Machine learning identifies “rsfMRI epilepsy networks” in temporal lobe epilepsy

被引：0

作者：

Rose Dawn Bharath

Rajanikant Panda

Jeetu Raj

Sujas Bhardwaj

Sanjib Sinha

Ganne Chaitanya

Kenchaiah Raghavendra

Ravindranadh C. Mundlamuri

Arivazhagan Arimappamagan

Malla Bhaskara Rao

Jamuna Rajeshwaran

Kandavel Thennarasu

Kaushik K. Majumdar

Parthasarthy Satishchandra

Tapan K. Gandhi

机构：

[1] National Institute of Mental Health and Neuro Sciences,Neuroimaging and Interventional Radiology

[2] National Institute of Mental Health and Neuro Sciences,Advance Brain Imaging Facility, Cognitive Neuroscience Centre

[3] Universitè de Liège,Coma Science Group, GIGA

[4] Indian Institute of Technology Delhi,Consciousness

[5] National Institute of Mental Health and Neuro Sciences,Department of Computer Science

[6] Thomas Jefferson University,Neurology

[7] National Institute of Mental Health and Neuro Sciences,Department of Neurology

[8] National Institute of Mental Health and Neuro Sciences,Neurosurgery

[9] National Institute of Mental Health and Neuro Sciences,Neuropsychology

[10] Indian Statistical Institute,Biostatistics

[11] Indian Institute of Technology Delhi,Systems Science and Informatics Unit

[12] (IIT-D),Department of Electrical Engineering

来源：

European Radiology | 2019年 / 29卷

关键词：

Temporal lobe epilepsy; Magnetic resonance imaging; Support vector machine; Seizures;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

引用

页码：3496 / 3505

页数：9

共 152 条

[1] Chiang S(2014)Graph theory findings in the pathophysiology of temporal lobe epilepsy Clin Neurophysiol 125 1295-1305
[2] Haneef Z(2010)Altered functional connectivity and small-world in mesial temporal lobe epilepsy PLoS One 5 e8525-944
[3] Liao W(2011)Loss of network efficiency associated with cognitive decline in chronic epilepsy Neurology 77 938-895
[4] Zhang Z(2011)Default mode network abnormalities in mesial temporal lobe epilepsy: a study combining fMRI and DTI Hum Brain Mapp 32 883-2392
[5] Pan Z(2013)Abnormal functional network connectivity among resting-state networks in children with frontal lobe epilepsy AJNR Am J Neuroradiol 34 2386-1713
[6] Vlooswijk MC(2009)Impaired perceptual networks in temporal lobe epilepsy revealed by resting fMRI J Neurol 256 1705-343
[7] Vaessen MJ(2006)Functional connectivity networks are disrupted in left temporal lobe epilepsy Ann Neurol 59 335-1294
[8] Jansen JF(2012)Resting state basal ganglia network in idiopathic generalized epilepsy Hum Brain Mapp 33 1279-13853
[9] Liao W(2006)Consistent resting-state networks across healthy subjects Proc Natl Acad Sci U S A 103 13848-311
[10] Zhang Z(2005)Tensorial extensions of independent component analysis for multisubject FMRI analysis Neuroimage 25 294-S219