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A Postoperative Evaluation Guideline for Computer-Assisted Reconstruction of the Mandible
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A Soft-Tissue Driven Bone Remodeling Algorithm for Mandibular Residual Ridge Resorption Based on Patient CT Image

Jingxiao Zhong1, Wenwei Huang1, Rohana Ahmad2

  • 1School of Aerospace, Mechanical and Mechatronic Engineering, the University of Sydney, Sydney, 2006, Australia.

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|May 9, 2024
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Summary

Prosthodontic overdentures accelerate bone resorption by compressing oral mucosa. This study quantifies this effect, revealing a relationship between residual ridge resorption and hydrostatic pressure for better treatment optimization.

Keywords:
machine learningmechanobiologypredictive simulationsoft‐tissue induced bone remodelingspatial image quantification

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Area of Science:

  • Biomedical Engineering
  • Oral Biology
  • Computational Mechanics

Background:

  • Soft tissue biomechanics poorly understood in hard tissue remodeling.
  • Prosthodontic overdentures can cause ischemia and inflammation, accelerating bone resorption.
  • Residual ridge resorption (RRR) presents clinical challenges in prosthodontics.

Purpose of the Study:

  • Quantify soft tissue's role in RRR, separating it from Wolff's Law.
  • Elucidate the relationship between RRR and hydrostatic pressure in oral mucosa.
  • Develop a predictive framework for RRR in prosthodontic applications.

Main Methods:

  • Utilized long-term clinical datasets.
  • Developed an in-silico framework combining advanced image post-processing and patient-specific finite element models.
  • Employed unsupervised machine learning (Self-Organizing Map algorithm) to analyze data.

Main Results:

  • Identified and quantified soft tissue-induced RRR.
  • Established a quantitative relationship between RRR and hydrostatic pressure in mucosa.
  • Developed a governing equation for predictive RRR simulation.

Conclusions:

  • The study provides a biomechanical basis for optimizing prosthodontic treatments.
  • Enhanced understanding of mechanobiological responses at soft-hard tissue interfaces.
  • Advanced the comprehension of bone remodeling influenced by biomechanical stimuli.