Localization bias and spatial resolution of adaptive and non-adaptive spatial filters for MEG source reconstruction.
- Authors
- Sekihara, Kensuke; Sahani, Maneesh; Nagarajan, Srikantan S
- Year
- 2005
- Journal
- NeuroImage
- PMID
- 15850724
- DOI
- 10.1016/j.neuroimage.2004.11.051
- PMCID
- PMC4060617
This paper discusses the location bias and the spatial resolution in the reconstruction of a single dipole source by various spatial filtering techniques used for neuromagnetic imaging. We first analyze the location bias for several representative adaptive and non-adaptive spatial filters using their resolution kernels. This analysis theoretically validates previously reported empirical findings that standardized low-resolution electromagnetic tomography (sLORETA) has no location bias. We also find that the minimum-variance spatial filter does exhibit bias in the reconstructed location of a single source, but that this bias is eliminated by using the normalized lead field. We then focus on the comparison of sLORETA and the lead-field normalized minimum-variance spatial filter, and analyze the effect of noise on source location bias. We find that the signal-to-noise ratio (SNR) in the measurements determines whether the sLORETA reconstruction has source location bias, while the lead-field normalized minimum-variance spatial filter has no location bias even in the presence of noise. Finally, we compare the spatial resolution for sLORETA and the minimum-variance filter, and show that the minimum-variance filter attains much higher resolution than sLORETA does. The results of these analyses are validated by numerical experiments as well as by reconstructions based on two sets of evoked magnetic responses.
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| Cortical source multivariate EEG synchronization analysis on amnestic mild cognitive impairment in type 2 diabetes. | Cui D et al. | β | 2014 | β |
| Developmental trajectory of face processing revealed by integrative dynamics. | MiΕ‘iΔ B et al. | β | 2014 | β |
| EEG extended source localization: tensor-based vs. conventional methods. | Becker H et al. | β | 2014 | β |
| Effects of binge drinking on action cascading processes: an EEG study. | Stock AK et al. | β | 2014 | β |
| Electrical neuroimaging reveals content-specific effects of threat in primary visual cortex and fronto-parietal attentional networks. | Rossi V et al. | β | 2014 | β |
| Expectancy effects during response selection modulate attentional selection and inhibitory control networks. | Chmielewski WX et al. | β | 2014 | β |
| Hyperacusis-associated pathological resting-state brain oscillations in the tinnitus brain: a hyperresponsiveness network with paradoxically inactive auditory cortex. | Song JJ et al. | β | 2014 | β |
| Mapping brain activity during loss of situation awareness: an EEG investigation of a basis for top-down influence on perception. | Catherwood D et al. | β | 2014 | β |
| Neural mechanisms of inhibitory control continue to mature in adolescence. | Vara AS et al. | β | 2014 | β |
| Neuromagnetic detection of the laryngeal area: Sensory-evoked fields to air-puff stimulation. | Miyaji H et al. | β | 2014 | β |
| On the relevance of the NPY2-receptor variation for modes of action cascading processes. | Beste C et al. | β | 2014 | β |
| Psychophysiological mechanisms of interindividual differences in goal activation modes during action cascading. | MΓΌckschel M et al. | β | 2014 | β |
| Similarities between explicit and implicit motor imagery in mental rotation of hands: an EEG study. | Osuagwu BA et al. | β | 2014 | β |
| Source activation of P300 correlates with negative symptom severity in patients with schizophrenia. | Kim DW et al. | β | 2014 | β |
| Source localisation of visual evoked potentials in congenitally deaf individuals. | Hauthal N et al. | β | 2014 | β |
| Source-space ICA for EEG source separation, localization, and time-course reconstruction. | Jonmohamadi Y et al. | β | 2014 | β |
| Stress intensifies demands on response selection during action cascading processes. | Yildiz A et al. | β | 2014 | β |
| Visual change detection recruits auditory cortices in early deafness. | Bottari D et al. | β | 2014 | β |
| Voxel-ICA for reconstruction of source signal time-series and orientation in EEG and MEG. | Jonmohamadi Y et al. | β | 2014 | β |
| A beamformer analysis of MEG data reveals frontal generators of the musically elicited mismatch negativity. | Lappe C et al. | β | 2013 | β |
| Abnormal error monitoring in math-anxious individuals: evidence from error-related brain potentials. | SuΓ‘rez-Pellicioni M et al. | β | 2013 | β |
| Altered activity of the primary visual area during gaze processing in individuals with high-functioning autistic spectrum disorder: a magnetoencephalography study. | Hasegawa N et al. | β | 2013 | β |
| Altered oscillation and synchronization of default-mode network activity in mild Alzheimer's disease compared to mild cognitive impairment: an electrophysiological study. | Hsiao FJ et al. | β | 2013 | β |
| Diagnosis of early Alzheimer's disease based on EEG source localization and a standardized realistic head model. | Aghajani H et al. | β | 2013 | β |
| Differential effects of motor efference copies and proprioceptive information on response evaluation processes. | Stock AK et al. | β | 2013 | β |
| Effects of acetylcholinesterase inhibitors and memantine on resting-state electroencephalographic rhythms in Alzheimer's disease patients. | Babiloni C et al. | β | 2013 | β |
| Electromagnetic tomography via source-space-ICA. | Jonmohamadi Y et al. | β | 2013 | β |
| Focal Peak Activities in Spread of Interictal-Ictal Discharges in Epilepsy with Beamformer MEG: Evidence for an Epileptic Network? | Rose DF et al. | β | 2013 | β |
| Greater robustness of second order statistics than higher order statistics algorithms to distortions of the mixing matrix in blind source separation of human EEG: implications for single-subject and group analyses. | Lio G et al. | β | 2013 | β |
| ICA-based artifact correction improves spatial localization of adaptive spatial filters in MEG. | Fatima Z et al. | β | 2013 | β |
| Inverse modeling in magnetic source imaging: Comparison of MUSIC, SAM(g2), and sLORETA to interictal intracranial EEG. | de Gooijer-van de Groep KL et al. | β | 2013 | β |
| Localization of coherent sources by simultaneous MEG and EEG beamformer. | Hong JH et al. | β | 2013 | β |
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| Multi-core beamformers: derivation, limitations and improvements. | Moiseev A et al. | β | 2013 | β |
| Multiple synergistic effects of emotion and memory on proactive processes leading to scene recognition. | Schettino A et al. | β | 2013 | β |
| Neural activity in the posterior superior temporal region during eye contact perception correlates with autistic traits. | Hasegawa N et al. | β | 2013 | β |
| Neural substrates of normal and impaired preattentive sensory discrimination in large cohorts of nonpsychiatric subjects and schizophrenia patients as indexed by MMN and P3a change detection responses. | Takahashi H et al. | β | 2013 | β |
| Neural substrates predicting improvement of tinnitus after cochlear implantation in patients with single-sided deafness. | Song JJ et al. | β | 2013 | β |
| The attention modulation on timing: an event-related potential study. | Liu Y et al. | β | 2013 | β |
| Ventral and dorsal visual pathways support auditory motion processing in the blind: evidence from electrical neuroimaging. | Lewald J et al. | β | 2013 | β |
| Allocentric or craniocentric representation of acoustic space: an electrotomography study using mismatch negativity. | Altmann CF et al. | β | 2012 | β |
| Enhancing the signal of corticomuscular coherence. | Micheli C et al. | β | 2012 | β |
| Extension of Quantifiable Modification of sLORETA for Induced Oscillatory Changes in Magnetoencephalography. | Uda T et al. | β | 2012 | β |
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| Feasibility of approaches combining sensor and source features in brain-computer interface. | Ahn M et al. | β | 2012 | β |
| Fusion of magnetometer and gradiometer sensors of MEG in the presence of multiplicative error. | Mohseni HR et al. | β | 2012 | β |
| Gender differences revealed in the right posterior temporal areas during Navon letter identification tasks. | Lee J et al. | β | 2012 | β |
| Hemispheric asymmetries and cognitive flexibility: an ERP and sLORETA study. | Ocklenburg S et al. | β | 2012 | β |
| Hierarchical Bayesian inference for the EEG inverse problem using realistic FE head models: depth localization and source separation for focal primary currents. | Lucka F et al. | β | 2012 | β |
| Mechanisms mediating parallel action monitoring in fronto-striatal circuits. | Beste C et al. | β | 2012 | β |
| Neurocognitive deficits in male alcoholics: an ERP/sLORETA analysis of the N2 component in an equal probability Go/NoGo task. | Pandey AK et al. | β | 2012 | β |
| sLORETA-qm for interictal MEG epileptic spike analysis: comparison of location and quantity with equivalent dipole estimation. | Uda T et al. | β | 2012 | β |
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| Victims' time discounting 2.5 years after the Wenchuan earthquake: an ERP study. | Li JZ et al. | β | 2012 | β |
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| A new method for localizing the sources of correlated cross-frequency oscillations in human brains. | Tanaka H et al. | β | 2011 | β |
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| Attention cortical responses to enlarged faces are reduced in underweight subjects: an electroencephalographic study. | Babiloni C et al. | β | 2011 | β |
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| Decreased Ξ± event-related synchronization in the left posterior temporal cortex in schizophrenia: a magnetoencephalography-beamformer study. | Ikezawa K et al. | β | 2011 | β |
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| Alteration of cortical functional connectivity as a result of traumatic brain injury revealed by graph theory, ICA, and sLORETA analyses of EEG signals. | Cao C et al. | β | 2010 | β |
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| Array-gain constraint minimum-norm spatial filter with recursively updated gram matrix for biomagnetic source imaging. | Kumihashi I et al. | β | 2010 | β |
| Cortical connections between dorsal and ventral visual streams in humans: Evidence by TMS/EEG co-registration. | Zanon M et al. | β | 2010 | β |
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| Decreased cortical somatosensory finger representation in X-linked recessive bulbospinal neuronopathy (Kennedy disease): a magnetoencephalographic study. | Suntrup S et al. | β | 2010 | β |
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| During visual word recognition, phonology is accessed within 100 ms and may be mediated by a speech production code: evidence from magnetoencephalography. | Wheat KL et al. | β | 2010 | β |
| Knowledge-Driven Contrast Gain Control is Characterized by Two Distinct Electrocortical Markers. | MisiΔ BV et al. | β | 2010 | β |
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| Open database of epileptic EEG with MRI and postoperational assessment of foci--a real world verification for the EEG inverse solutions. | ZwoliΕski P et al. | β | 2010 | β |
| Phasic brain activity related to the onset of rapid eye movements during rapid eye movement sleep: study of event-related potentials and standardized low-resolution brain electromagnetic tomography. | Ogawa K et al. | β | 2010 | β |
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| The effects of early and late night partial sleep deprivation on automatic and selective attention: An ERP study. | Zerouali Y et al. | β | 2010 | β |
| Activation of fast sleep spindles at the premotor cortex and parietal areas contributes to motor learning: a study using sLORETA. | Tamaki M et al. | β | 2009 | β |
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| Cortical compensation associated with dysphagia caused by selective degeneration of bulbar motor neurons. | Dziewas R et al. | β | 2009 | β |
| Functional imaging of spinal cord electrical activity from its evoked magnetic field. | Sato T et al. | β | 2009 | β |
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| Motor control in young patients with unilateral brain lesions: an MEG study. | Belardinelli P et al. | β | 2009 | β |
| Source localisation in concurrent EEG/fMRI: applications at 7T. | Brookes MJ et al. | β | 2009 | β |
| The neuroelectromagnetic inverse problem and the zero dipole localization error. | Grave de Peralta R et al. | β | 2009 | β |
| Three-way matrix analysis, the MUSIC algorithm and the coupled dipole model. | de Munck JC et al. | β | 2009 | β |
| Cortical recovery of swallowing function in wound botulism. | Teismann IK et al. | β | 2008 | β |
| Equivalent is not equal: primary motor cortex (MI) activation during motor imagery and execution of sequential movements. | Carrillo-de-la-PeΓ±a MT et al. | β | 2008 | β |
| Evaluation of hierarchical Bayesian method through retinotopic brain activities reconstruction from fMRI and MEG signals. | Yoshioka T et al. | β | 2008 | β |
| Evaluation of segmental spinal cord evoked magnetic fields after sciatic nerve stimulation. | Tomizawa S et al. | β | 2008 | β |
| Event-related synchronization of alpha activity in early Alzheimer's disease and mild cognitive impairment: an MEG study combining beamformer and group comparison. | Kurimoto R et al. | β | 2008 | β |
| Fast oscillations associated with interictal spikes localize the epileptogenic zone in patients with partial epilepsy. | Guggisberg AG et al. | β | 2008 | β |
| Five-dimensional neuroimaging: localization of the time-frequency dynamics of cortical activity. | Dalal SS et al. | β | 2008 | β |
| Incidental encoding of emotional pictures: affective bias studied through event related brain potentials. | Tapia M et al. | β | 2008 | β |
| Mapping functional connectivity in patients with brain lesions. | Guggisberg AG et al. | β | 2008 | β |
| Neural correlates of age-related visual search decline: a combined ERP and sLORETA study. | Lorenzo-LΓ³pez L et al. | β | 2008 | β |
| Preoperative localization of hand motor cortex by adaptive spatial filtering of magnetoencephalography data. | Nagarajan S et al. | β | 2008 | β |
| Quantitative analysis of MEG using modified sLORETA for clinical application. | Terakawa Y et al. | β | 2008 | β |
| Response inhibition in Huntington's disease-a study using ERPs and sLORETA. | Beste C et al. | β | 2008 | β |
| A probabilistic algorithm integrating source localization and noise suppression for MEG and EEG data. | Zumer JM et al. | β | 2007 | β |
| Cerebro-muscular and cerebro-cerebral coherence in patients with pre- and perinatally acquired unilateral brain lesions. | Belardinelli P et al. | β | 2007 | β |
| Event-related beamforming: a robust method for presurgical functional mapping using MEG. | Cheyne D et al. | β | 2007 | β |
| Free copper and resting temporal EEG rhythms correlate across healthy, mild cognitive impairment, and Alzheimer's disease subjects. | Babiloni C et al. | β | 2007 | β |
| Functional oropharyngeal sensory disruption interferes with the cortical control of swallowing. | Teismann IK et al. | β | 2007 | β |
| High-frequency oscillations in distributed neural networks reveal the dynamics of human decision making. | Guggisberg AG et al. | β | 2007 | β |
| Homocysteine and electroencephalographic rhythms in Alzheimer disease: a multicentric study. | Babiloni C et al. | β | 2007 | β |
| Neural dynamics for facial threat processing as revealed by gamma band synchronization using MEG. | Luo Q et al. | β | 2007 | β |
| Resting EEG sources correlate with attentional span in mild cognitive impairment and Alzheimer's disease. | Babiloni C et al. | β | 2007 | β |
| A graphical model for estimating stimulus-evoked brain responses from magnetoencephalography data with large background brain activity. | Nagarajan SS et al. | β | 2006 | β |
| A novel adaptive beamformer for MEG source reconstruction effective when large background brain activities exist. | Sekihara K et al. | β | 2006 | β |
| Automated localization of magnetoencephalographic interictal spikes by adaptive spatial filtering. | Kirsch HE et al. | β | 2006 | β |
| Classification of movement intention by spatially filtered electromagnetic inverse solutions. | Congedo M et al. | β | 2006 | β |
| Conversion from mild cognitive impairment to Alzheimer's disease is predicted by sources and coherence of brain electroencephalography rhythms. | Rossini PM et al. | β | 2006 | β |
| Localizing complex neural circuits with MEG data. | Belardinelli P et al. | β | 2006 | β |
| Modified beamformers for coherent source region suppression. | Dalal SS et al. | β | 2006 | β |
| Sources of cortical rhythms change as a function of cognitive impairment in pathological aging: a multicenter study. | Babiloni C et al. | β | 2006 | β |
| Subspace projection filters for real-time brain electromagnetic imaging. | Congedo M | β | 2006 | β |
| A simple nonparametric statistical thresholding for MEG spatial-filter source reconstruction images. | Sekihara K et al. | β | 2005 | β |