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Bayesian Hierarchical Modelling of Root Canal Morphology in Mandibular First Premolars Across 21 Countries
Pertek Hatipoğlu Fatma1, Güldane Magat2, Mohmed Isaqali Karobari3
1Department of Endodontics, Recep Tayyip Erdoğan University, Rize, Turkey.
International Endodontic Journal
|February 24, 2026
Summary
Mandibular first premolars (M1Ps) predominantly show Vertucci Type I root canal morphology globally. However, variations in non-Type I and unclassified patterns exist across populations, highlighting the need for careful endodontic treatment planning.
Area of Science:
- Endodontics
- Dental Anatomy
- Radiology
Background:
- Root canal morphology is critical for successful endodontic treatment.
- Mandibular first premolars (M1Ps) exhibit complex and variable root canal anatomy.
- Standardized classification systems like Vertucci's are essential but lack extensive global data.
Purpose of the Study:
- To evaluate the global distribution of Vertucci root canal morphology in M1Ps.
- To identify determinants influencing M1P canal configurations worldwide.
- To utilize Bayesian hierarchical modeling for robust analysis of anatomical variations.
Main Methods:
- Analysis of Cone-Beam Computed Tomography (CBCT) data from M1Ps across 21 countries.
- Application of the Vertucci classification system for canal morphology.
- Bayesian hierarchical multinomial logistic regression to model country-level variations and predictor effects.
Main Results:
- Vertucci Type I configuration was estimated at 73.4% globally.
- Non-Type I configurations (V, III, IV, II) and unclassified patterns occurred with notable frequencies (8.2%, 3.7%, 2.9%, 1.3%, and 9.9% respectively).
- Significant inter-country variability was observed for non-Type I and unclassified configurations, while Type I remained predominant.
Conclusions:
- Vertucci Type I is the most common M1P canal morphology globally, but significant variations exist.
- Clinically relevant non-Type I and unclassified canal patterns necessitate careful consideration in endodontic practice.
- Bayesian hierarchical modeling provides a robust framework for quantifying anatomical heterogeneity and supporting cross-country comparisons.
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