Evidence map›Paper›PMID 41639814›Full record

ArticleBMC oral health2026

Fractal dimension and cortical indices of the mandible in hypercholesterolaemia: a retrospective study.

Dóra Iványi, Márton Kivovics, Csilla Szerencse, Orsolya Németh

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Article in BMC oral health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

4 authors.

Dóra IványiDepartment of Public Dental Health, Semmelweis University, Szentkirályi street 40. 1088, Budapest, Hungary. ivanyi.dora@semmelweis.hu.
Márton KivovicsDepartment of Public Dental Health, Semmelweis University, Szentkirályi street 40. 1088, Budapest, Hungary.
Csilla SzerencseDepartment of Public Dental Health, Semmelweis University, Szentkirályi street 40. 1088, Budapest, Hungary.
Orsolya NémethDepartment of Public Dental Health, Semmelweis University, Szentkirályi street 40. 1088, Budapest, Hungary.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHypercholesterolaemia has been associated with changes in bone metabolism, but its potential impact on mandibular bone microarchitecture, as observed in dental panoramic radiographs, remains unclear. Understanding these relationships may improve pre-implant assessment and treatment planning. This study aimed to investigate whether fractal dimension, lacunarity, mandibular cortical width, and the panoramic mandibular index differ among patients with varying serum total cholesterol levels.

methodsThis retrospective study analysed panoramic radiographs from adult patients referred for dental implant treatment. Participants were stratified into three groups based on total cholesterol level: normal (< 5.2 mmol/L), borderline high (5.2–6.2 mmol/L), and high (> 6.2 mmol/L). Standardised 64 × 64 pixel regions of interest were selected in anterior, premolar, and molar mandibular regions. Fractal dimension and lacunarity were calculated using a box-counting approach, while mandibular cortical width and the panoramic mandibular index were measured manually at the mental foramen. Group comparisons were performed using the Kruskal-Wallis test with Bonferroni-corrected post-hoc analysis.

resultsA total of 92 patients were included (35 normal, 33 borderline, 24 high cholesterol). Although the Kruskal-Wallis test indicated a difference in fractal dimension among cholesterol groups (p = 0.047), the post-hoc analysis revealed only a borderline significance between the high and normal groups (adjusted p = 0.050). Therefore, this finding should be interpreted cautiously. No significant differences were observed in the premolar or molar regions, or in lacunarity, mandibular cortical width, or panoramic mandibular index.

conclusionsFindings suggest that elevated cholesterol levels may be associated with subtle alterations in trabecular bone microarchitecture in the anterior mandible. Fractal analysis of panoramic radiographs could provide a non-invasive adjunct for early detection of bone changes in patients with lipid imbalance, potentially supporting individualised implant treatment planning. However, these observations should be interpreted with caution, and further studies are needed to confirm the reproducibility and clinical relevance of these findings.

trial registrationNot applicable.

Indexed as

FractalsHypercholesterolemiaMandibleAdultAgedCholesterolFemaleHumansMaleMiddle AgedRadiography, PanoramicRetrospective StudiesCholesterolFractal dimensionHypercholesterolaemiaLacunarityMandibular cortical widthPanoramic mandibular indexPanoramic radiographTrabecular bone microarchitecture

Identifiers

PMID41639814
PMCPMC12973740

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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.