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CSGM: A R Package to Conduct a Robust Cross-Sectional Geometric Morphometric Analysis.

Brian A Keeling1,2, Alessandro Urciuoli2,3,4,5, Mercedes Conde-Valverde2

  • 1Department of Anthropology, Binghamton University (SUNY), Binghamton, New York, USA.

American Journal of Biological Anthropology
|May 5, 2026
PubMed
Summary
This summary is machine-generated.

The CSGM R package analyzes bone cross-section shape and biomechanics. It revealed shape asymmetry in mandibular corpora, impacting bending resistance and breaking strength.

Keywords:
CSGMR languagebiomechanicsbonecross‐sectiongeometric morphometricshypothesis testingintegrationmandibular biomechanics

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Area of Science:

  • * Paleoanthropology and biomechanics.
  • * Human functional and evolutionary morphology.

Background:

  • * Understanding bone cross-section shape and biomechanical function is crucial for human morphology research.
  • * Analyzing complex shape data and biomechanical variables presents significant statistical challenges.
  • * Existing methods lack streamlined approaches for hypothesis testing on morphofunctional relationships.

Purpose of the Study:

  • * To develop the CSGM R package for statistical hypothesis testing on bone cross-section geometry and shape.
  • * To provide interactive visualizations for analyzing morphofunctional relationships.
  • * To enable efficient parallel analysis of complex data using a nested hypothesis testing approach.

Main Methods:

  • * Development of the CSGM package in R, offering functions for 3D shape analysis and visualization.
  • * Implementation of statistical inferential techniques: correlation, covariation, classification, and prediction.
  • * Demonstration using datasets from modern human mandibular corpus cross-sections.

Main Results:

  • * The CSGM package identified significant shape asymmetry in the mandibular corpus.
  • * This asymmetry was found to disproportionately affect bending resistance and breaking strength.
  • * The study sample exhibited asymmetric impacts on key biomechanical properties.

Conclusions:

  • * The CSGM package provides a robust toolkit for testing morphofunctional relationships.
  • * Its nested hypothesis modeling and interactive visualizations aid in interpreting complex data.
  • * CSGM facilitates the analysis of intricate relationships between bone shape and function.