Abstract
Excessive drinking can significantly damage people’s health and well-being. Although some lactic acid bacterial strains have been previously shown to alleviate the symptoms of alcohol injury, the mechanism underlying these effects remains unclear. The aim of this study was to establish an alcohol injury model and examine the protective effect and mechanism of B. animalis A12 and L. salivarius M18-6. The results showed that A12 freeze-dried powder could maintain the survival rate of mice with alcohol injury at 100%. Compared with Alco group, L. salivarius M18-6 dead cell improved the survival rate of mice, attenuated liver steatosis, and significantly down-regulated serum Alanine transaminase (ALT) level; at the same time, it activated keap1-Nrf2 signaling pathway and up-regulated Superoxide dismutase (SOD), it protects mouse liver cells from oxidative stress induced by alcohol injury. In addition, B. animalis A12 can reduce the stress response to short-term alcohol intake and improve the ability of anti-oxidative stress by upregulating the level of isobutyric acid, reducing the level of keap1 protein in the liver of mice and upregulating the expression of thioredoxin genes (Txnrd1, Txnrd3, Txn1). Taken together, the results showed that B. animalis A12 and L. salivarius M18-6 alleviate alcohol injury in mice through keap1-Nrf2 signaling pathway and thioredoxin system.
Keywords: alcohol injury, Bifidobacterium animalis, Lactobacillus salivarius, oxidative stress, gene expression
1. Introduction
Excessive dosage and duration of alcohol consumption can cause alcohol injuries. Alcohol injury has a wide range of effects, affecting the stomach, intestines, brain, liver, nervous system, reproductive system, immune system, and other bodily functions and systems [1,2,3,4]. As the problem of alcohol injury becomes increasingly serious, there is an increasing amount of research in academia and it has gradually become a hot topic. However, people are still helpless because of insufficient understanding of some alcohol injury problems, such as alcoholic liver disease (ALD), for which there is still no Food and Drug Administration (FDA)-approved treatment at any stage [5]. Alcohol metabolism in the human body involves oxidation of ethanol to acetaldehyde and further oxidation to Nicotinamide adenine dinucleotide (NADH) and reactive oxygen species (ROS) [6]. Ethanol is oxidised to acetaldehyde, mainly in the cytoplasm of the liver, by ethanol dehydrogenase and its coenzyme nicotinamide adenine dinucleotide [7].
Lactic acid bacteria (LAB) is a general term for non-spore, non-pathogenic, and gram-positive bacteria that can convert carbohydrates (such as glucose, fructose and lactose) into lactic acid. Bifidobacterium and Lactobacillus are common probiotics that are used in functional foods. In recent years it has been found that some probiotics have a significant alleviating effect on ALD [8]. With the in-depth research of probiotics on alcohol injury, people have found that alcohol injury outside of ALD also has a very good performance [9,10]. The mechanism of action of probiotics on alcohol injury found so far mainly includes reducing oxidative stress [11], lowering endotoxin levels, regulating certain cytokine metabolism levels [12], improving the environment of intestinal flora, and repairing intestinal barrier function and the mucosal immune system, etc. [13,14,15]. Studies have shown that probiotics can reduce acute alcoholic liver injury in mice by activating alcohol metabolism enzymes and reducing liver TNF-α response [16]. For example, L. plantarum attenuates alcohol-induced epithelial tight junction and endotoxemia through EGF receptor-dependent mechanisms [17]. L. paracasei GKS6, L. plantarum GKM3, and L. rhamnosus GKLC1 can reduce alcoholic liver disease in mice [18], while L. fermentum LA12 can significantly reduce the production and permeability of nitric oxide in the intestinal tract of rats with alcohol-induced injury, up-regulate the mRNA expression level of tight junction protein, thereby stimulating the recovery of barrier structure and function, preventing endotoxin from infiltrating into the blood [19]. Additionally, L. rhamnosus CCFM1107 alleviates alcohol injury by reducing oxidative stress, and L. rhamnosus granules can balance intestinal microbiome disorder and improve chronic alcohol-induced liver injury [20]. The application of B. animalis and L. salivarius to alcohol injury in keap1-Nrf2 signaling pathways and thioredoxin systems has not been reported. Therefore, this study has important significance.
The National Institute on Alcohol Abuse and Alcoholism (NIAAA) model is a new alcohol injury model, which can highly simulate the pathogenesis of human alcoholic hepatitis. This results in a significant increase in the level of serum ALT, obvious steatosis and inflammation in the liver, and high concentration of alcohol in serum [21,22,23]; therefore, it has a good modelling effect. There are few reports on probiotics in this model. B. animalis A12 isolated from the faeces of breast-fed healthy infants has potential hypoglycaemic and lipid-lowering effects [24]. Previous studies have proved that the Bifidobacterium has a series of excellent probiotic characteristics. M18-6 is an L. salivarius presented good antioxidant activity in our previous study [25]. Therefore, this study selected B. animalis A12 and L. salivarius M18-6 and explored the mechanism of action of the two probiotics on alcohol injury from the perspectives of oxidative stress and immunity.
2. Materials and Methods
B. animalis A12 (CGMCC No.17308), L. salivarius M18-6 (separation and preservation of bacterial strains in the functional dairy laboratory of Beijing University of Agriculture, CGMCC No.16199), and B. animalis A12 freeze-dried powder were used in this study.
Bifidobacterium culture medium was created as follows: add 0.5 g/L of L-cysteine salt (Beijing Chemical Plant) on the basis of Man Rogosa Sharpe (MRS) medium, pH adjusted to 6.5, aliquot into an anaerobic tube, seal it with nitrogen and autoclave at 121 °C for 15 min.
2.1. Microbiology Experiment
B. animalis A12 and L. salivarius M18-6 were taken from an −80 °C bacteria bank and inoculated in MRS liquid medium for amplification and culture to the third generation. After counting, the cell suspension concentration was diluted to 5.0 × 109 CFU/mL with normal saline. To get the dead cells used in this study, the living bacteria were sterilised at 121 °C for 15 min, centrifuged at 4000× g and 4 °C for 15 min, and the concentration of cell suspension was adjusted using normal saline.
2.2. Animal Experimental Design
The animal experiments were performed in accordance with the recommendations of Animal Management Regulations, Ministry of Science and Technology of the People’s Republic of China. The protocol was approved by the Ethical Committee of the Experimental Animal Care of Beijing University of Agricultural (protocol code bua2022002, 2 March 2022, Beijing, China). Studies were conducted on 8- to 9-week-old male, C57BL/6N mice raised in the clean laboratory animal room of the Pony Testing Group Co., Ltd. The animals were housed in standard cages and maintained under standard laboratory conditions, at ambient temperatures of 20–23 °C, under a 12 h/12 h light/dark cycle, with a relative humidity of 50–60%, and with free access to water and food, Lieber-Decarli liquid feed feeding. All the mice were allowed to adapt to the set environment for 7 days and then randomised into seven groups (n = 12 per group): Normal group (fed with normal saline); Alco group (fed with alcohol liquid feed only); A12-L group (fed with live B. animalis A12 cells); A12-D group (fed with dead B. animalis A12 cells); A12-P group (fed with B. animalis A12 freeze-dried power); M18-6-L group (fed with live L. salivarius M18-6 cells); and M18-6-D group (fed with dead L. salivarius M18-6 cells). The formal experiment was divided into three stages: stage 1: The mice were given a liquid diet adaptation period for 1 d with no alcohol in the diet; stage 2: The alcohol concentration in the liquid diet increased from 1 to 4% in the first 4 days; and stage 3: The mice were fed with 5% alcohol liquid feed for 10 days, and then, on the morning of the 16th day, a high-dose alcohol was administered by gavage. After 9 h, the animals were processed, and blood and liver samples were taken. The body weights of the mice were measured weekly using a digital scale. Each mouse was gavaged with normal saline or the corresponding bacterial test substance once daily. The gavage volume was 0.2 mL with 1 × 109 CFU live cells or 1 × 109 CFU dead cells (Figure 1).
2.3. Serum Biochemistry Determination
Blood was coagulated at 20 °C for one hour and then centrifuged at 3500× g and 4 °C for 15 min. The centrifuged serum was used immediately or stored in a low temperature environment of −70 °C for later use. An automatic biochemical analyser type 7600 (Hitachi High-tech International Trading, Shanghai, China) was used to determine mouse serum alanine transaminase (ALT).
2.4. Liver Biochemistry Determination
Liver homogenate (10%) was centrifuged at 3000× g and 4 °C for 15 min, the precipitate was discarded, the supernatant was collected, and the liver homogenate was stored at −70 °C for the experiment. Total superoxide dismutase (T-SOD) levels were determined (Nanjing Jiancheng Biotechnology Co., Ltd, Nanjing, China; Project No.: A001-1).
2.5. Gene Expression Analysis
Txnrd1, Txnrd3, Txn1, Txn2, Nrf2, keap1, and p65 transcript expression levels in the liver tissue were detected by real-time fluorescent quantitative PCR (Applied Biosystems, Foster City, CA, USA). RNA was extracted from liver tissue according to the manufacturer’s instructions, and the TAKARA reverse transcription kit-RR047A was used to obtain complementary DNA (cDNA). The reverse-transcribed cDNA was used as a template, β-actin acted as an internal reference gene, and specific primers (Sangon Biotech, Shanghai, China) of the target genes were synthesised according to the sequences in Table 1. A fluorescence quantitative PCR amplification system (cDNA template: 1 μL, Primer F: 0.5 μL, Primer R: 0.5 μL, TB Green: 7.6 μL, Rox: 0.4 μL (Takara Biomedical Technology Co., Ltd, Beijing, China), ddH2O: 10 μL). The PCR conditions were as follows: 5 min at 95 °C, 40 cycles of 10 s at 95 °C, 30 s at 60 °C, and 30 s at 72 °C followed by a melting curve step. The mRNA expression level was calculated using the 2−△△CT method and the data were analysed.
Table 1.
Gene | Oligonucleotide (5′–3′) |
Oligonucleotide (3′–5′) |
Product(bp) |
---|---|---|---|
Keap1 | TCGAAGGCATCCACCCTAAG | CTCGAACCACGCTGTCAATCT | 135 |
Nrf2 | TAGATGACCATGAGTCGCTTGC | GCCAAACTTGCTCCATGTCC | 153 |
P65 | ACTGCCGGGATGGCTACTAT | TCTGGATTCGCTGGCTAATGG | 126 |
Txn1 | GTGGTGTGGACCTTGCAAAA | CTGGCAGTCATCCACTCCA | 100 |
Txnrd1 | GGGTCCTATGACTTCGACCTG | AGTCGGTGTGACAAAATCCAAG | 117 |
Txn2 | TTCCCTCACCTCTAAGACCCT | CCTGGACGTTAAAGGTCGTCA | 122 |
Txnrd3 | GCACGCGGGTTAAGGAACT | TGGGCACCGTTTTCTGGTTAC | 129 |
2.6. Western Blot
Total protein of the tissue samples was extracted according to the manufacturer’s instructions and electrophoresis was performed on a 12% gel prepared according to the size of the target protein. The sample was loaded, and electrophoresis was conducted at 80 V for approximately 20 min. After the protein entered the separation gel and the marker began to separate, the voltage was adjusted to 120 V. The total electrophoresis time was approximately 1.5 h. The membrane was then transferred using a wet transfer method. The transferred membrane was then shaken slowly in a blocking solution at room temperature for 1 h. After blocking, the membrane was washed with TBST (10X TBST (100 mL/L): Tris (24.2 g), and NaCl (80 g). Water was added to adjust the pH to7.6 and dilute the volume to 1 L (Tween-20 1 mL/L), incubated with the primary antibody (keap1 dilution ratio of 1:1000, Nrf2 dilution ratio of 1:500, Proteintech, Chicago, USA, β-actin dilution ratio of 1:5000, Powan Biotechnology, Shanghai, China) in a refrigerator at 4 °C, and then incubated with the secondary antibody at room temperature. After the incubation, the membrane was washed with TBST, to allow the colour to develop, and photos were taken of the exposure at different times to detect the protein expression of Nrf2 and keap1 in liver tissues.
2.7. Haematoxylin and Eosin (H&E) Staining of Mouse Liver
Liver tissues were analysed using Beijing Xuebang Technology Co., Ltd. The liver lobules of each group were fixed in a solution of 4% paraformaldehyde solution, dehydrated in alcohol, and embedded in paraffin. Four-micrometre sections were prepared and stained with H&E for histological evaluation.
2.8. GC-MS Detection of Short-Chain Fatty Acids in Mouse Faeces
A 50 ± 1 mg sample was placed into a 2 mL Eppendorf tube, extracted with 0.5 mL dH2O, by vortex mixing for 10 s. The sample was then homogenized in a ball mill for 4 min at 40 Hz and ultrasound treated for 5 min (incubated in ice water). It was then centrifuged for 20 min at 5000 rpm and 4 °C. The supernatant (0.3 mL) was transferred into fresh 2 mL EP tubes, extracted with 0.5 mL dH2O, vortexed for 10 s, homogenised for 4 min at 40 Hz, and ultrasonicated for 5 min (incubated in ice water). It was then centrifuged for 20 min at 5000 rpm and 4 °C. After this, the supernatant (0.5 mL) was transferred into a fresh 2 mL EP tube, and the supernatant was combined with the following for a total volume of 0.8 mL; 0.1 mL 50% H2SO4 and 0.8 mL of 2-methylvaleric acid (25 mg/L stock in methyl tert-butyl ether, added as an internal standard). The sample was then vortex mixed for 10 s, oscillated for 10 min, then ultrasound treated for 5 min (incubated in ice water). It was then centrifuged for 15 min at 10,000 rpm (4 °C) and kept at −20 °C for 30 min. Finally, the supernatant was transferred to a fresh 2 mL glass vial for GC-MS analysis with a Shimadzu GC2030-QP2020 NX gas chromatography-mass spectrometer. The system used an HP-FFAP capillary column. A 1μL aliquot of the analyte was injected in split mode (5:1). Helium was used as the carrier gas, the front inlet purge flow rate was 3 mL min−1, and the gas flow rate through the column was 1 mL min−1. The initial temperature was maintained at 80 °C for 1 min, then raised to 200 °C at a rate of 10 °C min−1 for 5 min, then kept for 1min at 240 °C at a rate of 40 °C min−1. The injection, transfer line, quad, and ion source temperatures were 240, 200, and 150 °C, respectively. The energy was −70 eV in the electron impact mode. Mass spectrometry data were acquired in Scan/SIM mode with an m/z range of 33–150 after a solvent delay of 3.5 min.
2.9. Statistical Analysis
All data were analysed using the statistical software IBM SPSS Statistics 26 (IBM, Chicago, USA) for homogeneity test of variance, one-way analysis of variance, Duncan’s method for multiple comparisons, nonparametric test, and the t-test for significance analysis. The significance level was set at p < 0.05. The results of each index are expressed as “mean ± standard deviation” (x ± SD). The graphics were performed using GraphPad Prism (GraphPad Software 8, Santiago, USA). All experiments were repeated three times, except for animal experiments. For biochemical parameters, n = 6 per group was employed, whereas n = 3 per group was used for Western blot analysis.
3. Results
3.1. Effect of B. Animal A12 and L. salivarius M18-6 on Morphology and Survival Rate of Mice with Alcohol Injury
We found that after treatment with alcohol, mice showed symptoms such as body stiffness, slow movement, mental fatigue, or intense combat, and their fur began to lose its lustre. Compared with the normal group, the mice in the other groups had poor appetite and weight loss, but these symptoms were significantly improved in the other groups compared with the Alco group.
To study the protective effect of B. animal A12 and L. salivarius M18-6 on alcohol injury, we established a new alcohol injury model of NIAAA. Changes in the survival rate of the mice during the experiment are shown in Figure 2. The survival rate on the eleventh day in the Alco, M18-6-L, M18-6-D, and A12-D groups was lower than that of the normal group, but the survival rate of the A12-P group remained 100%. The survival rate was significantly higher in A12-P group than Alco group (p < 0.05, Figure 2D). This suggests that B. animalis A12 and L. salivarius M18-6 are beneficial to the survival rate of experimental mice, thereby alleviating alcohol-induced death.
3.2. Effect of B. animalis A12 and L. salivarius M18-6 on Liver Histopathology in Mice with Alcohol Injury
Figure 3 shows a typical pathological section of the liver stained and liver index. Owing to the stimulation and destruction of the metabolic system by alcohol, the liver, as the main metabolic organ, has obvious pathological damage, such as fatty degeneration and vacuolar degeneration. It can be seen that the structure of hepatic lobule in each group is clear, the stem cells in the normal group are round, and only individual cells are fatty degeneration (Figure 3A). Liver histological damage and fatty degeneration were obvious in the Alco group (Figure 3B). Liver injury in the M18-6-L and M18-6-D groups was significantly improved, such as reduced steatosis, which changed from vacuolar degeneration to granular degeneration (Figure 3F,G), while only slight steatosis was observed in the A12-D group (Figure 3D). After alcohol intake, the liver is injured and the liver index often decreases, which can be used as a preliminary indicator of the degree of injury, and it can be seen from Figure 3H that compared with the normal group, the liver indices of the Alco group decreased with no significant difference (p > 0.05). The liver index in the M18-6-L group increased compared with that in the Alco group, and with a remission rate of 2.6%. These results show that M18-6-L were effective in preventing alcohol injury.
3.3. Effect of B. animalis A12 and L. salivarius M18-6 on Serum ALT in Mice with Alcohol Injury
We examined the effects of treatment interventions expression of alanine transaminase (ALT) in mice. As shown in Figure 4, compared with the normal group the ALT level in the Alco group was significantly increased (p < 0.05), indicating that the liver injury in these mice was severe. Both the A12-L and M18-6-D groups significantly alleviated the increase in serum ALT activity caused by alcohol injury in mice (p < 0.05). M18-6-D group serum ALT activity remission rate (=(Alco group-Experimental group)/(Alco group-Normal group) × 100%) was 37.59%. It has been suggested that the elevation of serum ALT activity caused by alcohol injury can be effectively alleviated by M18-6 dead cells.
3.4. Effect of B. animalis A12 and L. salivarius M18-6 on Immune Level and Liver Oxidative Status in Mice
Alcohol injury can lead to an abnormal immune system and reduced metabolic detoxification of alcohol, thereby inducing alcoholic liver disease, p65 is a subunit of the NF-kB pathway. As the central factor of the immune response, the relative expression of mRNA in each group is shown in Figure 5A. The relative expression of p65 mRNA in the Alco group was significantly lower than that in the normal group (p < 0.05), indicating that alcohol intake caused a stress response. However, after the intake of probiotics, compared with the Alco group the fold change in p65 was significantly increased (p < 0.05). The A12-D (1.26) and M18-6-D (0.99) groups restored the relative expression of p65 mRNA in the livers of mice in the normal (1) group. This study also measured SOD activity (Figure 5B); the SOD activity of the Alco group decreased compared with the normal group, while the A12-P, M18-6-D, and M18-6-L groups’ SOD activity significantly increased (p < 0.05), indicating that B. animalis A12 and L. salivarius M18-6 can improve the body’s antioxidant status.
3.5. Effect of B. animalis A12 and L. salivarius M18-6 on Short Chain Fatty Acid Content
Short-chain fatty acids (SCFA) could affect intestinal permeability and maintain normal physiological function of the gut. As shown in Figure 6A, there was a significant difference between the normal and Alco groups (p < 0.05), the level of valeric acid in the A12 dead cells, and freeze-dried power was higher than that in the Alco group. Figure 6B shows the isobutyric acid content in the mouse colon, where it can be clearly seen that there are significant differences between the Alco group and the normal group (p < 0.05), additionally, A12-D and A12-P groups significantly higher than in the Alco group (p < 0.05) (Figure 6B).
3.6. Effect of B. animalis A12 and L. salivarius M18-6 on Gene Expression of Thioredoxin System in Mice
qPCR analysis was used to determine the relative expression of these parameters at the mRNA level. As shown in Figure 7A, the relative expression levels of Txnrd1 mRNA in the livers of mice in the Alco, A12-L, A12 -D, M18-6-L and M18-6-D groups were significantly higher than those in the normal group (p < 0.05), and those in the A12-L and A12-P groups were significantly higher than those in the Alco group (p < 0.05). Therefore, B. animalis and L. salivarius can upregulate the expression of Txnrd1 in the liver and respond better to alcohol-induced oxidative damage. As shown in Figure 7B, the A12-L, A12-P, and M18-6-L groups alleviated the decrease in the relative expression of Txnrd3 mRNA in the livers of mice with alcohol injury. The M18-6-L group restored the relative expression of Txnrd3 mRNA in mouse liver to the normal group, and the effect was the best for this group. Compared with the Alco and normal groups, the expression of Txn1 in the A12-L group was significantly increased (p < 0.05; Figure 7C). This indicated that A12 living cells could improve the body environment, enhance antioxidant capacity, and resist alcohol injury by increasing the relative expression of Txn1 mRNA in the mouse liver. As shown in Figure 7D, the A12-L and A12-D groups reduced the stress response to short-term alcohol intake and reversed the relative expression of Txn2 mRNA in the liver of mice, returning to the control level without alcohol treatment. The A12-D group showed the best results.
3.7. Effect of B. animalis A12 and L. salivarius M18-6 on Immune Proteins in Mice with Alcohol Injury
The oxidative stress ability of the liver can be evaluated by measuring the levels of immune factor proteins in the livers of mice. When the liver is damaged the level of immune factor proteins changes, indicating that the liver may be damaged and that it requires timely intervention. Figure 8B shows that the relative expression level of the keap1 protein in the Alco group was significantly higher than that in the normal group (p < 0.05), indicating that alcohol intervention increased the expression of keap1 in liver tissue and with liver damage. The relative expression levels of keap1 in the A12-D, A12-P, and M18-6-D groups were significantly lower than those in the Alco group (p < 0.05). Therefore, treatment with A12 dead cells, A12 freeze-dried powder, or M18-6 dead cells can reduce the expression of keap1 and alleviate alcohol injury. Nrf2 has been shown to have anti-inflammatory effects. As shown in Figure 8C, compared with the normal group the expression level of the Nrf2 protein in the alcohol group was increased (p < 0.05). The expression of Nrf2 protein in the A12-L, A12-D, and A12-P groups was significantly decreased, indicating that A12 living cells, dead cells, and freeze-dried powder alleviated oxidative damage in mice. These results suggest that the protective effect of probiotics in alcohol-injured mice is correlated with the keap-Nrf2 signaling pathway.
4. Discussion
As current studies have shown, not all probiotics can prevent and treat alcohol injury, and some can even aggravate the disease. Live cells are beneficial to the host as they can survive and colonize in the animal digestive tract, compete with pathogenic bacteria, and produce useful enzymes and metabolites; after inactivation, the active components of the cell wall, such as exopolysaccharides, peptidoglycan and lipoteichoic acid, will be dissociated from the cell wall membrane and may play an active role in some functions. Freeze-dried powder uses multi-layer embedding technology to have high survival rate, protect strains from reaching the intestine alive, adhere to the intestine, and drive away harmful bacteria. Therefore, we evaluated the effects of B. animalis A12 live cells, dead cells, freeze-dried powder, L. salivarius M18-6 live cells, and dead cells on the pathology, immune system, antioxidant system, and intestinal content metabolites. Furthermore, this study aimed to explore whether these factors have positive effects on the prevention and treatment of alcohol injury, and to analyse its mechanism.
Cuicui et al. established a mouse model of acute liver injury, studied the hepatoprotective effect of L. plantarum C88, and determined the survival rate of mice [26]. The results showed that no symptoms of death were observed in the group treated with L. plantarum C88, similar to the results of this study, where the survival rate of mice in the B. animalis A12 and L. salivarius M18-6 treatment groups was significantly improved, indicating that the test substances involved in B. animalis A12 and L. salivarius M18-6 played a positive role in ensuring the survival of the mice. In particular, during the third phase of the experiment A12 freeze-dried powder maintained alcohol-induced survival in mice.
ALT and AST are considered indicators of liver disease. Hepatocyte injury often leads to the infiltration of ALT and AST into the blood, which then increases serum transaminase levels. The degree of alcoholic liver injury was evaluated by measuring serum ALT levels. H&E staining can directly reflect histopathological changes in liver tissue. A previous study showed that probiotic treatment could effectively reduce alcohol injury in mice, which was similar to the results of this study. At the same time, compared with the normal group, the serum ALT level of the Alco group was significantly increased, which was consistent with previous reports [27]. In this study, dead L. salivarius M18-6 cells most significantly reduced the ALT increase caused by alcohol injury, followed by B. animalis A12 live cells. In addition, H&E staining of liver sections showed that steatosis and vacuolisation of the alcohol group were the most serious, and the probiotic group was significantly improved. Previous studies have shown that LAB intervention can reduce pathological damage to liver tissue [28]. In this study, SOD levels decreased in the Alco group. However, SOD levels in B. animalis A12 freeze-dried powder and L. salivarius M18-6 live and dead cells returned to higher levels than those in the normal group. It has been reported that probiotics can increase the SOD level of the liver tissue in mice [29,30,31], which is similar to our results. This shows that the B. animalis A12 and L. salivarius M18-6 in this study play an important role.
SCFA are currently considered one of the most important metabolites of intestinal flora, mainly produced in the caecum and colon, and are an important source of energy for the host. In the chronic stages of various metabolic diseases, SCFA play an important role in reducing inflammation, promoting lipid accumulation in adipocytes, reducing inflammatory fat infiltration, and improving the intestinal mucosal barrier [32]. In the meantime, it could affect intestinal permeability and maintain normal physiological function of the gut [33,34]. Studies have reported [35] that L. fermentum can increase SCFA in the colon contents of colitis mice. Recent studies have also shown that butyrate helps alleviate alcohol-induced gastric ulcers, and studies have shown that SCFA have beneficial effects in alcohol-induced mice [36,37]. These results are similar to those of the present study. The results showed that B. animalis A12 dead cells and freeze-dried powder significantly increased the level of isobutyric acid in the intestinal contents, enhanced the viability of intestinal cells, reduced fat infiltration, and regulated immune function, thereby reducing alcohol injury.
The thioredoxin system is an important intracellular oxidation system that consists of NADPH, Trx, and TrxR. Its function is to provide an effective electron donor for ribonucleic acid reductase [38], which plays a role in inflammation, apoptosis, and cardiovascular diseases [39]. TrxR1 and TrxR2 play important roles in reducing cellular oxidative stress injury and scavenging mitochondrial cytoplasmic free radicals. Trx plays a major role in the thioredoxin system, which is considered a biomarker of oxidative stress [40]. Trx jointly scavenges ROS by interacting with peroxide oxidoreductase, thereby playing an anti-oxidative stress role [41]. Txn1 and Txn2 are involved in Trx coding. Txnrd1 can promote the body to induce an oxidative stress response by upregulating the level of p65 protein in NF-kB and is also positively regulated by Nrf2. When the thioredoxin system is activated under oxidative stress, Trx and TrxR levels are significantly elevated to combat reactive oxygen species and alleviate damage to the body. When the liver is impaired in alcohol metabolism, gene expression in the liver (such as Txnrd1, Txnrd3, Txn1, and Txn2) decreases significantly, indicating the risk of liver disease and the need for timely intervention. Our results showed that the body entered the oxidative stress state of self-protection and began to increase the relative expression of Txnrd1 mRNA in the liver of mice, while L. salivarius M18-6 can further increased the relative expression of Txnrd1 mRNA in the liver to better cope with alcohol-induced oxidative damage. B. animalis A12 live cells and L. salivarius M18-6 live and dead cells significantly alleviated the relative expression of Txnrd3 mRNA in the livers of mice caused by alcohol injury. L. salivarius M18-6 live cells restored the relative expression of Txnrd3 mRNA in the livers of mice to the level observed in the normal group. B. animalis A12 live and dead cells reduced the body’s stress response to short-term alcohol intake and significantly reversed the relative expression of Txn2 mRNA in the livers of mice to the level of the normal group.
Nrf2 is usually located in the cytoplasm and is degraded by keap1, which is the main transcription factor that controls antioxidant production to maintain the redox homeostasis of cells [42]. Keeping high sensitivity to ROS and RNS [43] when cells are stimulated, Nrf2 can induce the transcription of anti-oxidative stress genes and phase II detoxification enzymes [44], improving cell self-protection [45]. When a disease occurs, the interaction between keap1 and Nrf2 is interrupted by various stimuli. Activated Nrf2 enters the nucleus by binding to antioxidant response elements (AREs), stimulating several related cell protections and antioxidant gene transcriptions. The Nrf2/ARE signalling pathway is a key mediator of general redox and tissue-specific homeostasis [46]. Keap1 is an excellent redox sensor for biological and intracellular oxidative stress. Under normal pressure-free conditions, Nrf2 levels in cells are very low, and Nrf2 and keap1 form complexes in the cytoplasm. Keap1 targets Nrf2 for multi-ubiquitination through ligase 3 followed by proteasomal degradation. The Nrf2/ARE pathway plays an important role in cancer treatment [47] and enhancing the ability of cells to resist oxidative stress [48]. It has been reported that lactic acid bacteria resident in the intestinal tract can activate Nrf2 in the liver and prevent oxidative liver injury [49]. It has also been reported that L. fermentum can activate the Nrf2 signaling pathway and upregulate the expression of Nrf2 in the liver. The results of this experiment showed that alcohol increased the expression of the negative regulatory factor keap1. Compared with the Alco group, the protein expression of keap1 in mice of B. animalis A12 dead cells, freeze-dried power, and L. salivarius M18-6 dead cell groups was significantly decreased, while the of the L. salivarius live cells and dead cells groups was significantly increased. This suggests that L. salivarius activates Nrf2 signalling and alleviates alcohol injury, possibly by preventing oxidative liver injury. However, this is only a preliminary discussion and the specific causal relationship requires further verification. In the future, we will continue to explore the changes in intestinal flora in mice with alcohol injury, and even the clinical trials of B. animalis A12 and L. salivarius M18-6 for the treatment of alcohol injury are needed to provide definitive evidence on its therapeutic efficacy.
5. Conclusions
In this study, our findings showed that B. animalis A12 and L. salivarius M18-6 had preventive and protective effects against alcohol injury in mice. L. salivarius M18-6 dead cells protect mouse hepatocytes from alcohol-induced oxidative stress injury by down-regulating serum ALT level, activating keap1-Nrf2 signaling pathway and up-regulating SOD. In addition, B. animalis A12 can reduce the protein level of keap1 in the liver and up-regulate the expression of thioredoxin genes, reduce the stress response to short-term alcohol intake, and improve the ability of antioxidant stress by upregulating the level of isobutyric acid. The results of this study provide a scientific basis for the clinical application and product development of probiotics for alcohol injury.
Abbreviations
ALT | Alanine transaminase |
SCFAS | Short chain fatty acids |
SOD | Superoxide dismutase |
Txnrd | Thioredoxin reductase |
Txn | Thioredoxin |
Keap1 | Kelch-1ike ECH- associated protein l |
Nrf2 | Nuclear factor erythroid2-related factor 2 |
NF-kB | Nuclear factor-kappa B |
Author Contributions
Project administration and supervision, J.J. and X.S.; investigation and writing—original draft preparation, Y.Z. and J.M. methodology, H.Z.; conceptualization and software, Y.X. and H.L.; validation, J.R. and N.J. All authors have read and agreed to the published version of the manuscript.
Institutional Review Board Statement
The animal experiments were performed in accordance with the recommendations of Animal Management Regulations, Ministry of Science and Technology of the People’s Republic of China. The protocol was approved by the Ethical Committee of the Experimental Animal Care of Beijing University of Agricultural (Beijing, China) (protocol code bua2022002, 2 March 2022).
Data Availability Statement
The data are available from the corresponding author.
Conflicts of Interest
The authors declare no conflict of interest. Author Xiangfen Shan was employed by the company Key Ningxia Saishang Dairy Co. Ltd. The company was not involved in the design of the experiment.
Funding Statement
This research was funded by Beijing Municipal Education Commission, grant number (KM202010020002)” and “The APC was funded by Ningxia Hui Autonomous Region’s key research and development plan “Research on strain breeding of the characteristic lactic acid bacteria and development key technology and industrial application of the functional yogurt product” (2020BBF02023)”.
Footnotes
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References
- 1.Gao B., Bataller R. Alcoholic liver disease: Pathogenesis and new therapeutic targets. Gastroenterology. 2011;141:1572–1585. doi: 10.1053/j.gastro.2011.09.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.George A.K., Behera J., Kelly K.E., Zhai Y., Tyagi N. Hydrogen sulfide, endoplasmic reticulum stress and alcohol mediated neurotoxicity. Brain Res. Bull. 2017;130:251–256. doi: 10.1016/j.brainresbull.2017.02.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Bienia A., Sodolski W., Luchowska E. The effect of chronic alcohol abuse on gastric and duodenal mucosa. Ann. Univ. Mariae Curie-Sklodowska Sect. D Med. 2002;57:570–582. [PubMed] [Google Scholar]
- 4.Koh P.O., Kim M.O. Ethanol exposure decreases cell proliferation and increases apoptosis in rat testes. J. Vet. Med. Sci. 2006;68:1013–1017. doi: 10.1292/jvms.68.1013. [DOI] [PubMed] [Google Scholar]
- 5.Mcclain C., Hill D., Schmidt J., Diehl A. Cytokines and alcoholic liver disease. Semin. Liver Dis. 1993;13:170–182. doi: 10.1055/s-2007-1007347. [DOI] [PubMed] [Google Scholar]
- 6.Xia T., Zhang J., Yao J.H., Zheng Y., Song J., Wang M. Research progress in mechanism of oxidative stress in alcoholic liver disease. Chin. Pharmacol. Bull. 2017;33:1353–1356. [Google Scholar]
- 7.Cederbaum A.I. Alcohol metabolism. Clin. Liver Dis. 2012;16:667–685. doi: 10.1016/j.cld.2012.08.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Fuenzalida C., Dufeu M.S., Poniachik J., Roblero J.P., Valenzuela P.L., Beltrán C.J. Probiotics-Based Treatment as an Integral Approach for Alcohol Use Disorder in Alcoholic Liver Disease. Front. Pharmacol. 2021;12:729950. doi: 10.3389/fphar.2021.729950. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Park H., Cho D., Huang E., Ju Y.S., Holzapfel W.H. Amelioration of alcohol induced gastric ulcers through the administration of lactobacillus plantarum apsulloc 331261 isolated from green tea. Front. Microbiol. 2020;11:420. doi: 10.3389/fmicb.2020.00420. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Tsai Y.S., Lin S.W., Chen Y.L., Chen C.C. Effect of probiotics Lactobacillus paracasei GKS6, L. plantarum GKM3, and L. rhamnosus GKLC1 on alleviating alcohol-induced alcoholic liver disease in a mouse model. Nutr. Res. Pract. 2020;14:299–308. doi: 10.4162/nrp.2020.14.4.299. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Oliveira A.P., Souza L.K.M., Araújo T.S.L., Araújo S., Nogueira K.M., Sousa F.B.M., Medeiros J.V.R. Lactobacillus reuteri dsm 17938 protects against gastric damage induced by ethanol administration in mice: Role of trpv1/substance p axis. Nutrients. 2019;11:208. doi: 10.3390/nu11010208. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Kwon E.K., Kang G.D., Kim W.K., Han M.J., Kim D.H. Lactobacillus plantarum LC27 and Bifidobacterium longum LC67 simultaneously alleviate ethanol-induced gastritis and hepatic injury in mice. J. Funct. Foods. 2017;38:389–398. doi: 10.1016/j.jff.2017.09.036. [DOI] [Google Scholar]
- 13.Parvez S., Malik K.A., Kang S.A., Kim H.Y. Probiotics and their fermented food products are beneficial for health. J. Appl. Microbiol. 2006;100:1171–1185. doi: 10.1111/j.1365-2672.2006.02963.x. [DOI] [PubMed] [Google Scholar]
- 14.Krumbeck J.A., Rasmussen H.E., Hutkins R.W., Clarke J., Shawron K., Keshavarzian A., Walter J. Probiotic Bifidobacterium strains and galactooligosaccharides improve intestinal barrier function in obese adults but show no synergism when used together as synbiotics. Microbiome. 2018;6:121. doi: 10.1186/s40168-018-0494-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Panebianco C., Eddine F.B.N., Forlani G., Palmieri G., Tatangelo L., Villani A., Xu L., Accolla R., Pazienza V. Probiotic Bifidobacterium lactis, anti-oxidant vitamin E/C and anti-inflammatory dha attenuate lung inflammation due to pm2.5 exposure in mice. Benef. Microbes. 2018;10:69–75. doi: 10.3920/BM2018.0060. [DOI] [PubMed] [Google Scholar]
- 16.Zhang Z., Zhou H., Bai L., Lv Y., Li R. Protective effects of probiotics on acute alcohol-induced liver injury in mice through alcohol metabolizing enzymes activation and hepatic tnf-α response reduction. J. Funct. Foods. 2019;59:234–241. doi: 10.1016/j.jff.2019.05.018. [DOI] [Google Scholar]
- 17.Shukla P.K., Meena A.S., Manda B., Gomes-Solecki M., Dietrich P., Dragatsis I., Rao R. Lactobacillus plantarum prevents and mitigates alcohol-induced disruption of colonic epithelial tight junctions, endotoxemia, and liver damage by an EGF receptor-dependent mechanism. FASEB J. 2018;32:6274–6292. doi: 10.1096/fj.201800351R. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Yang L.C., Lin S.W., Li I.C., Chen Y.P., Tzu S.Y., Chou W., Lin W.H. Lactobacillus plantarum GKM3 and Lactobacillus paracasei GKS6 Supplementation Ameliorates Bone Loss in Ovariectomized Mice by Promoting Osteoblast Differentiation and Inhibiting Osteoclast Formation. Nutrients. 2020;12:1914. doi: 10.3390/nu12071914. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Kim B.K., Lee I.O., Tan P.L., Eor J.Y., Kim S.H. Protective effect of lactobacillus fermentum la12 in an alcohol-induced rat model of alcoholic steatohepatitis. Korean J. Food Sci. Anim. Resour. 2017;37:931–939. doi: 10.5851/kosfa.2017.37.6.931. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Gu Z., Wu Y., Wang Y., Sun H., Wang Y. Lactobacillus rhamnosus granules dose-dependently balance intestinal microbiome disorders and ameliorate chronic alcohol-induced liver injury. J. Med. Food. 2019;23:114–124. doi: 10.1089/jmf.2018.4357. [DOI] [PubMed] [Google Scholar]
- 21.Bertola A., Mathews S., Ki S., Wang H., Gao B. Mouse model of chronic and binge ethanol feeding (the NIAAA model) Nat. Protoc. 2013;8:627–637. doi: 10.1038/nprot.2013.032. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Mathews S., Xu M., Hua W., Bertola A., Gao B. Animals models of gastrointestinal and liver diseases. animal models of alcohol-induced liver disease: Pathophysiology, translational relevance, and challenges. Am. J. Physiol. Gastrointest. Liver Physiol. 2014;306:G819–G823. doi: 10.1152/ajpgi.00041.2014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Maricic I., Sheng H., Marrero I., Seki E., Kisseleva T., Chaturvedi S., Kumar V. Inhibition of type I natural killer T cells by retinoids or following sulfatide-mediated activation of type II natural killer T cells attenuates alcoholic liver disease in mice. Hepatology. 2015;61:1357–1369. doi: 10.1002/hep.27632. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Li T., Yang J., Zhang H., Xie Y., Jin J. Bifidobacterium from breastfed infant faeces prevent high-fat-diet-induced glucose tolerance impairment, mediated by the modulation of glucose intake and the incretin hormone secretion axis. J. Sci. Food Agric. 2020;100:3308–3318. doi: 10.1002/jsfa.10360. [DOI] [PubMed] [Google Scholar]
- 25.Dong C., Zhang H., Jia Y., Xie Y., Liu H., Jin J. Evaluation of antioxidative function of Lactobacillus salivarius M18-6 in vitro and its antioxidant mechanisms. Food Ferment. Ind. 2021;47:132–137. [Google Scholar]
- 26.Duan C.C., Zhao Y.J., Huang C., Zhao Z., Gao L., Niu C.H., Li S.Y. Hepatoprotective effects of Lactobacillus plantarum C88 on LPS/D-GalN–induced acute liver injury in mice. J. Funct. Foods. 2018;43:146–153. doi: 10.1016/j.jff.2018.02.005. [DOI] [Google Scholar]
- 27.Palmer M. Dr. Textbook of Melissa Palmer’s guide to hepatitis and liver disease. Libr. J. 2004;125 [Google Scholar]
- 28.Kirpich I.A., Solovieva N.V., Leikhter S.N., Shidakova N.A., Lebedeva O.V., Sidorov P.I., Cave M. Probiotics restore bowel flora and improve liver enzymes in human alcohol-induced liver injury: A pilot study. Alcohol. 2008;42:675–682. doi: 10.1016/j.alcohol.2008.08.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Xing H.C., Li L.J., Xu K.J., Shen T., Chen Y.B., Sheng J.F., Zheng S.S. Protective role of supplement with foreign Bifidobacterium and Lactobacillus in experimental hepatic ischemia-reperfusion injury. J. Gastroenterol. Hepatol. 2006;21:647–656. doi: 10.1111/j.1440-1746.2006.04306.x. [DOI] [PubMed] [Google Scholar]
- 30.Zhang N., Tian Y., Wang Y., Fan Y., Zhang Y., Xing X., Wang Y. Ameliorative effect of Lactobacillus plantarum Lp2 against cyclophosphamide-induced liver injury in mice. Food Chem. Toxicol. 2022;169:113433. doi: 10.1016/j.fct.2022.113433. [DOI] [PubMed] [Google Scholar]
- 31.Dong J., Ping L., Xie Q., Liu D., Zhao L., Evivie S., Huo G. Lactobacillus plantarum KLDS1.0386 with antioxidant capacity ameliorates the lipopolysaccharide-induced acute liver injury in mice by NF-κB and Nrf2 pathway. Food Biosci. 2022;47:101589. doi: 10.1016/j.fbio.2022.101589. [DOI] [Google Scholar]
- 32.Zhou D., Pan Q., Xin F.Z., Zhang R.N., He C.X., Chen G.Y., Fan J.G. Sodium butyrateattenuates high-fat diet-induced steatohepatitis in mice by improving gut microbiota and gastrointestinal barrier. World J. Gastroenterol. 2017;23:60–75. doi: 10.3748/wjg.v23.i1.60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Grander C., Adolph T.E., Wieser V., Lowe P., Wrzosek L., Gyongyosi B., Tilg H. Recovery of ethanol-induced Akkermansia muciniphila depletion ameliorates alcoholic liver disease. Gut. 2018;67:891–901. doi: 10.1136/gutjnl-2016-313432. [DOI] [PubMed] [Google Scholar]
- 34.Smith P., Howitt M., Panikov N., Michaud M., Gallini C., Bohlooly Y., Garrett W. The microbial metabolites, short-chain fatty acids, regulate colonic Treg cell homeostasis. Science. 2013;341:569–573. doi: 10.1126/science.1241165. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Peran L., Sierra S., Comalada M., Lara-Villoslada F., Bailón E., Nieto A., Gálvez J. A comparative study of the preventative effects exerted by two probiotics, Lactobacillus reuteri and Lactobacillus fermentum, in the trinitrobenzenesulfonic acid model of rat colitis. Br. J. Nutr. 2007;97:96–103. doi: 10.1017/S0007114507257770. [DOI] [PubMed] [Google Scholar]
- 36.Liu J., Wang F., Luo H., Liu A., Jiang Y. Protective effect of butyrate against ethanol-induced gastric ulcers in mice by promoting the anti-inflammatory, anti-oxidant and mucosal defense mechanisms. Int. Immunopharmacol. 2016;30:179–187. doi: 10.1016/j.intimp.2015.11.018. [DOI] [PubMed] [Google Scholar]
- 37.Liu J., Wang J., Shi Y., Su W., Chen J., Zhang Z., Wang G., Wang F. Short Chain Fatty Acid Acetate Protects against Ethanol-Induced Acute Gastric Mucosal Lesion in Mice. Biol. Pharm. Bull. 2017;40:1439–1446. doi: 10.1248/bpb.b17-00240. [DOI] [PubMed] [Google Scholar]
- 38.Santos C.V.D., Rey P. Plant thioredoxins are key actors in the oxidative stress response. Trends Plant Sci. 2006;11:329–334. doi: 10.1016/j.tplants.2006.05.005. [DOI] [PubMed] [Google Scholar]
- 39.Whayne T.F.J., Parinandi N., Maulik N. Thioredoxins in cardiovascular disease. Can. J. Physiol. Pharmacol. 2015;93:903–911. doi: 10.1139/cjpp-2015-0105. [DOI] [PubMed] [Google Scholar]
- 40.Matsuo Y., Yodoi J. Extracellular thioredoxin: A therapeutic tool to combat inflammation. Cytokine Growth Factor Rev. 2013;24:345–353. doi: 10.1016/j.cytogfr.2013.01.001. [DOI] [PubMed] [Google Scholar]
- 41.Rhee S.G., Chae H.Z., Kim K. Peroxiredoxins: A historical overview and speculative preview of novel mechanisms and emerging concepts in cell signaling. Free Radic. Biol. Med. 2005;38:1543–1552. doi: 10.1016/j.freeradbiomed.2005.02.026. [DOI] [PubMed] [Google Scholar]
- 42.Pyo M.C., Yang S.Y., Chun S.H., Oh N.S., Lee K.W. Protective effects of maillard reaction products of whey protein concentrate against oxidative stress through an nrf2-dependent pathway in hepg2 cells. Biol. Pharm. Bull. 2016;39:1437–1447. doi: 10.1248/bpb.b16-00029. [DOI] [PubMed] [Google Scholar]
- 43.Guo Z., Mo Z. Keap1-Nrf2 signaling pathway in angiogenesis and vascular diseases. J. Tissue Eng. Regen. Med. 2020;14:869–883. doi: 10.1002/term.3053. [DOI] [PubMed] [Google Scholar]
- 44.Taguchi K., Yamamoto M. The keap1-nrf2 system as a molecular target of cancer treatment. Cancers. 2020;13:46. doi: 10.3390/cancers13010046. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.He F., Ru X., Wen T. Nrf2, a transcription factor for stress response and beyond. Int. J. Mol. Sci. 2020;21:4777. doi: 10.3390/ijms21134777. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Renaud C.O., Ziros P.G., Chartoumpekis D.V., Bongiovanni M., Sykiotis G.P. Keap1/nrf2 signaling: A new player in thyroid pathophysiology and thyroid cancer. Front. Endocrinol. 2019;10:510. doi: 10.3389/fendo.2019.00510. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Krajka-Kuźniak V., Paluszczak J., Baer-Dubowska W. The Nrf2-ARE signaling pathway: An update on its regulation and possible role in cancer prevention and treatment. Pharmacol. Rep. 2017;69:393–402. doi: 10.1016/j.pharep.2016.12.011. [DOI] [PubMed] [Google Scholar]
- 48.Chen Q.M., Maltagliati A.J. Nrf2 at the heart of oxidative stress and cardiac protection. Physiol. Genom. 2018;50:77–97. doi: 10.1152/physiolgenomics.00041.2017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Saeedi B.J., Liu K.H., Hunter-Chang S., Camacho M.C., Eboka R.U., Owens J.A., Neish A.S. Gut Resident Lactobacilli Activate Hepatic Nrf2 and Protect Against Oxidative Liver Injury. Cell Metab. 2020;31:956–968. doi: 10.1016/j.cmet.2020.03.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The data are available from the corresponding author.