ArticleBiomedicines2023
Estimation of Cancellous Changes Using Fractal Analysis in Patients with Periodontitis.
Article in Biomedicines, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.
- Accuracy of Ionizing-Radiation-Based and Non-Ionizing Imaging Assessments for the Diagnosis of Periodontitis: Systematic Review and Meta-Analysis.Journal of clinical periodontology · 2025Pooled it
- Fractal analysis of trabecular bone changes in different stages of periodontal disease on panoramic radiographs.BMC oral health · 2026Article
- Fractal Analysis of Mandibular Condyles in Patients with Temporomandibular Disorder.Journal of imaging informatics in medicine · 2026Article
- Evaluation of trabecular bone structure using fractal analysis in patients with peri-implant health and disease.BMC oral health · 2026Article
- Fractal Analysis and Artificial Intelligence for Radiographic Detection of Periodontal Bone Loss: A Systematic Review.Diagnostics (Basel, Switzerland) · 2026Review
- Article
- Evaluation of the long-term structural change caused by root canal treatment in the bone around the tooth by fractal analysis.Oral radiology · 2025Article
- Review
- Evaluation of Peri-Implant Bone Changes with Fractal Analysis.Journal of clinical medicine · 2025Article
- Evaluation of the effects of geometric design and surface properties of dental implants on marginal bone loss and bone quality by fractal analysis.BMC oral health · 2025Article
- Fractal Dimension Analysis of Mandibular Trabecular Architecture in Gingival Recession During Orthodontic Retention: A Cross-Sectional Study.Diagnostics (Basel, Switzerland) · 2025Article
- Investigation of the Effect of Periodontitis on Trabecular Bone Structure by Fractal Analysis.Cureus · 2025Article
Corrections and comments
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Authors and funding
7 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Periodontal disease is a broad term given when the periodontium is affected by inflammation. There are several methods to diagnose periodontitis, but no method to quantify the cancellous bone is presently used. For this purpose, a non-invasive tool that is efficient in analyzing bone quality called fractal analysis can be employed. The objective of the study was to utilize fractal dimension (FD) to evaluate cancellous patterns of interproximal alveolar bone using a digital intraoral periapical radiograph (IOPAR) in different clinical presentations of periodontitis classified according to the latest classification by the World Workshop for Periodontal and Peri-Implant Diseases and Conditions, 2017 (WWDC, 2017). The study aimed to numerically calculate the periodontitis changes in the cancellous bone around the affected tooth on an IOPAR using fractal analysis and to provide an additional criterion for the staging of periodontitis. In this cross-sectional observational study, 75 patients were selected and equally allotted to five groups based on the staging system proposed by the WWDC, 2017. The region of interest was selected on the IOPA radiograph of the tooth with the site having the most significant clinical attachment loss, and FD was calculated using Image J analysis. The association of gender and age with stages of periodontitis was studied using the chi-square test of independence. A comparison of % bone loss and fractal dimension among stages was studied by using the non-parametric Kruskal Wallis test. The relationship between % bone loss and fractal dimension within stages and gender was studied by using the Karl Pearson correlation. A receiver operating characteristic (ROC) curve analysis was performed for FD value as a marker of periodontitis patients. We demonstrated that the FD values decreased significantly with the increase in stages (
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