| Literature DB >> 30475813 |
Eun-Hye Kim1, Ji-Young Joo2,3, Yong Joo Lee1, Jae-Kwon Koh2, Jung-Hyeok Choi2, Yerang Shin1, Juok Cho4, Eunha Park4, Jihoon Kang1, Kyusang Lee5, Jong Bhak4,6,7, Byung Chul Kim5, Ju-Youn Lee2,3.
Abstract
Periodontitis is an infectious disease that is associated with microorganisms that colonize the tooth surface. Clinically, periodontal condition stability reflects dynamic equilibrium between bacterial challenge and host response. Therefore, periodontal pathogen assessment can assist in the early detection of periodontitis. Here we developed a grading system called the periodontal pathogen index (PPI) by analyzing the copy numbers of multiple pathogens both in healthy and chronic periodontitis patients. We collected 170 mouthwash samples (64 periodontally healthy controls and 106 chronic periodontitis patients) and analyzed the salivary 16S rRNA levels of nine pathogens using multiplex, quantitative real-time polymerase chain reaction. Except for Aggregatibacter actinomycetemcomitans, copy numbers of all pathogens were significantly higher in chronic periodontitis patients. We classified the samples based on optimal cut-off values with maximum sensitivity and specificity from receiver operating characteristic curve analyses (AUC = 0.91, 95% CI: 0.87-0.96) into four categories of PPI: Healthy (1-40), Moderate (41-60), At Risk (61-80), and Severe (81-100). PPI scores were significantly higher in all chronic periodontitis patients than in the controls (odds ratio: 31.7, 95% CI: 13.41-61.61) and were associated with age, scaling as well as clinical characteristics including clinical attachment level and plaque index. Our PPI grading system can be clinically useful for the early assessment of pathogenic bacterial burden and follow-up monitoring after periodontitis treatment.Entities:
Mesh:
Substances:
Year: 2018 PMID: 30475813 PMCID: PMC6257921 DOI: 10.1371/journal.pone.0200900
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Characteristics of periodontally healthy controls and chronic periodontitis patients.
| Characteristics | Healthy | Chronic periodontitis | Total | ||
|---|---|---|---|---|---|
| Early | Moderate | Severe | |||
| Male | 39 (60.9%) | 15 (46.9%) | 19 (48.7%) | 21 (60.0%) | 94 (55.3%) |
| Female | 25 (39.1%) | 17 (53.1%) | 20 (51.3%) | 14 (40.0%) | 76 (44.7%) |
| 20–29 | 34 (53.1%) | 2 (6.3%) | 1 (2.6%) | 0 (0%) | 37 (21.8%) |
| 30–39 | 18 (28.1%) | 10 (31.3%) | 2 (5.1%) | 0 (0%) | 30 (17.6%) |
| 40–49 | 3 (4.7%) | 4 (12.5%) | 8 (20.5%) | 9 (25.7%) | 24 (14.1%) |
| 50–59 | 4 (6.3%) | 11 (34.4%) | 16 (41.0%) | 23 (65.7%) | 54 (31.8%) |
| ≥ 60 | 5 (7.8%) | 5 (15.6%) | 12 (30.8%) | 3 (8.6%) | 25 (14.7%) |
| <3.0 | 63 (98.4%) | 28 (87.5%) | 14 (35.9%) | 5 (14.3%) | 110 (64.7%) |
| ≥3.0 | 1 (1.6%) | 4 (12.5%) | 25 (64.1%) | 30 (85.7%) | 60 (35.3%) |
| <3.0 | 64 (100%) | 31 (96.9%) | 20 (51.3%) | 6 (17.1%) | 121 (71.2%) |
| ≥3.0 | 0 (0%) | 1 (3.1%) | 19 (48.7%) | 29 (82.9%) | 49 (28.8%) |
| <25 | 52 (81.3%) | 16 (50.0%) | 21 (53.8%) | 13 (37.1%) | 102 (60.0%) |
| 25–49 | 11 (17.2%) | 13 (40.6%) | 11 (28.2%) | 16 (45.7%) | 51 (30.0%) |
| ≥50 | 1 (1.6%) | 3 (9.4%) | 7 (17.9%) | 6 (17.1%) | 17 (10.0%) |
| ≤27 | 15 (23.4%) | 12 (37.5%) | 23 (59.0%) | 22 (62.9%) | 72 (42.4%) |
| >27 | 49 (76.6%) | 20 (62.5%) | 16 (41.0%) | 13 (37.1%) | 98 (57.6%) |
| Never | 51 (79.7%) | 24 (75.0%) | 25 (64.1%) | 17 (48.6%) | 117 (68.8%) |
| Former | 10 (15.6%) | 6 (18.8%) | 8 (20.5%) | 9 (25.7%) | 33 (19.4%) |
| Daily | 3 (4.7%) | 2 (6.3%) | 6 (15.4%) | 9 (25.7%) | 20 (11.8%) |
| Yes | 54 (84.4%) | 25 (78.1%) | 23 (59.0%) | 19 (54.3%) | 121 (71.2%) |
| No | 10 (15.6%) | 7 (21.9%) | 16 (41.0%) | 16 (45.7%) | 49 (28.8%) |
| Yes | 44 (68.75%) | 10 (31.3%) | 8 (20.5%) | 6 (17.1%) | 68 (40.0%) |
| No | 20 (31.25%) | 22 (68.8%) | 31 (79.5%) | 29 (82.9%) | 102 (60.0%) |
| ≥3 | 54 (84.4%) | 22 (68.8%) | 12 (30.8%) | 15 (42.9%) | 103 (60.6%) |
| ≤2 | 10 (15.6%) | 10 (31.3%) | 27 (69.2%) | 20 (57.1%) | 67 (39.4%) |
| No | 51 (79.7%) | 23 (71.9%) | 27 (69.2%) | 20 (57.1%) | 121 (71.2%) |
| Sometimes | 13 (20.3%) | 7 (21.9%) | 9 (23.1%) | 11 (31.4%) | 40 (23.5%) |
| Always | 0 (0%) | 2 (6.3%) | 3 (7.7%) | 4 (11.4%) | 9 (5.3%) |
*The mean number of teeth present in all subjects was 27.
Association between the copy numbers of eight pathogens and the periodontal status (healthy controls versus chronic periodontitis patients).
| Pathogens | Healthy | All_CP | P value | AUC | Cut-off | Sensitivity | Specificity | Odds ratio | PPI |
|---|---|---|---|---|---|---|---|---|---|
| Pg | 3.781 ± 1.38 | 5.357 ± 1.05 | <0.0001 | 0.88 (0.83–0.93) | 4.882 | 0.79 (0.70–0.87) | 0.80 (0.68–0.89) | 15.0 (6.94–26.98) | 20 |
| Tf | 1.328 ± 1.58 | 4.095 ± 1.43 | <0.0001 | 0.90 (0.86–0.95) | 3.416 | 0.87 (0.79–0.93) | 0.88 (0.77–0.94) | 46.0 (18.15–89.25) | 20 |
| Td | 2.509 ± 1.29 | 4.268 ± 1.36 | <0.0001 | 0.85 (0.79–0.91) | 3.690 | 0.79 (0.70–0.87) | 0.80 (0.68–0.89) | 15.0 (6.94–26.98) | 20 |
| Pi | 1.858 ± 1.96 | 4.463 ± 1.74 | <0.0001 | 0.86 (0.81–0.92) | 4.062 | 0.78 (0.69–0.86) | 0.78 (0.66–0.87) | 12.9 (6.08–23.10) | 12.5 |
| Cr | 2.825 ± 1.31 | 4.534 ± 0.74 | <0.0001 | 0.90 (0.85–0.95) | 4.130 | 0.82 (0.73–0.89) | 0.83 (0.71–0.91) | 22.1 (9.74–40.57) | 12.5 |
| Fn | 4.781 ± 0.64 | 5.339 ± 0.56 | <0.0001 | 0.78 (0.70–0.85) | 5.143 | 0.70 (0.60–0.78) | 0.70 (0.58–0.81) | 5.5 (2.78–9.49) | 5 |
| Pa | 3.712 ± 1.13 | 4.519 ± 0.85 | <0.0001 | 0.75 (0.68–0.82) | 4.280 | 0.67 (0.57–0.76) | 0.66 (0.53–0.77) | 3.9 (2.01–6.68) | 5 |
| Ec | 3.273 ± 0.96 | 4.278 ± 0.80 | <0.0001 | 0.80 (0.73–0.87) | 3.933 | 0.75 (0.65–0.82) | 0.75 (0.63–0.85) | 8.8 (4.29–15.44) | 5 |
The dark and light gray blocks indicate the red complex and orange complex pathogens, respectively. All_CP: early, moderate, and severe chronic periodontitis; Mean: mean copy number of the pathogens; SD: standard deviation; AUC: area under the curve; CI: confidence interval; PPI: periodontal pathogen index.
Association between periodontal pathogen index (PPI) scores and periodontal status (healthy subjects versus chronic periodontitis patients).
| Group | PPI score | P value | AUC | Cut-off | Sensitivity | Specificity | Odds ratio | |
|---|---|---|---|---|---|---|---|---|
| Healthy | 35.308 ± 27.602 | |||||||
| All_CP | 85.473 ± 20.765 | <0.0001 | 0.91 (0.87–0.96) | 60.18 | 0.87 (0.79–0.93) | 0.83 (0.71–0.91) | 31.7 (13.41–61.61) | |
| Early_CP | 68.768 ± 26.055 | <0.0001 | 0.81 (0.72–0.90) | 40.79 | 0.88 (0.71–0.96) | 0.66 (0.53–0.77) | 13.36 (4.16–40.55) | |
| Moderate_CP | 90.597 ± 16.026 | <0.0001 | 0.95 (0.90–0.99) | 80.22 | 0.87 (0.73–0.96) | 0.89 (0.79–0.95) | 55.37 (16.29–150.08) | |
| Severe_CP | 95.036 ± 6.221 | <0.0001 | 0.98 (0.95–0.99) | 82.77 | 0.91 (0.77–0.98) | 0.92 (0.83–0.97) | 125.87 (28.23–431.06) | |
AUC: area under the curve; CI: confidence interval; CP: chronic periodontitis
Fig 1The PPI grading system applied to mouthwash samples from healthy subjects and chronic periodontitis patients.
(A) The four categories of the PPI score according to cut-off values from ROC curve analysis. Whisker box plots indicate the distributions of scores in each group. (B) Comparison of PPI scores between healthy controls and all chronic periodontitis patients. (C) ROC curves for all, early, moderate, severe chronic periodontitis. **P < 0.0001 compared with healthy controls. All_CP: sum of early, moderate, and severe chronic periodontitis.
Diagnostic performance of the periodontal pathogen index (PPI) in discriminating between healthy controls and chronic periodontitis patients.
| PPI | Clinical diagnosis | |||
|---|---|---|---|---|
| Healthy | Chronic periodontitis | |||
| Early | Moderate | Severe | ||
| 42 (65.6%) | 4 (12.5%) | 1 (2.6%) | 0 (0%) | |
| 12 (18.8%) | 8 (25.0%) | 1 (2.6%) | 0 (0%) | |
| 4 (6.3%) | 7 (21.9%) | 3 (7.7%) | 1 (2.9%) | |
| 6 (9.4%) | 13 (40.6%) | 34 (87.2%) | 34 (97.1%) | |
Multiple regression analysis with periodontal pathogen index (PPI) scores as a dependent variable.
| Independent Variables | Periodontal pathogen index (PPI) | |
|---|---|---|
| Regression coefficient (β) | ||
| Sex (female vs. male) | -4.37 | 0.296 |
| Age (years) | 1.113 | <0.001 |
| Clinical attachment level (mm) | 8.075 | <0.001 |
| Plaque index | 0.218 | 0.042 |
| Number of teeth | 0.874 | 0.231 |
| Smoking history (former & daily vs. never) | 3.238 | 0.477 |
| Oral care (no vs. yes) | 1.845 | 0.655 |
| Scaling (no vs. yes) | 9.594 | 0.016 |
| Gargling frequency (≤ 2 vs. ≥ 3) | 6.642 | 0.088 |
| Insomnia (sometimes & always vs. no) | 1.577 | 0.696 |
*P<0.1