Radiomics-Driven CBCT Texture Analysis As a Novel Biosensor for Quantifying Periapical Bone Healing: A Comparative Study of Intracanal Medications

Overview

Journal Biosensors (Basel)

Specialty Biotechnology

Date 2025 Feb 25

PMID 39997000

Authors

Diana Lorena Garcia Lopes

Sergio Lucio Pereira de Castro Lopes

Daniela Maria de Toledo Ungaro

Ana Paula Martins Gomes

Nicole Berton de Moura

Bianca Costa Goncalves

Andre Luiz Ferreira Costa

Affiliations

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Abstract

This study aimed to evaluate the effectiveness of two intracanal medications in promoting periapical bone healing following endodontic treatment using radiomics-enabled texture analysis of cone-beam computed tomography (CBCT) images as a novel biosensing technique. By quantifying tissue changes through advanced image analysis, this approach seeks to enhance the monitoring and assessment of endodontic treatment outcomes. Thirty-four single-rooted teeth with pulp necrosis and periapical lesions were allocated to two groups (17 each): calcium hydroxide +2% chlorhexidine gel (CHX) and Ultracal XS. CBCT scans were obtained immediately after treatment and three months later. Texture analysis performed using MaZda software extracted 11 parameters based on the gray level co-occurrence matrix (GLCM) across two inter-pixel distances and four directions. Statistical analysis revealed significant differences between medications for S [0,1] inverse difference moment ( = 0.043), S [0,2] difference of variance ( = 0.014), and S [0,2] difference of entropy ( = 0.004). CHX treatment resulted in a more organized bone tissue structure post-treatment, evidenced by reduced entropy and variance parameters, while Ultracal exhibited less homogeneity, indicative of fibrous or immature tissue formation. These findings demonstrate the superior efficacy of CHX in promoting bone healing and underscore the potential of texture analysis as a powerful tool for assessing CBCT images in endodontic research.

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