[FieldTrip] between group statistics of coherence
Johannes Tuennerhoff
johannes.tuennerhoff at hotmail.com
Mon Feb 1 11:33:26 CET 2016
Dear Eric,
dear other experts,
We conduct a
study that involves corticomuscular coherence analyses and I am still a bit new to the field.
Even though I
read several papers and searched the fieldtrip mailing list, I am still
not sure how to do the statistical testing correctly. I read your
message "coherence and group analysis" from April 21 2015 with great
interest and I was hoping you could maybe give me some advice.
There are two groups and each group has the same condition (a motor movement task).
I
have the coherence spectra for the range 5-55Hz (binned at 0.3Hz) of an
EEG signal x and an EMG signal y in 24 healthy controls and 19
patients and I would like to test if there is a significant difference
between the two groups. The coherence of the individual subjects was
computed from around 120 segments of each 3s.
Specifically I have the following questions:
1.
Can I use the fieldtrip function ft_freqstatistics to calculate
Monte-Carlo estimates of the significance probabilities and setting
cfg.statistic = 'indepsamplesT' using the coherence spectra as data? Or
would I need to do a manual z-transformation like
z1=atanh(Coh)-1/(dof1-2) beforehand? If I understood it right cant use
cfg.statistic = 'indepsamplesZcoh' because it is just meant for within
subject designs. Would I need to take tapers and segments into account
for the degrees of freedom?
2. Would I need to correct for
multiple comparisons when I use a Monte-Carlo aproach? If I would like
to, could I just use the cfg.correctm='bonferroni' or 'fdr' option in
fieldtrip?
3. I think I saw other groups just using a parametric chi-square test, would you consider this aproach correct too?
4.
Would it be valid to conduct a repeated measures ANOVA first with GROUP
as between-subject effect and frequency bins as within-subject effect?
5. Could I use the parametric tests (3. and 4.) after a z-transformation?
I will be very happy about any suggestions and opinions. Thank you very much.
Best regards
Johannes
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