[Eeglablist] Time-frequency analysis (subtraction first or analysis first)
Brian Roach
brian.roach at yale.edu
Wed Apr 16 14:22:32 PDT 2008
There is an article by Truccolo et al in Clinical Neurophysiology
(Trial-to-trial variability of cortical evoked responses: implications
for the analysis of functional connectivity) which examines such a
subtraction of the evoked response. I believe the idea is that your
averaged ERP does not exactly represent all potential evoked activity in
a given trial. Therefore some residual evoked activity will survive a
"single trial minus ERP" routine. ERSP data contains both evoked and
induced power, which are tough to separate without making some
assumptions about the data. I don't think that you can subtract the ERP
from every single trial, subject it to TF analysis, and say that the
resulting ERSP map shows phase varying (or induced) responses /only/.
To do that, you would have to assume that the ERP subtraction accounted
for exactly all of the evoked power activity in every single trial.
I was interested in your last comment Stan - do you have any references
about saccades and gamma?
thanks,
Brian
Stanley Klein wrote:
> It looks like there is some consensus on whether to subtract first and
> then the TF or vice versa. That's nice. [On the other hand subtracting
> first is a nice way to get rid of ERP, but there are better ways, as
> described next.]
>
> Andrei, I'm not sure I understood your last comment or question, but I
> have a related question. Whenever one does time-frequency power plots
> I would think that one should ALWAYS first get the time locked average
> and subtract it off of all the individual trials. Then one could do a
> TF plot of each. How many on this list do that? I suspect that people
> mix together the standard evoked response and also the phase varying
> response. Why do that since its so easy to show the the two TF plots
> separately.
>
> Also I've heard rumors that saccades and microsaccades are responsible
> for most EEG gamma oscillations. So one should also put those events
> into a separate category too. Too bad things are complicated. But it
> makes life interesting.
> Stan
>
> On Tue, Apr 15, 2008 at 9:38 AM, Andrei Medvedev <am236 at georgetown.edu
> <mailto:am236 at georgetown.edu>> wrote:
>
> Hi All,
>
> I think this was just a small mistake confusing options 1 and 2. I
> believe so because it is option 1 (not 2) which would require
> pairing of trials to do EEG subtraction first, which is indeed a
> rare possibility.
>
> To me, it also looks like option 2 is more correct because TF
> analysis (in its most common 'spectral perturbation' or 'induced
> activity' version) looks for changes in spectra regardless of
> phase. This is why if you analyze only one condition, you do TF
> first and then average trials. Similar thing should then be done
> when comparing two conditions, that is, TF first.
>
> With one condition, you can also do averaging first and then TF,
> in this case you would have the so-called 'evoked' responses in
> the frequency domain (instead of 'induced' responses mentioned
> above). Evoked activity shows you the frequency components
> phase-locked to the stimulus (a more strict form of time locking).
> If you try to do similar thing with two conditions (trials should
> be paired somehow but there is no 'natural' way to pair them, only
> in some special circumstances), you will have a problem of phase
> relations between conditions and may get different answers (such
> as sum/subtraction of in-phase/out-of-phase sine waves, as other
> people point out). This would be a very different response and I
> believe nobody is doing this. But theoretically, this type of
> response can be explored as well (if you have a 'natural' way of
> pairing trials).
>
> BTW, I haven't tried to use TF decomposition in EEGLAB applied to
> the averaged ERP (i.e., averaging of trials first, then TF
> resulting in an 'evoked' response for one condition). Has anyone
> tried this?
>
> Regards,
> Andrei.
>
> Georgetown University
>
>
> ----- Original Message -----
> From: Arnaud Delorme <arno at cerco.ups-tlse.fr
> <mailto:arno at cerco.ups-tlse.fr>>
> Date: Sunday, April 13, 2008 1:53 pm
> Subject: Re: [Eeglablist] Time-frequency analysis (subtraction
> first or analysis first)
>
> > Dear Hsu,
> >
> > only your first statement is correct. The second one could be
> > correct if
> > you could pair the trials, but it would be very rare that you would
> > want
> > to do this (since trials are recorded at different times and are
> > usually
> > not paired between conditions). Look up the help of the newtimef
> > function which allows computing differences between power between
> > different conditions and newcrossf which allows computing
> > difference
> > between phase coherence images.
> >
> > Best,
> >
> > Arno
> >
> > Hsu, Shen-Mou wrote:
> > > Dear list-memebers,
> > >
> > > Suppose that I am interested in comparing two conditions A and B
> > in terms of their power and phase coherence. I was wondering which
> > one of the following steps is more theoretically correct. 1. After
> > segmentation, calculate the EEG differences between the condition A
> > and B and then perform time-frequency analysis on the differences.
> > 2. After segmentation, perform time-frequency analysis on the EEG
> > data of the condition A and B respectively and then compute the
> > power or phase coherence differences between two conditions. Any
> > comments would be much appreciated.
> > >
> > > Many thanks,
> > >
> > > Shen-Mou Hsu
> > >
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