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head_motion

pediatric head motion characterization and analysis

dataset

  • Data from the Healthy Brain Network biobank (HBN) were used for all analyses (N=1388).

  • http://fcon_1000.projects.nitrc.org/indi/cmi_healthy_brain_network/

    Alexander LM, Escalera J, Ai L, Andreotti C, Febre K, Mangone A, et al.
    An open resource for transdiagnostic research in pediatric mental health and learning disorders. Sci Data. 2017;4: 1–26.
    doi:10.1038/sdata.2017.181

  • Note: In this release, MCFLIRT .par files and HBN demographic and behavioural data are not included as per our data usage agreement.

  • Subject lists:

    • HBN-1388: ~\data\subjectList_hbn1388.txt
    • HBN-865: ~\data\subjectList_hbn865.txt

preprocessing

Run hm_import.m then hm_preprocess.m to generate data structures

1: hm_import.m

  • Import all MCFLIRT .par files into MATLAB structure "hm_data"
  • Import behavioural and demographic data from COINS into "hm_data"

2: hm_prepreocess.m

  • calculate FD, mean FD, and composition of FD
  • generate motion cohort indices
  • FD calculated as in:

    Power JD, Barnes KA, Snyder AZ, Schlaggar BL, Petersen SE.
    Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion. NeuroImage. 2012;59: 2142–2154.
    doi:10.1016/j.neuroimage.2011.10.018

hm_fft.m

  • calculates the spectral power of raw displacement data
  • used in fig_frequency.m
  • closely follows:

    Fair DA, Miranda-Dominguez O, Snyder AZ, Perrone A, Earl EA, Van AN, et al.
    Correction of respiratory artifacts in MRI head motion estimates. NeuroImage. 2020;208: 116400.
    doi:10.1016/j.neuroimage.2019.116400

analyses

The remaining scripts visualize or export data for further analysis in PRISM


Naturalistic Neuroimaging Lab
BC Children's Research Institute
University of British Columbia
https://www.headspacestudios.org/

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subject lists and code for analyses

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