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Related Experiment Video

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Three-Dimensional Shape Modeling and Analysis of Brain Structures
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Exploring shape changes in healthy bone growth through 3D spatiotemporal statistical shape models: A scoping review.

Lily E de Vries1,2, Derek F R van Loon1, Eline M van Es1

  • 1Erasmus MC, University Medical Center Rotterdam, Department of Orthopedics and Sports Medicine, 3000 CA Rotterdam, the Netherlands.

Bone Reports
|December 19, 2024
PubMed
Summary

Spatiotemporal statistical shape modeling reveals how bone shape changes during healthy growth. This technique can predict bone geometry using factors like age and sex.

Keywords:
Bone growthMorphological modelPatient-specific modelStatistical shape modelThree-dimensional imaging

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Area of Science:

  • Biomedical Engineering
  • Orthopedics
  • Developmental Biology

Background:

  • Analyzing population trends in bone shape variation offers insights into growth processes.
  • 3D skeletal structures are crucial for understanding human development.

Purpose of the Study:

  • To review state-of-the-art spatiotemporal statistical shape modeling techniques.
  • To emphasize their application to 3D skeletal structures during healthy growth.

Main Methods:

  • Searched PubMed and Scopus for relevant studies using pediatric spatiotemporal datasets of 3D healthy bone models.
  • Extracted dataset characteristics, shape model development, analyses, and potential clinical use.
  • Focused on Principal Component Analysis (PCA) on point distribution models for statistical shape modeling.

Main Results:

  • Fourteen studies analyzed various bones (lower limb, mandible, skull, vertebrae).
  • Unscaled models yielded more compact statistical shape models than scaled models.
  • A significant correlation between the first shape mode and age was reported in four studies.
  • 3D model reconstruction using prediction features achieved Root Mean Squared Errors below 3 mm.

Conclusions:

  • Spatiotemporal statistical shape modeling provides insights into growth-related shape variations.
  • These models can identify predictive factors (e.g., age, sex) for bone geometry prediction.