Age-Related Differences in Test-Retest Reliability in Resting-State Brain Functional Connectivity

被引:71
|
作者
Song, Jie [1 ]
Desphande, Alok S. [2 ]
Meier, Timothy B. [3 ]
Tudorascu, Dana L. [4 ]
Vergun, Svyatoslav [5 ]
Nair, Veena A. [6 ]
Biswal, Bharat B. [7 ]
Meyerand, Mary E. [1 ,5 ]
Birn, Rasmus M. [8 ]
Bellec, Pierre [9 ]
Prabhakaran, Vivek [3 ,6 ]
机构
[1] Univ Wisconsin Madison, Dept Biomed Engn, Madison, WI USA
[2] Univ Wisconsin Madison, Dept Elec & Comp Engn, Madison, WI USA
[3] Univ Wisconsin Madison, Neurosci Training Program, Madison, WI USA
[4] Univ Pittsburgh, Dept Med, Pittsburgh, PA USA
[5] Univ Wisconsin Madison, Dept Med Phys, Madison, WI USA
[6] Univ Wisconsin Madison, Dept Radiol, Madison, WI USA
[7] Univ Med & Dent New Jersey, Dept Radiol, Newark, NJ 07103 USA
[8] Univ Wisconsin Madison, Dept Psychiat, Madison, WI USA
[9] Univ Montreal, Geriatr Inst, Res Ctr, Montreal, PQ, Canada
来源
PLOS ONE | 2012年 / 7卷 / 12期
关键词
INDEPENDENT COMPONENT ANALYSIS; GLOBAL SIGNAL REGRESSION; FMRI DATA; DEFAULT NETWORK; IMAGES; MRI; ANTICORRELATIONS; SCHIZOPHRENIA; FLUCTUATIONS; OPTIMIZATION;
D O I
10.1371/journal.pone.0049847
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Resting-state functional MRI (rs-fMRI) has emerged as a powerful tool for investigating brain functional connectivity (FC). Research in recent years has focused on assessing the reliability of FC across younger subjects within and between scan-sessions. Test-retest reliability in resting-state functional connectivity (RSFC) has not yet been examined in older adults. In this study, we investigated age-related differences in reliability and stability of RSFC across scans. In addition, we examined how global signal regression (GSR) affects RSFC reliability and stability. Three separate resting-state scans from 29 younger adults (18-35 yrs) and 26 older adults (55-85 yrs) were obtained from the International Consortium for Brain Mapping (ICBM) dataset made publically available as part of the 1000 Functional Connectomes project www.nitrc.org/projects/fcon_1000.92 regions of interest (ROIs) with 5 cubic mm radius, derived from the default, cingulo-opercular, fronto-parietal and sensorimotor networks, were previously defined based on a recent study. Mean time series were extracted from each of the 92 ROIs from each scan and three matrices of z-transformed correlation coefficients were created for each subject, which were then used for evaluation of multi-scan reliability and stability. The young group showed higher reliability of RSFC than the old group with GSR (p-value = 0.028) and without GSR (p-value < 0.001). Both groups showed a high degree of multi-scan stability of RSFC and no significant differences were found between groups. By comparing the test-retest reliability of RSFC with and without GSR across scans, we found significantly higher proportion of reliable connections in both groups without GSR, but decreased stability. Our results suggest that aging is associated with reduced reliability of RSFC which itself is highly stable within-subject across scans for both groups, and that GSR reduces the overall reliability but increases the stability in both age groups and could potentially alter group differences of RSFC.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Test-Retest Reliability of Magnetoencephalography Resting-State Functional Connectivity in Schizophrenia
    Candelaria-Cook, Felicha T.
    Stephen, Julia M.
    [J]. FRONTIERS IN PSYCHIATRY, 2020, 11
  • [2] Quantifying the Test-Retest Reliability of Magnetoencephalography Resting-State Functional Connectivity
    Garces, Pilar
    Carmen Martin-Buro, Maria
    Maestu, Fernando
    [J]. BRAIN CONNECTIVITY, 2016, 6 (06) : 448 - 460
  • [3] RELIABILITY OF FUNCTIONAL CONNECTIVITY MEASURES IN RESTING-STATE TEST-RETEST FMRI DATA
    Galazzo, I. Boscolo
    Paolini, E.
    Endrizzi, W.
    Zumerle, F.
    Menegaz, G.
    Storti, S. F.
    [J]. 2021 IEEE 18TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2021, : 1860 - 1863
  • [4] The Influence of Physiological Noise Correction on Test-Retest Reliability of Resting-State Functional Connectivity
    Birn, Rasmus M.
    Cornejo, Maria Daniela
    Molloy, Erin K.
    Patriat, Remi
    Meier, Timothy B.
    Kirk, Gregory R.
    Nair, Veena A.
    Meyerand, M. Elizabeth
    Prabhakaran, Vivek
    [J]. BRAIN CONNECTIVITY, 2014, 4 (07) : 511 - 522
  • [5] Age-Related Differences in Resting-State Functional Connectivity in Women
    Adamovich, Timofey
    Zakharov, Ilia
    Mikadze, Yuri
    [J]. INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2021, 168 : S136 - S137
  • [6] Impact of Independent Component Analysis Dimensionality on the Test-Retest Reliability of Resting-State Functional Connectivity
    Ma, Yizhou
    MacDonald, Angus W., III
    [J]. BRAIN CONNECTIVITY, 2021, 11 (10) : 875 - 886
  • [7] Functional brain hubs and their test-retest reliability: A multiband resting-state functional MRI study
    Liao, Xu-Hong
    Xia, Ming-Rui
    Xu, Ting
    Dai, Zheng-Jia
    Cao, Xiao-Yan
    Niu, Hai-Jing
    Zuo, Xi-Nian
    Zang, Yu-Feng
    He, Yong
    [J]. NEUROIMAGE, 2013, 83 : 969 - 982
  • [8] Test-retest reliability of dynamic functional connectivity in resting state fMRI
    Zhang, Chao
    Baum, Stefi A.
    Adduru, Viraj R.
    Biswal, Bharat B.
    Michael, Andrew M.
    [J]. NEUROIMAGE, 2018, 183 : 907 - 918
  • [9] Test-Retest Reliability of Graph Metrics in Functional Brain Networks: A Resting-State fNIRS Study
    Niu, Haijing
    Li, Zhen
    Liao, Xuhong
    Wang, Jinhui
    Zhao, Tengda
    Shu, Ni
    Zhao, Xiaohu
    He, Yong
    [J]. PLOS ONE, 2013, 8 (09):
  • [10] Test-retest Reliability of Functional Connectivity and Graph Metrics in the Resting Brain Network
    Jin, Dan
    Xu, Kaibin
    Liu, Bing
    Jiang, Tianzi
    Liu, Yong
    [J]. 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2018, : 1028 - 1031