Robustness of Automated Methods for Brain Volume Measurements across Different MRI Field Strengths

PLoS One. 2016 Oct 31;11(10):e0165719. doi: 10.1371/journal.pone.0165719. eCollection 2016.

Abstract

Introduction: Pooling of multicenter brain imaging data is a trend in studies on ageing related brain diseases. This poses challenges to MR-based brain segmentation. The performance across different field strengths of three widely used automated methods for brain volume measurements was assessed in the present study.

Methods: Ten subjects (mean age: 64 years) were scanned on 1.5T and 3T MRI on the same day. We determined robustness across field strength (i.e., whether measured volumes between 3T and 1.5T scans in the same subjects were similar) for SPM12, Freesurfer 5.3.0 and FSL 5.0.7. As a frame of reference, 3T MRI scans from 20 additional subjects (mean age: 71 years) were segmented manually to determine accuracy of the methods (i.e., whether measured volumes corresponded with expert-defined volumes).

Results: Total brain volume (TBV) measurements were robust across field strength for Freesurfer and FSL (mean absolute difference as % of mean volume ≤ 1%), but less so for SPM (4%). Gray matter (GM) and white matter (WM) volume measurements were robust for Freesurfer (1%; 2%) and FSL (2%; 3%) but less so for SPM (5%; 4%). For intracranial volume (ICV), SPM was more robust (2%) than FSL (3%) and Freesurfer (9%). TBV measurements were accurate for SPM and FSL, but less so for Freesurfer. For GM volume, SPM was accurate, but accuracy was lower for Freesurfer and FSL. For WM volume, Freesurfer was accurate, but SPM and FSL were less accurate. For ICV, FSL was accurate, while SPM and Freesurfer were less accurate.

Conclusion: Brain volumes and ICV could be measured quite robustly in scans acquired at different field strengths, but performance of the methods varied depending on the assessed compartment (e.g., TBV or ICV). Selection of an appropriate method in multicenter brain imaging studies therefore depends on the compartment of interest.

Publication types

  • Multicenter Study

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Brain / anatomy & histology*
  • Brain / pathology
  • Gray Matter
  • Humans
  • Image Processing, Computer-Assisted
  • Magnetic Resonance Imaging* / methods
  • Middle Aged
  • Neuroimaging
  • Organ Size
  • Reproducibility of Results
  • White Matter

Grants and funding

The research program of GJB is supported by grant 2010T073 from the Dutch Heart Association (https://www.hartstichting.nl/) and VIDI grant 91711384 from ZonMw, The Netherlands Organisation for Health Research and Development (http://www.zonmw.nl/nl/). The research of JB is supported by a clinical research talent fellowship of the UMC Utrecht (http://www.umcutrecht.nl/nl/). The research of AM was financially supported by IMDI Grant 104002002 (Brainbox) from ZonMw, the Netherlands Organisation for Health Research and Development (http://www.zonmw.nl/nl/), with in-kind sponsoring by Philips (http://www.philips.nl/), the University Medical Center Utrecht (http://www.umcutrecht.nl/nl/), and Eindhoven University of Technology (https://www.tue.nl/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.