Detection and characterization of single-trial fMRI bold responses: paradigm free mapping

Hum Brain Mapp. 2011 Sep;32(9):1400-18. doi: 10.1002/hbm.21116. Epub 2010 Oct 20.

Abstract

This work presents a novel method of mapping the brain's response to single stimuli in space and time without prior knowledge of the paradigm timing: paradigm free mapping (PFM). This method is based on deconvolution of the hemodynamic response from the voxel time series assuming a linear response and using a ridge-regression algorithm. Statistical inference is performed by defining a spatio-temporal t-statistic and by controlling for multiple comparisons using the false discovery rate procedure. The methodology was validated on five subjects who performed self-paced and visually cued finger tapping at 7 Tesla, with moderate (TR = 2 s) and high (TR = 0.4 s) temporal resolution. The results demonstrate that detection of single-trial BOLD events is feasible without a priori information on the stimulus paradigm. The proposed method opens up the possibility of designing temporally unconstrained paradigms to study the cortical response to unpredictable mental events.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Algorithms
  • Brain / blood supply*
  • Brain / physiology*
  • Brain Mapping*
  • Cues
  • Electromyography
  • Female
  • Functional Laterality
  • Humans
  • Image Processing, Computer-Assisted
  • Magnetic Resonance Imaging*
  • Male
  • Neuropsychological Tests
  • Principal Component Analysis
  • Psychomotor Performance
  • Statistics, Nonparametric
  • Time Factors
  • Young Adult