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    <div class="moz-cite-prefix">Hi Erick, <br>
      <br>
      I already wrote a FAQ yesterday:
<a class="moz-txt-link-freetext" href="http://fieldtrip.fcdonders.nl/faq/how_can_i_map_source_locations_between_two_different_representations">http://fieldtrip.fcdonders.nl/faq/how_can_i_map_source_locations_between_two_different_representations</a><br>
      Probably not as good as you or JM would have written it though
      (I'm no specialist), so please feel free to improve it! :)<br>
      <br>
      Thanks for all the feedback, Vitória<br>
      <br>
      On 3/14/2014 2:05 AM, Erick Ortiz wrote:<br>
    </div>
    <blockquote
cite="mid:CAHseZE-bYb-GSJhOnU27tFrgy1daFRWYjyFhqJbrXQnnMen6ew@mail.gmail.com"
      type="cite">
      <div dir="ltr">
        <div>
          <div>
            <div>Thanks for shedding light on the issue, JM: I tested
              your suggestion and it worked brilliantly, far faster and
              more elegant than the script I wrote years ago. (in my
              defense, it was only run a couple of times, to label our
              standard grids...)<br>
              <br>
            </div>
            The old mni2tal question creeps again into the discussion. I
            would like to use the AFNI atlas, but the conversion
            introduces too much distortion. For the others (AAL,
            SPM17/18, Brainweb), all is fine. See attached figure
            comparing AFNI (blue) with Brainweb grey_matter (red).<br>
            <br>
          </div>
          <div>I might get around to add this to the FAQ next week. :-)<br>
          </div>
          <div>
            <br>
          </div>
          Vitória, there is a number of other atlases you can use
          instead of AFNI then. Either from the link below or any
          MNI-aligned template, using JM's procedure now it takes 3
          seconds to re-label your grid.<br>
          <a moz-do-not-send="true"
            href="http://fieldtrip.fcdonders.nl/template/atlas">http://fieldtrip.fcdonders.nl/template/atlas</a><br>
          <br>
        </div>
        Best,<br>
        Erick<br>
        <div>
          <div><br>
          </div>
        </div>
      </div>
      <div class="gmail_extra"><br>
        <br>
        <div class="gmail_quote">On Thu, Mar 13, 2014 at 1:00 PM,
          jan-mathijs schoffelen <span dir="ltr"><<a
              moz-do-not-send="true"
              href="mailto:jan.schoffelen@donders.ru.nl" target="_blank">jan.schoffelen@donders.ru.nl</a>></span>
          wrote:<br>
          <blockquote class="gmail_quote" style="margin:0 0 0
            .8ex;border-left:1px #ccc solid;padding-left:1ex">
            <div style="word-wrap:break-word">Hi Vitória, Erick,
              Cornelius et al,
              <div><br>
              </div>
              <div>Allow me to chime in to this Brazilio-German
                interaction ;-). </div>
              <div>It seems to me that the discussion consists of a few
                separable elements.</div>
              <div><br>
              </div>
              <div>-The first one pertains to the specific question how
                to map source locations between two different
                representations (source with pos versus volumetric
                MRI-type image with a transform). </div>
              <div>-The other one relates to some atlas related
                business, i.e. mapping locations that have a specific
                anatomical label to specific MEG source space locations.</div>
              <div>-And then there's a third one, which is important for
                2, and pertains to the usual complicated stuff of
                mapping between different coordinate systems.</div>
              <div><br>
              </div>
              <div>There are several ways to achieve what Vitória is
                looking for, and I think that Erick already solved it,
                but recent changes in FieldTrip make it quite
                straightforward.</div>
              <div><br>
              </div>
              <div>So here goes my recipe:</div>
              <div>1 I would go along with Erick to do my beamformer
                source reconstruction on a subject-specific grid, which
                is inverse-warped from a regular grid defined on the
                MNI-template.</div>
              <div>2 If we take this template grid, which can be found
                in ~/fieldtrip/template/sourcemodel, you can interpolate
                the atlas of your choice onto this sourcemodel, using
                ft_sourceinterpolate. Reading in of the atlas nowadays
                indeed should be done with ft_read_atlas
                (ft_prepare_atlas will be deprecated soon), and my
                personal taste would be NOT to use the afni atlas,
                because this one is defined in Talairach space, which is
                slightly different from MNI-space, and although FT
                accounts for the differences I am not sure how accurate
                this is. Anyway, one could do something like atlas =
                ft_read_atlas('~/fieldtrip/template/atlas/....'), load
                the template sourcemodel with the resolution you need
                (i.e. the resolution you used in your beamformer grid),
                and call ft_sourceinterpolate: cfg = [];
                cfg.interpmethod = 'nearest'; cfg.parameter = 'tissue';
                sourcemodel2 =
                ft_sourceinterpolate(cfg,atlas,sourcemodel); % NOTE:
                ensure that the units are consistent in atlas and
                sourcemodel, if not use ft_convert_units</div>
              <div>3 Step 2 should have given you sourcemodel2 with a
                field 'tissue', that represents the anatomical labels,
                according to the corresponding atlas. Atlas.tissuelabel
                gives the labels that correspond to the numbers in the
                tissue field.</div>
              <div>4 Then, without the need to call
                ft_sourceinterpolate, nor ft_volumenormalise on your
                source-reconstructed data, you can do indx =
                find(sourcemodel2.tissue==x), where x is the number of
                your choice, and you directly get the indices of the
                source positions in your 'source' variable, that have
                this particular anatomical label.</div>
              <div>5 Then, you can do whatever you like with it, e.g.
                take a max or mean or whatever...</div>
              <div><br>
              </div>
              <div>I hope I was clear enough, and that someone feels
                inclined to make this into a FAQ on the FieldTrip wiki
                ;-).</div>
              <div><br>
              </div>
              <div>Best wishes,</div>
              <div>Jan-Mathijs</div>
              <div><br>
              </div>
              <div><br>
              </div>
              <div>
                <div>
                  <div class="h5"><br>
                    <div>
                      <div>On Mar 12, 2014, at 5:50 PM, Vitoria Piai
                        wrote:</div>
                      <br>
                      <blockquote type="cite">
                        <div bgcolor="#FFFFFF" text="#000000">
                          <div>Dear Erick, <br>
                            <br>
                            "simply label and/or define my ROI in the
                            MNI grid. When I warp to the individuals,
                            everything is in place without a hitch"
                            -> that sounds like a good thing to do. <br>
                            Is this a very complicated thing to do?
                            Would you mind sharing a piece of code or
                            some tips for how I could achieve it?<br>
                            <br>
                            Thanks once more, Vitória<br>
                            <br>
                            On 3/12/2014 11:37 AM, Erick Ortiz wrote:<br>
                          </div>
                          <blockquote type="cite">
                            <div dir="ltr">
                              <div>
                                <div>
                                  <div>Dear Vitoria,<br>
                                    <br>
                                  </div>
                                  <div>What I do usually, is to simply
                                    label and/or define my ROI in the
                                    MNI grid. When I warp to the
                                    individuals, everything is in place
                                    without a hitch.<br>
                                  </div>
                                  <div> <br>
                                  </div>
                                  About the interpolation, I cannot help
                                  much more. I have been using my own
                                  tools for years, and I was not
                                  following the support of atlases in
                                  Fieldtrip.I tried it today, but had
                                  issues with coordinate system labeling
                                  when defining a ROI (I updated to the
                                  latest version by SVN):<br>
                                  <br>
                                  afni =
                                  ft_read_atlas('template/atlas/afni/TTatlas+tlrc.HEAD');<br>
                                  cfg              = [];<br>
                                  cfg.method       = 'ortho';<br>
                                  cfg.interactive  = 'yes';<br>
                                  cfg.funparameter = 'coh';<br>
                                  cfg.atlas        = afni;<br>
                                  cfg.coordsys     = 'mni';<br>
                                  % cfg.roi          = 'Middle Temporal
                                  Gyrus';<br>
                                  % cfg.inputcoord   = 'tal';<br>
                                  ft_sourceplot(cfg, interp);<br>
                                  <br>
                                  Also note that I had to use
                                  ft_read_atlas, because
                                  ft_prepare_atlas does not generate the
                                  brick0label/brick1label fields.<br>
                                  <br>
                                </div>
                                It works well, but if I try to define a
                                ROI (uncommenting the two lines), I get
                                the error "The field cfg.inputcoord is
                                required". There seems to be some
                                confusion between inputcoord and
                                coordsys.<br>
                                <br>
                                It can be because I was doing something
                                wrong: maybe a Fieldtrip developer could
                                comment on that?<br>
                                <br>
                              </div>
                              <div>Best,<br>
                                Erick<br>
                              </div>
                              <div>
                                <div><br>
                                </div>
                              </div>
                            </div>
                            <div class="gmail_extra"><br>
                              <br>
                              <div class="gmail_quote"> On Wed, Mar 12,
                                2014 at 9:24 AM, Vitoria Piai <span
                                  dir="ltr"><<a
                                    moz-do-not-send="true"
                                    href="mailto:v.piai.research@gmail.com"
                                    target="_blank">v.piai.research@gmail.com</a>></span>
                                wrote:<br>
                                <blockquote class="gmail_quote"
                                  style="margin:0 0 0
                                  .8ex;border-left:1px #ccc
                                  solid;padding-left:1ex">
                                  <div bgcolor="#FFFFFF" text="#000000">
                                    <div>Dear Erick, <br>
                                      <br>
                                      Thanks for your detailed reply.<br>
                                      I've been using individual
                                      MNI-warped grids (point 4 below)
                                      and I'm always using
                                      ft_convert_unit so those points
                                      are alright in my data.<br>
                                      <br>
                                      The reason why I do need to
                                      interpolate (at least, I think I
                                      need), is because I'm looking for
                                      max 'pow' in anatomically defined
                                      regions given the afni atlas. I
                                      managed to get it to work by
                                      interpolating to the mri and
                                      looking for max 'pow' given a
                                      label (e.g., 'Middle Temporal
                                      Gyrus') using ft_volumelookup. <br>
                                      Do you have any experience with
                                      this approach (searching within
                                      anatomical labels) without having
                                      to interpolate?<br>
                                      <br>
                                      Thanks once more, Vitória
                                      <div>
                                        <div><br>
                                          <br>
                                          <br>
                                          <br>
                                          On 3/11/2014 6:35 PM, Erick
                                          Ortiz wrote:<br>
                                        </div>
                                      </div>
                                    </div>
                                    <div>
                                      <div>
                                        <blockquote type="cite">
                                          <div dir="ltr">Dear Vitória
                                            and Cornelius,<br>
                                            <br>
                                            this is a common problem,
                                            and maybe it would be good
                                            to clarify the strategies
                                            that can be used here. I
                                            hope this can help others in
                                            a similar situation, which I
                                            have found many times.<br>
                                            <br>
                                            1) You are trying to convert
                                            voxel indexes to head (CTF)
                                            coordinates. In this case,
                                            there are two mistakes in
                                            the code:<br>
                                            1a) pos = warp_apply( pinv(
                                            sourceNAIInt.transform ),
                                            posInt, 'homogeneous' );<br>
                                            ... should be done with
                                            sourceNAIInt, not mri. The
                                            transforms are different, in
                                            general; e.g. note the
                                            downsample=2.<br>
                                            1b) use
                                            cfg.locationcoordinates =
                                            'head', as commented by JM
                                            in a previous post. Or
                                            remove this line, since
                                            'head' is the default.<br>
                                            <br>
                                            2) But if you are working
                                            with the same subject/grid,
                                            there is no need for
                                            interpolation at all. Simply
                                            find the grid position with
                                            highest 'pow' and take its
                                            position.<br>
                                                [dummy,ind] =
                                            max(source.avg.pow);<br>
                                                pos = source.pos(ind,:);<br>
                                            <br>
                                            3) However, this is not
                                            possible when using
                                            different grids, e.g. in a
                                            grand average in MNI
                                            coordinates. Find the peak
                                            ('pos') in the interpolated
                                            volume, as in Cornelius'
                                            code, then find the index of
                                            the nearest grid position
                                            for a common (again, MNI)
                                            grid. This is also in JM's
                                            message.<br>
                                            <br>
                                            dpos = source.pos - repmat(
                                            pos, size(source.pos,1), 1
                                            );<br>
                                            [dummy,ind] =
                                            min(sum(dpos.^2,2));<br>
                                            <br>
                                            4) What I have been using,
                                            and strongly recommend, is
                                            an MNI grid warped to the
                                            subject's anatomy, according
                                            to this procedure:<br>
                                            <a moz-do-not-send="true"
href="http://fieldtrip.fcdonders.nl/example/create_single-subject_grids_in_individual_head_space_that_are_all_aligned_in_mni_space"
                                              target="_blank">http://fieldtrip.fcdonders.nl/example/create_single-subject_grids_in_individual_head_space_that_are_all_aligned_in_mni_space</a><br>
                                            <br>
                                            This would give you both the
                                            benefits of working in MNI
                                            coordinates, and the ease of
                                            having a common grid across
                                            subjects (for instance,
                                            enabling solution #2).
                                            Still, some projects do call
                                            for one of the other
                                            options.<br>
                                            <br>
                                            Just a couple of details:<br>
                                            - Pay utmost attention to
                                            coordinate systems and
                                            units. For instance, it is
                                            common to confuse unlabeled
                                            cm for mm, and either of
                                            these with voxels. Try to
                                            also label all structures as
                                            CTF or SPM (MNI).<br>
                                            - Using pinv instead of inv
                                            is usually a good idea.
                                            Here, it is a not an issue,
                                            but matrix inversion in
                                            MATLAB can lead to a world
                                            of hurt to the unwary.<br>
                                            <br>
                                            Best,<br>
                                            Erick<br>
                                            <br>
                                          </div>
                                          <div class="gmail_extra"><br>
                                            <br>
                                            <div class="gmail_quote">On
                                              Tue, Mar 11, 2014 at 4:04
                                              PM, Vitoria Piai <span
                                                dir="ltr"><<a
                                                  moz-do-not-send="true"
href="mailto:v.piai.research@gmail.com" target="_blank">v.piai.research@gmail.com</a>></span>
                                              wrote:<br>
                                              <blockquote
                                                class="gmail_quote"
                                                style="margin:0 0 0
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                                                #ccc
                                                solid;padding-left:1ex">
                                                <div bgcolor="#FFFFFF"
                                                  text="#000000"> Dear
                                                  FT-ers, <br>
                                                  <br>
                                                  I found an old posting
                                                  to the mailing list
                                                  (see below) that never
                                                  got answered so my
                                                  question still holds:
                                                  given a location I
                                                  found in the
                                                  interpolated source,
                                                  how do I find back the
                                                  same location in .pos
                                                  of the
                                                  non-interpolated data?<br>
                                                  I can try and go
                                                  around it by finding
                                                  the corresponding MNI
                                                  coordinates in the
                                                  interpolated data
                                                  (which by now I have
                                                  to do by hand, so not
                                                  optimal anyways), and
                                                  then look for those
                                                  coordinates in .pos.
                                                  But I was wondering,
                                                  like Cornelius was in
                                                  his post, whether
                                                  there is a neater way
                                                  to get this
                                                  information.<br>
                                                  <br>
                                                  Thanks a lot for the
                                                  help, <br>
                                                  Vitória<br>
                                                  <br>
                                                  <br>
                                                  <div>
                                                    <div
                                                      class="gmail_extra">
                                                      <div
                                                        class="gmail_quote">
                                                        <blockquote
                                                          class="gmail_quote"
                                                          style="margin:0
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                                                          <div>
                                                          <div>
                                                          >>>>>>>>>>>>>><br>
                                                          <br>
                                                          Hi mailing
                                                          list,<br>
                                                          <br>
                                                          I'm still
                                                          struggling
                                                          with the
                                                          conversion of
                                                          coordinates
                                                          between source
                                                          and<br>
                                                          interpolated
                                                          source space.<br>
                                                          For example,
                                                          if i have the
                                                          position of a
                                                          single grid
                                                          point how do i
                                                          get the<br>
                                                          corresponding
                                                          voxel  in the
                                                          interpolated
                                                          source
                                                          structure. Or
                                                          the other way<br>
                                                          around, how to
                                                          get the grid
                                                          point which
                                                          corresponds to
                                                          a voxel (e.g
                                                          the max<br>
                                                          voxel) in the
                                                          interpolated
                                                          source
                                                          structure.<br>
                                                          <br>
                                                          I think this
                                                          should be a
                                                          common problem
                                                          when working
                                                          with virtual<br>
                                                          electrodes,
                                                          shouldn't it?<br>
                                                          <br>
                                                          To make things
                                                          easier i put
                                                          together a
                                                          example with
                                                          the data from
                                                          the<br>
                                                          source
                                                          tutorial where
                                                          i tried to
                                                          calculated the
                                                          grid pos of
                                                          the max voxel<br>
                                                          in the
                                                          interpolated
                                                          source.<br>
                                                          <br>
                                                          clear all;<br>
                                                          load
                                                          sourcePost_nocon;
                                                                       
                                                          % source
                                                          structure from
                                                          tutorial<br>
                                                          mri =
                                                          ft_read_mri('Subject01.mri');
                                                           % mri of
                                                          subject01 from
                                                          tutorial<br>
                                                          <br>
                                                          sourceNAI =
                                                          sourcePost_nocon;<br>
                                                          sourceNAI.avg.pow
                                                          =
                                                          sourcePost_nocon.avg.pow
                                                          ./
                                                          sourcePost_nocon.avg.noise;<br>
                                                          sourceNAI=rmfield(sourceNAI,'freq');

                                                          % had to
                                                          remove that to
                                                          let<br>
                                                          <br>
                                                          cfg = [];<br>
                                                          cfg.downsample
                                                          = 2;<br>
                                                          cfg.parameter
                                                          = 'avg.pow';<br>
                                                          sourceNAIInt =
                                                          ft_sourceinterpolate(cfg,

                                                          sourceNAI ,
                                                          mri);<br>
                                                          <br>
                                                          % Find
                                                          position of
                                                          max activity<br>
                                                          [dum, maxindx]
                                                          =
                                                          max(sourceNAIInt.avg.pow(:));<br>
                                                          [xi, yi, zi] =
                                                          ind2sub(sourceNAIInt.dim,

                                                          maxindx);<br>
                                                          posInt=[xi,
                                                          yi, zi];<br>
                                                          <br>
                                                          % Plot
                                                          interpolated
                                                          source with
                                                          position of
                                                          max activity<br>
                                                          cfg          
                                                             = [];<br>
                                                          cfg.method    
                                                            = 'ortho';<br>
                                                          cfg.funparameter
                                                          = 'avg.pow';<br>
                                                          cfg.locationcoordinates
                                                          = 'voxel';<br>
                                                          cfg.location  
                                                             = posInt;  
                                                                 %
                                                          location of
                                                          max activity
                                                          is marked<br>
                                                          correctly.<br>
                                                          figure;<br>
ft_sourceplot(cfg,sourceNAIInt);<br>
                                                          <br>
                                                          % Transform
                                                          coordinate
                                                          back to
                                                          uninterpolated
                                                          source???<br>
                                                          dpos =
                                                          warp_apply(inv(mri.transform),
                                                          posInt,
                                                          'homogeneous');<br>
                                                          <br>
                                                          <br>
                                                          % Plot
                                                          uninterpolated
                                                          source with
                                                          position
                                                          aquired from
                                                          interpolated
                                                          source<br>
                                                          cfg          
                                                             = [];<br>
                                                          cfg.method    
                                                            = 'ortho';<br>
                                                          cfg.funparameter
                                                          = 'avg.pow';<br>
                                                          cfg.locationcoordinates
                                                          = 'voxel';<br>
                                                          cfg.location  
                                                             = dpos;    
                                                                    %
                                                          unfortunately
                                                          this
                                                          coordinate is<br>
                                                          obviously
                                                          wrong!!! WHY?<br>
                                                          figure;<br>
ft_sourceplot(cfg,sourceNAI);<br>
                                                          <br>
                                                          <br>
                                                          Unfortunately
                                                          the solution
                                                          of Jan Mathijs
                                                          did not work,
                                                          nor did mine
                                                          :(<br>
                                                          <br>
                                                          Any ideas???<br>
                                                          <br>
                                                          Cornelius<br>
                                                          <br>
                                                          <br>
                                                          </div>
                                                          </div>
                                                        </blockquote>
                                                      </div>
                                                      <br>
                                                    </div>
                                                    <br>
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                                                  <div
                                                    style="word-wrap:break-word">
                                                    <div>Jan-Mathijs
                                                      Schoffelen, MD
                                                      PhD </div>
                                                    <div><br>
                                                    </div>
                                                    <div>Donders
                                                      Institute for
                                                      Brain, Cognition
                                                      and Behaviour, <br>
                                                      Centre for
                                                      Cognitive
                                                      Neuroimaging,<br>
                                                      Radboud University
                                                      Nijmegen, The
                                                      Netherlands</div>
                                                    <div><br>
                                                    </div>
                                                    <div>Max Planck
                                                      Institute for
                                                      Psycholinguistics,</div>
                                                    <div>Nijmegen, The
                                                      Netherlands</div>
                                                    <div><br>
                                                    </div>
                                                    <div><a
                                                        moz-do-not-send="true"
href="mailto:J.Schoffelen@donders.ru.nl" target="_blank">J.Schoffelen@donders.ru.nl</a></div>
                                                    <div>Telephone: <a
moz-do-not-send="true" href="tel:%2B31-24-3614793" value="+31243614793"
                                                        target="_blank">+31-24-3614793</a></div>
                                                    <div><br>
                                                    </div>
                                                    <div><a
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href="http://www.hettaligebrein.nl" target="_blank">http://www.hettaligebrein.nl</a></div>
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                                            </span></div>
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