Evidence map›Paper›PMID 42258594›Full record

ReviewMedical principles and practice : international journal of the Kuwait University, Health Science Centre2026

Quantitative Imaging of the Mandibular Condyle: Radiomics and Microarchitectural Biomarkers.

Daniel Negrete, Ana Cristina Borges-Oliveira, Marcos Murilo Alves Santos, Sérgio Lucio Pereira de Castro Lopes, Andre Luiz Ferreira Costa

Abstract readReview
In one paragraph

Review in Medical principles and practice : international journal of the Kuwait University, Health Science Centre, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Daniel NegretePostgraduate Program in Dentistry, Dentomaxillofacial Radiology and Imaging Laboratory, Cruzeiro do Sul University (UNICSUL), São Paulo, Brazil.
Ana Cristina Borges-OliveiraSchool of Dentistry, Department of Social and Preventive Dentistry, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.
Marcos Murilo Alves SantosDepartment of Diagnosis and Surgery, the Institute of Sciences and Technology of São Paulo State University (UNESP), São José dos Campos, Brazil.
Sérgio Lucio Pereira de Castro LopesDepartment of Diagnosis and Surgery, the Institute of Sciences and Technology of São Paulo State University (UNESP), São José dos Campos, Brazil.
Andre Luiz Ferreira CostaPostgraduate Program in Dentistry, Dentomaxillofacial Radiology and Imaging Laboratory, Cruzeiro do Sul University (UNICSUL), São Paulo, Brazil, alfcosta@unicamp.br.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Radiomics makes it possible to extract quantitative data from medical images, revealing details about tissue heterogeneity that are not apparent from visual evaluation alone. Conventional evaluation of temporomandibular joint (TMJ) imaging still primarily relies on qualitative morphological criteria that primarily detect late-stage structural alterations. This narrative review summarizes current evidence on quantitative imaging of the mandibular condyle and subchondral bone within the TMJ, with emphasis on radiomics applications using computed tomography (CT), cone-beam CT (CBCT), and magnetic resonance imaging (MRI). Studies have shown that texture and morphometric features derived from CT and CBCT can reflect trabecular organization and subchondral remodeling, with some parameters validated against micro-CT in experimental settings. MRI-based approaches are particularly sensitive to changes in subchondral bone marrow, especially in inflammatory and degenerative conditions, even when morphological alterations are subtle or absent. Radiomic features can detect patterns associated with joint degeneration and adaptation across imaging modalities. However, variability in acquisition protocols, segmentation methods, and limited longitudinal data still restrict their clinical application. At present, quantitative imaging should be considered a research tool that may support the development of imaging biomarkers and contribute to a better understanding of TMJ disease.

Indexed as

Condylar remodelingDiagnostic imagingImaging biomarkersJoint biomechanicsRadiomics

Identifiers

PMID42258594
PMCPMC13395468

What OpenQuestion holds

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Registered trials

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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.