An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data

被引:1315
作者
Satterthwaite, Theodore D. [1 ]
Elliott, Mark A. [2 ]
Gerraty, Raphael T. [1 ]
Ruparel, Kosha [1 ]
Loughead, James [1 ]
Calkins, Monica E. [1 ]
Eickhoff, Simon B. [4 ,5 ,6 ]
Hakonarson, Hakon [7 ]
Gur, Ruben C. [1 ,2 ,3 ]
Gur, Raquel E. [1 ,2 ]
Wolf, Daniel H. [1 ]
机构
[1] Univ Penn, Dept Psychiat, Philadelphia, PA 19104 USA
[2] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
[3] Philadelphia Vet Adm Med Ctr, Philadelphia, PA 19104 USA
[4] Rhein Westfal TH Aachen, Dept Psychiat & Psychotherapy, Aachen, Germany
[5] Univ Dusseldorf, Inst Clin Neurosci & Med Psychol, D-40225 Dusseldorf, Germany
[6] Res Ctr Julich, Inst Neurosci & Med INM 2, Julich, Germany
[7] Childrens Hosp Philadelphia, Ctr Appl Genom, Philadelphia, PA 19104 USA
关键词
Motion; Artifact; fMRI; Connectivity; Development; Adolescence; Network; Connectome; Resting-state; PHYSIOLOGICAL NOISE CORRECTION; FMRI TIME-SERIES; HUMAN BRAIN; CEREBRAL-CORTEX; GLOBAL SIGNAL; NETWORKS; FLUCTUATIONS; OPTIMIZATION; MODEL; ANTICORRELATIONS;
D O I
10.1016/j.neuroimage.2012.08.052
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Several recent reports in large, independent samples have demonstrated the influence of motion artifact on resting-state functional connectivity MRI (rsfc-MRI). Standard rsfc-MRI preprocessing typically includes regression of confounding signals and band-pass filtering. However, substantial heterogeneity exists in how these techniques are implemented across studies, and no prior study has examined the effect of differing approaches for the control of motion-induced artifacts. To better understand how in-scanner head motion affects rsfc-MRI data, we describe the spatial, temporal, and spectral characteristics of motion artifacts in a sample of 348 adolescents. Analyses utilize a novel approach for describing head motion on a voxelwise basis. Next, we systematically evaluate the efficacy of a range of confound regression and filtering techniques for the control of motion-induced artifacts. Results reveal that the effectiveness of preprocessing procedures on the control of motion is heterogeneous, and that improved preprocessing provides a substantial benefit beyond typical procedures. These results demonstrate that the effect of motion on rsfc-MRI can be substantially attenuated through improved preprocessing procedures, but not completely removed. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:240 / 256
页数:17
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