- 1MRC Tropical Epidemiology Group, London School of Hygiene and Tropical Medicine, London, United Kingdom
- 2Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium
- 3Department of Public Health, Institute of Tropical Medicine, Antwerp, Belgium
- 4Mwanza Intervention Trials Unit, National Institute for Medical Research, Mwanza, Tanzania
- 5MRC/UVRI and LSHTM Uganda Research Unit, Entebbe, Uganda
- 6Department of Clinical Research, London School of Hygiene and Tropical Medicine, London, United Kingdom
- 7Belgian Health Care Knowledge Centre, Brussels, Belgium
- 8National Institute for Medical Research, Mwanza, Tanzania
The aetiology of bacterial vaginosis (BV) is not well-understood, and prevalence appears to be higher among women living in sub-Saharan Africa. A recent conceptual model implicates three main bacteria (Gardnerella vaginalis; Atopobium vaginae; and Prevotella bivia), sexual activity, sialidase activity, and biofilm formation in the pathogenesis of BV. We describe the vaginal microbiota, presence of the putative sialidase A gene of G. vaginalis, and biofilm among 386 adolescent girls aged 17 and 18 years in a cross-sectional study in Mwanza, Tanzania around the time of expected sexual debut. Vaginal swabs were collected and tested by quantitative polymerase chain reaction (qPCR) for five Lactobacillus species, G. vaginalis, A. vaginae, P. bivia, the sialidase A gene of G. vaginalis, and by fluorescence in situ hybridisation (FISH) for evidence of G. vaginalis and A. vaginae biofilm. We conducted a risk factor analysis of G. vaginalis, A. vaginae and P. bivia, and explored the associations between biofilm, the presence of the sialidase A gene, and non-optimal vaginal microbiota (Nugent 4–7). L. crispatus and L. iners were detected in 69 and 82% of girls, respectively. The prevalence of L. crispatus was higher than previously reported in earlier studies among East and Southern African women. G. vaginalis, A. vaginae, P. bivia were independently associated with reported penile-vaginal sex. Samples with all three BV-associated bacteria made up the highest proportion of samples with Nugent-BV compared to samples with each bacterium alone or together in pairs. Of the 238 girls with G. vaginalis, 63% had the sialidase A gene detected, though there was no difference by reported sexual activity (p = 0.197). Of the 191 girls with results for sialidase A gene and FISH, there was strong evidence for an increased presence of sialidase A gene among those with evidence of a biofilm (p < 0.001). There was a strong association between biofilm and non-optimal microbiota (aOR67.00; 95% CI 26.72–190.53). These results support several of the steps outlined in the conceptual model, although the role of sexual activity is less clear. We recommend longitudinal studies to better understand changes in vaginal microbiota and biofilm formation around the time of sexual debut.
Introduction
Vaginal microbiota plays an important protective role in the female reproductive tract. Optimal vaginal microbiota is dominated by lactic acid producing bacteria (Lactobacillus spp) which maintains a low pH in the vaginal niche. Bacterial vaginosis (BV), an example of non-optimal vaginal microbiota, is characterised by the loss of protective Lactobacillus spp. (L. crispatus, as well as L. gasseri, L. jensenii, and L. vaginalis) and a high relative abundance or load of facultative and/or obligate anaerobes, resulting in the breakdown of the protective mucin layer and inflammation (McKinnon et al., 2019). BV is associated with adverse urogenital and reproductive health outcomes including an increased risk of HIV acquisition (Low et al., 2011; Buvé et al., 2014; Eastment and Mcclelland, 2018). While BV and BV-associated bacteria have been well-described, it is not well-understood how the high abundance of BV-associated bacteria is established and maintained, and how BV develops and resolves (van de Wijgert et al., 2014). Sexual activity has been strongly associated with BV; however, it is not clear whether it is a sexually transmitted or sexually enhanced condition (Fethers et al., 2008; Verstraelen et al., 2010). Describing the vaginal microbiota around the time of sexual debut may offer important insights for understanding the pathogenesis of BV.
Lactobacillus spp.-dominated vaginal microbiota is associated with health; however, not all Lactobacilllus spp. are equally protective. L. crispatus, as well as L. gasseri, L. jensenii, and L. vaginalis, have been associated with health; while L. iners is often found among women with BV (van de Wijgert et al., 2014). A recent prospective study among South African adolescent girls showed that L. crispatus-dominated vaginal microbiota, not L. iners, was associated with a decreased risk of acquiring HIV (Gosmann et al., 2017). In addition, this study reported that only 10% of women had microbiota dominated by L. crispatus, while 32% were dominated by L. iners. This is in contrast to a study conducted among Caucasian women in high income countries 45% of whom had L. crispatus-dominated vaginal communities (Ravel et al., 2011). Several studies have reported that Black African and African-American women compared to Caucasian or Asian women are less likely to carry L. crispatus, and more likely to carry L. iners (van de Wijgert et al., 2014). It has been hypothesised that such differences in the vaginal microbiota may partly explain differences in prevalence of BV between different populations with the highest prevalences found in women in sub-Saharan Africa (Kenyon et al., 2013; Buvé et al., 2014).
In 2019, Muzny et al. presented a conceptual model that implicated three main bacteria and their interactions in the pathogenesis of BV: Gardnerella vaginalis; Atopobium vaginae; and Prevotella bivia. The model postulated that that virulent strains of G. vaginalis are acquired by sexual transmission which adhere to the host epithelium, displace lactobacilli and create a biofilm (Muzny et al., 2019), a structured community of bacteria in a self-produced extracellular matrix which sequesters bacteria making it difficult to treat (Hardy et al., 2017a). Recently it has been shown that different strains of G. vaginalis may explain differences in virulence (Vaneechoutte et al., 2019). For example, some, but not all, strains can produce sialidase, which facilitate the destruction of the protective mucin layer on the vaginal epithelium (Lopes Dos Santos Santiago et al., 2011). After this first step, the Muzny model proposes that the synergistic effect of P. bivia and G. vaginalis enhances growth of both bacteria which both produce sialidase and loss of the mucin layer of the vaginal epithelium. Next, the loss of the mucin layer leads to increased adherence of other BV-associated bacteria, including A. vaginae. A. vaginae has been shown to elicit a stronger immune response than G. vaginalis, and may also have higher resistance to BV treatments such as metronidazole.
We recently published a paper showing a BV prevalence of 25% among girls attending secondary school in Tanzania. In this study the BV prevalence among girls who reported no penile-vaginal sex was 19% compared to 33% in girls reporting having had penile-vaginal sex (Francis et al., 2018). These data strongly suggest that penile-vaginal sex increases the risk for BV. In this paper, we describe the vaginal microbiota from the same study, including the results of quantitative PCR tests for L. crispatus, L. gasseri, L. jensenii, L. iners, L. vaginalis, G. vaginalis, A. vaginae and P. bivia; putative sialidase A gene of G. vaginalis in specimens containing G. vaginalis; and BV-associated biofilm dominated by G. vaginalis and A. vaginae by fluorescence in situ hybridisation (FISH). We investigate factors associated with the presence of G. vaginalis, A. vaginae and P. bivia, and the association between biofilm, putative sialidase gene of G. vaginalis and non-optimal microbiota.
Materials and Methods
The enrolment of the study population and the study procedures have been described in detail elsewhere (Francis et al., 2018). In brief, all government secondary schools in Mwanza city, north-western Tanzania, were mapped and 26 schools with more than 25 girls aged 17 and 18 years were identified and asked to collaborate in the study. The parents of all girls aged 17 and 18 years in forms 1–3 were informed about the study and asked for their informed consent for their daughter to participate in the study if she was <18 years old. The girls were asked for their assent/consent. Assenting/consenting girls were invited to a research clinic where they were interviewed and samples of urine, blood and vaginal fluid were taken for testing for sexually transmitted and reproductive tract infections (STIs/RTIs) and characterisation of the vaginal microbiota. Non-pregnant girls were taught how to self-collect vaginal swabs. They were asked to collect five sequential swabs in the presence of a nurse who provided assistance if needed.
Laboratory Tests
Laboratory testing was performed according to standard operating procedures. Urine samples were tested for pregnancy using the QuickVue+ Test (QUIDEL, USA). Serum samples were used to test for IgG antibodies for HSV-2 by ELISA (Kalon Biological Ltd., UK). Syphilis was determined by the Immutrep Rapid Plasma Reagin test (Omega Diagnostics, Scotland) and the Treponema pallidum particle agglutination assay (SERODIA, Fujirebio Inc., Japan).
All blood samples were screened with the Determine HIV 1/2 rapid test (Alere, Japan). Reactive samples were tested with the Uni-GoldTM HIV rapid test (Trinity Biotech, Ireland). If both tests were reactive, the final result was deemed positive. If the Uni-Gold test was not reactive, the sample was tested with the HIV 1/2 Stat-Pak test (Chembio, USA). The final result was considered positive if the Stat-Pak result was reactive.
Two flocked swabs (Copan, USA) were eluted in 1.2 mL of diluted phosphate buffered saline (dPBS) (pH 7.4–1:9, PBS:saline), pooled and aliquots were prepared. One aliquot was used to test for Neisseria gonorrhoeae, Chlamydia trachomatis and Mycoplasma genitalium by in-house PCR (Chen et al., 2008; Hopkins et al., 2010). A second aliquot was used to test for human papillomavirus (HPV) using the Roche Linear Array HPV Genotyping Test (Roche, USA), which detects 37 HPV high and low risk genotypes. A third aliquot was used to assess the presence and concentrations of L. crispatus, L. gasseri, L. jensenii, L. iners, L. vaginalis, G. vaginalis, A. vaginae using a qPCR as previously described (Jespers et al., 2012), with the exception of DNA extraction where another method, the QIAmp DNA mini kit, was applied. A fourth aliquot was used for the determination of the bacterial load of P. bivia and the detection of the putative sialidase A gene of G. vaginalis in specimens containing G. vaginalis. DNA was extracted using the Abbott m2000sp automated extraction platform (Abbott Laboratories, USA) according to the manufacturer's instructions for the plasma custom program and incorporating an extra lysis step (Crucitti et al., 2018). For the quantification of P. bivia, an in-house qPCR assay was performed targeting the mucin-desulfating sulfatase (mdsC) gene. The 25 μL PCR mixture consisted of 12.5 μL Sybr Green master mix (Qiagen, Germany), 0.5 μL of 10 μM of each primer (forward primer: PBsulF 5'ACGTTTGGGCAAAGCTCCTTGTCT3', reverse primer: PBsulR 5'GCGTGTACGCCAGTTGCAAGA3), 6.5 μL Rnase free water, and 5 μL of DNA extract (Lopes dos Santos Santiago et al., 2012). The amplification comprised an initial heating of 95°C for 5 min followed by 45 cycles of 95°C for 5 s and 65°C for 10 s. For samples containing G. vaginalis, a qPCR for the putative G. vaginalis sialidase A gene was performed as previously described (Hardy et al., 2017b). All qPCRs were run in duplicate and the organism concentrations were expressed as genome equivalents per ml (geq/ml) and log10-transformed.
A cotton-tipped vaginal swab was used to prepare two slides. The first slide was Gram stained and examined for vaginal yeast and for BV using the Nugent score for diagnosing BV (Nugent et al., 1991). A Nugent score of 0–3 indicated normal microbiota, 4–6 indicated intermediate microbiota, and 7–10 indicated BV. A Superfrost Plus® slide (Menzel-Gläser, Germany) was heat fixated and stored at room temperature until shipment to the Institute of Tropical Medicine in Antwerp, Belgium (ITM) where it was re-fixated with a Carnoy solution (6:3:1, ethanol:chloroform:glacial acetic acid) for at least 12 h. For all participants who had G. vaginalis detected by qPCR, the slide was examined using Peptide Nucleic Acid (PNA)-FISH employing species-specific probes for A. vaginae (AtoITM1) and G. vaginalis (Gard162), and the broad-range BacUni-1 probe. Procedures and definitions of observations were applied as described elsewhere (Hardy et al., 2015). The Superfrost Plus® slide was not available for the first few weeks of the study; therefore, not all participants have results for the FISH examination. The same swab was inoculated in an InPouch™ TV culture device (BioMed Diagnostics, USA), incubated at 37°C and read every other day for the presence of motile trichomonads for 5 days or until positive.
All laboratory tests were carried out at the Mwanza Intervention Trials Unit at the National Institute of Medical Research (NIMR/MITU) laboratory in Mwanza with the exception of the qPCR on P. bivia, the putative sialidase A gene tests on G. vaginalis and the visualization of G. vaginalis and A. vaginae by FISH which were carried out at ITM. The primers and probes at NIMR were ordered from Eurogentec S.A. (Belgium) and PCRs were run on the QIAGEN Rotorgene Q. The primers and probes used at ITM were synthesized by Integrated DNA Technologies (IDT), Illinois, USA, and amplifications were performed using the Corbett Life Science Rotor-GeneTM 6000 (Qiagen, The Netherlands). In order to assess the variability in the results of the qPCR a random selection of 100 stored samples were re-tested at ITM. Initial qPCR results for L. crispatus carried out at NIMR/MITU were higher than expected; therefore, we repeated L. crispatus qPCR at ITM and compared results. There was less than a log difference between the geometric means between the NIMR/MITU and ITM results (8.72 vs. 7.76, respectively); therefore, we used the NIMR/MITU results in the analysis described below.
Data Management and Statistical Analysis
Pen and paper questionnaire data and laboratory worksheets were double entered into OpenClinica LLC (Akaza Research, USA). The data were analysed using R version 3.6.3.
Two parameters were analysed for each bacterial species: percentage of girls in which the bacterial species was detected and, if the species was present, the concentration of the bacteria expressed as geq per ml. The presence of the different bacterial species in girls who reported no penile-vaginal sex was compared to that in girls reporting having had penile-vaginal sex using chi-squared tests, and for those in whom the species was present, the mean log10 concentrations were compared using t-tests. In order to allow for the effect of STIs/RTIs on the vaginal microbiota, the same analyses were repeated excluding the girls with STIs/RTIs (vaginal yeast, HSV-2 infection, gonorrhoea, chlamydial infection, M. genitalium infection, HPV, trichomoniasis, syphilis, and HIV). Lastly, the presence and concentrations of the different species were compared in girls in the different categories of Nugent score (1–3, 4–6, 7–10), stratified by reported penile-vaginal sex.
A hierarchical approach was used for the risk factor analysis for each of the BV-associated bacteria: G. vaginalis; A. vaginae; and P. bivia. We first estimated the crude and independent effects of the socio-demographic characteristics on the presence of the bacteria (level 1). Socio-demographic variables included age, socioeconomic status (SES) and if the participant lived with a parent. Socioeconomic status (SES) was estimated using an indicator based on the type of possessions owned by the head of the household. The independent effects were estimated using multivariable logistic regression adjusted for any other socio-demographic variables with a p-value of <0.10. This procedure was repeated for the analysis of behavioural risk factors (level 2), except that the multivariable model at this level was adjusted for not only other behavioural factors with adjusted associations with p < 0.10, but also the socio-demographic characteristics that were found to be independently associated with BV from the first stage of the analysis. Behavioural factors that were explored in all girls included menstrual hygiene management, intravaginal cleansing, direction of cleaning after defecation, sexual touching with hands, receptive oral sex and life-time number of sexual partners for penile-vaginal sex. In girls who reported that they had had penile-vaginal sex the same behavioural variables were explored as well as condom use with last partner and age of first sexual partner. P-values were obtained with likelihood ratio tests.
Samples tested by FISH were categorised into five groups based on the presence and absence of dispersed and/or adherent G. vaginalis and A. vaginae: no G. vaginalis or A. vaginae visualised; dispersed G. vaginalis only, no A. vaginae; dispersed G. vaginalis and A. vaginae; adherent G. vaginalis only, no A. vaginae; and a combination of G. vaginalis and A. vaginae dispersed and adherent. The latter category included all samples with both G. vaginalis and A. vaginae, and with at least one bacterium showing adherence. We considered the last two categories with adherent bacteria to be indicative of biofilm. We compared these categories by Nugent score and reported penile-vaginal sex using the Chi squared test for trend.
Samples in which G.vaginalis was found were characterised by the presence of the sialidase A gene using two parameters: percentage of girls in which the sialidase A gene was present and, if the sialidase A gene was present, the concentration of the sialidase A gene expressed as geq per ml. The presence of the sialidase A gene and the mean log10-transformed concentrations were compared by Nugent score, reported penile-vaginal sex and results of the FISH, again using chi-squared tests and t-tests, respectively.
The associations between the presence of the sialidase A gene and biofilm, and between biofilm and non-optimal vaginal microbiota were explored. We combined Nugent score 4–10 to make vaginal microbiota status binary and defined the categories 0–3 as optimal microbiota and 4–10 as non-optimal microbiota. Likewise, we combined the FISH categories to make a binary variable: the first three categories as described above were defined as non-adherent bacteria, and the last two categories were defined as adherent bacteria indicative of biofilm. Crude odds ratios were calculated for the association between detection of the sialidase A gene and microbiota, and then adjusted for the FISH results. Likewise, the crude OR was calculated for the association between FISH results and microbiota, and then adjusted for detection of the sialidase A gene.
Ethics Approval
The Institutional Review Board of the Institute of Tropical Medicine in Antwerp (867/13), the Ethics Committee of the University Teaching Hospital in Antwerp (13/14/147), the Lake Zone Institutional Review Board in Mwanza (MR/53/100/86) and the National Ethics Committee of the NIMR Coordinating Committee in Dar es Salaam (NIMR/HQ/R.8a/Vol.IX/1544) approved the study protocol. Permission to conduct the study was obtained from the Mwanza City Education Department and from Nyamagana and Ilemela Districts Education Authorities.
Results
Study Population
A total of 401 girls were enrolled in the study, of whom 2 girls were outside the age range of 17–18 years and excluded from the analyses. Results for STI testing, Nugent score and qPCR testing were available for 386 girls (Table 1). Of these girls, 216 (56%) were aged 17 years, 58 (15%) reported intravaginal cleansing, 9 (2%) reported receptive oral sex, and 163 (42%) reported that they had ever had penile-vaginal sex. Of the girls who reported having penile-vaginal sex, 69 (42%) reported having always used a condom with their last partner, and 64 (39%) reported that the difference in ages between the girls and her first sexual partner was 3 years or more.
Table 1. Socio-demographic characteristics, reported sexual history and hygiene management and reproductive tract infections among adolescent schoolgirls in Mwanza city, Tanzania (N = 386).
The overall prevalence of BV (Nugent score 7–10) was 25%: 33% among the girls who reported penile-vaginal sex; and 19% among the girls who reported no penile-vaginal sex. Intermediate microbiota (Nugent score 4–6) was found in 7.5% of the girls: 17% among the girls who reported penile-vaginal sex; and 3% among the girls who reported no penile-vaginal sex. Five percent of the girls had a candida infection. Overall, 2% of girls had gonorrhoea, 2% had chlamydia, 4% had trichomoniasis, and 2% had M. genitalium infection. None of the girls was diagnosed with active syphilis and 2% had IgG antibodies against HSV-2. HIV infection was detected in three girls (1%). The most common STI/RTI was any HPV (high or low risk) infection, with 125 (32%) girls infected. A total of 19 (9%) of the 223 participants who reported no penile-vaginal sex, tested positive for HSV-2, chlamydia, gonorrhoea, M. genitalium (n = 12) or Y-chromosome (n = 7).
Prevalence of Bacterial Species
Table 2 presents the proportion of girls in which each of the bacterial species was found as well as the mean log10 concentrations of the species if present. In the 223 girls who reported that they had never had penile-vaginal sex, the most commonly found bacterial species were L. iners (80%), L. crispatus (75%) and L. vaginalis (74%), followed by L. jensenii (55%). Among the 163 girls who reported that they had penile-vaginal sex, the prevalence of L. crispatus (60%), L. vaginalis (55%) and L. jenseniii (40%) was lower (p < 0.01). The BV associated bacteria A. vaginae, G. vaginalis and P. bivia were found in the girls who did not report penile-vaginal sex though in lower proportions than among the girls who reported sexual activity (p < 0.01). There was no association between the prevalence of L. iners (p = 0.20) and of L. gasseri (p = 0.64) and reported penile-vaginal sex. A similar pattern was seen after excluding the girls with STIs/RTIs (Supplementary Table 1).
Table 2. Presence of Lactobacillus spp and BV-associated microbiota among secondary school girls in Mwanza, Tanzania (N = 386).
The prevalence of L. crispatus, L. jensenii and of L. vaginalis decreased with increasing Nugent score (all p < 0.001), whereas the prevalence of L. iners increased with increasing Nugent score (p = 0.008) (Figure 1 and Supplementary Table 2). The prevalence of L. gasseri was low in girls with Nugent score 0–3 (25%) and even lower in girls with Nugent score 7–10 (8%, p = 0.004). The prevalence of A. vaginae, G. vaginalis and P. bivia increased with increasing Nugent score (all p < 0.001). Furthermore, the mean log10 concentrations of the Lactobacillus spp., if present, were lower in girls with BV compared with girls with Nugent score 0-3, except for L. iners. The mean log10 concentrations of A. vaginae, G. vaginalis and P. bivia were higher in girls with BV than in girls with Nugent score 0-3 (all p < 0.001).
Figure 1. Presence of Lactobacillus spp and BV-associated microbiota by Nugent score among secondary school girls in Mwanza, Tanzania (N = 385).
The composition of BV-associated bacterial species for each category of Nugent score is shown in Supplementary Table 3. Samples with G. vaginalis, A. vaginae and P. bivia only (single pathogens) did not substantially contribute to the total Nugent-BV cases (0-1% of BV cases). Neither did samples with both A. vaginae and P. bivia (2%) nor samples with both G. vaginalis and P. bivia (2%). Samples with both G. vaginalis and A. vaginae contributed to 34% of the Nugent-BV cases, and samples with all three BV associated bacteria contributed 58% of the Nugent-BV cases. None of the three BV-associated bacteria were detected in two samples with Nugent score 7-10, but in one of these samples L. iners was detected.
Factors Associated With the Presence of BV-Associated Bacteria
For each of the three BV-associated bacteria there was strong evidence of an association with penile-vaginal sex (Supplementary Tables 4A, 5A, 6A). In addition, as SES increased, there was a decreased odds of the presence of G. vaginalis (Supplementary Table 4A). Among the girls who reported that they had penile-vaginal sex an association was found between presence of A. vaginae and older age of the first sexual partner (Supplementary Table 5B); and between presence of P. bivia and life-time number of sexual partners (Supplementary Table 6B).
Results of Fluorescence in situ Hybridisation (FISH) for Gardnerella vaginalis and Atopobium vaginae
Of the 239 samples in which G. vaginalis was present, 191 (80%) had FISH results. Of these, 63 (33%) had no G. vaginalis or A. vaginae visualised, 17 (9%) had dispersed G. vaginalis only, 5 (3%) had dispersed G. vaginalis and A. vaginae, 19 (10%) had adherent G. vaginalis only (no adherent or dispersed A. vaginae), and 87 (46%) had a combination of dispersed or adherent G. vaginalis and A. vaginae. The latter category included 65 with both adherent G. vaginalis and A. vaginae, 20 with adherent G. vaginalis and dispersed A. vaginae, and 2 with dispersed G. vaginalis and adherent A. vaginae. There was 1 sample with A. vaginae dispersed only (no G. vaginalis); this sample was included in the category of dispersed G. vaginalis and A. vaginae. A Nugent score of 0–3 was more frequent among girls with no G. vaginalis or A. vaginae visualised compared to other categories. Conversely, a Nugent score of 7–10 was more frequent among girls with a combination of adherent and dispersed G. vaginalis and A. vaginae compared to other categories (χ2: p < 0.001; Figure 2). There was no difference in the FISH results by reported sexual activity (χ2: p < 0.211; Table 3).
Figure 2. Results of fluorescence in situ hybridisation (FISH) for Gardnerella vaginalis and Atopobium vaginae by Nugent score among secondary school girls in Mwanza, Tanzania (N = 191; p < 0.001).
Table 3. Results of fluorescence in situ hybridisation (FISH) for Gardnerella vaginalis and Atopobium vaginae by sexual activity among secondary school girls in Mwanza, Tanzania (N = 191).
Results of the Detection of Sialidase A Gene Among Samples Positive for G. vaginalis
Among the 239 girls with G. vaginalis, 236 had data for the presence of the sialidase A gene. Of these, 151 (63%) had G. vaginalis with the sialidase A gene. There was a positive correlation between the presence of sialidase A gene and high Nugent score; among the girls with G. vaginalis, Nugent score of 7–10 was more frequent among girls with sialidase A gene present compared to girls without sialidase A gene present (χ2: p < 0.001; Figure 3).
Figure 3. Frequencies of detection of Gardnerella vaginalis with or without putative sialidase A gene by Nugent score among secondary school girls in Mwanza, Tanzania (N = 236; p < 0.001).
Girls who reported not having had penile-vaginal sex had a similar prevalence of sialidase A gene compared to girls reporting penile-vaginal sex with at least one partner (45 vs. 55%, respectively, p = 0.197, data not shown).
Association Between Presence of the Sialidase A Gene, Biofilm and Non-optimal Microbiota
Of the 191 samples with G. vaginalis for which both FISH and sialidase A gene results were available, samples with adherent bacteria had higher proportions of sialidase positive G. vaginalis (χ2: p < 0.001; Table 4).
Table 4. Results of fluorescence in situ hybridisation (FISH) for Gardnerella vaginalis and Atopobium vaginae by presence of the sialidase A gene among 191 samples that have G. vaginalis present.
Table 5 presents the association between presence of the sialidase A gene and non-optimal vaginal microbiota. The crude OR was 6.14 (95% CI 3.15–12.55), but after adjusting for FISH results, the OR was 2.29 (95% CI 0.77–6.65). The crude association between the FISH results and non-optimal vaginal microbiota was an OR of 83.12 (95% CI 33.74–232.60), and after adjusting for sialidase A gene, the OR was 67.00 (95% CI 26.72–190.53).
Table 5. Association between the presence of the sialidase A gene and results from fluorescence in situ hybridisation (FISH) with non-optimal vaginal microbiota (Nugent score 4–10) (N = 191).
Discussion
Few studies have examined the effect of sexual debut on the vaginal microbiota of young women. To our knowledge, this is the first paper to describe the vaginal microbiota, including vaginal biofilm among girls or young women in sub-Saharan Africa around the time of expected sexual debut. In this cross-sectional study, reported penile-vaginal sexual intercourse was associated with quantifiable changes in vaginal microbiota characterised by decreases in Lactobacillus spp. and increases in BV-associated bacteria. The prevalence of L. crispatus was higher than reported in previous studies among women in sub-Saharan Africa (Jespers et al., 2012). In our study population, samples with all three BV-associated bacteria present (G. vaginalis, A vaginae and P. bivia) made up the highest proportion of samples with Nugent-BV compared to samples with each bacterium alone or together in pairs, supporting the conceptual model presented by Muzny et al. (2019). In addition, non-G. vaginalis biofilm was rare, further supporting the hypothesis that colonisation with a virulent strain of G. vaginalis is a necessary first step in the pathogenesis in BV (Muzny et al., 2019). Among those with detectable G. vaginalis, two-thirds had sialidase A positive G. vaginalis, and presence of this gene was higher among women with adherent bacteria indicative of biofilm supporting in vitro evidence that sialidase A gene is an important virulence factor for G. vaginalis biofilm formation.
The high prevalence of L. crispatus among girls in our study is in contrast to other studies from sub-Saharan Africa and may reflect vaginal microbiota around the time of sexual debut. In a study investigating the vaginal microbiota among women from different risk groups in East and Southern Africa, the prevalence of L. crispatus was 38% among sexually active adolescents in Kenya compared to 60% in our study (Jespers et al., 2015). Several studies conducted in the United States and in Europe have compared the vaginal microbiota in women of different ethnic backgrounds, showing that a microbiota dominated by L. crispatus was less frequent in women of African ancestry than in Caucasian women, and that the microbiota of women of African ancestry was more often dominated by L. iners or bacterial species other than lactobacilli (Zhou et al., 2007; Ravel et al., 2011; Fettweis et al., 2014; Borgdorff et al., 2017). Yet, our study shows a similar prevalence of L. crispatus among girls who report not yet having penile-vaginal sex in Tanzania to sexually naïve Caucasian girls attending school in Belgium (69% in Tanzania and 68% in Belgium) (Jespers et al., 2016). These results are hypothesis generating, and longitudinal studies are needed to investigate if the L. crispatus prevalence diminishes with increased numbers of partners, uncircumcised partners or the initiation of intravaginal practices, which are more common in more sexually experienced women in the region (Gray et al., 2009; Allen et al., 2010).
Our data provide evidence for the role of penile-vaginal sex in the presence of G. vaginalis, A. vaginae and P. bivia: girls who reported having had at least one sexual partner had a higher prevalence and bacterial load, as well as strong independent associations between reported penile-vaginal sex and each bacterium. However, there was also evidence that some girls had prevalent G. vaginalis, A. vaginalis and P. bivia before reported sexual debut. This is consistent with longitudinal studies among adolescent girls in the US, Australia and in Belgium: G. vaginalis and A. vaginae were detected among some girls with no reported sexual experience, and the initiation of penile-vaginal sex was associated with increased presence of these BV-associated bacteria (Fethers et al., 2012; Mitchell et al., 2012; Jespers et al., 2016). An Australian study also found that engaging in unprotected penile-vaginal sex was associated with having multiple strains of G. vaginalis, including more virulent strains, such as G. vaginalis clade 4 which has been shown to develop a biofilm, produce the toxin vaginolysin, and express sialidase activity. In our study, we saw no difference in the FISH results or sialidase A positive G. vaginalis between girls reporting sexual activity vs. girls not. However, all these results must be considered in the context of underreporting of sexual activity. We found that 9% of girls who did not report penile-vaginal sex had a laboratory confirmed STI or tested positive on the Y-chromosome. Underreporting of sexual behaviour among adolescents has been well-documented internationally especially during face-to-face interviews (Langhaug et al., 2010), and fears of stigmatization, school expulsion and punishment may be even more relevant in the setting where this study was conducted (Houlihan et al., 2014).
Our FISH results are similar to other reports that show few or no samples with biofilm in the absence of G. vaginalis (Hardy et al., 2016). In vitro studies have shown that G. vaginalis is able to adhere to epithelial cells and displace L. crispatus, while other BV-associated bacteria, such as A. vaginae and P. bivia were outcompeted by protective lactobacilli (Rosca et al., 2019). Once a G. vaginalis biofilm is established, BV-associated bacteria can colonise and form synergistic interactions, by stimulating growth and upregulating key virulence factors such as genes encoding for sialidase. Indeed, our study shows a higher proportion of Nugent-BV among samples with both G. vaginalis and A. vaginae compared to biofilm with G. vaginalis alone, also seen in a previous study conducted in Rwanda (Hardy et al., 2016).
There was a strong association between the samples with adherent bacteria indicative of biofilm and non-optimal microbiota. This was expected as “clue cells,” one of the criteria for BV diagnosis with Amsel's criteria, represent adherent bacteria. Importantly, this association was not substantially attenuated after adjustment for presence of the sialidase A gene. However, the association between sialidase A gene and non-optimal microbiota was substantially attenuated by adjusting for the FISH results, suggesting that biofilm lies on the causal pathway between sialidase A gene and non-optimal microbiota (Figure 4). In other words, much of the effect of sialidase production on non-optimal microbiota occurs through biofilm formation. This is supported by biological plausibility: sialidase destroys the protective mucus layer on the vaginal epithelium facilitating adhesion, successfully bypassing protective lactobacilli and providing a matrix in which secondary BV-associated bacteria can adhere and sequester. This is in alignment with earlier findings that showed an increased probability of having BV (diagnosed by Nugent scoring) when high concentration of G. vaginalis and the putative G. vaginalis sialidase A gene are present (Hardy et al., 2017b). The current study adds to the in vivo evidence of the importance of sialidase in a different population.
Figure 4. Conceptual model illustrating the relationship between Sialidase A gene, non-optimal microbiota (Nugent 4–10) and biofilm in which biofilm lies on the causal pathway between the Sialidase A gene and non-optimal microbiota.
Our study has several limitations which call for caution in the interpretation of the results. Firstly, as noted above, there is evidence of underreporting of sexual activity. Furthermore, in the multivariable analyses of G. vaginalis, A. vaginae and P. bivia, we did not adjust each bacterium by the other two; therefore, it is possible that the associations with sexual activity is confounded by associations between the bacteria. To better answer the question of sexual acquisition of BV-associated bacteria, longitudinal studies are needed with validated behaviour measures and biomarkers for sexual activity. Secondly, we only tested a limited number of BV-associated bacteria by qPCR, and may have omitted a range of bacteria associated with enhanced vulnerability to HIV and other STIs (Eastment and Mcclelland, 2018). Our study did not test for sub-groups, clades or strains within G. vaginosis which may explain the difference in virulence (Vaneechoutte et al., 2019). Our study was also limited by FISH probes for G. vaginalis and A. vaginae only; future studies should investigate other species in vivo biofilm beyond G. vaginalis and A. vaginae, such as P. bivia, to better understand the interactions between vaginal microbiota. Importantly, while FISH is a useful method for identifying biofilm in vivo samples, the sensitivity is 66.7% (95% CI 54.5–77.1%) for A. vaginae 86.3% (95% CI: 77.4–92.2%) for G. vaginalis compared to qPCR (Hardy et al., 2015). To confirm the biofilm structure, future studies should complement the FISH analysis visualizing the bacteria constituting the biofilm with an assay detecting the extracellular matrix. Lastly, we tested samples for sialidase A gene, but did not measure sialidase production directly. While a previous study has shown that detection of sialidase A gene correlates very well with sialidase production (Lopes Dos Santos Santiago et al., 2011), another showed that some strains of G. vaginalis with sialidase A gene tested negative for sialidase production (Janulaitiene et al., 2018). We also did not investigate other virulence factors such as vaginolysin and others (Castro et al., 2019). A multi-omic approach would have provided a more comprehensive description of the interaction between the human host and microbiome, including identifying species/strains, genes, proteins, metabolites, and functional pathways.
In conclusion, this study among adolescent girls in Tanzania provides a snapshot of the vaginal microbiota around the time of expected sexual debut. These data challenge our understanding of L. crispatus prevalence among women with African ancestry, and confirms previous research showing a strong effect of sexual activity on the vaginal microbiota, although it remains unclear if this association is due to sexual transmission or sexual enhancement. This study also provides strong evidence for the role of G. vaginalis sialidase in biofilm formation and supports the conceptual model for the pathogenesis of BV that centres on the roles of virulent strains of G. vaginalis, as well as P. bivia and A. vaginae.
Data Availability Statement
The datasets generated for this study are available on request to the corresponding author.
Ethics Statement
The parents of all girls aged 17 and 18 years in forms 1-3 were informed about the study and asked for their written informed consent for their daughter to participate in the study if she was less than 18 years old. After parental consent, girls who were less than 18 years were asked for their written informed assent. Girls who were 18 years old were asked for their written informed consent.
Author Contributions
SF, AB, TC, AA, VJ, JC, KB, RH, and DW-J contributed to the conception and design of the study. DW-J, JI, CH, and AA carried out the study. TS and CH performed the statistical analysis. AB and SF wrote the first draft of the manuscript. TC and LH wrote sections of the manuscript. All authors contributed to the manuscript revision, read, and approved the submitted version.
Funding
Financial support for this study was provided by the European and Developing Countries Clinical Trials Partnership (EDCTP, project code: SP.2011.41304.066). Additionally, SF, KB, and RH were supported by the UK Medical Research Council (MRC) and the UK Department for International Development (DFID) (MR/K012126/1) under the MRC/DFID Concordat agreement and is also part of the EDCTP2 program supported by the European Union. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Conflict of Interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Acknowledgments
We would like to express our gratitude to the parents and participants who gave up their time and provided samples for this study, and to our dedicated study nurses and clinical officers for implementing the study. We also thank the laboratory and data teams, and the administrative and support staff at the Mwanza Intervention Trials Unit, National Institute for Medical Research, the Institute of Tropical Medicine, and the London School of Hygiene and Tropical Medicine for their contributions.
Supplementary Material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fcimb.2020.00305/full#supplementary-material
References
Allen, C. F., Desmond, N., Chiduo, B., Medard, L., Lees, S. S., Vallely, A., et al. (2010). Intravaginal and menstrual practices among women working in food and recreational facilities in Mwanza, Tanzania: implications for microbicide trials. AIDS Behav. 14, 1169–1181. doi: 10.1007/s10461-010-9750-8
Borgdorff, H., van der Veer, C., van Houdt, R., Alberts, C. J., de Vries, H. J., Bruisten, S. M., et al. (2017). The association between ethnicity and vaginal microbiota composition in Amsterdam, the Netherlands. PLoS ONE 12:e0181135. doi: 10.1371/journal.pone.0181135
Buvé, A., Jespers, V., Crucitti, T., and Fichorova, R. N. (2014). The vaginal microbiota and susceptibility to HIV. Aids 28, 2333–2344. doi: 10.1097/QAD.0000000000000432
Castro, J., Machado, D., and Cerca, N. (2019). Unveiling the role of Gardnerella vaginalis in polymicrobial bacterial vaginosis biofilms: the impact of other vaginal pathogens living as neighbors. ISME J. 13, 1306–1317. doi: 10.1038/s41396-018-0337-0
Chen, C.-Y., Chi, K. H., Alexander, S., Ison, C. A., and Ballard, R. C. (2008). A real-time quadriplex PCR assay for the diagnosis of rectal lymphogranuloma venereum and non-lymphogranuloma venereum Chlamydia trachomatis infections. Sex. Transm. Infect. 84, 273–276. doi: 10.1136/sti.2007.029058
Crucitti, T., Hardy, L., van de Wijgert, J., Agaba, S., Buyze, J., Kestelyn, E., et al. (2018). Contraceptive rings promote vaginal lactobacilli in a high bacterial vaginosis prevalence population: A randomised, open-label longitudinal study in Rwandan women. PLoS ONE 13:e0201003. doi: 10.1371/journal.pone.0201003
Eastment, M. C., and Mcclelland, R. S. (2018). Vaginal microbiota and susceptibility to HIV. AIDS 32, 687–698. doi: 10.1097/QAD.0000000000001768
Fethers, K., Fairley, C. K., Hocking, J. S., Gurrin, L. C., and Bradshaw, C. S. (2008). Sexual risk factors and bacterial vaginosis: a systematic review and meta-analysis. Clin. Infect. Dis. 47, 1426–1435. doi: 10.1086/592974
Fethers, K., Twin, J., Fairley, C. K., Fowkes, F. J. I., Garland, S. M., Fehler, G., et al. (2012). Bacterial vaginosis (BV) candidate bacteria: associations with BV and behavioural practices in sexually-experienced and inexperienced women. PLoS ONE 7:e30633. doi: 10.1371/journal.pone.0030633
Fettweis, J. M., Brooks, J. P., Serrano, M. G., Sheth, N. U., Girerd, P. H., Edwards, D. J., et al. (2014). Differences in vaginal microbiome in African American women versus women of European ancestry. Microbiology 160, 2272–2282. doi: 10.1099/mic.0.081034-0
Francis, S., Holm Hansen, C., Irani, J., Andreasen, A., Baisley, K., Jespers, V., et al. (2018). Results from a sexual and reproductive health study among school girls in Tanzania: high prevalence of bacterial vaginosis. Sex Transm. Infect. 95, 219–227. doi: 10.1136/sextrans-2018-053680
Gosmann, C., Anahtar, M. N., Handley, S. A., Walker, B. D., Virgin, H. W., Kwon, D. S., et al. (2017). Lactobacillus -deficient cervicovaginal bacterial communities are associated with increased HIV acquisition in Young South African. Immunity 46, 29–37. doi: 10.1016/j.immuni.2016.12.013
Gray, R. H., Kigozi, G., Serwadda, D., Makumbi, F., Nalugoda, F., Watya, S., et al. (2009). The effects of male circumcision on female partners' genital tract symptoms and vaginal infections in a randomized trial in Rakai, Uganda. Am. J. Obstet. Gynecol. 200, 42.e1–7. doi: 10.1016/j.ajog.2008.07.069
Hardy, L., Cerca, N., Jespers, V., Vaneechoutte, M., and Crucitti, T. (2017a). Bacterial biofilms in the vagina. Res. Microbiol. 168, 865–874. doi: 10.1016/j.resmic.2017.02.001
Hardy, L., Jespers, V., Abdellati, S., De Baetselier, I., Mwambarangwe, L., Musengamana, V., et al. (2016). A fruitful alliance: the synergy between Atopobium vaginae and Gardnerella vaginalis in bacterial vaginosis-associated biofilm. Sex. Transm. Infect. 92, 487–491. doi: 10.1136/sextrans-2015-052475
Hardy, L., Jespers, V., Dahchour, N., Mwambarangwe, L., Musengamana, V., Vaneechoutte, M., et al. (2015). Unravelling the bacterial vaginosis-associated biofilm: a multiplex Gardnerella vaginalis and atopobium vaginae fluorescence in situ hybridization assay using peptide nucleic acid probes. PLoS ONE 10:e0136658. doi: 10.1371/journal.pone.0136658
Hardy, L., Jespers, V., Van den Bulck, M., Buyze, J., Mwambarangwe, L., Musengamana, V., et al. (2017b). The presence of the putative Gardnerella vaginalis sialidase A gene in vaginal specimens is associated with bacterial vaginosis biofilm. PLoS ONE 12:e0172522. doi: 10.1371/journal.pone.0172522
Hopkins, M. J., Ashton, L. J., Alloba, F., Alawattegama, A. B., and Hart, I. J. (2010). Validation of a laboratory-developed real-time PCR protocol for detection of Chlamydia trachomatis and Neisseria gonorrhoeae in urine. Sex. Transm. Infect. 86, 207–211. doi: 10.1136/sti.2009.040634
Houlihan, C. F., de Sanjosé, S., Baisley, K., Changalucha, J., Ross, D., Kapiga, S., et al. (2014). Prevalence of human papillomavirus in adolescent girls before reported sexual debut. J. Infect. Dis. 210, 837–845. doi: 10.1093/infdis/jiu202
Janulaitiene, M., Gegzna, V., Baranauskiene, L., Bulavaite, A., Simanavicius, M., and Pleckaityte, M. (2018). Phenotypic characterization of Gardnerella vaginalis subgroups suggests differences in their virulence potential. PLoS ONE 13:e0200625. doi: 10.1371/journal.pone.0200625
Jespers, V., Hardy, L., Buyze, J., Loos, J., Buvé, A., and Crucitti, T. (2016). Association of sexual debut in adolescents with microbiota and inflammatory markers. Obstet. Gynecol. 128, 22–31. doi: 10.1097/AOG.0000000000001468
Jespers, V., Menten, J., Smet, H., Porados,ú, S., Abdellati, S., Verhelst, R., et al. (2012). Quantification of bacterial species of the vaginal microbiome in different groups of women, using nucleic acid amplification tests. BMC Microbiol. 12:83. doi: 10.1186/1471-2180-12-83
Jespers, V., van de Wijgert, J., Cools, P., Verhelst, R., Verstraelen, H., Delany-Moretlwe, S., et al. (2015). The significance of Lactobacillus crispatus and L. vaginalis for vaginal health and the negative effect of recent sex: a cross-sectional descriptive study across groups of African women. BMC Infect. Dis. 15, 1–14. doi: 10.1186/s12879-015-0825-z
Kenyon, C., Colebunders, R., and Crucitti, T. (2013). The global epidemiology of bacterial vaginosis: a systematic review. Am. J. Obstet. Gynecol. 209, 505–523. doi: 10.1016/j.ajog.2013.05.006
Langhaug, L. F., Sherr, L., and Cowan, F. M. (2010). How to improve the validity of sexual behaviour reporting: systematic review of questionnaire delivery modes in developing countries. Trop Med Int Heal. 15, 362–381. doi: 10.1111/j.1365-3156.2009.02464.x
Lopes Dos Santos Santiago, G., Deschaght, P., El Aila, N., Kiama, T. N., Verstraelen, H., Jefferson, K. K., et al. (2011). Gardnerella vaginalis comprises three distinct genotypes of which only two produce sialidase. Am. J. Obstet. Gynecol. 204, 450.e1-450.e7. doi: 10.1016/j.ajog.2010.12.061
Lopes dos Santos Santiago, G., Tency, I., Verstraelen, H., Verhelst, R., Trog, M., Temmerman, M., et al. (2012). Longitudinal qPCR Study of the Dynamics of L. crispatus, L. iners, A. vaginae, (Sialidase Positive) G. vaginalis, and P. bivia in the Vagina. PLoS ONE 7:e45281. doi: 10.1371/journal.pone.0045281
Low, N., Chersich, M. F., Schmidlin, K., Egger, M., Francis, S. C., van de Wijgert, J. H. H. M., et al. (2011). Intravaginal practices, bacterial vaginosis, and HIV infection in women: individual participant data meta-analysis. PLoS Med. 8:e1000416. doi: 10.1371/journal.pmed.1000416
McKinnon, L. R., Achilles, S., Bradshaw, C. S., Burgener, A., Crucitti, T., Fredricks, D. N., et al. (2019). The evolving facets of bacterial vaginosis: implications for HIV transmission. AIDS Res. Hum. Retroviruses 11:21. doi: 10.1089/aid.2018.0304
Mitchell, C. M., Fredricks, D. N., Winer, R. L., and Koutsky, L. (2012). Effect of sexual debut on vaginal microbiota in a cohort of young women. Obstet. Gynecol. 120, 1306–1313. doi: 10.1097/AOG.0b013e31827075ac
Muzny, C. A., Taylor, C. M., Swords, W. E., Tamhane, A., Chattopadhyay, D., Cerca, N., et al. (2019). An updated conceptual model on the pathogenesis of bacterial vaginosis. J. Infect. Dis. 220, 1399–1405. doi: 10.1093/infdis/jiz342
Nugent, R. P., Krohn, M. A., Hillier, S. L., and Vaginosis, B. (1991). Reliability of diagnosing bacterial vaginosis is improved by a standardized method of gram stain interpretation. J. Clin. Microbiol. 29, 297–301. doi: 10.1128/JCM.29.2.297-301.1991
Ravel, J., Gajer, P., Abdo, Z., Schneider, G. M., Koenig, S. S. K., McCulle, S. L., et al. (2011). Vaginal microbiome of reproductive-age women. Proc. Natl. Acad. Sci. U.S A. 108(Suppl. 1), 4680–4687. doi: 10.1073/pnas.1002611107
Rosca, A. S., Castro, J., Sousa, L. G. V., and Cerca, N. (2019). Gardnerella and vaginal health: the truth is out there. FEMS Microbiol. Rev. 44:73–105. doi: 10.1093/femsre/fuz027
van de Wijgert, J. H. H. M., Borgdorff, H., Verhelst, R., Crucitti, T., Francis, S. C., Verstraelen, H., et al. (2014). The vaginal microbiota: what have we learned after a decade of molecular characterization? PLoS ONE 9:e105998. doi: 10.1371/journal.pone.0105998
Vaneechoutte, M., Guschin, A., Simaey, L. V., Gansemans, Y., and Nieuwerburgh, F. V. (2019). Emended description of Gardnerella vaginalis and description of Gardnerella leopoldii sp. nov., Gardnerella piotii sp. nov. and Gardnerella swidsinskii sp. nov., with delineation of 13 genomic species within the genus Gardnerella. Int. J. Syst. Evol. Microbiol. 69, 679–687. doi: 10.1099/ijsem.0.003200
Verstraelen, H., Verhelst, R., Vaneechoutte, M., and Temmerman, M. (2010). The epidemiology of bacterial vaginosis in relation to sexual behaviour. BMC Infect. Dis. 10:81. doi: 10.1186/1471-2334-10-81
Keywords: bacterial vaginosis, vagina microbiota, Africa, biofilm, Lactobacillus crispatus, Gardnerella vaginalis, sialidase, adolescence
Citation: Francis SC, Crucitti T, Smekens T, Hansen CH, Andreasen A, Jespers V, Hardy L, Irani J, Changalucha J, Baisley K, Hayes R, Watson-Jones D and Buvé A (2020) The Vaginal Microbiota Among Adolescent Girls in Tanzania Around the Time of Sexual Debut. Front. Cell. Infect. Microbiol. 10:305. doi: 10.3389/fcimb.2020.00305
Received: 11 February 2020; Accepted: 20 May 2020;
Published: 25 June 2020.
Edited by:
Mario Vaneechoutte, Ghent University, BelgiumReviewed by:
Ashu Sharma, University at Buffalo, United StatesErica Plummer, Monash University, Australia
Copyright © 2020 Francis, Crucitti, Smekens, Hansen, Andreasen, Jespers, Hardy, Irani, Changalucha, Baisley, Hayes, Watson-Jones and Buvé. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Suzanna Carter Francis, c3V6YW5uYS5mcmFuY2lzJiN4MDAwNDA7bHNodG0uYWMudWs=