Spontaneous activity in the visual cortex is organized by visual streams

Large‐scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern, organization, and function of fine‐scale network activity remain largely unknown. Here, we characterized the spontaneously emerging visual cortical ac...

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Published in	Human brain mapping Vol. 38; no. 9; pp. 4613 - 4630
Main Authors	Lu, Kun‐Han, Jeong, Jun Young, Wen, Haiguang, Liu, Zhongming
Format	Journal Article
Language	English
Published	United States John Wiley & Sons, Inc 01.09.2017 John Wiley and Sons Inc
Subjects	Activity patterns Brain Brain architecture Brain mapping Connectome - methods Cortex (temporal) Feedback fine‐scale networks Functional magnetic resonance imaging functional parcellation Humans independent component analysis Magnetic resonance imaging Magnetic Resonance Imaging - methods Modules Myelination Neural networks Neuroimaging Reproducibility of Results Rest Streams Topography Visual cortex Visual Cortex - diagnostic imaging Visual Cortex - physiology Visual observation Visual pathways Visual Pathways - diagnostic imaging Visual Pathways - physiology Visual perception Visual Perception - physiology Visual signals visual streams Visual task performance independent component analysis fine-scale networks visual streams functional parcellation
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ISSN	1065-9471 1097-0193 1097-0193
DOI	10.1002/hbm.23687

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Abstract	Large‐scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern, organization, and function of fine‐scale network activity remain largely unknown. Here, we characterized the spontaneously emerging visual cortical activity by applying independent component (IC) analysis to resting state fMRI signals exclusively within the visual cortex. In this subsystem scale, we observed about 50 spatially ICs that were reproducible within and across subjects, and analyzed their spatial patterns and temporal relationships to reveal the intrinsic parcellation and organization of the visual cortex. The resulting visual cortical parcels were aligned with the steepest gradient of cortical myelination, and were organized into functional modules segregated along the dorsal/ventral pathways and foveal/peripheral early visual areas. Cortical distance could partly explain intra‐hemispherical functional connectivity, but not interhemispherical connectivity; after discounting the effect of anatomical affinity, the fine‐scale functional connectivity still preserved a similar visual‐stream‐specific modular organization. Moreover, cortical retinotopy, folding, and cytoarchitecture impose limited constraints to the organization of resting state activity. Given these findings, we conclude that spontaneous activity patterns in the visual cortex are primarily organized by visual streams, likely reflecting feedback network interactions. Hum Brain Mapp 38:4613–4630, 2017. © 2017 Wiley Periodicals, Inc.
AbstractList	Large-scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern, organization, and function of fine-scale network activity remain largely unknown. Here, we characterized the spontaneously emerging visual cortical activity by applying independent component (IC) analysis to resting state fMRI signals exclusively within the visual cortex. In this subsystem scale, we observed about 50 spatially ICs that were reproducible within and across subjects, and analyzed their spatial patterns and temporal relationships to reveal the intrinsic parcellation and organization of the visual cortex. The resulting visual cortical parcels were aligned with the steepest gradient of cortical myelination, and were organized into functional modules segregated along the dorsal/ventral pathways and foveal/peripheral early visual areas. Cortical distance could partly explain intra-hemispherical functional connectivity, but not interhemispherical connectivity; after discounting the effect of anatomical affinity, the fine-scale functional connectivity still preserved a similar visual-stream-specific modular organization. Moreover, cortical retinotopy, folding, and cytoarchitecture impose limited constraints to the organization of resting state activity. Given these findings, we conclude that spontaneous activity patterns in the visual cortex are primarily organized by visual streams, likely reflecting feedback network interactions. Hum Brain Mapp 38:4613-4630, 2017. © 2017 Wiley Periodicals, Inc. Large-scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern, organization, and function of fine-scale network activity remain largely unknown. Here, we characterized the spontaneously emerging visual cortical activity by applying independent component (IC) analysis to resting state fMRI signals exclusively within the visual cortex. In this subsystem scale, we observed about 50 spatially ICs that were reproducible within and across subjects, and analyzed their spatial patterns and temporal relationships to reveal the intrinsic parcellation and organization of the visual cortex. The resulting visual cortical parcels were aligned with the steepest gradient of cortical myelination, and were organized into functional modules segregated along the dorsal/ventral pathways and foveal/peripheral early visual areas. Cortical distance could partly explain intra-hemispherical functional connectivity, but not interhemispherical connectivity; after discounting the effect of anatomical affinity, the fine-scale functional connectivity still preserved a similar visual-stream-specific modular organization. Moreover, cortical retinotopy, folding, and cytoarchitecture impose limited constraints to the organization of resting state activity. Given these findings, we conclude that spontaneous activity patterns in the visual cortex are primarily organized by visual streams, likely reflecting feedback network interactions. Hum Brain Mapp 38:4613-4630, 2017. © 2017 Wiley Periodicals, Inc.Large-scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern, organization, and function of fine-scale network activity remain largely unknown. Here, we characterized the spontaneously emerging visual cortical activity by applying independent component (IC) analysis to resting state fMRI signals exclusively within the visual cortex. In this subsystem scale, we observed about 50 spatially ICs that were reproducible within and across subjects, and analyzed their spatial patterns and temporal relationships to reveal the intrinsic parcellation and organization of the visual cortex. The resulting visual cortical parcels were aligned with the steepest gradient of cortical myelination, and were organized into functional modules segregated along the dorsal/ventral pathways and foveal/peripheral early visual areas. Cortical distance could partly explain intra-hemispherical functional connectivity, but not interhemispherical connectivity; after discounting the effect of anatomical affinity, the fine-scale functional connectivity still preserved a similar visual-stream-specific modular organization. Moreover, cortical retinotopy, folding, and cytoarchitecture impose limited constraints to the organization of resting state activity. Given these findings, we conclude that spontaneous activity patterns in the visual cortex are primarily organized by visual streams, likely reflecting feedback network interactions. Hum Brain Mapp 38:4613-4630, 2017. © 2017 Wiley Periodicals, Inc. Large‐scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern, organization, and function of fine‐scale network activity remain largely unknown. Here, we characterized the spontaneously emerging visual cortical activity by applying independent component (IC) analysis to resting state fMRI signals exclusively within the visual cortex. In this subsystem scale, we observed about 50 spatially ICs that were reproducible within and across subjects, and analyzed their spatial patterns and temporal relationships to reveal the intrinsic parcellation and organization of the visual cortex. The resulting visual cortical parcels were aligned with the steepest gradient of cortical myelination, and were organized into functional modules segregated along the dorsal/ventral pathways and foveal/peripheral early visual areas. Cortical distance could partly explain intra‐hemispherical functional connectivity, but not interhemispherical connectivity; after discounting the effect of anatomical affinity, the fine‐scale functional connectivity still preserved a similar visual‐stream‐specific modular organization. Moreover, cortical retinotopy, folding, and cytoarchitecture impose limited constraints to the organization of resting state activity. Given these findings, we conclude that spontaneous activity patterns in the visual cortex are primarily organized by visual streams, likely reflecting feedback network interactions. Hum Brain Mapp 38:4613–4630, 2017 . © 2017 Wiley Periodicals, Inc.
Author	Liu, Zhongming Lu, Kun‐Han Jeong, Jun Young Wen, Haiguang
AuthorAffiliation	1 School of Electrical and Computer Engineering Purdue University West Lafayette Indiana 2 Purdue Institute for Integrative Neuroscience, Purdue University West Lafayette Indiana 3 Weldon School of Biomedical Engineering Purdue University West Lafayette Indiana
AuthorAffiliation_xml	– name: 1 School of Electrical and Computer Engineering Purdue University West Lafayette Indiana – name: 2 Purdue Institute for Integrative Neuroscience, Purdue University West Lafayette Indiana – name: 3 Weldon School of Biomedical Engineering Purdue University West Lafayette Indiana
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Snippet	Large‐scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern,... Large-scale functional networks have been extensively studied using resting state functional magnetic resonance imaging (fMRI). However, the pattern,...
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SubjectTerms	Activity patterns Brain Brain architecture Brain mapping Connectome - methods Cortex (temporal) Feedback fine‐scale networks Functional magnetic resonance imaging functional parcellation Humans independent component analysis Magnetic resonance imaging Magnetic Resonance Imaging - methods Modules Myelination Neural networks Neuroimaging Reproducibility of Results Rest Streams Topography Visual cortex Visual Cortex - diagnostic imaging Visual Cortex - physiology Visual observation Visual pathways Visual Pathways - diagnostic imaging Visual Pathways - physiology Visual perception Visual Perception - physiology Visual signals visual streams Visual task performance
Title	Spontaneous activity in the visual cortex is organized by visual streams
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