[FieldTrip] Neighbouring issue with ft_timelockstatistics
D.Akarca
da434 at cam.ac.uk
Thu Mar 16 17:16:35 CET 2017
Dear all,
My name is Danyal Akarca, I’m a Master’s student working at Cambridge University, working at the MRC Cognition and Brain Sciences Unit.
I’m currently working on some MEG data analysis, using ft_timelockstatistics and ft_clusterplot to determine clustering of neuromag magnetometers for task-related data.
My neighbouring function is defined as follows:
cfg = [];
cfg.method = ‘distance’;
cfg.neighbourdist = 0.13;
cfg.template = ‘neuromag306mag_neighb’;
cfg.layout = ‘NM306mag.lay’
cfg.channel = ‘all'
neighbours = ft_prepare_neighbours(cfg, MagGM_Control_Deviant); % The input data here is one of the grand means computed with ft_timelockgrandaverage
This provides me with an average of 5.5 neighbours per channel, and upon inspection with ft_neighbourplot, it looks very reasonable.
I then went on to compute statistics, using ft_timelockstatistics as follows
cfg = [];
cfg.channel = ‘all’;
cfg.neighbours = neighbours;
cfg.latency = [0.1 0.54]
cfg.method = ‘montecarlo’;
cfg.randomization = 1000;
cfg.correctm = ‘cluster’;
cfg.correctail = ‘prob’;
cfg.ivar = 1;
cfg.uvar = 2;
cfg.statistic = ‘ft_statfun_depsamplesT’;
Nsub = 14;
cfg.design(1,1:2*Nsub) = [ones(1,Nsub) 2*ones(1,Nsub)]
cfg.design(2,1:2*Nsub)= [1:Nsub 1:Nsub];
stat = ft_timelockstatistics(cfg, cw{:}, cw1{:}) % cw and cw1 are cells containing my files
When I run this, i obtain 52 positive clusters and 100 negative clusters, of which 6 negative clusters are significant.
However, I have realised that this assumed that each channel is an independant cluster? These 6 ‘clusters’ are very close to each other when plotted using ft_clusterplot,
so I thought that actually this should be 1 big cluster rather than 6 independant clusters very close to each other.
So I therefore added
cfg.minnbchan = 2;
However, when I do this, it says there are 0 clusters generated at all.
This occurs no matter how large I make cfg.neighbourdist (even when I make it so that each magnetometer is neighbours with every other neighbour, I still get no clusters forming).
I was wondering if anyone had any thoughts, or could help me with this?
I am still new to FieldTrip so any help would be very much appreciated. I hope that I’ve included all the relevant information above required.
All the best,
Danyal Akarca
MPhil Neuroscience, Cambridge University
MRC Cognition and Brain Sciences Unit
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