Magnetoencephalography Signal Processing, Forward Modeling, Magnetoencephalography Inverse Source Imaging, and Coherence Analysis
- PMID: 32336402
- DOI: 10.1016/j.nic.2020.02.001
Magnetoencephalography Signal Processing, Forward Modeling, Magnetoencephalography Inverse Source Imaging, and Coherence Analysis
Abstract
Magnetoencephalography (MEG) is a noninvasive functional imaging technique for the brain. MEG directly measures the magnetic signal due to neuronal activation in gray matter with high spatial localization accuracy. The first part of this article covers the overall concepts of MEG and the forward and inverse modeling techniques. It is followed by examples of analyzing evoked and resting-state MEG signals using a high-resolution MEG source imaging technique. Next, different techniques for connectivity and network analysis are reviewed with examples showing connectivity estimates from resting-state and epileptic activity.
Keywords: Distributed current estimates; Fast-VESTAL; Magnetoencephalography; Network connectivity measurement; Neurons; Parametric source models; Scanning approaches.
Copyright © 2020 Elsevier Inc. All rights reserved.
Conflict of interest statement
Disclosure The authors have nothing to disclose.
Similar articles
-
MEG source imaging method using fast L1 minimum-norm and its applications to signals with brain noise and human resting-state source amplitude images.Neuroimage. 2014 Jan 1;84:585-604. doi: 10.1016/j.neuroimage.2013.09.022. Epub 2013 Sep 19. Neuroimage. 2014. PMID: 24055704 Free PMC article.
-
The impact of MEG source reconstruction method on source-space connectivity estimation: A comparison between minimum-norm solution and beamforming.Neuroimage. 2017 Aug 1;156:29-42. doi: 10.1016/j.neuroimage.2017.04.038. Epub 2017 May 4. Neuroimage. 2017. PMID: 28479475
-
A systematic evaluation of source reconstruction of resting MEG of the human brain with a new high-resolution atlas: Performance, precision, and parcellation.Hum Brain Mapp. 2021 Oct 1;42(14):4685-4707. doi: 10.1002/hbm.25578. Epub 2021 Jul 5. Hum Brain Mapp. 2021. PMID: 34219311 Free PMC article.
-
Mapping function in the human brain with magnetoencephalography, anatomical magnetic resonance imaging, and functional magnetic resonance imaging.J Clin Neurophysiol. 1995 Sep;12(5):406-31. doi: 10.1097/00004691-199509010-00002. J Clin Neurophysiol. 1995. PMID: 8576388 Review.
-
Magnetoencephalography for localizing and characterizing the epileptic focus.Handb Clin Neurol. 2019;160:203-214. doi: 10.1016/B978-0-444-64032-1.00013-8. Handb Clin Neurol. 2019. PMID: 31277848 Review.
Cited by
-
Contributions of Magnetoencephalography to Understanding Mechanisms of Generalized Epilepsies: Blurring the Boundary Between Focal and Generalized Epilepsies?Front Neurol. 2022 Apr 27;13:831546. doi: 10.3389/fneur.2022.831546. eCollection 2022. Front Neurol. 2022. PMID: 35572923 Free PMC article. Review.
-
FLUX: A pipeline for MEG analysis.Neuroimage. 2022 Jun;253:119047. doi: 10.1016/j.neuroimage.2022.119047. Epub 2022 Mar 8. Neuroimage. 2022. PMID: 35276363 Free PMC article.
-
Recognition of brain activities via graph-based long short-term memory-convolutional neural network.Front Neurosci. 2025 Mar 24;19:1546559. doi: 10.3389/fnins.2025.1546559. eCollection 2025. Front Neurosci. 2025. PMID: 40196232 Free PMC article.
-
Magnetoencephalography Atlas Viewer for Dipole Localization and Viewing.J Imaging. 2024 Mar 28;10(4):80. doi: 10.3390/jimaging10040080. J Imaging. 2024. PMID: 38667978 Free PMC article.
-
From bench to bedside: Overview of magnetoencephalography in basic principle, signal processing, source localization and clinical applications.Neuroimage Clin. 2024;42:103608. doi: 10.1016/j.nicl.2024.103608. Epub 2024 Apr 20. Neuroimage Clin. 2024. PMID: 38653131 Free PMC article. Review.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical