ArticlePloS one2014
Global metabolomic analysis of human saliva and plasma from healthy and diabetic subjects, with and without periodontal disease.
Article in PloS one, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 97 papers, 5 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
97 citing papers in PubMed, 5 syntheses or guidelines pooled it, 169 citations in OpenAlex.
- Evolution, disciplinary integration, and frontiers of multi-omics and single-cell technologies in periodontology: a bibliometric analysis (2000-2025) with an early-2026 frontier update.Frontiers in cellular and infection microbiology · 2026Pooled it
- Inflammatory Mediators in the Oral Fluids and Blood Samples of Type 1 Diabetic Patients, According to Periodontal Status-A Systematic Review.International journal of molecular sciences · 2025Pooled it
- Metabolomics Analysis as a Tool in Periodontitis Diagnosis: A Systematic Review.Clinical and experimental dental research · 2025Pooled it
- Periodontal disease metabolomics signatures from different biofluids: a systematic review.Metabolomics : Official journal of the Metabolomic Society · 2022Pooled it
- Salivary metabolomics for the diagnosis of periodontal diseases: a systematic review with methodological quality assessment.Metabolomics : Official journal of the Metabolomic Society · 2021Pooled it
- Metabolic Profile of Supragingival Plaque Exposed to Arginine and Fluoride.Journal of dental research · 2019Trial
- Discriminating high-risk cervical Human Papilloma Virus infections with urinary biomarkers via non-targeted GC-MS-based metabolomics.PloS one · 2018Trial
- Gingivitis Pathogenesis Involves Upregulation of Glycolysis and Citric Acid Cycle Activity Mediated by Bacterial Virulence Factors.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
- Metabolomic profiling reveals alterations in Candida pathophysiology and host interactions during primary oral candidiasis and following antifungal treatment.Scientific reports · 2026Article
- The oral‒gut axis in periodontal disease: a systematic review of the associated human evidence of its mechanisms and implications for patient care.Journal of oral microbiology · 2026Review
- Mass Spectrometry-Based Oral Meta-Omics Analysis-What We Know and What We Don't.Advances in experimental medicine and biology · 2026Review
- Metabolomics in the Prediction and Early Diagnosis of Type 2 Diabetes Mellitus: Advances and Applications.International journal of medical sciences · 2026Review
- Diabetes alters the supragingival microbiome through plasma-to-saliva migration of glucose and fructose.Microbiome · 2025Article
- Analysis of subgingival microbial community structure in MAFLD patients with periodontitis.Clinical oral investigations · 2025Article
- Advancements and Challenges in Salivary Metabolomics for Early Detection and Monitoring of Systemic Diseases.MedComm · 2025Review
- Metabolomic Profiles of Oral Rinse Samples to Distinguish Severe Periodontitis Patients From Non-Periodontitis Controls.Journal of periodontal research · 2025Article
- Accuracy of Metabolomics in Peri-Implant Crevicular Fluid for Diagnosis and Prognosis of Peri-Implantitis.Journal of periodontal research · 2025Article
- The Multifaceted Role ofGenes · 2025Review
- Oral Disease and Atherosclerosis May Be Associated with Overlapping Metabolic Pathways.JDR clinical and translational research · 2025Article
37 more citing papers are in PubMed but not listed here.
Corrections and comments
- Erratum issued
Authors and funding
9 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Recent studies suggest that periodontal disease and type 2 diabetes mellitus are bi-directionally associated. Identification of a molecular signature for periodontitis using unbiased metabolic profiling could allow identification of biomarkers to assist in the diagnosis and monitoring of both diabetes and periodontal disease. This cross-sectional study identified plasma and salivary metabolic products associated with periodontitis and/or diabetes in order to discover biomarkers that may differentiate or demonstrate an interaction of these diseases. Saliva and plasma samples were analyzed from 161 diabetic and non-diabetic human subjects with a healthy periodontium, gingivitis and periodontitis. Metabolite profiling was performed using Metabolon's platform technology. A total of 772 metabolites were found in plasma and 475 in saliva. Diabetics had significantly higher levels of glucose and α-hydroxybutyrate, the established markers of diabetes, for all periodontal groups of subjects. Comparison of healthy, gingivitis and periodontitis saliva samples within the non-diabetic group confirmed findings from previous studies that included increased levels of markers of cellular energetic stress, increased purine degradation and glutathione metabolism through increased levels of oxidized glutathione and cysteine-glutathione disulfide, markers of oxidative stress, including increased purine degradation metabolites (e.g. guanosine and inosine), increased amino acid levels suggesting protein degradation, and increased ω-3 (docosapentaenoate) and ω-6 fatty acid (linoleate and arachidonate) signatures. Differences in saliva between diabetic and non-diabetic cohorts showed altered signatures of carbohydrate, lipid and oxidative stress exist in the diabetic samples. Global untargeted metabolic profiling of human saliva in diabetics replicated the metabolite signature of periodontal disease progression in non-diabetic patients and revealed unique metabolic signatures associated with periodontal disease in diabetics. The metabolites identified in this study that discriminated the periodontal groups may be useful for developing diagnostics and therapeutics tailored to the diabetic population.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.