Analysis of clinicopathological data
Among the 91 samples, the average age was 36.2 ± 9.61 years. The presence of HPV infection was detected in 55% (50/91) of the cervical cytological samples and increased with increasing severity of squamous intraepithelial lesions (p<0.05) (Table 1).
In this study, we examined the selected microbial strains frequently present in the cervical cytological smears of women in the Zilina region in Slovakia. On the basis of the results of the PCR analysis, the cervical swab samples were classified into community state types (CSTs) according to the lowest delta Ct number, which was calculated as the Ct of average 16S rRNA genes subtracted from the Ct of the selected bacterium.
In our cohort, 19 samples were classified into the CST 1 category with a dominance of L. crispatus, 11 samples were classified into the CST 2 category with a dominance of L. gasseri, 26 samples were classified into the CST 3 category with a dominance of L. iners, 5 samples were classified into the CST 5 category with a dominance of L. jensenii, and 30 samples were classified into the CST 4 category with dominance of bacteria other than Lactobacillus spp. There were no significant differences in age among the patients in the categories of CST 1–5 (p>0.9). The division of samples into CST classes with other monitored parameters is shown in Table 1. The proportions of bacterial strains across CST classes are listed in Table 2.
Table 1. Classification of samples in the CST classes with other monitored parameters.
|
Characteristic
|
n
|
CST 1
|
CST 2
|
CST 3
|
CST 4
|
CST 5
|
|
n
|
91
|
19
|
11
|
26
|
30
|
5
|
|
Age
|
|
1 median (Q1, Q3)
|
91
|
35 (29, 43)
|
33 (31, 40)
|
37 (29, 44)
|
36 (29, 45)
|
33 (30, 34)
|
|
1 mean (SD)
|
91
|
37.11 ± 10.75
|
36.45 ± 8.74
|
36.08 ± 9.78
|
38.48 ± 14.37
|
33.40 ± 9.42
|
|
HPV
|
|
absent, n (%)
|
42
|
10 (53%)
|
7 (64%)
|
7 (27%)
|
15 (50%)
|
3 (60%)
|
|
present, n (%)
|
49
|
9 (47%)
|
4 (36%)
|
19 (73%)
|
15 (50%)
|
2 (40%)
|
|
Lesion
|
|
NILM, n (%)
|
20
|
5 (26%)
|
5 (45%)
|
2 (7.6%)
|
7 (23%)
|
1 (20%)
|
|
ASCUS, n (%)
|
20
|
4 (21%)
|
1 (9.1%)
|
6 (23%)
|
7 (23%)
|
2 (40%)
|
|
LSIL, n (%)
|
25
|
7 (37%)
|
2 (18.2%)
|
8 (31%)
|
8 (27%)
|
0 (0%)
|
|
HSIL, n (%)
|
26
|
3 (16%)
|
3 (27.3%)
|
10 (38.4%)
|
8 (27%)
|
2 (40%)
|
|
Biopsy
|
|
negative, n (%)
|
14
|
8 (42%)
|
0 (0%)
|
2 (8%)
|
3 (10%)
|
1 (20%)
|
|
CIN1, n (%)
|
10
|
1 (5%)
|
0 (0%)
|
4 (15%)
|
4 (13%)
|
1 (20%)
|
|
CIN2, n (%)
|
22
|
2 (11%)
|
2 (18%)
|
10 (38%)
|
8 (27%)
|
0 (0%)
|
|
CIN3/CIS, n (%)
|
13
|
0 (0%)
|
2 (18%)
|
5 (19%)
|
4 (13%)
|
2 (40%)
|
|
not investigated, n (%)
|
32
|
8 (42%)
|
7 (64%)
|
5 (19%)
|
11 (37%)
|
1 (20%)
|
Abbreviations: n, number of samples; CST, community state type; Q, quartile; SD, standard deviation; HPV, human papillomavirus; %, percentage; NILM, negative for intraepithelial lesion or malignancy; ASCUS, atypical squamous cells of undetermined significance; LSIL, low-grade squamous intraepithelial lesion; HSIL, high-grade squamous intraepithelial lesion; CIN, cervical intraepithelial neoplasia
Table 2. Representation of bacterial strains among community state type (CST) classes with the number of samples and percentage representations.
|
Characteristic
|
CST 1
n (%)
|
CST 2
n (%)
|
CST 3
n (%)
|
CST 4
n (%)
|
CST 5
n (%)
|
|
|
|
|
|
|
|
|
n
|
19
|
11
|
26
|
30
|
5
|
|
Lactobacillus crispatus
|
19 (100%)
|
3 (27%)
|
12 (46%)
|
9 (30%)
|
1 (20%)
|
|
Lactobacillus gasseri
|
7 (37%)
|
11 (100%)
|
8 (31%)
|
4 (13%)
|
2 (40%)
|
|
Lactobacillus jensenii
|
9 (47%)
|
1 (9%)
|
14 (54%)
|
5 (17%)
|
5 (100%)
|
|
Lactobacillus iners
|
9 (47%)
|
3 (27%)
|
26 (100%)
|
17 (57%)
|
3 (60%)
|
|
Aerococcus christensenii
|
1 (5%)
|
0 (0%)
|
5 (19%)
|
11 (37%)
|
1 (20%)
|
|
Atopobium vaginae
|
2 (11%)
|
3 (27%)
|
6 (23%)
|
20 (67%)
|
2 (40%)
|
|
Fusobacterium nucleatum
|
1 (5%)
|
1 (9%)
|
1 (3.8%)
|
10 (33%)
|
0 (0%)
|
|
Gardnerella vaginalis
|
8 (42%)
|
3 (27%)
|
18 (69%)
|
25 (83%)
|
2 (40%)
|
|
Leptotrichia amnionii
|
0 (0%)
|
0 (0%)
|
3 (12%)
|
12 (40%)
|
0 (0%)
|
|
Mobiluncus spp.
|
2 (11%)
|
0 (0%)
|
2 (8%)
|
10 (33%)
|
0 (0%)
|
|
Mycoplasma hominis
|
0 (0%)
|
1 (9%)
|
1 (4%)
|
6 (20%)
|
0 (0%)
|
|
Parvimonas micra
|
1 (5%)
|
0 (0%)
|
2 (8%)
|
15 (50%)
|
1 (20%)
|
|
Prevotella bivia
|
6 (32%)
|
3 (27%)
|
8 (31%)
|
16 (53%)
|
3 (60%)
|
|
Prevotella disiens
|
3 (16%)
|
0 (0%)
|
2 (8%)
|
13 (43%)
|
2 (40%)
|
|
Sneathia sanguinegens
|
0 (0%)
|
0 (0%)
|
2 (8%)
|
13 (43%)
|
0 (0%)
|
|
Streptococcus agalactiae
|
0 (0%)
|
5 (45%)
|
3 (12%)
|
7 (23%)
|
3 (60%)
|
|
Streptococcus mitis
|
4 (21%)
|
1 (9%)
|
4 (15%)
|
4 (13%)
|
0 (0%)
|
|
Ureaplasma parvum
|
7 (37%)
|
2 (18%)
|
15 (58%)
|
8 (27%)
|
3 (60%)
|
|
Pan Aspergillus/Candida
|
3 (16%)
|
2 (18%)
|
5 (19%)
|
8 (27%)
|
1 (20%)
|
Abbreviations: n, number of samples; CST, community state type, %, percentage
Analysis of selected bacterial strains in protective cervical flora (CST 1, CST 2 and CST 5)
Overall, 19 samples that were dominated by L. crispatus were categorised as CST 1. In terms of cytological classification, for the CST 1, the results were as follows: normal cytological samples (NILM), 26.3%; ASCUS samples, 21.1%; LSIL samples, 36.8%; and HSIL samples, 15.8%. HPV infection was present in 47.4% of the samples. In patients who underwent biopsy (57.9%), most biopsies were negative (42.1%) for any morphological changes, or CIN1 or CIN2 histological findings (15.8%) were present.
L. gasseri was dominant in 11 cytological samples, which were categorised as CST 2. In terms of cytological classification, 45.4% of the samples were NILM, 9.1% were ASCUS samples, 18.2% were LSIL samples, and 27.3% were HSIL samples. HPV infection was present in 36.4% of the samples. In patients who underwent biopsy (36.4%), moderate or severe histological outcomes were equally common in both groups in 18.2% of the samples.
The CST 5 category, dominated by L. jensenii, was the smallest group, with 5 samples. Therefore, this group was excluded from further analysis because the sample size was too small.
Analysis of selected bacterial strains in the CST 3 category
A total of 26 cervical swab samples were assigned to the CST 3 category on the basis of having the lowest deltaCt of L. iners. The median age of patients in the CST 3 category was 36 years, with lower and upper quartiles of 29 and 44 years, respectively. The mean age of patients was 36.08 years, with a standard deviation of 9.78 years.
HPV infection was present in 73.1% of the CST 3 samples; this result was significantly different (p=0.019) from those of the CST 1, 2 and 5 categories, the bacterial flora of which are dominated by protective Lactobacillus spp. In terms of cytological classification, 7.6% of the samples were NILM, 23.1% were ASCUS samples, 30.7% were LSIL samples, and 38.4% were HSIL samples; these results indicate that the CST 3 category is associated with increased lesion severity.
Biopsy was investigated in 80.8% of the CST 3 cervical samples, where 7.7% of the samples were negative for any morphological changes. CIN1 histological findings were present in 15.2% of the samples, CIN2 was present in 38.4% of the samples, and severe histological changes (CIN3/CIS) were present in 19.2% of the CST 3 samples.
We also tested the presence of other bacteria in the CST 3 group. Other bacteria, such as G. vaginalis (69%), U. parvum (58%), L. jensenii (54%), L. crispatus (46%), L. gasseri (31%) and P. bivia (31%), were present in more than 30% of the CST3 samples. Among these bacteria, the presence of L. gasseri, G. vaginalis and P. bivia was marginally significant in the raw (p=0.076) and adjusted (p=0.091) p values in more than 30% of the tested samples.
Analysis of selected bacterial strains in the CST4 category
A total of 30 cervical samples were classified into the CST 4 category on the basis of having the lowest deltaCt of bacteria other than Lactobacillus spp. The median age of patients in the CST 4 category was 36 years, with lower and upper quartiles of 29 and 45 years, respectively. The mean age of patients was 38.48 years, with a standard deviation of 14.37 years.
Overall, fifty percent of CST 4 samples were positive for HPV infection, which was not significantly different (p=0.6) from the positivity rates of the CST 1, 2 and 5 categories, which had protective cervical flora. NILM or ASCUS were present in 23.3% of the CST4 samples in both groups (HPV-infected and non-HPV-infected). LSIL or HISL cytological findings were detected in 26.7% of the CST4 samples in both groups.
Biopsy was investigated in 63.4% of the CST 4 cervical samples, and 10.0% of the samples were negative for any morphological changes, 13.4% of the samples were classified as CIN1, CIN2 was identified in 26.7% of the samples, and severe histological changes (CIN3/CIS) were identified in 13.3% of the samples.
The most common bacterium in the CST 4 samples was G. vaginalis, which was dominant in 56.7% (17/30) of samples and present in 83.3% (25/30) of samples. Other bacterial strains were also dominant in the remaining CST4 samples: L. amnionii (13.3%, 4 of 30 samples), S. agallactiae (10.0%, 3 of 30 samples), A. vaginae (6.7%, 2 of 30 samples), Candida spp. (6.7%, 2 of 30 samples), P. bivia (3.3%, one of 30 samples) and S. mitis (3.3%, one of 30 samples). The bacterial strains present in at least 30% of the CST4 samples included A. vaginae (67%), L. iners (57%), P. bivia (53%), P. micra (50%), P. disiens (43%), S. sanguinegens (43%), L. amnionii (40%), A. christensenii (37%), F. nucleatum (33%), Mobiluncus spp. (33%) and L. crispatus (30%).
We also investigated how other bacteria co-occur with G. vaginalis. Its presence was linked to an approximately 11.5-fold greater chance of detecting A. vaginae (raw p value = 0.0058; adjusted p value = 0.1043). On the other hand, samples with G. vaginalis presented a 25-fold lower chance (OR=0.041) of containing S. agalactiae (raw p value = 0.0312; adjusted p value = 0.2812). These findings suggest possible positive and negative associations, which should be confirmed in a larger patient cohort. The bacterial composition of CST4 is listed in Table 2.
Diversity of bacterial strains across the CST categories
In accordance with our previous study [13], we selected bacterial strains that are frequently present in the cervical swabs of Slovak women in the Zilina region. The strain was evaluated as positive when the Cycte threshold (Ct) was lower than 37 according to the manufacturer's recommendations. A representation of the bacterial strains in the CST classes is shown in Table 2.
To reach our goal, we performed a prevalence analysis of L. iners with other bacteria across all CST types to investigate the relationships among the bacterial species.
Overall, we found a more than four-fold (OR = 4.33) greater coexistence with G. vaginalis (p=0.0016), which was also a significant difference after p value adjustment (p=0.03). We also found more than a three-fold (OR = 3.42) greater (p=0.014) coexistence of U. parvum and three-fold (OR = 0.333) lower (p=0.022) coexistence of L. gasseri with L. iners. The coexistence of both bacteria did not significantly differ after p value adjustment (p=0.123 and p=0.131, respectively).
The bacterial diversity of all the CST classes in the cytological samples was also estimated using the Shannon diversity index. The diversity was significantly greater (p=0.0006) in the CST4 class (Table 3). With respect to cytological abnormalities, we observed an increasing trend in the severity of lesions, although the increase was not significant (Table 3). Boxplots with calculated p values between the CST classes and lesions are shown in Figure 1. The relative abundances of selected bacterial species across samples in the CST classes are visualised in Figures 2–6.
Table 3. Shannon diversity index
|
|
Category
|
n
|
Shannon diversity index
(median, Q1, Q3)
|
P value
|
|
CST class
|
|
|
CST1
|
19
|
0.19 (0.01, 0.56)
|
0.0006
|
|
|
CST2
|
11
|
0.34 (0.16, 0.68)
|
|
|
CST3
|
26
|
0.47 (0.17, 0.75)
|
|
|
CST4
|
30
|
0.98 (0.53, 1.30)
|
|
|
CST5
|
5
|
0.11 (0.09, 0.71)
|
excluded
|
|
Cytology
|
|
|
NILM
|
20
|
0.35 (0.16, 0.71)
|
0.2776
|
|
|
ASCUS
|
20
|
0.42 (0.01, 0.82)
|
|
|
LSIL
|
25
|
0.45 (0.09, 0.84)
|
|
|
HSIL
|
26
|
0.68 (0.30, 0.98)
|
Abbreviations: n, number of samples; CST, community state type; Q, quartile; SD, standard deviation; HPV, human papillomavirus; %, percentage; NILM, negative for intraepithelial lesion or malignancy; ASCUS, atypical squamous cells of undetermined significance; LSIL, low-grade squamous intraepithelial lesion; HSIL, high-grade squamous intraepithelial lesion; CIN, cervical intraepithelial neoplasia