Potential Utility of Combined Salivary Calprotectin and Anti-Cyclic Citrullinated Peptide in Rheumatoid Arthritis Assessment
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design and Participants
2.2. Ethical Statement
2.3. Saliva Collection
2.4. Salivary Calprotectin and Anti-CCP Testing
2.5. Statistical Analysis
- Model 1 (unadjusted): salivary calprotectin and salivary anti-CCP only;
- Model 2 (partially adjusted): Model 1 + sex, age, and body mass index (BMI);
- Model 3 (clinically refined): salivary calprotectin, salivary anti-CCP, age, sex, alcohol consumption, dry mouth symptoms, and hyperlipidemia.
2.6. Artificial Intelligence Tool Usage
3. Results
3.1. Demographic and Clinical Characteristics
3.2. Salivary Calprotectin and Anti-CCP Levels in the RA Group and HCs
3.3. Association of Salivary Biomarkers with Radiographic Joint Damage in Patients with RA
3.4. Correlation Between Salivary Biomarkers and Clinical Parameters
3.5. Diagnostic Value of Salivary Calprotectin and Anti-CCP Based on ROC-Derived Cut-Off
3.6. Diagnostic Performance According to Disease Activity
3.7. Logistic Regression and ROC Modeling for the Prediction of RA
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Correction Statement
Abbreviations
| ACR | American College of Rheumatology |
| Anti-CCP | Anti-cyclic citrullinated peptide |
| AUC | Area under the curve |
| bDMARDs | Biologic disease-modifying antirheumatic drugs |
| BE | Bone erosion |
| BMI | Body mass index |
| CDAI | Clinical Disease Activity Index |
| cDMARDs | Conventional disease-modifying antirheumatic drugs |
| CI | Confidence interval |
| CRP | C-reactive protein |
| DAS28 | Disease Activity Score in 28 joints |
| ELISA | Enzyme-linked immunosorbent assay |
| ESR | Erythrocyte sedimentation rate |
| EULAR | European Alliance of Associations for Rheumatology |
| HC | Healthy controls |
| IBD | Inflammatory bowel disease |
| IgA | Immunoglobulin A |
| IgG | Immunoglobulin G |
| IQR | Interquartile range |
| JIA | Juvenile idiopathic arthritis |
| JSN | Joint space narrowing |
| NSAIDs | Non-steroidal anti-inflammatory drugs |
| OR | Odds ratio |
| RA | Rheumatoid arthritis |
| RF | Rheumatoid factor |
| SS | Sjögren’s syndrome |
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| RA (n = 58) | HC (n = 50) | p-Value | |
|---|---|---|---|
| Demographic parameters | |||
| Sex, female/male | 49/9 | 40/10 | 0.542 |
| Age, years | 63.1 ± 10.6 | 59.6 ± 8.6 | 0.061 |
| BMI, kg/m2 | 24.0 ± 3.4 | 24.3 ± 3.8 | 0.721 |
| Disease duration, years | 13.2 ± 7.7 | - | - |
| Alcohol consumption | 15 (25.9) | 23 (46.0) | 0.030 |
| Smoking status | 6 (10.3) | 3 (6.0) | 0.500 |
| Clinical and serological parameters | |||
| RF (IU/mL) | 122.5 ± 239.9 | - | - |
| Anti-CCP (units/mL) | 438.1 ± 630.8 | - | - |
| ESR (mm/h) | 22.1 ± 18.8 | - | - |
| CRP (mg/dL) | 0.62 ± 0.64 | - | - |
| DAS28-ESR | 2.60 ± 0.85 | - | - |
| DAS28-CRP | 1.80 ± 0.64 | - | - |
| Salivary Flow (5 min, mL) | 2.8 ± 2.1 | 3.1 ± 1.3 | 0.381 |
| Dry mouth symptoms | 16 (27.6) | 3 (6.0) | 0.003 |
| Radiographic images | |||
| Joint space narrowing | 35 (60.3) | - | - |
| Bone erosion | 25 (43.1) | - | - |
| Comorbidities | |||
| HTN | 28 (48.3) | 18 (36.0) | 0.198 |
| Hyperlipidemia | 31 (73.8) | 11 (22.0) | <0.001 |
| DM | 6 (10.3) | 4 (8.0) | 0.749 |
| Concomitant medications | |||
| cDMARDs | 54 (93.1) | - | - |
| bDMARDs or tsDMARDs | 12 (20.7) | - | - |
| Glucocorticoids | 36 (62.1) | - | - |
| NSAIDs | 33 (56.9) | - | - |
| Salivary Calprotectin | Salivary Anti-CCP | |||||
|---|---|---|---|---|---|---|
| r | p-Value | n | r | p-Value | n | |
| Age | 0.044 | 0.740 | 58 | 0.085 | 0.526 | 58 |
| BMI | −0.072 | 0.592 | 58 | 0.057 | 0.672 | 58 |
| Disease duration | 0.274 | 0.038 | 58 | 0.073 | 0.585 | 58 |
| Salivary Flow (5 min, mL) | −0.177 | 0.184 | 58 | −0.165 | 0.217 | 58 |
| ESR | −0.018 | 0.892 | 58 | 0.311 | 0.017 | 58 |
| CRP | −0.131 | 0.326 | 58 | −0.012 | 0.925 | 58 |
| DAS28-ESR | 0.128 | 0.339 | 58 | 0.136 | 0.308 | 58 |
| DAS28-CRP | 0.089 | 0.508 | 58 | −0.101 | 0.449 | 58 |
| RF | 0.019 | 0.886 | 58 | 0.516 | <0.001 | 58 |
| Anti-CCP | 0.012 | 0.931 | 58 | 0.699 | <0.001 | 58 |
| Salivary calprotectin | 1.000 | - | 58 | −0.047 | 0.724 | 58 |
| Salivary anti-CCP | −0.047 | 0.724 | 58 | 1.000 | - | 58 |
| Variable | Cut-Off | OR | 95% CI | p-Value |
|---|---|---|---|---|
| Calprotectin | 8.57 µg/mL | 4.153 | 1.787–9.653 | <0.001 |
| Anti-CCP | 28.54 Units | 8.591 | 3.411–21.634 | <0.001 |
| Subgroup (DAS28-ESR) | Biomarker | AUC | SE | 95% CI | p-Value |
|---|---|---|---|---|---|
| Moderate/High (≥3.2, n = 12) | Salivary Calprotectin | 0.68 | 0.079 | 0.524–0.836 | 0.054 |
| Salivary Anti-CCP | 0.79 | 0.099 | 0.593–0.981 | 0.002 | |
| Low/Remission (<3.2, n = 46) | Salivary Calprotectin | 0.71 | 0.053 | 0.602–0.809 | <0.001 |
| Salivary Anti-CCP | 0.72 | 0.055 | 0.612–0.826 | <0.001 |
| Variable | β | S.E. | Wald | OR | 95% CI | p-Value |
|---|---|---|---|---|---|---|
| Sex | 0.308 | 0.506 | 0.371 | 1.361 | 0.504–3.673 | 0.543 |
| Age | 0.038 | 0.020 | 3.429 | 1.039 | 0.998–1.081 | 0.064 |
| BMI | −0.021 | 0.059 | 0.131 | 0.979 | 0.873–1.098 | 0.718 |
| Alcohol consumption | −0.893 | 0.413 | 4.677 | 0.410 | 0.182–0.920 | 0.031 |
| Dry mouth symptoms | 1.786 | 0.664 | 7.238 | 5.968 | 1.624–21.931 | 0.007 |
| Hyperlipidemia | 1.404 | 0.431 | 10.604 | 4.071 | 1.749–9.476 | 0.001 |
| Salivary calprotectin | 0.105 | 0.030 | 11.947 | 1.111 | 1.047–1.179 | 0.001 |
| Salivary anti-CCP | 0.048 | 0.013 | 12.748 | 1.049 | 1.022–1.077 | 0.001 |
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Share and Cite
Kim, M.; Kim, Y.I.; Lee, Y.-A.; Hong, S.-J. Potential Utility of Combined Salivary Calprotectin and Anti-Cyclic Citrullinated Peptide in Rheumatoid Arthritis Assessment. Diagnostics 2026, 16, 23. https://doi.org/10.3390/diagnostics16010023
Kim M, Kim YI, Lee Y-A, Hong S-J. Potential Utility of Combined Salivary Calprotectin and Anti-Cyclic Citrullinated Peptide in Rheumatoid Arthritis Assessment. Diagnostics. 2026; 16(1):23. https://doi.org/10.3390/diagnostics16010023
Chicago/Turabian StyleKim, Misong, Young Il Kim, Yeon-Ah Lee, and Seung-Jae Hong. 2026. "Potential Utility of Combined Salivary Calprotectin and Anti-Cyclic Citrullinated Peptide in Rheumatoid Arthritis Assessment" Diagnostics 16, no. 1: 23. https://doi.org/10.3390/diagnostics16010023
APA StyleKim, M., Kim, Y. I., Lee, Y.-A., & Hong, S.-J. (2026). Potential Utility of Combined Salivary Calprotectin and Anti-Cyclic Citrullinated Peptide in Rheumatoid Arthritis Assessment. Diagnostics, 16(1), 23. https://doi.org/10.3390/diagnostics16010023

