Population-Level Correction of Systematic Motion Artifacts in fMRI in Patients with Ischemic Stroke

J Neuroimaging. 2017 Jul;27(4):397-408. doi: 10.1111/jon.12408. Epub 2016 Nov 17.

Abstract

Background: The aim of this study was to reveal potential sources of systematic motion artifacts in stroke functional magnetic resonance imaging (fMRI) focusing on those causing stimulus-correlated motion on the individual-level and separate the motion effect on the fMRI signal changing from the activation-induced alteration at population level.

Methods: Eleven ischemic stroke patients were examined by fMRI. The fMRI paradigm was based on passive ankle movement on both the healthy and the paretic leg's side. Three individual-level motion correction strategies were compared and we introduced five measures to characterize each subjects' in-scanner relative head movement. After analyzing the correlation of motion parameters and the subjects' physiological scale scores, we selected a parameter to model the motion-related artifacts in the second-level analysis.

Results: At first (individual) level analysis, the noise-component correction-based CompCor method provided the highest -log10(p) value of cluster-level occurrence probability at 12.4/13.6 for healthy and paretic side stimulus, respectively, with a maximal z-value of 15/16.3. Including the motion parameter at second (group) level resulted in lower cluster occurrence values at 10.9/5.55 while retaining the maximal z-value.

Conclusions: We proposed a postprocessing pipeline for ischemic stroke fMRI data that combine the CompCor correction at first level with the modeling of motion effect at second-level analysis by a parameter obtained from fMRI data. Our solution is applicable for any fMRI-based stroke rehabilitation study since it does not require any MRI-compatible motion capture system and is based on commonly used methods.

Keywords: CompCor; Motion correction; fMRI; ischemic stroke.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Artifacts*
  • Brain Ischemia / diagnostic imaging*
  • Brain Mapping / methods
  • Female
  • Head Movements
  • Humans
  • Magnetic Resonance Imaging / methods
  • Male
  • Middle Aged
  • Motion
  • Stroke / diagnostic imaging*