Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex

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Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex. / DiNuzzo, Mauro; Mascali, Daniele; Moraschi, Marta; Bussu, Giorgia; Maraviglia, Bruno; Mangia, Silvia; Giove, Federico.

In: Frontiers in Physics, Vol. 5, 7, 02.2017, p. 1-11.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

DiNuzzo, M, Mascali, D, Moraschi, M, Bussu, G, Maraviglia, B, Mangia, S & Giove, F 2017, 'Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex', Frontiers in Physics, vol. 5, 7, pp. 1-11. https://doi.org/10.3389/fphy.2017.00007

APA

DiNuzzo, M., Mascali, D., Moraschi, M., Bussu, G., Maraviglia, B., Mangia, S., & Giove, F. (2017). Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex. Frontiers in Physics, 5, 1-11. [7]. https://doi.org/10.3389/fphy.2017.00007

Vancouver

DiNuzzo M, Mascali D, Moraschi M, Bussu G, Maraviglia B, Mangia S et al. Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex. Frontiers in Physics. 2017 Feb;5:1-11. 7. https://doi.org/10.3389/fphy.2017.00007

Author

DiNuzzo, Mauro ; Mascali, Daniele ; Moraschi, Marta ; Bussu, Giorgia ; Maraviglia, Bruno ; Mangia, Silvia ; Giove, Federico. / Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex. In: Frontiers in Physics. 2017 ; Vol. 5. pp. 1-11.

Bibtex

@article{76e49fb1ac5f4530b9e03a1706b5b6cb,
title = "Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex",
abstract = "Time-domain analysis of blood-oxygenation level-dependent (BOLD) signals allows the identification of clusters of voxels responding to photic stimulation in primary visual cortex (V1). However, the characterization of information encoding into temporal properties of the BOLD signals of an activated cluster is poorly investigated. Here, we used Shannon entropy to determine spatial and temporal information encoding in the BOLD signal within the most strongly activated area of the human visual cortex during a hemifield photic stimulation. We determined the distribution profile of BOLD signals during epochs at rest and under stimulation within small (19-121 voxels) clusters designed to include only voxels driven by the stimulus as highly and uniformly as possible. We found consistent and significant increases (2-4% on average) in temporal information entropy during activation in contralateral but not ipsilateral V1, which was mirrored by an expected loss of spatial information entropy. These opposite changes coexisted with increases in both spatial and temporal mutual information (i.e., dependence) in contralateral V1. Thus, we showed that the first cortical stage of visual processing is characterized by a specific spatiotemporal rearrangement of intracluster BOLD responses. Our results indicate that while in the space domain BOLD maps may be incapable of capturing the functional specialization of small neuronal populations due to relatively low spatial resolution, some information encoding may still be revealed in the temporal domain by an increase of temporal information entropy.",
author = "Mauro DiNuzzo and Daniele Mascali and Marta Moraschi and Giorgia Bussu and Bruno Maraviglia and Silvia Mangia and Federico Giove",
year = "2017",
month = feb,
doi = "10.3389/fphy.2017.00007",
language = "English",
volume = "5",
pages = "1--11",
journal = "Frontiers in Physics",
issn = "2296-424X",
publisher = "Frontiers Media S.A",

}

RIS

TY - JOUR

T1 - Temporal Information Entropy of the Blood-Oxygenation Level-Dependent Signals Increases in the Activated Human Primary Visual Cortex

AU - DiNuzzo, Mauro

AU - Mascali, Daniele

AU - Moraschi, Marta

AU - Bussu, Giorgia

AU - Maraviglia, Bruno

AU - Mangia, Silvia

AU - Giove, Federico

PY - 2017/2

Y1 - 2017/2

N2 - Time-domain analysis of blood-oxygenation level-dependent (BOLD) signals allows the identification of clusters of voxels responding to photic stimulation in primary visual cortex (V1). However, the characterization of information encoding into temporal properties of the BOLD signals of an activated cluster is poorly investigated. Here, we used Shannon entropy to determine spatial and temporal information encoding in the BOLD signal within the most strongly activated area of the human visual cortex during a hemifield photic stimulation. We determined the distribution profile of BOLD signals during epochs at rest and under stimulation within small (19-121 voxels) clusters designed to include only voxels driven by the stimulus as highly and uniformly as possible. We found consistent and significant increases (2-4% on average) in temporal information entropy during activation in contralateral but not ipsilateral V1, which was mirrored by an expected loss of spatial information entropy. These opposite changes coexisted with increases in both spatial and temporal mutual information (i.e., dependence) in contralateral V1. Thus, we showed that the first cortical stage of visual processing is characterized by a specific spatiotemporal rearrangement of intracluster BOLD responses. Our results indicate that while in the space domain BOLD maps may be incapable of capturing the functional specialization of small neuronal populations due to relatively low spatial resolution, some information encoding may still be revealed in the temporal domain by an increase of temporal information entropy.

AB - Time-domain analysis of blood-oxygenation level-dependent (BOLD) signals allows the identification of clusters of voxels responding to photic stimulation in primary visual cortex (V1). However, the characterization of information encoding into temporal properties of the BOLD signals of an activated cluster is poorly investigated. Here, we used Shannon entropy to determine spatial and temporal information encoding in the BOLD signal within the most strongly activated area of the human visual cortex during a hemifield photic stimulation. We determined the distribution profile of BOLD signals during epochs at rest and under stimulation within small (19-121 voxels) clusters designed to include only voxels driven by the stimulus as highly and uniformly as possible. We found consistent and significant increases (2-4% on average) in temporal information entropy during activation in contralateral but not ipsilateral V1, which was mirrored by an expected loss of spatial information entropy. These opposite changes coexisted with increases in both spatial and temporal mutual information (i.e., dependence) in contralateral V1. Thus, we showed that the first cortical stage of visual processing is characterized by a specific spatiotemporal rearrangement of intracluster BOLD responses. Our results indicate that while in the space domain BOLD maps may be incapable of capturing the functional specialization of small neuronal populations due to relatively low spatial resolution, some information encoding may still be revealed in the temporal domain by an increase of temporal information entropy.

U2 - 10.3389/fphy.2017.00007

DO - 10.3389/fphy.2017.00007

M3 - Journal article

C2 - 28451586

VL - 5

SP - 1

EP - 11

JO - Frontiers in Physics

JF - Frontiers in Physics

SN - 2296-424X

M1 - 7

ER -

ID: 196378411