Submitted:
17 October 2025
Posted:
20 October 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Population
2.2.1. Eligibility Criteria
- Adults aged ≥ 30 years, consistent with NHANES eligibility for full-mouth periodontal examinations.
- Participants with complete periodontal clinical data, including probing depth (PD) and clinical attachment loss (CAL).
- Participants with available data on the biomarkers of interest: white blood cell count, serum albumin, and mean corpuscular hemoglobin concentration
- Individuals with available data on key covariates: age, sex, race/ethnicity, education level, smoking, any disease.
- Participants under 30 years old, since they were not eligible for the FMPE (Full-Mouth Periodontal Examination).
- Individuals with missing periodontal examination data (non-examined or incomplete exam).
- Individuals with missing values for biomarkers (WBC, serum albumin, MCHC).
- Individuals with conditions requiring antibiotic prophylaxis prior to dental exams (excluded by NHANES protocols).
- Participants with missing key covariates (e.g., demographic or health-related confounders).
- Pregnant women (NHANES typically excludes them from some blood measures due to physiologic changes, and many biomarker analyses remove them to avoid bias).
2.2. Periodontal Examination
2.3. Definition of the Dependent Variable: Periodontal disease
2.3. Description of Independent Variable: Blood biomarkers
2.3.1. White Blood Cell Count
2.3.2. Serum Albumin
2.3.3. Mean Corpuscular Hemoglobin Concentration
2.4. Potential Confounding Variable
2.5. Statistical Methods
3. Results
4. Discussion

1.4. Limitation of Research
2.4. Future Perspectives
5. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| PD | Periodontal disease |
| WBC | White blood cell |
| MCHC | Mean corpuscular hemoglobin concentration |
| ROS | Reactive oxygen species |
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| Covariate |
No Periodontal Disease N=2930 |
Periodontal Disease N=1739 |
Total N=4669 |
P-Value |
|
Sex male female |
1221 (29.1%) 1709 (38.5%) |
995 (18.5 %) 744 (13.8%) |
2216 (47.6%) 2453 (100%) |
<0.001 |
|
Age 30-34 35-49 50-64 65+ |
354 (8.1%) 982 (23.4%) 817 (20.76%) 777 (15.3%) |
147 (2.8%) 485 (9.9%) 619 (11.85%) 488 (7.7 %) |
501 (52.3%) 1467 (10.9%) 1436 (33.3%) 1265 (23%) |
<0.001 |
|
Race Non-Hispanic White Non-Hispanic Black Hispanic Non-Hispanic Asian Other |
1402 (48.4%) 539 (6.5%) 574 (7.8%) 341 (3.3%) 74 (64.35%) |
638 (19.5%) 409 (4.5%) 445 (5.5 %) 206 (2 %) 41 (0.85%) |
2040 (67.9%) 948 (11%) 1019 (13.3%) 547 (5.3%) 115 (2.3%) |
<0.001 |
|
Education < High School High School/GED College or More |
563 (8.7%) 593 (12.7%) 1772 (46.1%) |
479 (6.7 %) 454 (8.6%) 804 (16.9%) |
1042 (15.4%) 1047 (21.4%) 2576 (63%) |
<0.001 |
|
Smoking No Yes |
1716 (39.6%) 1214 (28%) |
824 (14.8 %) 915 (17.5%) |
2540 (54.4%) 2129 (45.5%) |
<0.001 |
|
Family Income Ratio to FPL <138% 138%-399% >400% |
826 (12.6%) 1012 (23.5) 1092 (31.4) |
646 (9.3%) 646 (13.2%) 447 (9.8) |
1472 (21.9%) 1658 (36.7%) 1539 (41.2) |
<0.001 |
|
Any disease No Yes |
1626 (37.5%) 1294 (30%) |
942 (17.1%) 793 (15.2 %) |
2568 (54.6%) 2087 (45.3%) |
0.356 |
| Variable (Total N) | No Periodontitis (n, Mean ± SD) | Periodontitis (n, Mean ± SD) | P-Value |
|
White Blood Cells (10³ cells/µL) (N = 4504) |
2,817, 7.18 ± 2.21 | 1,687, 7.49 ± 2.53 | <0.001 |
| Serum Albumin (g/dL) (N=4449) | 2,776, 4.23 ± 0.33 | 1,673, 4.20 ± 0.32 | 0.0067 |
|
MCHC (g/dL) (N = 4,504) |
2,817, 33.71 ± 0.95 | 1,687, 33.84 ± 1.37 | 0.0003 |
| Composite | ||||
| Covariate | Odds Ratio | Confidence Interval | p Value | |
| Lower | Upper | |||
| White blood cells | 1.075 | 1.044 | 1.107 | <0.001 |
| Serum albumin | 0.760 | 0.615 | 0.939 | 0.011 |
| MCHC | 1.138 | 1.062 | 1.219 | <0.001 |
| Sex (reference: Male) | 0.551 | 0.481 | 0.631 | <0.001 |
| Education (reference: <high school) | ||||
| High school/GED | 1.006 | 0.832 | 1.217 | 0.947 |
| Some college or more | 0.734 | 0.616 | 0.874 | 0.001 |
| Poverty (reference: <138 FPL) | ||||
| 138%-399% | 0.883 | 0.754 | 1.035 | 0.127 |
| >400% | 0.608 | 0.511 | 0.724 | <0.001 |
| Race (reference: Non-Hispanic White) | ||||
| Non-Hispanic Black | 1.927 | 1.600 | 2.321 | <0.001 |
| Hispanic | 1.689 | 1.416 | 2.014 | <0.001 |
| Non-Hispanic Asian | 1.811 | 1.455 | 2.253 | <0.001 |
| Other | 1.338 | 0.909 | 2.118 | 0.128 |
| Smoking (reference: No Smoking) | 1.311 | 1.146 | 1.500 | <0.01 |
| Any Disease (reference: No Disease) | 0.906 | 0.781 | 1.050 | 0.190 |
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