What kind of noise is brain noise: anomalous scaling behavior of the resting brain activity fluctuations
被引:78
作者:
Fraiman, Daniel
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机构:
Consejo Nacl Invest Cient & Tecn, RA-2000 Rosario, Argentina
Univ San Andres, Dept Math & Ciencias, Buenos Aires, DF, ArgentinaConsejo Nacl Invest Cient & Tecn, RA-2000 Rosario, Argentina
Fraiman, Daniel
[1
,2
]
Chialvo, Dante R.
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机构:
Consejo Nacl Invest Cient & Tecn, RA-2000 Rosario, Argentina
Univ Nacl Rosario, Fac Ciencias Med, RA-2000 Rosario, Argentina
Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USAConsejo Nacl Invest Cient & Tecn, RA-2000 Rosario, Argentina
Chialvo, Dante R.
[1
,3
,4
]
机构:
[1] Consejo Nacl Invest Cient & Tecn, RA-2000 Rosario, Argentina
[2] Univ San Andres, Dept Math & Ciencias, Buenos Aires, DF, Argentina
[3] Univ Nacl Rosario, Fac Ciencias Med, RA-2000 Rosario, Argentina
[4] Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USA
The study of spontaneous fluctuations of brain activity, often referred as brain noise, is getting increasing attention in functional magnetic resonance imaging (fMRI) studies. Despite important efforts, much of the statistical properties of such fluctuations remain largely unknown. This work scrutinizes these fluctuations looking at specific statistical properties which are relevant to clarify its dynamical origins. Here, three statistical features which clearly differentiate brain data from naive expectations for random processes are uncovered: First, the variance of the fMRI mean signal as a function of the number of averaged voxels remains constant across a wide range of observed clusters sizes. Second, the anomalous behavior of the variance is originated by bursts of synchronized activity across regions, regardless of their widely different sizes. Finally, the correlation length (i.e., the length at which the correlation strength between two regions vanishes) as well as mutual information diverges with the cluster's size considered, such that arbitrarily large clusters exhibit the same collective dynamics than smaller ones. These three properties are known to be exclusive of complex systems exhibiting critical dynamics, where the spatio-temporal dynamics show these peculiar type of fluctuations. Thus, these findings are fully consistent with previous reports of brain critical dynamics, and are relevant for the interpretation of the role of fluctuations and variability in brain function in health and disease.
机构:
CNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Cavagna, Andrea
Cimarelli, Alessio
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Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Cimarelli, Alessio
Giardina, Irene
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机构:
CNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Giardina, Irene
Parisi, Giorgio
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机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
Univ Roma La Sapienza, Sez Ist Nazl Fis Nucl, I-00185 Rome, Italy
CNR, Ist Proc Chim Fis, Unita Organizzat Supporto Roma, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Parisi, Giorgio
Santagati, Raffaele
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h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Santagati, Raffaele
Stefanini, Fabio
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h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Stefanini, Fabio
Viale, Massimiliano
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h-index: 0
机构:
CNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Physiol, Los Angeles, CA 90024 USA
Univ Nacl Rosario, Fac Ciencias Med, RA-2000 Rosario, Santa Fe, ArgentinaUniv Calif Los Angeles, David Geffen Sch Med, Dept Physiol, Los Angeles, CA 90024 USA
机构:
CNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Cavagna, Andrea
Cimarelli, Alessio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Cimarelli, Alessio
Giardina, Irene
论文数: 0引用数: 0
h-index: 0
机构:
CNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Giardina, Irene
Parisi, Giorgio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
Univ Roma La Sapienza, Sez Ist Nazl Fis Nucl, I-00185 Rome, Italy
CNR, Ist Proc Chim Fis, Unita Organizzat Supporto Roma, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Parisi, Giorgio
Santagati, Raffaele
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Santagati, Raffaele
Stefanini, Fabio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Stefanini, Fabio
Viale, Massimiliano
论文数: 0引用数: 0
h-index: 0
机构:
CNR, Ist Sistemi Complessi, I-00185 Rome, Italy
Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, ItalyCNR, Ist Sistemi Complessi, I-00185 Rome, Italy
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Physiol, Los Angeles, CA 90024 USA
Univ Nacl Rosario, Fac Ciencias Med, RA-2000 Rosario, Santa Fe, ArgentinaUniv Calif Los Angeles, David Geffen Sch Med, Dept Physiol, Los Angeles, CA 90024 USA