Probiotic Lactobacillus sp. Strains Inhibit Growth, Adhesion, Biofilm Formation, and Gene Expression of Bacterial Vaginosis-Inducing Gardnerella vaginalis

Abstract

Gardnerella vaginalis contributes significantly to bacterial vaginosis, which causes an ecological imbalance in vaginal microbiota and presents with the depletion of Lactobacillus sp. Lactobacillus supplementation was reported to be an approach to treat bacterial vaginosis. We investigated the applicability of three Lactobacillus sp. strains (Lactobacillus delbrueckii DM8909, Lactiplantibacillus plantarum ATCC14917, and Lactiplantibacillus plantarum ZX27) based on their probiotic abilities in vitro. The three candidate Lactobacillus sp. strains for bacterial vaginosis therapy showed distinct properties in auto-aggregation ability, hydrophobicity, adhesion to cervical epithelial cells, and survivability in 0.01% hydrogen peroxide. Lpb. plantarum ZX27 showed a higher yield in producing short-chain fatty acids and lactic acid among the three candidate strains, and all three Lactobacillus sp. strains inhibited the growth and adhesion of G. vaginalis. Furthermore, we discovered that the culture supernatant of Lactobacillus sp. exhibited anti-biofilm activity against G. vaginalis. In particular, the Lpb. plantarum ZX27 supernatant treatment decreased the expression of genes related to virulence factors, adhesion, biofilm formation, metabolism, and antimicrobial resistance in biofilm-forming cells and suspended cells. Moreover, Lactobacillus sp. decreased the upregulated expression of interleukin−8 in HeLa cells induced by G. vaginalis or hydrogen peroxide. These results demonstrate the efficacy of Lactobacillus sp. application for treating bacterial vaginosis by limiting the growth, adhesion, biofilm formation, and virulence properties of G. vaginalis.

1. Introduction

Bacterial vaginosis (BV) is a common infection of the female reproductive tract [1]. Based on Amsel criteria, BV prevalence was up to 8.7% in Beijing (2010), 5.9% in Shandong (2004), and 15.4% in Sichuan (2004) [2]. BV is characterized by the replacement of beneficial lactobacilli and the augmentation of anaerobic pathogenic bacteria, such as Gardnerella vaginalis [3,4,5]. G. vaginalis is postulated as the initial pathogenic bacteria that adhere to the vaginal epithelium, where it requires the assistance of other anaerobes to promote BV development [6]. It is now accepted that biofilms in BV are strongly associated with G. vaginalis [7], and G. vaginalis-forming biofilms on the vaginal epithelium contribute to the poor cure rates of antimicrobial therapy [8].

The virulence factors of G. vaginalis include vaginolysin and sialidase (encoded by vly and sld, respectively) that contribute to BV formation [9]. Vaginolysin is a member of the cholesterol-dependent cytolysin family and acts as a hemolysin [10] by creating pores that alter cell integrity and shape, which is thought to disrupt local innate immunity, and thus, promote BV persistence [11]. Sialidase (also known as neuraminidase) is an enzyme that cleaves sialic acid from the terminal glycans of glycoproteins and is also present in cervicovaginal fluid [12]. Sialidase activity is a proposed biomarker for BV [13] and has been independently associated with adverse pregnancy outcomes, including intrauterine infections and preterm births [14].

Clindamycin and metronidazole are the standard drugs for BV [15]. However, their use is associated with antibiotic resistance and a high recurrence of the infection [15,16]. The biofilms of anaerobic pathogenic bacteria in vaginal microorganisms might be responsible for the treatment failure and recurrence of BV [17]. Adjuvant therapy with probiotics was recommended by experts, and some studies investigated the role of probiotics in BV treatment, including the use of probiotics alone and in combination with antibiotics [16]. A recent phase 2b trial reported that Lactobacillus crispatus CTV-05 (Lactin-V) significantly reduced BV recurrence [18].

Lactobacillus sp. is the dominant species in about 70% of vaginas (26.2% with L. crispatus, 6.3% with Lactobacillus gasseri, 5.3% with Lactobacillus jensenii, and 34.1% with Lactobacillus iners in White/Asian women), and could promote vaginal health by suppressing the risk of BV [19]. The prevalence of these community types varies with race and ethnicity, with Black and Hispanic women more frequently hosting L. iners-dominant and diverse communities than White women, who more frequently host L. crispatus-dominant communities [20]. L. crispatus can repress the expression of vly and sld genes in G. vaginalis [9,21], and Lactobacillus reuteri RC-14 produced the largest displacement of G. vaginalis in the biofilm [22]. Lactiplantibacillus plantarum 59 and Lactobacillus fermentum 137 were confirmed to exhibit anti-inflammatory effects against G. vaginalis and Candida albicans and to be capable of influencing the nuclear factor-kappaB signaling pathway [23]. Lpb. plantarum ZX27 is a typical probiotic microorganism found in old yogurt, and we previously demonstrated its antimicrobial effects against G. vaginalis and Escherichia coli [24]. However, to date, no study has investigated the anti-biofilm effect of Lpb. plantarum against G. vaginalis, and the associated mechanisms remain unknown.

Accordingly, in the present study, we investigated the functions of two Lpb. plantarum strains (Lpb. plantarum ZX27 and Lpb. plantarum ATCC 14917) and one commercial lactic acid bacteria (LAB) strain (L. delbrueckii DM8909) and compared the probiotics based on their anti-adhesion, co-culture, and anti-biofilm activities against G. vaginalis. We further elucidated the possible mechanisms by evaluating the gene expression of associated parameters, including virulence factors, epithelial adhesion, biofilm formation, metabolism, and antimicrobial resistance of G. vaginalis. Finally, we assessed the anti-inflammatory activity of probiotics against G. vaginalis and oxidative stress (OS).

2. Materials and Methods

2.1. Bacterial Strains, Media, Cell Lines, and Growth Conditions

Three Lactobacillus sp. (Lpb. plantarum ZX27, isolated from Mongolian yogurt; Lpb. plantarum ATCC14917, purchased from the Guangdong culture collection center, Canton, Guangdong province, China; and L. delbrueckii DM8909, isolated from Dingjunsheng, Inner Mongolia Shuangqi Pharmaceutical Co. Ltd.) were selected to explore the effects of lactobacilli on G. vaginalis. ATCC49145 (purchased from the Guangdong culture collection center, Canton, Guangdong province, China) is a vaginolysin-producing strain [10]. Lactobacillus sp. and G. vaginalis were cultured in deMan, Rogosa, and Sharpe (MRS) broth and brain-heart infusion (BHI) broth supplemented with yeast extract (1%), maltose (0.1%), glucose (0.1%), and horse serum (10%) (BHIs), respectively, at 37 °C under anaerobic conditions in an anaerobic system (Ruskinn Technology, Ltd., Bridgend, UK). HeLa cells, a cervical epithelial cell line, were cultured in Dulbecco’s modified Eagle medium (DMEM; HyClone, Logan, UT, USA), and supplemented with 10% fetal bovine serum (Gibco, Gaithersburg, MD, USA) and 1% antibiotics (final concentrations: 100 units/mL penicillin and 100 μg/mL streptomycin) (Gibco) at 37 °C in a cell incubator (Thermo Fisher Scientific, Waltham, MA, USA) under a 5% CO₂ atmosphere.

2.2. Investigating the Auto-Aggregation Ability, Hydrophobicity, Adhesion Ability to HeLa Cells and Survivability in 0.01% H₂O₂ of Three Candidate Strains

All three LAB strains were assessed in terms of the following characteristics: auto-aggregation ability, hydrophobicity, adhesion to HeLa cells, and survivability in a 0.01% H₂O₂ environment.

Auto-aggregation assay was adapted from Pessoa et al. [25]. For the auto-aggregation assay, all Lactobacillus sp. strains were grown in MRS broth for 12 h. After centrifugation (10,000× g, 10 min, at 4 °C), the cell pellets were resuspended, washed twice with 0.01 M phosphate-buffered saline (PBS), and resuspended to 1 × 10⁸ Colony-Forming Unit/mL (CFU/mL) in the same solution. The suspensions were vortexed and incubated at 37 °C for 4 h, and an aliquot (1 mL) from the top of the suspension was carefully removed for assessment of the optical density at 600 nm (OD₆₀₀) using a spectrophotometer (UV-1100; Mapada Instruments Co., Ltd., Shanghai, China). The formula for calculating auto-aggregation is as follows: auto-aggregation (%) = (1 − A_t/A₀) × 100%, where A₀ indicates the absorbance at 0 h, and A_t indicates the absorbance at 4 h. The auto-aggregation assay for the three lactobacilli was performed in triplicate.

We used microbial adhesion to hydrocarbons to determine the degree of hydrophobicity, which was adapted from Rong et al. [26]. Xylene was used as the solvent, and lactobacilli strains were prepared similarly to the auto-aggregation assay. The lactobacilli strains were resuspended in a 0.1 M potassium nitrate (pH 6.2) solution and washed twice with 0.01 M PBS. The solution was then adjusted to an OD₆₀₀ of 0.5 A₀. We mixed 3 mL of each Lactobacillus sp. suspension with 1 mL of xylene prior to vortex for 10 s, and incubated them at room temperature (25 °C) for 10 min. The mixtures were then vortexed for 2 min prior to incubation at room temperature (25 °C) for 20 min for phase separation. The aqueous phase was gently removed to measure its absorbance at 600 nm (A₁). The surface hydrophobicity (%) was calculated as (1 − A₁/A₀) × 100%. The hydrophobicity assay for the three lactobacilli was performed in triplicate.

Adhesion to HeLa cells was assayed according to the methods of [27]. Briefly, HeLa cells covering the bottom of a 12-well cell plate were washed twice with pre-warmed PBS. Bacterial cells (10⁹ CFU) were then resuspended in 0.5 mL DMEM and incubated with HeLa cells for 3 h at 37 °C, after which the epithelial cell cultures were removed and washed twice with pre-warmed PBS. Subsequently, 100 μL of trypsin-Ethylene Diamine Tetraacetic Acid (EDTA) (1×; Invitrogen, Carlsbad, CA, USA) was added to each well and incubated for 10 min at 37 °C to lyse the cells. PBS (900 μL) was then added to the solution and mixed, and serial dilutions were performed, followed by incubation at 37 °C for 24 h. The adhesion ratio was calculated by comparing the number of adherent cells to the original bacterial suspension (10⁹ CFU/mL). The number of adhered lactobacilli strains on the HeLa cells was calculated by comparing the number of adherent bacterial cells to the number of HeLa cells (10⁶/well). The adhesion of each of the three lactobacilli was tested in triplicate in three independent experiments.

Stress survival tests were performed in accordance to [27], with a slight modification. Briefly, based on estimations via the OD₆₀₀ measurements, 10⁸ CFU/mL bacterial cells were resuspended in 1 mL of 0.01% H₂O₂ and incubated at 37 °C for 90 min. The survival percentage was calculated by comparing the exact CFU (plate counts) before and after their addition to 0.01% H₂O₂. PBS was used as a baseline, and the negative control was lactobacilli incubated in PBS. Each strain was tested three times, and each experiment was performed in triplicate.

2.3. Short-Chain Fatty Acids (SCFAs) and Lactic Acid Analysis in Cell-Free Supernatants (CFS)

CFS from the three Lactobacillus sp. strains were prepared as described in our previous study [24]. Briefly, Lactobacillus sp. was incubated in MRS broth for 24 h in an anaerobic culture device (Ruskinn Technology, Ltd.), followed by centrifugation (8000× g, 20 min) and filtering (0.22 μm). An evaluation of SCFAs and lactic acid in the CFS was performed according to the methods of [28]. The CFS (400 μL) was added to 100 μL of 50% aqueous sulfuric acid and 500 μL of diethyl ether. After vortexing and centrifugation (12,000× g, 10 min), the extracted SCFAs and lactic acid extracted in the upper layer (diethyl ether) were analyzed by gas chromatography (GC-2010; Shimadzu, Kyoto, Japan), with 2-methylpentanoic acid as the internal standard. The chromatographic conditions were as follows: injection chamber temperature of 220 °C; injection volume of 1 μL; shunting ratio of 5:1; flow rate of 2 mL /min; column temperature of 100 °C reserved for 1 min, 5 °C/min increased to 170 °C, 30 °C/min increased to 230 °C and reserved to 100 °C in 2 min; and flame ionization detector temperature of 250 °C. Three samples of the CFS from the three Lactobacillus spp. were tested.

2.4. Co-Aggregation Assay

A co-aggregation assay was adapted from Pessoa et al. [25]. For the co-aggregation assay, the Lactobacillus sp. suspension was prepared similarly to the auto-aggregation assay. The G. vaginalis suspension was prepared and standardized to 1 × 10⁸ CFU/mL in 0.01 M PBS. Each Lactobacillus sp. suspension (1 mL) was mixed with the same volume of G. vaginalis suspension, and the mixture was vortexed for 10 s prior to gravity sedimentation. Control tubes contained 2 mL of each bacterial suspension alone. The absorbance of the suspensions was read at 600 nm in a spectrophotometer after a 3-h incubation at 37 °C. Co-aggregation was calculated using the following formula: co-aggregation (%) = [(Ax+Ay)/2−A (x+y)] / [(Ax+ Ay)/2] %, where Ax and Ay indicate the absorbance of strains in the control tubes, and A (x + y) indicates the absorbance of the mixtures.

2.5. Co-Culture Assay

We used the bacterial co-culture technique described by Jang et al. [29] to evaluate the influence of Lactobacillus sp. on G. vaginalis growth. G. vaginalis (10⁴ CFU/mL) was inoculated into 5 mL of BHI broth in the presence of three Lactobacillus sp. strains (at 10⁵, 10⁶, or 10⁷ CFU/mL) for 24 h. The broth absence of Lactobacillus sp. was chosen as the control.

We used a DNA rapid extraction kit (Sangon Biotech, Shanghai, China) to extract the total DNA from 1 mL of co-cultured suspension culture, followed by amplification of 1 μL of DNA by real-time qPCR using the SYBR Green Real-Time PCR Master Mix (Toyobo, Osaka, Japan) on a StepOnePlus system (Applied Biosystems, Foster City, CA, USA) with specific primers (forward, 5′-GCGTCAGTAACAGCCCAGAG-3′; and reverse, 5′-GCTTGTAGGCGGTTCGTC-3′) for G. vaginalis. The PCR conditions were as follows: 95 °C for 1 min, followed by 40 cycles of denaturation at 95 °C for 15 s, annealing at 55 °C for 15 s, and extension and fluorescent data collection at 72 °C for 45 s. For melting curve analysis, the temperature was decreased from 95 °C to 65 °C at a rate of 0.1 °C/s, with the continuous acquisition of the fluorescence signal intensity. The data were analyzed using the Applied Biosystems software. The percentage inhibition rate in the co-culture was calculated using the following formula: % inhibition rate = (1 − 1/2^ΔΔCt) × 100. The experiments were performed twice in triplicate.

2.6. Evaluation of Lactobacillus sp. for Antagonism of G. vaginalis Adhesion

The antagonistic effects of the probiotics on G. vaginalis adherence to HeLa cells were assayed according to a method described by Pessoa et al. [25], with slight modifications. HeLa cells (1 × 10⁸ cells/mL in 1 mL of DMEM) were incubated in 12-well culture plates for 24 h, followed by incubation with Lactobacillus sp. (at 10⁵, 10⁷, 10⁹ CFU/mL suspended in DMEM) or vehicle at 37 °C in a cell incubator for 3 h. The initial concentration of G. vaginalis was 10⁴ CFU/mL in the co-culture assay because G. vaginalis will grow in BHIs broth after a 24-h co-culture. The concentration of G. vaginalis used in the adhesion test was 10⁷ CFU/mL, owing to the fact that the adhesion test only lasted 3 h. The growth of the G. vaginalis can be ignored. The plates were then washed twice with PBS, and G. vaginalis (1 × 10⁷ CFU/mL suspended in DMEM) was added and incubated at 37 °C for another 3 h. The plates were then washed three times with PBS, and the inhibition rate of G. vaginalis attachment to the cells was assayed using the qPCR method described in [29].

2.7. Effects of LAB CFS on G. vaginalis Biofilm Formation and Preformation

The effects of Lactobacillus sp. CFS on biofilm formation was evaluated according to the methods of [30], with slight modifications. The CFS was prepared using the same procedure used for SCFA analysis. A 100-µl aliquot of the CFS was added to 100 µL BHIs broth containing 10⁵ to 10⁶ CFU of G. vaginalis, with the control sample prepared by adding 100 µl MRS broth instead of CFS. A 200-µl volume of each sample was then transferred to a 96-well microtiter plate, following incubation at 37 °C for 48 h in an anaerobic chamber (Ruskinn Technology, Ltd.). To assess the extent of biofilm formation in each microplate, the culture medium was discarded, and the microplate was washed twice with 200 μL of PBS. The adherent biofilm cells were stained with 200 μL of 0.1% (w/v) Crystal Violet for 15 min and rinsed twice with PBS. After removing the bound dye from the stained cells with 200 μL of absolute ethyl alcohol, the amount of biofilm was quantified by measuring the OD₆₀₀ of the solution with a spectrophotometer (BioTek, Winooski, VT, USA). There were five replicates prepared for each sample, and the experiment was performed in triplicate.

The assessment of the CFS effects on preformed G. vaginalis biofilm was performed according to the methods of [31], with small modifications. A G. vaginalis culture was performed in a 96-well microtiter plate with 200 μL BHIs broth prior to incubation at 37 °C for 48 h. The culture supernatant was removed, and the cells were washed twice with PBS. CFS (200 μL) was then added to each well prior to incubation at 37 °C for 24 h. Reductions in the biofilm formation were determined following the reference.

2.8. Impact of Lactobacillus sp. CFS on G. vaginalis Gene Expression

To investigate underlying anti-G. vaginalis mechanisms, we evaluated G. vaginalis genes in mRNA levels, which encode proteins related to virulence factors (HMPREF0424_0103 (vly), HMPREF0424_1109 (sld)), epithelial adhesion (HMPREF0424_0125 (pat)), biofilm formation (HMPREF0424_0821 (gtf)), metabolism (HMPREF0424_1297 (stp), HMPREF0424_1253 (atm), and HMPREF0424_1189 (itm)), and antimicrobial resistance (HMPREF0424_0156 (bcrA) and HMPREF0424_1122 (mds)), by reverse transcription PCR, according to the methods of [31]. G. vaginalis was grown at 37 °C for 48 h in BHI broth, after which 500 μL of G. vaginalis suspension and 500 μL of CFS were added to 4 mL of BHI broth and incubated anaerobically in an anaerobic system (Ruskinn Technology, Ltd.) at 37 °C for 48 h. In the control wells, the Lactobacillus sp. CFS were replaced with MRS broth. After incubation, the culture suspension was removed from the wells for RNA extraction from floating bacteria. Cells adhering to the plate wells were washed twice with sterile PBS, and the RNA was extracted from the biofilm. The total RNA was extracted using TRIzol (Beyotime, Beijing, China) according to manufacturer instructions, and the RNA concentration and purity were determined using a microplate reader (BioTek). The ReverTra Ace qPCR RT kit (Toyobo) was used to reverse transcribe 2 μg of total RNA into cDNA.

We used qPCR to examine the effect of Lactobacillus sp. on target gene expression in G. vaginalis according to the methods of Reham Wasf et al. [31]. The cDNA was amplified by real-time qPCR using the SYBR Green Real-Time PCR Master Mix on a StepOnePlus system, with the primers listed in Supplementary Table S1. We designed the primers according to the available literature and the complete genome of G. vaginalis 409-05. The PCR conditions were as follows: 95 °C for 1 min, followed by 40 cycles of denaturation at 95 °C for 15 s, annealing at 60 °C for 15 s, and extension and fluorescent data collection at 72 °C for 45 s. The data were analyzed using the Applied Biosystems software, and differences in the mRNA-expression levels were calculated after normalizing to the 16S rRNA level. The results are expressed as fold change compared to the control group based on the analysis of ΔΔCt values.

2.9. Anti-Inflammatory Effects of Probiotic Bacteria on HeLa Cells

The anti-inflammatory effects of probiotic bacteria on HeLa cells were evaluated according to the methods of [32,33]. G. vaginalis and Lactobacillus sp. (10⁸ CFU/mL of bacterial cells, final concentration) were resuspended in DMEM and incubated with HeLa cells for 3 h; with HeLa cells treated with DMEM for 3 h used as a control. The treated HeLa cells were washed twice with pre-warmed PBS (pH 7.0) and detached from the culture plates, after which TRIzol reagent (Beyotime) was added, and cells were stored at −80 °C until further use for RNA extraction.

The influence of probiotics on G. vaginalis-induced immunoreaction was evaluated according to the methods of [32], with minor changes. The HeLa cells with G. vaginalis (10⁸ CFU/mL) were incubated for 3 h in a 5% CO₂ incubator, followed by the addition of probiotic cultures up to a final concentration of 10⁸ CFU/mL prior to incubation for another 3 h at 37 °C in a CO₂ incubator. The cells were then treated with TRIzol reagent, as described, and untreated HeLa cells were chosen as a negative control.

Oxidative stress was induced in the HeLa cells by treatment with 0.5% H₂O₂ [32] prior to incubation in a 5% CO₂ incubator for 3 h. Freshly grown probiotic bacteria (with a final concentration of 10⁸ CFU/mL) were resuspended in DMEM and added to each well and incubated for another 3 h. The HeLa cells treated with the probiotic bacteria were washed twice with pre-warmed PBS (pH 7.0) and detached from the culture plates, followed by collection, as previously described. RNA extraction and real-time PCR were performed as described in Section 2.8.

2.10. Statistical Analysis

The results were analyzed using the GraphPad Prism software (v.6.0; GraphPad Software, San Diego, CA, USA). All the results are expressed as the mean ± SD or the mean. A one-way analysis of variance was performed, and comparisons of the data for statistical significance were performed by either Dunnett’s multiple comparison test or Tukey’s multiple comparison test. Statistical significance was defined as p < 0.05 or fold change (≥ 2 or ≤0.5).

3. Results

3.1. Auto-Aggregation Ability, Hydrophobicity, Adhesion Ability to HeLa Cells and Survivability in 0.01% H₂O₂ of Three Candidate Strains

Firstly, we compared the probiotic properties of the candidate strains. The auto-aggregation ability and surface hydrophobicity of bacteria are two indirect methods for evaluating bacterial adhesion [34]. As shown in Table 1 and Supplementary Figure S1, L. delbrueckii DM8909 showed the strongest activity (51.5%), and the auto-aggregation rates of Lpb. plantarum ATCC14917 and Lpb. plantarum ZX27 were 11.65% and 8.10%, respectively. We observed moderate surface hydrophobicity in ATCC14917 and ZX27 (microbial adhesion to hydrocarbons (MATH) ∈ (33%−66%), whereas DM8909 exhibited low hydrophobicity (MATH < 33%) at 29.07%. HeLa cells were used to test the adhesion of Lactobacillus sp. to vaginal epithelial cells in vitro. DM8909 showed higher adhesion ability (35.96%) than Lpb. plantarum ATCC14917 (8.89%) and ZX27 (12.67%), with 593, 147, and 209 bacilli adhered per HeLa cell, respectively. Additionally, the survivability rates of DM8909, ATCC14917, and ZX27 in 0.01% hydrogen peroxide (H₂O₂) were 55.50%, 11.97%, and 91.12%, respectively. Overall, DM8909 exhibited superior performance of adherence and co-culture with G. vaginalis. However, Lpb. plantarum ZX27 showed superior adherence, co-culture, and oxidation resistance compared to Lpb. plantarum ATCC14917.

Table 1.

Auto-aggregation ability, hydrophobicity, and adhesion ability to HeLa cells, and survivability in 0.01% H₂O₂ of three candidate strains. (mean ± SD, n = 3).

	Auto-Aggregation Ability (%)	Hydrophobicity (%)
Strain
L. delbrueckii DM8909	51.50 ± 4.10	29.07 ± 0.45
Lpb. plantarum ATCC14917	11.65 ± 1.49	50.97 ± 0.64
Lpb. plantarum ZX27	8.10 ± 0.28	44.07 ± 0.15
	Adhesion to HeLa cells		Survivability in 0.01% H2O2 (%)
Strain	Adhesion rate (%)	Amount of lactobacilli in each HeLa cell
DM8909	35.96 ± 6.81	593 ± 112	55.5 ± 2.55
ATCC14917	8.89 ± 1.03	147 ± 17	11.97 ± 9.53
ZX27	12.67 ± 0.78	209 ± 13	91.12 ± 6.06

3.2. SCFAs and Lactic Acid Levels in CFS

SCFAs and lactic acid are important metabolites produced by Lactobacillus and Bifidobacterium and play an important role in maintaining intestinal health [35]. We analyzed the concentrations of six SCFAs and lactic acid in the CFS of cultured Lactobacillus sp. by gas chromatography to detect the differences in acid metabolites among candidate strains (Table 2). The other two Lpb. plantarum strains produced more lactic acid, propionic acid, butyric acid, isobutyric acid, and valeric acid than Lactobacillus delbrueckii DM8909. In addition, the concentrations of SCFAs and lactic acid in CFS of Lpb. plantarum ZX27 were found 0.003 mM (acetic acid), 0.106 mM (lactic acid), 0.032 mM (propionic acid), 0.060 mM (butyric acid), 0.014 mM (isobutyric acid), and 0.005 mM (valeric acid) higher than Lpb. plantarum ATCC14917. DM8909 produced slightly higher amounts of acetic acid and isovaleric acid than the other strains.

Table 2.

Concentrations of short-chain fatty acids (SCFAs) and lactic acid in the cell-free supernatants (CFS) of Lactobacillus sp. cultured under anaerobic conditions. (mean ± SD, n = 3).

Strain	SCFAs and Lactic Acid (mM)
	Acetic Acid	Lactic Acid	Propionic Acid	Butyric Acid	Isobutyric Acid	Valeric Acid	Isovaleric Acid
DM8909	0.012 ± 0.001	6.513 ± 0.034	0.951 ± 0.005	0.977 ± 0.003	0.611 ± 0.002	0.431 ± 0.002	0.285 ± 0.011
ATCC14917	0.008 ± 0.001	6.954 ± 0.031	1.021 ± 0.003	1.06 ± 0.004	0.654 ± 0.005	0.464 ± 0.003	0.283 ± 0.008
ZX27	0.011 ± 0.001	7.06 ± 0.064	1.053 ± 0.003	1.12 ± 0.021	0.668 ± 0.008	0.469 ± 0.001	0.282 ± 0.007

3.3. Interaction between Lactobacillus and G. vaginalis in Co-Aggregation, Co-Culture and Preventing Attachment

Following 3 h of incubation with G. vaginalis, the co-aggregation value of the three lactobacilli ranged from 0.40% to 7.27%. Specifically, the co-aggregation ability of DM8909 (7.27%) and ZX27 (6.34%) was similar, whereas ATCC14917 showed poor co-aggregation (0.40%) (Figure 1A). The impact of the three lactobacilli on the growth of G. vaginalis was then evaluated in BHIs broth. A concentration series of 10⁵, 10⁶, and 10⁷ CFU/mL Lactobacillus sp. was used in the co-culture assays. As shown in Figure 1B–D, at a concentration of 10⁵ CFU/mL, the inhibition rates of DM8909, ATCC14917, and ZX27 were 80.06%, 26.44%, and 80.42%, respectively (24 h). Additionally, at 10⁶ CFU/mL, the inhibition rates of all three lactobacilli were 70.82%, 90.28%, and 85.72%, respectively. Furthermore, at 10⁷ CFU/mL, all three lactobacilli showed excellent anti-G. vaginalis abilities, with inhibition rates over 98%. Moreover, the suppressive effect of Lactobacillus sp. on G. vaginalis growth increased along with the increase in the number of Lactobacillus sp., with the biggest changes observed in ATCC14917 cells (ATCC14917 at 10⁵ CFU/mL showed an inhibition rate of 26.44%, as compared with 90.28% at 10⁶ CFU/mL) (Figure 1C).

Figure 1.

(A) Co-aggregation of three Lactobacillus sp. with G. vaginalis. Inhibition rates of G. vaginalis in a co-culture assay with (B) L. delbrueckii DM8909, (C) Lpb. plantarum ATCC14917, and (D) Lpb. plantarum ZX27. The initial concentration of G. vaginalis was 10⁴ CFU/mL. (E) Inhibition rate of G. vaginalis adhesion following pre-adhesion by Lactobacillus sp. (10⁹ CFU/mL). The initial concentration of G. vaginalis was 10⁷ CFU/mL. * p < 0.05. The data is represented as mean ± SD (n = 3).

We then tested the protective effect of Lactobacillus sp. against G. vaginalis adhesion according to the competitive adhesion site of Lactobacillus sp. and G. vaginalis in HeLa cells. Preferential occupation of the adhesion site by Lactobacillus sp. would preclude the G. vaginalis attachment site, resulting in abortive binding to vaginal epithelial cells. The evaluation of the three lactobacilli concentrations (10⁷, 10⁸, and 10⁹ CFU/mL) revealed a protective effect only at the highest concentration (10⁹ CFU/mL, corresponding to 100-fold of the concentration of G. vaginalis used). The results show average inhibition rates for DM8909, ATCC14917, and ZX27 of 52.39%, 76.49%, and 42.57%, respectively (Figure 1E).

3.4. Impact of CFS on the Formation and Disruption of G. vaginalis Biofilms

The impact of CFS produced by Lactobacillus sp. on G. vaginalis biofilm was also evaluated to further study the inhibition effect of Lactobacillus sp. The CFS of the three lactobacilli caused a significant reduction (p < 0.05) in G. vaginalis biofilm formation and preformed biofilm (DM8909: 49.55% and 44.91%; ATCC14917: 31.08% and 35.89%; and ZX27: 45.79% and 40.84%, respectively) (Figure 2A,B).

Figure 2.

Impact of Lactobacillus sp. CFS on G. vaginalis. (A) Impact of CFS on G. vaginalis preformed biofilm. Optical density at 600 nm (OD₆₀₀) of G. vaginalis biofilm in the presence of CFS. (B) Impact of CFS on G. vaginalis biofilm formation. Control: G. vaginalis growth in BHIs broth. Values are showed as mean ± SD (n = 5). *p < 0.05, **p < 0.01, ***p < 0.001 vs. control.

3.5. Impact of CFS in Gene Expression in Planktonic and Biofilm Cells of G. vaginalis

The CFS of the three LAB inhibit G. vaginalis growth and biofilm formation, according to the results of the present study and our previous work [24]. CFS contain Lactobacillus sp. metabolites, including SCFAs, H₂O₂, and bacteriocins [36]. In the present study, we used quantitative polymerase chain reaction (qPCR) to evaluate and compare the effect of LAB metabolites on G. vaginalis by exposing G. vaginalis to the CFS of the three Lactobacillus sp. (diluted 1:9 in BHIs) for 48 h. We compared the expression of nine genes from planktonic and biofilm-forming cells with that of untreated cells. The selected genes are involved in virulence systems (vly and sld), pili proteins (pat), biofilm formation (gtf), metabolism (stp, atm, and itm), and antimicrobial resistance (bcrA and mds).

Table 3 shows the fold changes in G. vaginalis at an mRNA level caused by the CFS of the three probiotic strains. DM8909 CFS upregulated three genes (sld, gtf, and stp) and did not impact the expression of the other six genes in planktonic cells. However, DM8909 CFS downregulated six genes (vly, sld, gtf, stp, bcrA, and mds), with no significant influence on the other three genes related to biofilm formation. ATCC14917 downregulated three genes (gtf, bcrA, and mds) in planktonic cells and seven genes (vly, sld, pat, gtf, stp, bcrA, and mds) in biofilm cells. Moreover, ZX27 significantly reduced the expression of all genes in both cell types, except for bcrA and mds in planktonic cells. These findings indicate that Lpb. plantarum ZX27 was the most effective for suppressing the expression of genes related to G. vaginalis pathogenicity.

Table 3.

Fold changes in the gene expression of G. vaginalis following exposure to Lactobacillus CFS. (Mean, n = 3).

Category	Target Gene (Symbol)	Fold change in Suspended Bacteriaa			Fold Change in Biofilmb
		DM8909	ATCC14917	ZX27	DM8909	ATCC14917	ZX27
Pathogenic factor	HMPREF0424_0103 (vly)	1.41	1.21	0.15*	0.17*	0.16*	0.14*
	HMPREF0424_1109(sld)	45.33*	10.33*	0.05*	0.25*	0.25*	0.01*
Epithelial adhesion	HMPREF0424_0125 (pat)	1.20	2.65*	0.02*	0.57	0.36*	0.0001*
Biofilm formation	HMPREF0424_0821 (gtf)	2.08*	0.29*	0.07*	0.27*	0.25*	0.17*
Metabolism	HMPREF0424_1297 (stp)	2.21*	1.57	0.17*	0.38*	0.11*	0.04*
	HMPREF0424_1253 (atm)	1.51	0.87	0.19*	2.08*	0.89	0.17*
	HMPREF0424_1189 (itm)	1.87	0.97	0.08*	0.72	0.72	0.07*
Antimicrobial resistance	HMPREF0424_0156 (bcrA)	0.77	0.47*	1.64	0.10*	0.10*	0.30*
	HMPREF0424_1122 (mds)	0.93	0.45*	1.83	0.17*	0.17*	0.39*

^a Control: G. vaginalis supernatant cultured in BHIs for 48 h; ^b Control: G. vaginalis cultured in BHIs for 48 h and adhered to a cell culture dish; * Denotes a statistically significant fold change (≥ 2 or ≤0.5).

3.6. Anti-Inflammatory Activities of Lactobacillus sp.

We then assessed the effects of different Lactobacillus sp. strains on interleukin (IL)-8 production in HeLa cells. We found that G. vaginalis could significantly induce IL-8 expression; nevertheless, Lactobacillus sp. strains induced IL-8 expression less than G. vaginalis (p < 0.05) (Figure 3A). Additionally, IL-8 mRNA levels in HeLa cells exposed to the three Lactobacillus sp. strains did not differ significantly from those in the negative control (p > 0.05).

Figure 3.

Regulation of pro-inflammatory IL-8 expression in HeLa cells by Lactobacillus sp. (A) IL-8 expression in HeLa cells simultaneously infected with G. vaginalis ATCC49145 (GV) and exposed to Lactobacillus sp. (B) IL-8 expression in HeLa cells infected with G. vaginalis ATCC49145 (GV), followed by Lactobacillus sp. treatment. (C) IL-8 expression under oxidative stress following treatment with Lactobacillus sp. Control: untreated HeLa cells. Data represent the mean ± SD (n = 3). ^#p < 0.05 vs. Control; ^*p < 0.05, ^**p < 0.01, ^***p < 0.001 vs. GV or H₂O₂ alone.

Moreover, we observed that the upregulated IL-8 expression in HeLa cells induced by G. vaginalis was significantly downregulated following subsequent post-treatment with probiotic Lactobacillus sp. (p < 0.01) (Figure 3B).

To further evaluate the anti-inflammatory activity of Lactobacillus sp. under oxidative stress, HeLa cells were exposed to H₂O₂ [32], which upregulated IL-8 expression. However, the following subsequent post-treatment with the three lactobacilli significantly reduced IL-8 expression in HeLa cells, compared with the H₂O₂ group (p < 0.05) (Figure 3C).

4. Discussion

BV is among the most common vaginal conditions in women of child-bearing age worldwide. Optimal vaginal microbiota comprises a balanced mixture of more than 250 bacterial species [37]. Under certain conditions, changes in vaginal microbiota are always accompanied by a decrease in Lactobacillus sp. and an overgrowth of anaerobic bacteria. G. vaginalis is a major contributor to BV due to its virulence factors, including vaginolysin and sialidase [9,13]. Lactobacillus sp. have been proved to efficiently treat BV and reduce its recurrence by restoring vaginal microbiota [19,37,38,39,40].

Lactobacillus sp. exhibit antibacterial activity in different ways [25]. In the present study, we evaluated the probiotic ability and anti-inflammatory effects of three candidate lactobacilli and the pathways related to G. vaginalis adhesion, biofilm formation, and gene expression. L. delbrueckii DM8909 was a commercial strain isolated from Dingjunsheng (a live Lactobacillus capsule for vaginal use; Wanze Shuangqi). Our previous study confirmed Lpb. plantarum ZX27′s anti-G. vaginalis activity [24], and in this report, Lpb. plantarum ATCC14917 was used as a control for Lpb. plantarum ZX27.

We initially compared the basal properties of the three lactobacilli. The auto-aggregation capacity is a crucial factor that allows probiotic strains to form floccules under adverse conditions [41]. Two Lpb. plantarum strains isolated from cocoa fermentation showed moderate auto-aggregation values of 33.44% and 29.23% [25], and Yanfeng et al. [42] reported 15 Lpb. plantarum strains showing auto-aggregation values ranging from 24.83% to 33.57%. In the present study, L. delbrueckii DM8909 showed a notable auto-aggregation capacity of up to 51.5%, whereas Lpb. plantarum ATCC14917 and ZX27 showed lower capacities of 11.65% and 8.1%, respectively. It is likely that the auto-aggregation capacities of the two Lpb. plantarum strains in this study were inferior to those previously reported due to the different time periods evaluated. However, DM8909 had a lower MATH (<33%) according to hydrophobicity testing, which was consistent with previous findings [42]. Moreover, we assessed the adhesion abilities of the three strains to HeLa cells in saturation coverage (over 1000 strains on one HeLa cell, 10⁹ CFU Lactobacillus sp. strains covered 10⁶ HeLa cells). The number of Lactobacillus sp. to HeLa cells indicated the maximum number of Lactobacillus sp. on one cell (>100), suggesting that all three strains possessed notable adhesive properties. Furthermore, ZX27 showed better survivability under oxidative stress, and the results reveal significantly enhanced resistance to 0.01% H₂O₂ when compared with ATCC14917. Petrova et al. [27] tested three vaginal probiotic Lactobacillus sp. and found the survival rates of Lactobacillus rhamnosus GG, L. rhamnosus GR-1, and L. rhamnosus LC705 in 0.1% (v/v) H₂O₂ ranging from 1.8% to 8.7%. Additionally, we found that the probiotic properties were highly strain-specific, with ZX27 exhibiting moderate properties in hydrophobicity and adhesion. Bacterial colonization and adhesion are likely influenced by auto-aggregation [3]. Although ZX27 exhibited relatively poor auto-aggregation, it exhibited faster growth and a higher number of CFUs at the end of fermentation (12 h) (4 × 10⁹ CFU/mL) compared to DM8909 (5 × 10⁸ CFU/mL) (Supplementary Figure S2).

The evaluation of the SCFAs and lactic acid in the CFS of ZX27 indicated that it produced the highest content of lactic acid (8.8% higher than DM8909), propionic acid, butyric acid, isobutyric acid, and valeric acid. A low, acidic pH is generally considered to be a primary mechanism for maintaining the composition of healthy vaginal microflora [43]. Moreover, BV is characterized by a dramatic loss of lactic acid and greater concentrations of mixed SCFAs, including acetate, propionate, butyrate, and succinate [44]. In the present study, we found that ZX27 was a more appropriate candidate for BV therapy since this strain produced higher concentrations of propionic acid, butyric acid, isobutyric acid, valeric acid, and lactic acid than DM8909.

In the co-aggregation test, DM8909 and ZX27 had a significantly higher co-aggregation ability with G. vaginalis than ATCC14917 (Figure 1A). Additionally, the observed co-aggregation with G. vaginalis in the present study (0.40–7.27%) was lower than previous reports (43.15–44.61%) [25]. The co-culture experiments showed that the original content of Lactobacillus sp. influenced the inhibition ability. With the content of 10⁷ CFU/mL, all three lactobacilli efficiently inhibited G. vaginalis growth (inhibition rate >98%) (Figure 1B–D). These results were consistent with those of other studies, including Lpb. plantarum Os13 and Lpb. plantarum Kor14 inhibition of Listeria monocytogenes, E. coli, and Salmonella enterica serovar Enteritidis growth at different times with an initial Lactobacillus sp. content of 10⁷ CFU/mL [45]. Additionally, Lactobacillus johnsonii LJ202 inhibited the growth of S. enterica serovar Enteritidis DMST7106 in a co-culture study [46], and another study reported that a 4-h co-culture with Lactobacillus gasseri eliminated G. vaginalis and Prevotella bivia [47]. Moreover, two commercially available probiotic strains (L. rhamnosus HN001 and Lactobacillus acidophilus GLA-14, alone or in combination (Respecta probiotic blend)) inhibit the growth of four different pathogens responsible for both BV (G. vaginalis and Atopobium vaginae) and aerobic vaginitis (Staphylococcus aureus and E. coli) in co-cultures [48]. Furthermore, Lpb. plantarum 86 and L. fermentum AI2 inhibit the growth of E. coli NG 502121 and S. aureus AY 507047 following co-culture [49]. We found that Lactobacillus sp. inhibited G. vaginalis adherence when HeLa cells were previously covered with Lactobacillus sp. (Figure 1E) and ATCC14917, showing the strongest inhibition to prevent G. vaginalis adherence. This result contrasts with reports indicating poor adherence of ATCC14917 to HeLa cells (Table 1). The stronger adhesive ability of ATCC14917 might be one of the possible explanations, and the poor co-aggregation ability of ATCC14917 with G. vaginalis may explain the higher adhesion inhibition rate of this Lactobacillus strain (Figure 1A,E). At a lower Lactobacillus sp. concentration of 10⁵ CFU/mL, G. vaginalis only showed good growth in a co-culture with ATCC14917. This might be related to the poor co-aggregation ability of ATCC14917 with G. vaginalis (Figure 1A,C). The poor co-aggregation ability of Lactobacillus resulted in a weak anti-pathogens ability with respect to a low probiotic number but provided stronger mucosal protection in the adhesion test. A previous study showed that L. crispatus significantly inhibits G. vaginalis adherence [21], and Lactobacillus sp. were capable of excluding and displacing urinary tract pathogens from SV-HUC-1 cells [50]. Additionally, Liu et al. [51] found that Lpb. plantarum CCFM 233 and Lpb. plantarum CCFM 231 strongly antagonized the adhesion to and invasion of HT-29 cell lines by enteroinvasive E. coli.

In addition to the antimicrobial activity of the three lactobacilli, we discovered that their respective CFS exhibited anti-biofilm activity against G. vaginalis. Mariya et al. [52] reported that the lectin-like protein 1 in L. rhamnosus GR-1 inhibits adhesion and biofilm formation in the key urogenital pathogen E. coli UTI89. In addition to its anti-biofilm formation activity, we found that the CFS destroyed G. vaginalis biofilm. This was supported by a previous study showing that L. rhamnosus GR-1 and L. reuteri RC-14 infiltrate G. vaginalis biofilms and cause bacterial cell death [53]. G. vaginalis biofilms tolerate 5- and 4-8-fold higher concentrations of H₂O₂ and lactic acid, respectively, than planktonic cultures [53]. In the present study, we demonstrated that Lactobacillus sp. were capable of eliminating biofilm and efficiently killing G. vaginalis.

To investigate the mechanism by which Lactobacillus sp. antagonizes G. vaginalis, we evaluated the expression of relevant genes encoding virulence factors and their association with adhesion, biofilm formation, metabolism, and antimicrobial resistance (Table 3). The vly and sld genes encode vaginolysin and sialidase, which are the main pathogenic factors of G. vaginalis. We found that vly and sld expression was downregulated in both planktonic and biofilm cells by the CFS of ZX27, indicating that Lactobacillus sp. CFS influences virulence factors produced by G. vaginalis. It is clear that Lactobacillus sp. metabolites affected the expression of pathogenic genes. A previous study demonstrated that L. crispatus directly downregulated the expression of vly in G. vaginalis UM241, a BV-positive strain [9]. Furthermore, exposure to CFS decreased the expression of pat, which encodes the fibril-associated protein (flp) pilus-assembly TadE/G-like family protein and might play an important role in its adhesion to vaginal epithelial cells [54]. These findings suggest that Lactobacillus sp. CFS might decrease the package of pilus in G. vaginalis to inhibit adhesion. Deconvolution microscopy showed changes in the structure and viability of biofilms in the presence of L. reuteri RC-14, accompanied by the loss of dense Gardnerella biofilm pods [22]. The gtf gene encodes a glycosyltransferase, which is likely imperative for the biosynthesis of exopolysaccharide and critical for biofilm formation [54]. Except for DM8909, we found that CFS decreased the expression gtf in G. vaginalis. The stp, atm, and itm genes of G. vaginalis are involved in the metabolism of carbohydrates, amino acids, and ions, respectively (the function of these three genes are in Supplementary Table S1). In the present study, we found that ZX27 CFS decreased the expression of these genes, suggesting that Lactobacillus sp. CFS inhibited G. vaginalis metabolism. Furthermore, the expression of bcrA and mds involved in antimicrobial resistance was downregulated in biofilm cells exposed to the CFS from all three lactobacilli. Interestingly, only ATCC14917 CFS downregulated bcrA and mds expression in planktonic cells. In our previous study, Lactobacillus sp. directly inhibited bcrA and mds expression [24]. This phenomenon might explain the better potency of probiotics combined with antibiotics for BV therapy compared to antibiotics alone [5]. Castro et al. [54] used RNA-seq technology to reveal upregulated expression of pat, gtf, bcrA, and mds in biofilm cells as compared with planktonic cells. In the present study, we found that Lactobacillus sp. decreased the expression of biofilm-related genes in G. vaginalis and inhibited biofilm formation, agreeing with a previous study showing that lactobacilli infiltrate BV biofilms and result in bacterial death [53]. Notably, the CFS from DM8909 and ATCC14917 upregulated sld expression by 10-fold in planktonic cells, and DM8909 also upregulated gtf and stp in suspended G. vaginalis cells. By contrast, these three genes were downregulated by DM8909 CFS in biofilm cells, with this downregulation also observed in sld and pat by ATCC14917 CFS. A possible explanation is that G. vaginalis responds differently to Lactobacillus sp. CFS in suspended and biofilm states. The CFS of L. delbrueckii DM8909 upregulated sld, gtf, and stp genes of G. vaginalis in planktonic form. One possible explanation is that free pathogenic bacteria prefer to make pathogenicity, while bacteria in the biofilm are more likely to survive in the presence of CFS from L. delbrueckii DM8909. This represents the first study reporting an altered expression of G. vaginalis genes associated with adhesion (pat), biofilm formation (gtf), metabolism (stp, atm, and itm), and antimicrobial-resistance (bcrA and mds) by Lactobacillus sp.

We also evaluated the effect of Lactobacillus sp. on IL-8 production. Previous studies reported that E. coli-induced production of IL-8, a pro-inflammatory cytokine, is inhibited by Lactobacillus sp. in HT-29 cells [33], and Lpb. plantarum ATG-K2, ATG-K6, and ATG-K8 lysates decrease lipopolysaccharide-induced production of IL-6 and tumor necrosis factor-α in murine macrophages [55]. In the present study, Lactobacillus sp. inhibited IL-8 production induced by G. vaginalis and H₂O₂. These results agree with a previous study showing that Lactobacillus sp. strains or Lpb. plantarum 59 and L. fermentum 137 CFS decreased IL-8 secretion in HeLa cells induced by G. vaginalis infection [23]. Additionally, Yang et al. [56] reported that Lpb. plantarum 200655 isolated from kimchi showed radical scavenging activity and lipid peroxidation-inhibition activity. In the present study, three lactobacilli displayed modulatory effects on IL-8 levels under oxidative stress conditions in HeLa cells. Further research on the anti-inflammatory function of Lactobacillus sp. in the vaginal environment is needed.

There are still some limitations in our studies. The adhesion and anti-inflammatory assays were performed in HeLa cells, which are a type of cancer cell; therefore, an assessment of these findings using normal vaginal epithelial cells may be more credible. Although experimental studies in mice have confirmed that Lactobacillus sp. can treat BV caused by G. vaginalis [29,57], additional studies in other animal models and humans are needed to fully explore the mechanisms and safety of vaginal-use probiotics.

In conclusion, we demonstrated that Lactobacillus sp. displayed four attributes related to anti-G. vaginalis activity: (1) growth inhibition, (2) adherence reduction via barrier function, (3) inhibition of anti-biofilm formation and attenuation of virulence factor expression, and (4) anti-inflammatory properties. Specifically, we showed that Lactobacillus sp. metabolites affected the expression of key genes, which is related to virulence factors, adhesion, biofilm formation, metabolism, and antimicrobial resistance in G. vaginalis. Multiple strains of Lactobacillus sp. may be used together for establishing vaginal eubiosis due to the specificity of probiotic strains. Our results identified Lpb. plantarum ZX27 as the possible candidate for further studies due to its satisfactory anti-G. vaginalis activity.

Supplementary Materials

The following are available online at https://www.mdpi.com/article/10.3390/microorganisms9040728/s1, Supplementary Table S1: Primer sequences used for qPCR assay, Supplementary Figure S1: Time-dependent auto-aggregation rate of the three tested Lactobacillus sp., Supplementary Figure S2: The growth curve of the three tested Lactobacillus sp.

Author Contributions

Z.Q. and D.C. contributed to the conception and design of the work; H.Z., D.Z., P.Y., F.G. and C.L. took part in in the experiment and reviewed the manuscript; Y.Y. provided technical support in the use of Applied Biosystems; S.K. modified the full text; Z.Q. wrote the main manuscript text and D.C. submitted the article. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by grants from the National Key Research and Development Program of China (No. 2018YFA0901904), the National Natural Science Foundation of China (No. 81872775), and funding from the Consumer Products Group of Ministry of Industry and Information Technology of China (No. CEIEC-2020-ZM02-0165).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

All datasets generated for this study are included in the manuscript and/or the Supplementary Files.

Conflicts of Interest

The authors declare that they have no conflicts of interest.