[FieldTrip] issues with ft_connectivityanalysis, interpolation, and parcellation in EEG
Schoffelen, J.M. (Jan Mathijs)
jan.schoffelen at donders.ru.nl
Tue May 21 20:30:36 CEST 2019
Hi Christian,
I guess you need to figure out why the dimension of the coherence matrix does not match the expectations.
Based on the information you provide (i.e. the lack thereof: it’s not clear how you compute SourceData, and how you spectrally transformed your sensor data that goes into the source reconstruction step) there is lottle to go on.
Best wishes,
Jan-Mathijs
On 21 May 2019, at 19:27, Christian Mista <cmista at ingenieria.uner.edu.ar<mailto:cmista at ingenieria.uner.edu.ar>> wrote:
Hi FieldTrip community,
I've been trying to perform a connectivity analysis using a 66 eeg recording database. So far, I've being able to solve the sourceanalysis (following the tutorial http://www.fieldtriptoolbox.org/tutorial/networkanalysis/) and plot the source activity. However, the problem starts when I'm trying the connectivity analysis. Any grid dimension lower than 20 mm in the sourcemodel calculation results in a matlab error (Out of memory) in the connectivity analysis. I guess that a grid dimension lower than 20 mm conveys to huge matrix sizes, not manageable by my OS (linux + Matlab).
%% This is how I compute the sourcemodel (run ok)
cfg = [];
cfg.elec = data.elec;
cfg.elec.unit = 'mm'; % unit in cm
cfg.headmodel = headmodel;
cfg.grid.resolution = 20; % use a 3-D grid with a 20 mm resolution
[lf] = ft_prepare_leadfield(cfg);
After computing the sourcemodel using the 20 mm grid, I have issues to parcellate my data. My main concern is about the mismatch size between the connectivity matrix and the atlas.
source_conn =
dim: [7 9 8]
inside: [504×1 logical]
pos: [504×3 double]
cohspctrm: [5544×5544 double]
dimord: 'pos_pos_freq'
freq: 10
cfg: [1×1 struct]
atlas =
dim: [91 109 91]
hdr: [1×1 struct]
transform: [4×4 double]
unit: 'mm'
tissue: [91×109×91 double]
tissuelabel: {1×116 cell}
coordsys: 'mni'
I'd tried to interpolate and parcellate the matrix, but I must be missing or confusing something... Below is the code to calculate the connectivity and the parcellation.
%% connectivity
cfg = [];
cfg.method = 'coh';
cfg.complex = 'absimag';
source_conn = ft_connectivityanalysis(cfg, SourceData);
%The conectome
figure;imagesc(source_conn.cohspctrm); %5544x5544 double
%Parcellation
atlas = ft_read_atlas('/fieldtrip-master/template/atlas/aal/ROI_MNI_V4.nii');
cfg = [];
cfg.interpmethod='nearest';
cfg.parameter='tissue';
[int_atlas] = ft_sourceinterpolate(cfg, atlas, source_conn);
int_atlas.pos = source_conn.pos; % otherwise the parcellation won't work
% and call ft_sourceparcellate:
cfg = [];
cfg.parcellation = 'tissue';
cfg.parameter = 'cohspctrm';
parc_conn = ft_sourceparcellate(cfg, source_conn, int_atlas);
figure;imagesc(parc_conn.cohspctrm);
++Error in command windows matlab
there are in total 504 positions, 230 positions are inside the brain, 181 positions have a label
168 of the positions inside the brain have a label
168 of the labeled positions are inside the brain
62 of the positions inside the brain do not have a label
Error using ft_notification (line 340)
unsupported dimord unknown_unknown_freq
Error in ft_error (line 39)
ft_notification(varargin{:});
Error in ft_sourceparcellate (line 309)
ft_error('unsupported dimord %s', dimord{i})
Two questions
-Is 20 mm the min grid size to calculate connectivity?
-What I'm missing in the parcellation process?
I would really appreciate any advice, I've been scratching my head for a while on this one.
Best,
Christian
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