TY - JOUR
T1 - Detection of resting state functional connectivity using partial correlation analysis
T2 - A study using multi-distance and whole-head probe near-infrared spectroscopy
AU - Sakakibara, Eisuke
AU - Homae, Fumitaka
AU - Kawasaki, Shingo
AU - Nishimura, Yukika
AU - Takizawa, Ryu
AU - Koike, Shinsuke
AU - Kinoshita, Akihide
AU - Sakurada, Hanako
AU - Yamagishi, Mika
AU - Nishimura, Fumichika
AU - Yoshikawa, Akane
AU - Inai, Aya
AU - Nishioka, Masaki
AU - Eriguchi, Yosuke
AU - Matsuoka, Jun
AU - Satomura, Yoshihiro
AU - Okada, Naohiro
AU - Kakiuchi, Chihiro
AU - Araki, Tsuyoshi
AU - Kan, Chiemi
AU - Umeda, Maki
AU - Shimazu, Akihito
AU - Uga, Minako
AU - Dan, Ippeita
AU - Hashimoto, Hideki
AU - Kawakami, Norito
AU - Kasai, Kiyoto
N1 - Funding Information:
This study was conducted as an interdisciplinary collaboration between the two Grants-in-Aid for Scientific Research on Innovative Areas by MEXT, Japan: The “Elucidation of social stratification mechanism and control over health inequality in contemporary Japan: New interdisciplinary area of social and health sciences” project [grant number 21119003 to NK and TA], “Adolescent Mind & Self-Regulation” project [grant number 23118001, 23118004, & 16H01689], and “Advanced Bioimaging Support” [grant number 16H06280]” to KK. This research was partially supported by the Brain Mapping by Integrated Neurotechnologies for Disease Studies (Brain/MINDS) from Japan Agency for Medical Research and Development , AMED (K.K.).
Publisher Copyright:
© 2016 Elsevier Inc.
Copyright:
Copyright 2018 Elsevier B.V., All rights reserved.
PY - 2016/11/15
Y1 - 2016/11/15
N2 - Multichannel near-infrared spectroscopy (NIRS) is a functional neuroimaging modality that enables easy-to-use and noninvasive measurement of changes in blood oxygenation levels. We developed a clinically-applicable method for estimating resting state functional connectivity (RSFC) with NIRS using a partial correlation analysis to reduce the influence of extraneural components. Using a multi-distance probe arrangement NIRS, we measured resting state brain activity for 8 min in 17 healthy participants. Independent component analysis was used to extract shallow and deep signals from the original NIRS data. Pearson's correlation calculated from original signals was significantly higher than that calculated from deep signals, while partial correlation calculated from original signals was comparable to that calculated from deep (cerebral-tissue) signals alone. To further test the validity of our method, we also measured 8 min of resting state brain activity using a whole-head NIRS arrangement consisting of 17 cortical regions in 80 healthy participants. Significant RSFC between neighboring, interhemispheric homologous, and some distant ipsilateral brain region pairs was revealed. Additionally, females exhibited higher RSFC between interhemispheric occipital region-pairs, in addition to higher connectivity between some ipsilateral pairs in the left hemisphere, when compared to males. The combined results of the two component experiments indicate that partial correlation analysis is effective in reducing the influence of extracerebral signals, and that NIRS is able to detect well-described resting state networks and sex-related differences in RSFC.
AB - Multichannel near-infrared spectroscopy (NIRS) is a functional neuroimaging modality that enables easy-to-use and noninvasive measurement of changes in blood oxygenation levels. We developed a clinically-applicable method for estimating resting state functional connectivity (RSFC) with NIRS using a partial correlation analysis to reduce the influence of extraneural components. Using a multi-distance probe arrangement NIRS, we measured resting state brain activity for 8 min in 17 healthy participants. Independent component analysis was used to extract shallow and deep signals from the original NIRS data. Pearson's correlation calculated from original signals was significantly higher than that calculated from deep signals, while partial correlation calculated from original signals was comparable to that calculated from deep (cerebral-tissue) signals alone. To further test the validity of our method, we also measured 8 min of resting state brain activity using a whole-head NIRS arrangement consisting of 17 cortical regions in 80 healthy participants. Significant RSFC between neighboring, interhemispheric homologous, and some distant ipsilateral brain region pairs was revealed. Additionally, females exhibited higher RSFC between interhemispheric occipital region-pairs, in addition to higher connectivity between some ipsilateral pairs in the left hemisphere, when compared to males. The combined results of the two component experiments indicate that partial correlation analysis is effective in reducing the influence of extracerebral signals, and that NIRS is able to detect well-described resting state networks and sex-related differences in RSFC.
KW - Functional neuroimaging
KW - Near-infrared spectroscopy (NIRS)
KW - Partial correlation analysis
KW - Resting state functional connectivity
KW - Sex difference
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U2 - 10.1016/j.neuroimage.2016.08.011
DO - 10.1016/j.neuroimage.2016.08.011
M3 - Article
C2 - 27521742
AN - SCOPUS:84994052352
SN - 1053-8119
VL - 142
SP - 590
EP - 601
JO - NeuroImage
JF - NeuroImage
ER -