It was found that astragalus prevented increases of FBG levels and body weight. Characterization of gut microbiota showed that astragalus administration significantly increased microbial diversity and richness and altered the relative abundance of several key bacterial species.It has been reported that gut-microbiota diversity and richness decrease in diabeticmice compared to controls.22 The “normalization” effect of astragalus observed in the current study may make an important contribution to its pharmacological effect. In addition, both human and animal studies have indicated that abundance of Lactobacillus and Bifidobacterium decreases in diabeticrats and T2D patients.23,24 Djurasevic et al found that virgin coconut oil affected some secondary parameters in diabeticrats and significantly increased the abundance of probiotic bacteria, such as Lactobacillus, Allobaculum, and Bifidobacterium spp.25 Previous studies also found increased relative abundance of Bifidobacterium in T2D patients after treatment with metformin.26,27 Although no metabolic pathway associated with differential bacteria was found in functional prediction analysis, the biosynthesis processes of bacteria was increased in the astragalus group compared to the control group. This suggested that the addition of astragalus promoted cellular processes, but the current findings need to be further verified.To summarize, the present findings indicated that inhibition of FBG and body-weight levels in T2D mice was associated with alterations in gut-microbiota composition. Increased gut-microbiota diversity and richness and regulation of key bacterial species abundance may be involved in the antidiabetic effect of astragalus. Further studies are needed to evaluate the contribution of gut-microbiota alteration to the anti-T2D activity of astragalus, which is important to understand the pharmacology of this agent better.
Authors: Fredrik H Karlsson; Valentina Tremaroli; Intawat Nookaew; Göran Bergström; Carl Johan Behre; Björn Fagerberg; Jens Nielsen; Fredrik Bäckhed Journal: Nature Date: 2013-05-29 Impact factor: 49.962