Rapid D-Affine biventricular cardiac function with polar prediction

Med Image Comput Comput Assist Interv. 2014;17(Pt 2):546-53. doi: 10.1007/978-3-319-10470-6_68.

Abstract

Although many solutions have been proposed for left ven-tricular functional analysis of the heart, right and left (bi-) ventricular function has been problematic due to the complex geometry and large motions. Biventricular function is particularly important in congenital heart disease, the most common type of birth defects. We describe a rapid interactive analysis tool for biventricular function which incorporates 1) a 3D+ time finite element model of biventricular geometry, 2) a fast prediction step which estimates an initial geometry in a polar coordinate system, and 3) a Cartesian update which penalizes deviations from affine transformations (D-Affine) from a prior. Solution times were very rapid, enabling interaction in real time using guide point modeling. The method was applied to 13 patients with congenital heart disease and compared with the clinical gold standard of manual tracing. Results between the methods showed good correlation (R2 > 0.9) and good precision (volume < 17 ml; mass < 11g) for both chambers.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Computer Simulation
  • Heart Defects, Congenital / complications
  • Heart Defects, Congenital / diagnosis
  • Heart Defects, Congenital / physiopathology*
  • Humans
  • Image Enhancement / methods
  • Image Interpretation, Computer-Assisted / methods*
  • Imaging, Three-Dimensional / methods*
  • Magnetic Resonance Imaging, Cine / methods*
  • Models, Cardiovascular
  • Pattern Recognition, Automated / methods*
  • Reproducibility of Results
  • Sensitivity and Specificity
  • Stroke Volume
  • Ventricular Dysfunction, Left / diagnosis
  • Ventricular Dysfunction, Left / etiology
  • Ventricular Dysfunction, Left / physiopathology*
  • Ventricular Dysfunction, Right / diagnosis
  • Ventricular Dysfunction, Right / etiology
  • Ventricular Dysfunction, Right / physiopathology*