[FieldTrip] coherence normalization
Tom Holroyd (NIH/NIMH) [E]
tomh at kurage.nimh.nih.gov
Fri Dec 2 18:52:07 CET 2011
The solution I have adopted is to always look at coherence contrasts. Make two volumes using the same reference dipole in two different conditions, then subtract the volumes. The self-coherence of the reference will disappear. Mostly. Then use stats, like a U-test.
Jan.Hirschmann at med.uni-duesseldorf.de wrote:
> Hi community,
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>
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> Regarding this thread on suppressing the reference dipole from 2004, what is the current status? Has anybody found and implemented a recommendable way to project out activity from unwanted dipoles? Thank you for any comments/opinions!
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> Best,
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> Jan Hirschmann
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> On 21 Oct 2004, at 17:23, Tom Holroyd wrote:
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>>/ When running a coherence volume using a reference dipole, one/
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>>/ naturally expects the coherence will be high around the reference/
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>>/ dipole./
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>>/ /
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>>/ This effect tends to dominate the images./
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>>/ /
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>>/ Is there a way to normalize the coherence volume to eliminate/
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>>/ this effect? Perhaps by dividing by the coherence in a "control"/
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>>/ state?/
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> Hi Tom,
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> The dominating effect of the refdip is indeed very problematic. I just
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> happened to have discussed this with Joachim Gross, and I have included
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> our email exchange below. Please first read that ...
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> Basically I agree with Joachim, and I don't trust the supdip that is
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> implemented in FieldTrip's sourceanalysis function. Better test and map
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> the significance of the difference in coherence between two conditions
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> using randomization of the trials before the coherence is beamed (that
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> is implemented in sourceanalysis + sourcestatistics).
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>
> Robert
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>
> --------------------------------------------------------------------
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> my question to Joachim was
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> ----------------------------------------------------------------------
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> Begin forwarded message:
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>>/ From: Robert Oostenveld <//roberto at smi.auc.dk <http://mailman.science.ru.nl/mailman/listinfo/fieldtrip>//>/
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>>/ Date: 1 October 2004 10:26:02 GMT+02:00/
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>>/ To: Joachim Gross <//jgross at uni-duesseldorf.de <http://mailman.science.ru.nl/mailman/listinfo/fieldtrip>//>/
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>>/ Subject: dipole suppression/
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>>/ /
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>>/ Hi Joachim,/
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>>/ /
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>>/ What I always still had to ask you is how you do supression of dipoles/
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>>/ in DICS, especially in the case of coherence imaging. I have thought/
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>>/ of two ways of projecting them out:/
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>>/ /
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>>/ 1) compute supdip leadfield and its projection on the COV/CSD matrix,/
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>>/ then project it out of the COV/CSD matrix (which looses 2 or 3 from/
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>>/ its rank)./
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>>/ /
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>>/ 2) compute supdip leadfield and add it to the leadfield of the dipole/
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>>/ with which is scanned (scandip). Subsequently compute the source/
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>>/ COV/CSD on those 6 leadfield components and select the 3x3 submatrix/
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>>/ that corresponds with the scandip to continue the computations with./
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>>/ /
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>>/ Both methods don't really gave me very convincing results. A third/
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>>/ approach would be to add the supdip leadfield to the (identity) noise/
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>>/ matrix and project it through the filters. Then nai=pow/noise is/
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>>/ corrected for the presence of the supdip, but that does not result in/
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>>/ a supressed source coherence distribution. What is your idea or/
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>>/ approach for this?/
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>>/ /
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>>/ best regards/
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>>/ Robert/
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>>/ /
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> ----------------------------------------------------------------------
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> and his answer (Joachim, I hope you don't mind me sharing this on the
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> list)
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> ----------------------------------------------------------------------
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> Begin forwarded message:
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>>/ From: Joachim Gross <//jgross at uni-duesseldorf.de <http://mailman.science.ru.nl/mailman/listinfo/fieldtrip>//>/
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>>/ Date: 14 October 2004 17:20:45 GMT+02:00/
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>>/ To: "//robert.oostenveld at fcdonders.kun.nl <http://mailman.science.ru.nl/mailman/listinfo/fieldtrip>//"/
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>>/ <//robert.oostenveld at fcdonders.kun.nl <http://mailman.science.ru.nl/mailman/listinfo/fieldtrip>//>/
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>>/ Subject: dipole suppression/
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>>/ /
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>>/ Hi Robert,/
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>>/ /
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>>/ sorry for the delay./
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>>/ /
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>>/ The dipole suppression is indeed a complex issue./
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>>/ We first implemented it because it facilitates visualization and the/
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>>/ exact identification of the first/
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>>/ strongest local maxima./
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>>/ Nevertheless, it is quite dangerous because the map is (locally)/
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>>/ distorted in a non-trivial way./
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>>/ We are now trying to move away from suppressing the sources. I think/
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>>/ it would be better to identify the/
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>>/ significant local maxima (significance based on/
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>>/ randomization/permutation)./
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>>/ But what we are doing at the moment is your approach 3./
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>>/ So we add the supdip leadfield to the noise covariance matrix and look/
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>>/ at pow/noise./
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>>/ /
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>>/ For coherence we are basically doing the same thing./
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>>/ So we divide the coherence map (or actually the map of cross spectral/
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>>/ densities) by a noise map/
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>>/ that peaks at the locations of the "unwanted" dipoles./
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>>/ With this procedure we loose absolute coherence values./
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>>/ This is not so important for us since we get the absolute values from/
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>>/ the coherence and partial coherence spectra/
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>>/ that are computed afterwards./
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>>/ It works surprisingly well but should be used with care./
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>>/ /
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>>/ A better approach would be to map partial coherence (with the unwanted/
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>>/ dipoles removed). But we have not implemented/
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>>/ this so far./
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>>/ /
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>>/ Again, I think it is better to have regions of interest identified by/
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>>/ their significance./
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>>/ /
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>>/ Joachim/
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> ----------------------------------------------------------------------
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> Robert Oostenveld, PhD
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> Center for Sensory-Motor Interaction (SMI)
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> Aalborg University, Denmark
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>
>
> and
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>
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> F.C. Donders Centre for Cognitive Neuroimaging
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> University Nijmegen
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> P.O. Box 9101
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> NL-6500 AH Nijmegen
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> The Netherlands
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>
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> Tel: +31 (0)24 3619695
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> Fax: +31 (0)24 3610989
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> ----------------------------------------------------------------------
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> N.B. Starting from 1 September 2004, the University of Nijmegen has
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>
> Jan Hirschmann
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> MSc. Neuroscience
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> Insititute of Clinical Neuroscience and Medical Psychology
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> Heinrich Heine University Duesseldorf
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> Universitaetsstr. 1
> 40225 Duesseldorf
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> Tel: 0049 - (0)211 - 81 - 18415
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