The acquisition and statistical analysis of rapid 3D fMRI data

Martin Lindquist, Cun Hui Zhang, Gary Glover, Lawrence Shepp

Research output: Contribution to journalArticle

Abstract

In this work, we introduce a new approach toward the acquisition and statistical analysis of fMRI data. Our acquisition strategy is based on repeatedly measuring the low spatial frequencies present in the MR signal, allowing us to obtain a low spatial resolution snapshot of the brain with extremely high temporal resolution (100 ms compared to the standard 2,000 ms). The increased resolution allows us to study changes in oxygenation in the 3D brain immediately following activation. This in turn opens the possibility of shifting the statistical analysis of brain function closer toward the actual time frame of the underlying neuronal activation driving the process than is possible in standard fMRI experiments. However, this ability necessitates the introduction of new statistical techniques for analyzing the resulting data. We introduce one such approach in this paper. The feasibility and efficiency of the combined acquisition and analysis technique is confirmed using data from a visual-motor and an auditory-motor-visual task. The results of these experiments provide a proof of concept of our combined rapid imaging and analysis technique. It also indicates that our approach may provide important information regarding the initial negative BOLD signal, which can be used to obtain accurate temporal ordering of the various regions of the brain involved in a cognition experiment. Conversely, we show that the conventional approach of studying the positive BOLD signal will, at times, give inaccurate temporal ordering of the same regions. Thus, we believe that our approach will become an important tool for studying any cognition task which involves rapid mental processing in more than one region.

Original languageEnglish (US)
Pages (from-to)1395-1419
Number of pages25
JournalStatistica Sinica
Volume18
Issue number4
StatePublished - Oct 2008
Externally publishedYes

Fingerprint

Functional Magnetic Resonance Imaging
Statistical Analysis
Cognition
Activation
Experiment
Snapshot
Inaccurate
Spatial Resolution
Immediately
Imaging
Acquisition
Brain
Statistical analysis
Functional magnetic resonance imaging
Standards
Vision

Keywords

  • Echo-volumar imaging
  • fMRI
  • Latency
  • Negative dip
  • Rapid imaging
  • Temporal resolution
  • Time series analysis

ASJC Scopus subject areas

  • Statistics and Probability
  • Statistics, Probability and Uncertainty

Cite this

Lindquist, M., Zhang, C. H., Glover, G., & Shepp, L. (2008). The acquisition and statistical analysis of rapid 3D fMRI data. Statistica Sinica, 18(4), 1395-1419.

The acquisition and statistical analysis of rapid 3D fMRI data. / Lindquist, Martin; Zhang, Cun Hui; Glover, Gary; Shepp, Lawrence.

In: Statistica Sinica, Vol. 18, No. 4, 10.2008, p. 1395-1419.

Research output: Contribution to journalArticle

Lindquist, M, Zhang, CH, Glover, G & Shepp, L 2008, 'The acquisition and statistical analysis of rapid 3D fMRI data', Statistica Sinica, vol. 18, no. 4, pp. 1395-1419.
Lindquist M, Zhang CH, Glover G, Shepp L. The acquisition and statistical analysis of rapid 3D fMRI data. Statistica Sinica. 2008 Oct;18(4):1395-1419.
Lindquist, Martin ; Zhang, Cun Hui ; Glover, Gary ; Shepp, Lawrence. / The acquisition and statistical analysis of rapid 3D fMRI data. In: Statistica Sinica. 2008 ; Vol. 18, No. 4. pp. 1395-1419.
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