Fast quantitative parameter maps without fitting: Integration yields accurate mono-exponential signal decay rates

Magn Reson Med. 2018 Jun;79(6):2978-2985. doi: 10.1002/mrm.26964. Epub 2017 Oct 30.

Abstract

Purpose: To develop a computationally fast and accurate algorithm for mono-exponential signal modelling and validate the new technique in the context of R2* mapping for iron overload assessment.

Methods: An algorithm is introduced that directly calculates R2* values from a series of images based on integration of the mono-exponential signal decay curve. The algorithm is fast, because fitting is avoided and only arithmetic computations without iterations are applied. Precision and accuracy of the method is determined in comparison to the conventional log-linear (LL), nonlinear least-squares-based Levenberg-Marquardt (NLM), and squared nonlinear Levenberg-Marquardt (SQNLM) methods, which rely on iterative curve fitting.

Results: In simulations, the signal integration based method consistently had the same or better accuracy than the LL, NLM, and SQNLM algorithms for R2* values ranging from 50 s-1 to 1200 s-1 . In phantoms and in vivo (12 participants), this method was robust over a wide range of R2* values and signal-to-noise ratios. Computation times were approximately 100, 1460, and 930 times faster than those of the LL, NLM, and SQNLM methods, respectively.

Conclusions: The fast signal integration method accurately calculates R2* maps. It has the potential to replace conventional, mono-exponential fitting methods for quantitative MRI such as R2* parameter mapping. Magn Reson Med 79:2978-2985, 2018. © 2017 International Society for Magnetic Resonance in Medicine.

Keywords: apparent transverse relaxation rate; fast R2*/ T2* mapping; gradient echoes (GRE); iron overload; relaxivity fitting.

Publication types

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

MeSH terms

  • Adolescent
  • Adult
  • Algorithms
  • Computer Simulation
  • Female
  • Fourier Analysis
  • Humans
  • Iron Overload / diagnosis*
  • Linear Models
  • Magnetic Resonance Imaging*
  • Male
  • Models, Statistical
  • Phantoms, Imaging
  • Reproducibility of Results
  • Signal Processing, Computer-Assisted*
  • Signal-To-Noise Ratio
  • Software
  • Young Adult