title: Application of third molar development and eruption models in estimating dental age in Malay sub-adults.
abstract: The third molar development (TMD) has been widely utilized as one of the radiographic method for dental age estimation. By using the same radiograph of the same individual, third molar eruption (TME) information can be incorporated to the TMD regression model. This study aims to evaluate the performance of dental age estimation in individual method models and the combined model (TMD and TME) based on the classic regressions of multiple linear and principal component analysis. A sample of 705 digital panoramic radiographs of Malay sub-adults aged between 14.1 and 23.8 years was collected. The techniques described by Gleiser and Hunt (modified by Kohler) and Olze were employed to stage the TMD and TME, respectively. The data was divided to develop three respective models based on the two regressions of multiple linear and principal component analysis. The trained models were then validated on the test sample and the accuracy of age prediction was compared between each model. The coefficient of determination (R²) and root mean square error (RMSE) were calculated. In both genders, adjusted R² yielded an increment in the linear regressions of combined model as compared to the individual models. The overall decrease in RMSE was detected in combined model as compared to TMD (0.03-0.06) and TME (0.2-0.8). In principal component regression, low value of adjusted R(2) and high RMSE except in male were exhibited in combined model. Dental age estimation is better predicted using combined model in multiple linear regression models.
authors.affiliation: Department of Paediatric Dentistry and Special Care, PAECOMEDIS Cluster, De Pintelaan 185, P8, Ghent University, 9000 Ghent, Belgium; Centre of Oral & Maxillofacial Diagnostics and Medicine Studies, Faculty of Dentistry, Universiti Teknologi MARA, 40450 Shah Alam, Malaysia. Electronic address: yusmiaidil@salam.uitm.edu.my.
authors.forename: Mohd Yusmiaidil Putera
authors.initials: MY
authors.lastname: Mohd Yusof
authors.affiliation: Department of Paediatric Dentistry and Special Care, PAECOMEDIS Cluster, De Pintelaan 185, P8, Ghent University, 9000 Ghent, Belgium.
authors.forename: Rita
authors.initials: R
authors.lastname: Cauwels
authors.affiliation: Biostatistics Unit, Department of Public Health, Zwijnaardsesteenweg 314, Block F, Ghent University, 9000 Ghent, Belgium.
authors.forename: Ellen
authors.initials: E
authors.lastname: Deschepper
authors.affiliation: Department of Paediatric Dentistry and Special Care, PAECOMEDIS Cluster, De Pintelaan 185, P8, Ghent University, 9000 Ghent, Belgium.
authors.forename: Luc
authors.initials: L
authors.lastname: Martens
mesh_terms: D000293:Adolescent; D000366:Age Determination by Teeth / Q000379:methods*; D044466:Asian People; D005260:Female; D005553:Forensic Dentistry; D006801:Humans; D016014:Linear Models; D008296:Malaysia; D008297:Male; D008964:Molar, Third / Q000000981:diagnostic imaging* / Q000254:growth & development*; D025341:Principal Component Analysis; D011862:Radiography, Panoramic; D012189:Retrospective Studies; D055815:Young Adult
keywords: Dental age estimation; Forensic odontology; Multicollinearity; Principal component analysis; Third molars