Brain-wide functional diffuse optical tomography of resting state networks

被引:13
|
作者
Khan, Ali F. [1 ]
Zhang, Fan [1 ]
Yuan, Han [1 ,2 ]
Ding, Lei [1 ,2 ]
机构
[1] Univ Oklahoma, Stephenson Sch Biomed Engn, Norman, OK 73019 USA
[2] Univ Oklahoma, Inst Biomed Engn Sci & Technol, Norman, OK 73019 USA
关键词
diffuse optical tomography; resting state brain networks; inverse source reconstruction; independent component analysis; statistical correlation; NEAR-INFRARED SPECTROSCOPY; HIGH-RESOLUTION EEG; PHYSIOLOGICAL NOISE; BACKGROUND-NOISE; L-CURVE; CONNECTIVITY; REGULARIZATION; ACTIVATION; FMRI; ORGANIZATION;
D O I
10.1088/1741-2552/abfdf9
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective. Diffuse optical tomography (DOT) has the potential in reconstructing resting state networks (RSNs) in human brains with high spatio-temporal resolutions and multiple contrasts. While several RSNs have been reported and successfully reconstructed using DOT, its full potential in recovering a collective set of distributed brain-wide networks with the number of RSNs close to those reported using functional magnetic resonance imaging (fMRI) has not been demonstrated. Approach. The present study developed a novel brain-wide DOT (BW-DOT) framework that integrates a cap-based whole-head optode placement system with multiple computational approaches, i.e. finite-element modeling, inverse source reconstruction, data-driven pattern recognition, and statistical correlation tomography, to reconstruct RSNs in dual contrasts of oxygenated (HbO) and deoxygenated hemoglobins (HbR). Main results. Our results from the proposed framework revealed a comprehensive set of RSNs and their subnetworks, which collectively cover almost the entire neocortical surface of the human brain, both at the group level and individual participants. The spatial patterns of these DOT RSNs suggest statistically significant similarities to fMRI RSN templates. Our results also reported the networks involving the medial prefrontal cortex and precuneus that had been missed in previous DOT studies. Furthermore, RSNs obtained from HbO and HbR suggest similarity in terms of both the number of RSN types reconstructed and their corresponding spatial patterns, while HbR RSNs show statistically more similarity to fMRI RSN templates and HbO RSNs indicate more bilateral patterns over two hemispheres. In addition, the BW-DOT framework allowed consistent reconstructions of RSNs across individuals and across recording sessions, indicating its high robustness and reproducibility, respectively. Significance. Our present results suggest the feasibility of using the BW-DOT, as a neuroimaging tool, in simultaneously mapping multiple RSNs and its potential values in studying RSNs, particularly in patient populations under diverse conditions and needs, due to its advantages in accessibility over fMRI.
引用
收藏
页数:24
相关论文
共 50 条
  • [41] Rich club characteristics of dynamic brain functional networks in resting state
    Jiao, Zhuqing
    Wang, Huan
    Cai, Min
    Cao, Yin
    Zou, Ling
    Wang, Shuihua
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (21-22) : 15075 - 15093
  • [42] Functional engagement of white matter in resting-state brain networks
    Li, Muwei
    Gao, Yurui
    Gao, Fei
    Anderson, Adam W.
    Ding, Zhaohua
    Gore, John C.
    NEUROIMAGE, 2020, 220
  • [43] Resting-State Brain Organization Revealed by Functional Covariance Networks
    Zhang, Zhiqiang
    Liao, Wei
    Zuo, Xi-Nian
    Wang, Zhengge
    Yuan, Cuiping
    Jiao, Qing
    Chen, Huafu
    Biswal, Bharat B.
    Lu, Guangming
    Liu, Yijun
    PLOS ONE, 2011, 6 (12):
  • [44] Resting state functional connectivity of intranasal olfactory and trigeminal brain networks
    Tobia, Michael J.
    Karunanayaka, Prasanna
    Yang, Qing X.
    CHEMICAL SENSES, 2015, 40 (07) : 573 - 573
  • [45] High-density diffuse optical tomography for perioperative neuromonitoring of neonatal cortical hemodynamics and functional brain networks
    King, K.
    George, T.
    Tallchief, D.
    Magee, A.
    Sharma, A.
    Eggebrecht, A.
    JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2022, 42 (1_SUPPL): : 129 - 130
  • [46] Interactions of Resting State Brain Networks, Dopamine, and Working Memory Behavior: A Resting State Functional MRI Study
    White, Robert
    Aarts, Esther
    D'Esposito, Mark
    NEUROLOGY, 2013, 80
  • [47] Resting-state functional connectivity assessed with two diffuse optical tomographic systems
    Niu, Haijing
    Khadka, Sabin
    Tian, Fenghua
    Lin, Zi-Jing
    Lu, Chunming
    Zhu, Chaozhe
    Liu, Hanli
    JOURNAL OF BIOMEDICAL OPTICS, 2011, 16 (04)
  • [48] Detection of functional networks in the resting brain
    He, Y
    Zang, YF
    Jiang, TZ
    Lu, YL
    Weng, XC
    2004 2ND IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: MACRO TO NANO, VOLS 1 AND 2, 2004, : 980 - 983
  • [49] Brain-wide functional connectivity of face patch neurons during rest
    Zaldivar, Daniel
    Koyano, Kenji W.
    Ye, Frank Q.
    Godlove, David C.
    Park, Soo Hyun
    Russ, Brian E.
    Bhik-Ghanie, Rebecca
    Leopold, David A.
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2022, 119 (36)
  • [50] Resting state functional MRI of the brain
    Grodd, W.
    Beckmann, C. F.
    NERVENARZT, 2014, 85 (06): : 690 - 700