Communications Materials (Oct 2022)

Unraveling the effect of collagen damage on bone fracture using in situ synchrotron microtomography with deep learning

  • Michael Sieverts,
  • Yoshihiro Obata,
  • James L. Rosenberg,
  • William Woolley,
  • Dilworth Y. Parkinson,
  • Harold S. Barnard,
  • Daniël M. Pelt,
  • Claire Acevedo

DOI
https://doi.org/10.1038/s43246-022-00296-6
Journal volume & issue
Vol. 3, no. 1
pp. 1 – 13

Abstract

Read online

Collagen is known to play a key role in the fracture resistance of bone. Here, in situ synchrotron tomography during the mechanical testing of bone is combined with deep learning to mitigate radiation damage, revealing that a compromised collagen network lowers the efficacy of crack deflection.