ArticleFrontiers in molecular biosciences2021
Saliva and Plasma Reflect Metabolism Altered by Diabetes and Periodontitis.
Article in Frontiers in molecular biosciences, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 1 of them a synthesis that pooled it.
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Who cites it
28 citing papers in PubMed, 1 synthesis or guideline pooled it, 39 citations in OpenAlex.
- Salivary metabolomics in oral potentially malignant disorders and oral cancer patients-a systematic review with meta-analysis.Clinical oral investigations · 2024Pooled it
- CHAC2-mediated glutathione metabolic reprogramming drives N1 polarization of bone marrow neutrophils and exacerbates inflammatory comorbidities.International journal of oral science · 2026Article
- Metabolomic Profiling of Tongue Coating Reveals Potential Molecular Features Linked to Type 2 Diabetes Progression.International journal of molecular sciences · 2026Article
- Lightweight liquid neural networks decipher salivary metabolic fingerprinting for high-risk periodontitis screening in diabetes.NPJ digital medicine · 2026Article
- Integrated metabolomic and transcriptomic analysis reveals novel plasma biomarkers and metabolic pathway dysregulation in latent tuberculosis infection.Microbiology spectrum · 2026Article
- Diet-Oral Microbiota Interactions and Salivary Biomarkers of Nutritional Health: A Narrative Review.Nutrients · 2026Review
- Comparative machine learning analysis of saliva and plaque microbiomes in Kuwaitis with type 1 diabetes.Frontiers in microbiology · 2026Article
- Diabetes alters the supragingival microbiome through plasma-to-saliva migration of glucose and fructose.Microbiome · 2025Article
- Advancements and Challenges in Salivary Metabolomics for Early Detection and Monitoring of Systemic Diseases.MedComm · 2025Review
- Transgenic inducible MHC I overexpression in mouse alveolar type 2 cells.Transgenic research · 2025Article
- Saliva metabolomics: a non-invasive frontier for diagnosing and managing oral diseases.Journal of translational medicine · 2025Review
- Metabolomics Applications for Diagnosing Peri-Implantitis: A Systematic Review of In Vivo Studies.Diagnostics (Basel, Switzerland) · 2025Review
- Association of socio-demographic characteristics, comorbidities, lifestyle habits, and saliva parameters with dental caries in adults with obesity.Acta odontologica Scandinavica · 2025Article
- Identifying metabolic biomarkers and pathways in pulpitis: a metabolomic study using ultra-high-performance liquid chromatography/orbitrap mass spectrometry.Journal of applied oral science : revista FOB · 2025Article
- Integrated oral microbiome and metabolome analysis unveils key biomarkers and functional pathway alterations in patients with acute myocardial infarction.Frontiers in cellular and infection microbiology · 2025Article
- Salivary features of periodontitis and gingivitis in type 2 diabetes mellitus.Scientific reports · 2024Article
- Article
- Critical Factors in Sample Collection and Preparation for Clinical Metabolomics of Underexplored Biological Specimens.Metabolites · 2024Review
- The polymicrobial pathogenicity ofFrontiers in oral health · 2024Article
- Total Antioxidant Capacity of Saliva and Its Correlation with pH Levels among Dental Students under Different Stressful Conditions.Diagnostics (Basel, Switzerland) · 2023Article
Corrections and comments
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Authors and funding
13 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Periodontitis is an inflammatory disorder caused by disintegration of the balance between the periodontal microbiome and host response. While growing evidence suggests links between periodontitis and various metabolic disorders including type 2 diabetes (T2D), non-alcoholic liver disease, and cardiovascular disease (CVD), which often coexist in individuals with abdominal obesity, factors linking periodontal inflammation to common metabolic alterations remain to be fully elucidated. More detailed characterization of metabolomic profiles associated with multiple oral and cardiometabolic traits may provide better understanding of the complexity of oral-systemic crosstalk and its underlying mechanism. We performed comprehensive profiling of plasma and salivary metabolomes using untargeted gas chromatography/mass spectrometry to investigate multivariate covariation with clinical markers of oral and systemic health in 31 T2D patients with metabolic comorbidities and 30 control subjects. Orthogonal partial least squares (OPLS) results enabled more accurate characterization of associations among 11 oral and 25 systemic clinical outcomes, and 143 salivary and 78 plasma metabolites. In particular, metabolites that reflect cardiometabolic changes were identified in both plasma and saliva, with plasma and salivary ratios of (mannose + allose):1,5-anhydroglucitol achieving areas under the curve of 0.99 and 0.92, respectively, for T2D diagnosis. Additionally, OPLS analysis of periodontal inflamed surface area (PISA) as the numerical response variable revealed shared and unique responses of metabolomic and clinical markers to PISA between healthy and T2D groups. When combined with linear regression models, we found a significant correlation between PISA and multiple metabolites in both groups, including threonate, cadaverine and hydrocinnamate in saliva, as well as lactate and pentadecanoic acid in plasma, of which plasma lactate showed a predominant trend in the healthy group. Unique metabolites associated with PISA in the T2D group included plasma phosphate and salivary malate, while those in the healthy group included plasma gluconate and salivary adenosine. Remarkably, higher PISA was correlated with altered hepatic lipid metabolism in both groups, including higher levels of triglycerides, aspartate aminotransferase and alanine aminotransferase, leading to increased risk of cardiometabolic disease based on a score summarizing levels of CVD-related biomarkers. These findings revealed the potential utility of saliva for evaluating the risk of metabolic disorders without need for a blood test, and provide evidence that disrupted liver lipid metabolism may underlie the link between periodontitis and cardiometabolic disease.
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Registered trials
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