Dissimilarity of functional connectivity uncovers the influence of participant's motion in functional magnetic resonance imaging studies

被引:8
作者
Yang, Lili [1 ,2 ]
Wu, Bo [2 ,3 ]
Fan, Linyu [1 ,2 ]
Huang, Shishi [2 ,4 ]
Vigotsky, Andrew D. [5 ,6 ]
Baliki, Marwan N. [7 ,8 ]
Yan, Zhihan [1 ,2 ]
Apkarian, A. Vania [9 ,10 ]
Huang, Lejian [9 ,10 ]
机构
[1] Wenzhou Med Univ, Dept Radiol, Affiliated Hosp 2, Wenzhou, Zhejiang, Peoples R China
[2] Wenzhou Med Univ, Yuying Childrens Hosp, Wenzhou, Zhejiang, Peoples R China
[3] Wenzhou Med Univ, Affiliated Hosp 2, Dept Informat, Wenzhou, Zhejiang, Peoples R China
[4] Wenzhou Med Univ, Affiliated Hosp 2, Dept Neurol, Wenzhou, Zhejiang, Peoples R China
[5] Northwestern Univ, Dept Biomed Engn, Evanston, IL 60208 USA
[6] Northwestern Univ, Dept Stat, Evanston, IL 60208 USA
[7] Shirley Ryan AbilityLab, Chicago, IL USA
[8] Northwestern Univ, Dept Phys Management & Rehabil, Feinberg Sch Med, Chicago, IL 60611 USA
[9] Northwestern Univ, Dept Physiol, Feinberg Sch Med, Chicago, IL 60611 USA
[10] Northwestern Univ, Feinberg Sch Med, Ctr Translat Pain Res, Chicago, IL 60611 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
dissimilarity; fMRI; functional connectivity; group quality of control; motion; HEAD MOTION; REGRESSION; ARTIFACTS; IMPACT; ROBUST; MRI;
D O I
10.1002/hbm.25255
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Head motion is a major confounding factor impairing the quality of functional magnetic resonance imaging (fMRI) data. In particular, head motion can reduce analytical efficiency, and its effects are still present even after preprocessing. To examine the validity of motion removal and to evaluate the remaining effects of motion on the quality of the preprocessed fMRI data, a new metric of group quality control (QC), dissimilarity of functional connectivity, is introduced. Here, we investigate the association between head motion, represented by mean framewise displacement, and dissimilarity of functional connectivity by applying four preprocessing methods in two independent resting-state fMRI datasets: one consisting of healthy participants (N= 167) scanned in a 3T GE-Discovery 750 with longer TR (2.5 s), and the other of chronic back pain patients (N= 143) in a 3T Siemens Magnetom Prisma scanner with shorter TR (0.555 s). We found that dissimilarity of functional connectivity uncovers the influence of participant's motion, and this relationship is independent of population, scanner, and preprocessing method. The association between motion and dissimilarity of functional connectivity, and how the removal of high-motion participants affects this association, is a new strategy for group-level QC following preprocessing.
引用
收藏
页码:713 / 723
页数:11
相关论文
共 33 条
[1]   Image processing and Quality Control for the first 10,000 brain imaging datasets from UK Biobank [J].
Alfaro-Almagro, Fidel ;
Jenkinson, Mark ;
Bangerter, Neal K. ;
Andersson, Jesper L. R. ;
Griffanti, Ludovica ;
Douaud, Gwenaelle ;
Sotiropoulos, Stamatios N. ;
Jbabdi, Saad ;
Hernandez-Fernandez, Moises ;
Vallee, Emmanuel ;
Vidaurre, Diego ;
Webster, Matthew ;
McCarthy, Paul ;
Rorden, Christopher ;
Daducci, Alessandro ;
Alexander, Daniel C. ;
Zhang, Hui ;
Dragonu, Iulius ;
Matthews, Paul M. ;
Miller, Karla L. ;
Smith, Stephen M. .
NEUROIMAGE, 2018, 166 :400-424
[2]   Corticostriatal functional connectivity predicts transition to chronic back pain [J].
Baliki, Marwan N. ;
Petre, Bogdan ;
Torbey, Souraya ;
Herrmann, Kristina M. ;
Huang, Lejian ;
Schnitzer, Thomas J. ;
Fields, Howard L. ;
Apkarian, A. Vania .
NATURE NEUROSCIENCE, 2012, 15 (08) :1117-+
[3]   Identifying and characterizing systematic temporally-lagged BOLD artifacts [J].
Byrge, Lisa ;
Kennedy, Daniel P. .
NEUROIMAGE, 2018, 171 :376-392
[4]   Methods for cleaning the BOLD fMRI signal [J].
Caballero-Gaudes, Cesar ;
Reynolds, Richard C. .
NEUROIMAGE, 2017, 154 :128-149
[5]   Mitigating head motion artifact in functional connectivity MRI [J].
Ciric, Rastko ;
Rosen, Adon F. G. ;
Erus, Guray ;
Cieslak, Matthew ;
Adebimpe, Azeez ;
Cook, Philip A. ;
Bassett, Danielle S. ;
Davatzikos, Christos ;
Wolf, Daniel H. ;
Satterthwaite, Theodore D. .
NATURE PROTOCOLS, 2018, 13 (12) :2801-2826
[6]   The Association of Depression and Anxiety with Pain: A Study from NESDA [J].
de Heer, Eric W. ;
Gerrits, Marloes M. J. G. ;
Beekman, Aartjan T. F. ;
Dekker, Jack ;
van Marwijk, Harm W. J. ;
de Waal, Margot W. M. ;
Spinhoven, Philip ;
Penninx, Brenda W. J. H. ;
van der Feltz-Cornelis, Christina M. .
PLOS ONE, 2014, 9 (10)
[7]   The German National Cohort: aims, study design and organization [J].
Greiser, Karin Halina ;
Linseisen, Jakob ;
Schmidt, Boerge ;
Wichmann, Heinz-Erich .
EUROPEAN JOURNAL OF EPIDEMIOLOGY, 2014, 29 (05) :371-382
[8]   Prospective motion correction in functional MRI using simultaneous multislice imaging and multislice-to-volume image registration [J].
Hoinkiss, Daniel Christopher ;
Erhard, Peter ;
Breutigam, Nora-Josefin ;
van Samson-Himmelstjerna, Federico ;
Guenther, Matthias ;
Porter, David Andrew .
NEUROIMAGE, 2019, 200 :159-173
[9]   Whole-brain functional network disruption in chronic pain with disk herniation [J].
Huang, Shishi ;
Wakaizumi, Kenta ;
Wu, Binbin ;
Shen, Bangli ;
Wu, Bo ;
Fan, Linyu ;
Baliki, Marwan N. ;
Zhan, Gonghao ;
Apkarian, A. Vania ;
Huang, Lejian .
PAIN, 2019, 160 (12) :2829-2840
[10]   Utility of real-time prospective motion correction (PROMO) for segmentation of cerebral cortex on 3D T1-weighted imaging: Voxel-based morphometry analysis for uncooperative patients [J].
Igata, Natsuki ;
Kakeda, Shingo ;
Watanabe, Keita ;
Nozaki, Atsushi ;
Rettmann, Dan ;
Narimatsu, Hidekuni ;
Ide, Satoru ;
Abe, Osamu ;
Korogi, Yukunori .
EUROPEAN RADIOLOGY, 2017, 27 (08) :3554-3562