Nonadditive two-way ANOVA for event-related fMRI data analysis

Neuroimage. 2001 Aug;14(2):406-16. doi: 10.1006/nimg.2001.0809.

Abstract

A significant recent development in functional magnetic resonance imaging (fMRI) is the introduction of event-related fMRI, also known as time-resolved fMRI. Because the exact shape of the MR response in an event-related fMRI experiment is often not known, traditional methods developed for block design experiments, such as t test and correlation analysis, are not well-suited for extracting activated pixels from the event-related data. In this work, a statistical technique based on nonadditive two-way analysis of variance is developed for use in event-related studies. Theoretical and experimental work were carried out for establishing a statistical threshold to determine pixel activation. Experimental studies were performed to demonstrate the utility of this approach.

Publication types

  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Adult
  • Analysis of Variance*
  • Arousal / physiology
  • Attention / physiology
  • Brain Mapping
  • Cerebral Cortex / physiology*
  • Data Interpretation, Statistical*
  • Evoked Potentials / physiology*
  • Humans
  • Image Enhancement
  • Image Processing, Computer-Assisted
  • Magnetic Resonance Imaging / statistics & numerical data*
  • Mathematical Computing
  • Psychomotor Performance / physiology