Finite element modelling and validation for breast cancer detection using digital image elasto-tomography

Med Biol Eng Comput. 2018 Sep;56(9):1715-1729. doi: 10.1007/s11517-018-1804-5. Epub 2018 Mar 10.

Abstract

Finite element (FE) models are increasingly used to validate experimental data in breast cancer. This research constructed a biomechanical FE model for breast shaped phantoms used to develop and validate a mechanical vibration based screening system. Such models do not currently exist but would enhance development of this screening technology. Three phantoms were modelled: healthy, with 10 and 20 mm inclusions. The overall goal was to create models with enough accuracy to replace experimental phantoms in providing data to optimize diagnostic algorithms for digital image-based elasto-tomography (DIET) screening technologies. FE model results were validating against experimental DIET phantom data for over 4000 collected points on each model and phantom using cross-correlation coefficients between experimental simulated data and direct comparison. Results showed good to strong correlation ranging from 0.7 to 1.0 in all cases with over 90% having a value over 0.9. Magnitudes for each frame of the dynamic response also matched well, indicating that the material properties and geometry were accurate enough to provide this level of correlation. These results justify the use of FE model generated data for in silico diagnostic algorithm development testing. The overall modelling and validation approach is not overly complex, and thus generalizable to similar problems using mechanical properties of silicone phantoms, and might be extensible to human cases with further work. Graphical abstract Validate that dynamic displacements show that the model can be used in place of phantoms for rapid development of diagnostic algorithms that use surface motion to detect underlying mechanical properties.

Keywords: Breast cancer; Cross-correlation coefficient; Digital image-based elasto-tomography; Finite element method.

MeSH terms

  • Breast Neoplasms / diagnosis*
  • Elasticity Imaging Techniques*
  • Female
  • Finite Element Analysis*
  • Humans
  • Image Processing, Computer-Assisted*
  • Phantoms, Imaging
  • Reproducibility of Results
  • Tomography*