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Molecular differences between chronic and aggressive periodontitis.
- Source :
-
Journal of dental research [J Dent Res] 2013 Dec; Vol. 92 (12), pp. 1081-8. Date of Electronic Publication: 2013 Oct 11. - Publication Year :
- 2013
-
Abstract
- The 2 major forms of periodontitis, chronic (CP) and aggressive (AgP), do not display sufficiently distinct histopathological characteristics or microbiological/immunological features. We used molecular profiling to explore biological differences between CP and AgP and subsequently carried out supervised classification using machine-learning algorithms including an internal validation. We used whole-genome gene expression profiles from 310 'healthy' or 'diseased' gingival tissue biopsies from 120 systemically healthy non-smokers, 65 with CP and 55 with AgP, each contributing with ≥ 2 'diseased' gingival papillae (n = 241; with bleeding-on-probing, probing depth ≥ 4 mm, and clinical attachment loss ≥ 3 mm), and, when available, a 'healthy' papilla (n = 69; no bleeding-on-probing, probing depth ≤ 4 mm, and clinical attachment loss ≤ 4 mm). Our analyses revealed limited differences between the gingival tissue transcriptional profiles of AgP and CP, with genes related to immune responses, apoptosis, and signal transduction overexpressed in AgP, and genes related to epithelial integrity and metabolism overexpressed in CP. Different classifying algorithms discriminated CP from AgP with an area under the curve ranging from 0.63 to 0.99. The small differences in gene expression and the highly variable classifier performance suggest limited dissimilarities between established AgP and CP lesions. Future analyses may facilitate the development of a novel, 'intrinsic' classification of periodontitis based on molecular profiling.
- Subjects :
- Aggressive Periodontitis immunology
Aggressive Periodontitis pathology
Algorithms
Apoptosis genetics
Area Under Curve
Artificial Intelligence
Chronic Periodontitis metabolism
Chronic Periodontitis pathology
Epithelium pathology
Gene Expression Profiling methods
Gingiva pathology
Humans
Microarray Analysis
Periodontal Attachment Loss genetics
Periodontal Attachment Loss pathology
Periodontal Index
Periodontal Pocket genetics
Periodontal Pocket pathology
ROC Curve
Sensitivity and Specificity
Signal Transduction genetics
Transcription, Genetic genetics
Transcriptome genetics
Aggressive Periodontitis genetics
Chronic Periodontitis genetics
Subjects
Details
- Language :
- English
- ISSN :
- 1544-0591
- Volume :
- 92
- Issue :
- 12
- Database :
- MEDLINE
- Journal :
- Journal of dental research
- Publication Type :
- Academic Journal
- Accession number :
- 24122488
- Full Text :
- https://doi.org/10.1177/0022034513506011