Hi,can I ask for some guidance on setting up a design matrix in mri_glmfit to test for a difference anywhere between 4 groups, in a similar vein to an omnibus F-test? I can only think of how to contrast 2 groups, or how to collapse across groups.Thanks,A
On 29/12/2007, at 10:31 AM, Alex Fornito wrote:
Thanks, will try it.Can I ask what the contrast matrix should look like if I want to find regions showing any differences between 4 groups?
I can only think of how I could obtain pairwise differences either between individual groups, or the average of two groups vs that of the other two groups. I would like to compare all groups to each other simultaneously, to identify region where there is at least one difference between any 2 of the 4 groups, as per an F-test.
Thanks again,Alex
On 26/12/2007, at 4:52 PM, Nick Schmansky wrote:
Alex,
In qdec, currently it's limited to two discrete factors, although usingmri_glmfit (upon which qdec is built) you could formulate your owncontrast matrices having >2 discrete factors.
Nick
On Wed, 2007-12-26 at 13:32 +1100, Alex Fornito wrote:Great. Thanks for the feedback.
One last question - is it possible to run an analysis with a discretevariable that has >2 levels? I have four groups I am trying tocompare, and I would like to run an overall analysis akin to an F-testto see where any differences between them are.I tried to run this in qdec, but got an error message saying that thefactor must have 2 levels.
Thanks again,Alex
On 24/12/2007, at 11:29 AM, Doug Greve wrote:
On Fri, 21 Dec 2007, Alex Fornito wrote:
Hi,After wrestling with this a bit, I think I get the idea(finally!). Just to confirm:
1- set a primary threshold in the mri_glmfit command, e.g., --simperm 5000 1.3 will run 5000 permutations with the primary clusterforming threshold set at .05.
This threshold is called the voxel-wise (or vertex-wise) threshold.
2- Look up the cluster summary table and identify clusters withCWP < .05 (if alpha=.04). These CWP values are corrected based onthe maximal cluster size statistics generated during thepermutations.
3 - Visualize clusters in tksurfer - one way is to load the --cwsig file, where each cluster is assigned a corrected p-value.Seeting the overlay display to min=1.3 will then show you allclusters that are significant at the clusterwise corrected .05level.
Correct, just keep in mind that the .05 for #3 is the cluster-wisethreshold which is distinct from from the vertex-wise threshold setin#1.
Am I right so far?
Couple more questions regarding smoothing:
1 - If I input data obtaioned from qdec into mri_glmfit just torun the permutations, do I need to specify the --fwhm? Does thiscorrespond to the one used for the analysis (i.e., the onespecific in qdec), or the residual fwhm obtained from the y.fsgdfile? (Note, I see that you need to specify the residual fwhm forthe monte-carlo sims, by I wanted to check whether a fwhm isrequired for the --sim perm option)
it is not required for permutation
2 - does the --var-fwhm option corresond to the variance smoothingdescribed in the Nichols and Holmes Hum Brain Mapp paper? If so,it seems this would be useful for --sim perm. Does anyone have anyrecommendations for what a good value would be? Should it be thesame fwhm as that used to smooth the thickness values; i.e., is Ispecify 15mm in qdec, should I use 15mm for --var-fwhm?
Yes, it does refer to that. I have not really used it much, so Ican'trecommend a fwhm. However, you can be much more agressive withvariance smoothing than for smoothing the raw data. The assumptionwith variance smoothing is that the noise variance is constant overthe smoothing kernel.
doug
Thanks again for your help,Alex
On 11/12/2007, at 12:49 PM, Doug Greve wrote:
Alex Fornito wrote:Sorry Doug, I'm a bit thick , so pls let me clarify :)The threshold set in mri_glmfit with --sim perm 5000 1.3corresponds to the primary (1) vertex-wise threshold; (2) thecluster-based threshold; or (3) both?Just #1, the vertex-wise. The simulation is done to figure out#2.I'm a little confused, as in you previous response you stated:Thus, if I set --sim perm 5000 1.3, vertices significantat p<.05 will first be identified, and those that areconnected will be assigned to clusters.Correct so far.But then later said the vertex-wise values are uncorrected. Inthat case, and based on your response re: data contained inthe .csd file, I assume that the '1.3' threshold correspondsto that determined by the permutation distribution for thegroup difference statistic at each vertex, rather than themaxima across all vertices, which corrects for multiplecomparisons as detailed in the Nichols & Holmes (2001) paper.This is why the vertex-wise values are uncorrected?The 1.3 is what you determined and specified on the command-line. The maxima across all vertices is stored in the CSD andcan in principle be used to compute a vertex-wise threshold(instead of using a cluster-wise correction). In this case, the1.3 you spec on the cmd line would be meaningless.If the above is the case, than how and when is the cluster-wise threshold selected? I noted that you said any cluster-wise threshold can be selected, by mri_surfcluster does notallow me to set a --thmin different to that passed tomri_glmfit when using a .csd file.By default, mri_surfcluster will print out all clusters alongwith their cluster-wise p-value. You then look at the list andonly report the ones that meet the threshold that you feelcomfortable with.Thanks again.On 11/12/2007, at 12:03 PM, Doug Greve wrote:Alex Fornito wrote:Ok, so sounds like that is not possible - thanks forclarifying.I have been playing with the --sim perm option and waswondering how cluster-level inferences are determined.From what I understand, a primary (voxel-level) thresholdgenerally needs to be specified to form clusters, prior tosome statistics assessing a particular property of thesuprathreshold clusters (e.g., size or mass) being testedagain its null distribution.I know that the --sim perm requires specification of athreshold, but I am presuming that this if for cluster-level inference. mri_surfcluster obtains thresholdinformation from the .csd file with no further user input,making me wonder how the 'primary', vertex-level thresholdfor determining supra-threshold clusters is set. I see twopossible options:1 - You are implementing the Threshold-Free ClusterEnhancement (TFCE) technique described on the Randomizewebsite.Never heard of it.2 - The primary, vertex-wise threshold is determined bythe permutation distribution of the maximal statistic forthe difference between two groups (in a 2-groupcomparison). All connected suprathreshold vertices arethen assigned to different clusters, and the size of theseclusters is then tested against the permutationdistribution for cluster size.Thus, if I set --sim perm 5000 1.3, vertices significantat p<.05 will first be identified, and those that areconnected will be assigned to clusters.Correct so far.Clusters will then be determined significant if p<05, asevaluated against the permutation distribution for themaximal cluster size statistic.You can choose any cluster-wise sig threshold you want (ie,it is distinct from the vertex-wise threshold).Is this what the MaxStat and MaxClusterSize columns inthe .csd file correspond to?I've programmed mri_glmfit to keep track of both the maxcluster size and the maximum statistic. The latter can beused to do a vertex-wise correction for muliple comparisonsinstead of a cluster-wise. This avoids having to set anarbitrary vertex-wise threshold needed when clustering. I'mstill missing a piece of code that will apply the CSD inthis way.If this is the case, is using 2 corrected thresholds (forprimary, vertex-wise, and then cluster-level inferences)seems to be relatively conservative? I have noted that inmany fMR experiments, it seems customary to use anuncorrected primary threshold based on signal intensity,coupled with an extent threshold to form clusters, priorto making FWE-corrected cluster-level inferences.The vertex-wise theshold is not corrected in any way.dougAppreciate help on this and sorry for all the questions -much of this is new to me!!AlexOn 07/12/2007, at 5:59 AM, Doug Greve wrote:FDR assumes that the collection of values has bothpositives and negatives. It assumes that the pvalues ofthe negatives are uniformly distributed between 0 and 1,and this model is used to estimate the total number ofpositives (both true and false). When you cluster, youare setting all voxels below a certain threshold to 0,thus invalidating the assumption about the distributionof the negatives.dougAlexander Fornito wrote:Sorry, can I ask why the clustering step wouldinvalidate FDR?From my understanding, FDR allows you set a limit onthe number of falsepositive in a family of contrasts reachingsignificance at a nominalthreshold. I would like to this nominal thresholdusing cluster stats(e.g., p<.05, cluster extent 30mm), and then use FDRto correct forcomparisons at vertices exceeding this initialthreshold, thereforeavoiding running FDR on each vertex of the surface. Isthis not possible?That does not sound right, I think that the firstclustering step willprobably invalidate FDR. You can use FDR to set thevoxel-wise thresholdwhen you run mri_surfcluster, but I'm not sure youcan do it afterwards.Alex Fornito wrote:I retract the last email - it seems like I wasentering the wrongsig.mgh file as input. Sorry for the confusion!!!On a separate issue, I would like to check that Ihave the followingcorrect:I have extracted a cluster image usingmri_surfcluster withouthrunning simulations. Say, for e.g., I use thmin 2and minarea 30. Iload the resulting output.mgh file into tksurfer.I would then like to perform FDR correction on theresulting clusters.I'm guessing that pressing the FDR button in theOverlay config menuwill do the trick, since (from what I understand)the output.mgh fileI have loaded assigns a zero to all vertices notin a cluster. Ifigure that this will therefore result in an FDRcorrection thataccounts only for the vertices within my clusters.However, I'm uncertain how the 'only marked'checkbox fits in. If Itick it, I get an error calculating the FDR. I'mguessing this optionis relevant if you combined a stat map with alabel file.Am I on the right track?Thanks again,AlexOn 05/12/2007, at 9:52 AM, Alex Fornito wrote:<Pic.png>Thanks for all your help guys, but I am stillhaving trouble (!).This time I've tried a different dataset, againjust a simple 2 groupcomaprison with no covariates.Running this in qdec, and visualizing with a lowthreshold (min=1.3),I see a whole bunch of clusters (see attached).However, when I runmri_surfcluster, I only get one whole braincluster again (seebelow). This time I smoothed with 15 mm in qdec,although I get thesame if I smooth with 10mm. I have kept thethresholds low onpurpose, because I expect that something shouldcome out?? I did notrun simulations in this instance, to cutprocessing time.mri_surfcluster --inqdec/MF_lh_15mm/contrasts.sig.mgh --no-adjust--subject fsaverage/ --hemi l h --thmin 1.3 --minarea 15 --sumTestClustersthsign = abs, id = 0version $Id: mri_surfcluster.c,v 1.39 2007/07/3100:34:19 greve Exp $hemi = lhsrcid =qdec/MF_lh_15mm/contrasts.sig.mgh paintsrcsubjid = fsaverage/srcsurf = whitesrcframe = 0thsign = absthmin = 1.3thmax = -1fdr = -1minarea = 15xfmfile = talairach.xfmnth = -1sumfile = TestClusterssubjectsdir= /data/kang/work/struct/alex/freesurfer/subjects_cannFixMNI = 1------------- XFM matrix (RAS2RAS)---------------/data/kang/work/struct/alex/freesurfer/subjects_cann/ fsaverage//mri/transforms/talairach.xfm1.000 0.000 0.000 0.000;0.000 1.000 0.000 0.000;0.000 0.000 1.000 0.000;0.000 0.000 0.000 1.000;----------------------------------------------------Reading source surface/data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage//surf/lh.whitereading group avg surface area 822 cm^2 fromfileReading in average area/data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage//surf/lh.white.avg.area.mghDone reading source surfaceComputing metric propertiesLoading source valuesnumber of voxels in search space = 163842Done loading source values (nvtxs = 163842)overall max = 1e+10 at vertex 26overall min = 1.75775 at vertex 126983surface nvertices 163842surface area 65416.985991surface area 65416.985976NOT Adjusting threshold for 1-tailed testSearching for Clusters ...thmin=1.300000 (1.300000), thmax=-1.000000 (-1),thsignid=0,minarea=15.000000Found 1 clustersMax cluster size 103339.460938INFO: fixing MNI talairach coordinatesOn 05/12/2007, at 4:19 AM, Doug Greve wrote:There's really no such thing as an opt kernelsize. The best sizedepends on the underlying signal and can bespace variant.dougAlex Fornito wrote:Yes, I selected 25 mm on qdec, based on theLerch paper suggestingthis was a generally 'optimal' kernel size.The 34.309.. was theresidual output to y.fsgd.Do you recommend a smaller kernel?On 04/12/2007, at 5:41 PM, Pratap Kunwarwrote:I think, one reason for getting only onebig cluster is becauseyour fwhmvalue is very high. By the way how did youget fwhm 34.309616??,was itproduced by selecting fwhm 25 (max onQdec)on Qdec?Did you try fwhm 10 or 15?Thanks for your help Pratap.I've actually been trying to follow thetutorial and was runningsimulations initially, but when I triedto re-trace my steps Iendedomitted them because I forgot they werenecessary formri_surfcluster.Either way, the results are the same- Istill get one whole surfacecluster as output even after runningsimulations. In this case, Ire-ran it copying your commands, except Iused perm because I have lownumbers and no covariates. I also ran1000 permutations, to get aquick initial result for testing. Mycommands and output are below.I would appreciate further help on this,as I'm not sure where I'mgoing wrong!also, I noticed that after yourmri_glmfit command, you added --idivided into 5000 each. Sorry, but I'mnot sure what you meant bythat.---> i had split simulation (10,000iterations)into multiple runscsd1*(5000 iterations) and csd2* (5000iterations) since mc-zrelatively takeslong time comparing to permutation.More on,FsTutorial_2fGroupAnalysis?action=highlight&value=fsgdmri_glmfit --y qdec/MF_group_rh/y.mgh --fsgd qdec/MF_group_rh/qdec.fsgd doss --surf fsaverage rh --fwhm 34.309616 --C qdec/MF_group_rh/contrasts/Diff-1-2-Intercept.mat --sim perm 1000 2stats/newperm_rh/newperm_rh --glmdirstats/newperm_rh/gdfReadHeader: readingqdec/MF_group_rh/qdec.fsgdINFO: demeaning continous variablesContinuous Variable Means (all subjects)Class Means of each Continuous Variable1 group12 group2INFO: gd2mtx_method is dossReading sourcesurface /data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage/surf/rh.whitereading group avg surface area 822 cm^2from fileReading in averagearea /data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage/surf/rh.white.avg.area.mghsimbase stats/newperm_rh/newperm_rhNumber of vertices 163842Number of faces 327680Total area 65020.765625AvgVtxArea 0.396850AvgVtxDist 0.717994StdVtxDist 0.193566reading group avg surface area 822 cm^2from fileReading in averagearea /data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage/surf/rh.white.avg.area.mghINFO: fwhm2niters: Fixing group surfaceareaSurface smoothing by fwhm=34.309616,niters=866.000000$Id: mri_glmfit.c,v 1.138.2.1 2007/09/1215:38:19 nicks Exp $cwd /data/kang/work/struct/alex/freesurfer/subjects_canncmdline mri_glmfit --yqdec/MF_group_rh/y.mgh --fsgdqdec/MF_group_rh/qdec.fsgd doss --surf fsaverage rh --fwhm 34.309616 --C qdec/MF_group_rh/contrasts/Diff-1-2-Intercept.mat --sim perm 1000 2stats/newperm_rh/newperm_rh --glmdirstats/newperm_rh/sysname Linuxhostname kangmachine i686user alexFixVertexAreaFlag = 1UseMaskWithSmoothing 1fwhm 34.309616niters 866.000000OneSampleGroupMean 0y/data/kang/work/struct/alex/freesurfer/subjects_cann/qdec/MF_group_rh/y.mghlogyflag 0usedti 0FSGD qdec/MF_group_rh/qdec.fsgdglmdir stats/newperm_rh/DoFFx 0Loading y from/data/kang/work/struct/alex/freesurfer/subjects_cann/qdec/MF_group_rh/y.mghMatrix condition is 1search space = 82167.6Smoothing input by fwhm 34.309616Smoothing done, nsteps = 866, tsec =1236.17... doneDOF = 28thresh = 2, threshadj = 2Starting simulation sim over 1000 trials1/1000 t=0------------------------------------------------Starting fit and test10% 20% 30% 40% 50% 60% 70% 80% 90% 100%Diff-1-2-Intercept 0 nc=3maxcsize=1910.81 sigmax=-3.00831Fmax=13.5512/1000 t=0.0572833------------------------------------------------Starting fit and test10% 20% 30% 40% 50% 60% 70% 80% 90% 100%Diff-1-2-Intercept 1 nc=0 maxcsize=0sigmax=1.36036 Fmax=4.466123/1000 t=0.0994333------------------------------------------------... and so on... thenmri_surfcluster --srcqdec/MF_group_lh/contrasts.sig.mgh --csdstats/newperm_lh/newperm_lh-Diff-1-2-Intercept.csd --sumstats/newperm_lh/newperm_lh --ocpstats/newperm_lh/newperm_lh.mghthsign = abs, id = 0version $Id: mri_surfcluster.c,v 1.392007/07/31 00:34:19 greve Exp$hemi = rhsrcid =qdec/MF_group_lh/contrasts.sig.mgh paintsrcsubjid = fsaveragesrcsurf = whitesrcframe = 0thsign = absthmin = 2thmax = -1fdr = -1minarea = 0xfmfile = talairach.xfmnth = -1sumfile = stats/newperm_lh/newperm_lhsubjectsdir =/data/kang/work/struct/alex/freesurfer/subjects_cannFixMNI = 1------------- XFM matrix (RAS2RAS)---------------/data/kang/work/struct/alex/freesurfer/subjects_cann/ fsaverage/mri/transforms/talairach.xfm1.000 0.000 0.000 0.000;0.000 1.000 0.000 0.000;0.000 0.000 1.000 0.000;0.000 0.000 0.000 1.000;----------------------------------------------------Reading sourcesurface /data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage/surf/rh.whitereading group avg surface area 822 cm^2from fileReading in averagearea /data/kang/work/struct/alex/freesurfer/subjects_cann/fsaverage/surf/rh.white.avg.area.mghDone reading source surfaceComputing metric propertiesLoading source valuesnumber of voxels in search space =163842Done loading source values (nvtxs =163842)overall max = 43.1907 at vertex 101931overall min = 7.66111 at vertex 28089surface nvertices 163842surface area 65020.838384surface area 65020.838382NOT Adjusting threshold for 1-tailedtestSearching for Clusters ...thmin=2.000000 (2.000000),thmax=-1.000000 (-1), thsignid=0,minarea=0.000000Found 1 clustersMax cluster size 103836.125000INFO: fixing MNI talairach coordinatesSaving cluster pvalstats/newperm_lh/newperm_lh.mghOn 04/12/2007, at 11:30 AM, PratapKunwar wrote:Alex,You have to do simulations usingmri_glmfit before youdomri_surfcluster,[more info in this link atFsTutorial_2fGroupAnalysis?action=highlight&value=fsgdgo down to [4.0 Using mri_glmfit tocorrect for multiplecomparisons: ]USAGE: ./mri_glmfit--glmdir dir : save outputs to dir--y inputfile **y.mgh--fsgd FSGDF <gd2mtx> : freesurferdescriptor file **qdec.fsgd--C contrast1.mat <--Ccontrast2.mat ...>--fwhm fwhm : smooth input by fwhm** your smoothing value from"fwhm.dat"--surf subject hemi <surfname> :needed for some flags (useswhite bydefault) **lh or rh--sim nulltype nsim threshcsdbasename : simulation perm, mc-full, mc-z**mc-z (i used) is faster than mc-full, minimum threshold value( i.e.1.3 for 0.05),My command was more like this,mri_glmfit --y y.mgh --fsgd qdec.fsgddoss --surf fsaverage rh --fwhm < ??--C contrast/contrastname.mat --simmc-z 5000 1.3 f11/csd1 --glmdir f11mri_glmfit --y y.mgh --fsgd qdec.fsgddoss --surf fsaverage rh--fwhm14.504073 --Ccontrast/contrastname.mat --sim mc-z5000 1.3f11/csd2--glmdir f11--i divided into 5000 eachfrom above mri_glmfit, i got two filesstarting with csd1* .csdandcsd2*.csd.Next one ismri_surfcluster,mri_surfcluster --srccontrastname/sig.mgh --csd csd1* .csd--csdcsd2*..csd --sum <text summary file --sum<*.sum> --ocp <*.mgh>the output file *.sum can be openedin text editor and *.mgh canbe seenusing tksurfer. Check the link abovelink for more details (i justfollowed that link when i did lastmonth).let me know if you get into moreproblems.pratapOn 11/28/2007 07:43 PM, AlexFornito wrote:Hi,I have run qdec for a simplecontrast comparing thicknessacrossthecortical surface between apatient and control group. Notmuchsurvives vertex-wise FDRcorrection, and I would like totrycluster-based thresholding. Iwould like to make sure Iunderstand theinputs to the command. Am Icorrect on the following?--in = the signifcance values(i.e., contrast_name.sig.mghfile)--thmin = the vertexwisethreshold for determiningclusters,where 2corresponds to p=.01--minarea = the cluster extentthreshold - Am I correct inassumingthis should not be smaller thanthe smoothing kernel?When I run the command below, Iget the following output.Only one(whole hemi) cluster isidentified. I'm not sure if itsaproblem inmy command line, or with mydata. Also, I seem to have the--cwsigflag wrong, but can't figure outthe error (appending .wor .label tothe end of the output filenamedoes not change the error).I greatly appreciate your help.mri_surfcluster --inqdec/MF_group_lh/contrasts.sig.mgh--subjectfsaverage --hemi lh --surf white--annot aparc --sign abs--thmin 2--minarea 25 --sumstats/qdec_run/cluster/summary.txt --ostats/qdec_run/cluster/cluster_output --cwsigstats/qdec_run/cluster/cwsig --olabstats/qdec_run/cluster/MF_group_lh_thkthsign = abs, id = 0version $Id: mri_surfcluster.c,v1.39 2007/07/31 00:34:19 greveExp $hemi = lhsrcid =qdec/MF_group_lh/contrasts.sig.mgh paintsrcsubjid = fsaveragesrcsurf = whitesrcframe = 0thsign = absthmin = 2thmax = -1fdr = -1minarea = 25xfmfile = talairach.xfmnth = -1outid =stats/qdec_run/cluster/cluster_output paintsumfile =stats/run2/cluster/summary.txtsubjectsdir= /data/kang/work/struct/alex/freesurfer/subjects_cannFixMNI = 1------------- XFM matrix(RAS2RAS) ---------------/data/kang/work/struct/alex/freesurfer/ subjects_cann/fsaverage/mri/transforms/talairach.xfm1.000 0.000 0.000 0.000;0.000 1.000 0.000 0.000;0.000 0.000 1.000 0.000;0.000 0.000 0.000 1.000;----------------------------------------------------Reading source surface/data/kang/work/struct/alex/freesurfer/ subjects_cann/fsaverage/surf/lh.whitereading group avg surface area822 cm^2 from fileReading in average area/data/kang/work/struct/alex/freesurfer/ subjects_cann/fsaverage/surf/lh.white.avg.area.mghDone reading source surfaceReading annotation/data/kang/work/struct/alex/freesurfer/ subjects_cann/fsaverage/label/lh.aparc.annotreading colortable fromannotation file...colortable with 35 entries read(originally/space/amaebi/26/users/buckner_cortical_atlas/scripts/colortable_final.txt)Computing metric propertiesLoading source valuesnumber of voxels in search space= 163842Done loading source values(nvtxs = 163842)overall max = 43.1907 at vertex101931overall min = 7.66111 at vertex28089surface nvertices 163842surface area 65416.985991surface area 65416.985976NOT Adjusting threshold for 1-tailed testSearching for Clusters ...thmin=2.000000 (2.000000),thmax=-1.000000 (-1),thsignid=0,minarea=25.000000Found 1 clustersMax cluster size 103339.460938INFO: fixing MNI talairachcoordinatesSaving thresholded output tostats/qdec_run/cluster/cluster_outputavg = 35.029, stdev = 4.669, min= 7.661, max = 43.191Saving cluster pvalstats/qdec_run/cluster/cwsigunknown file type for file(stats/qdec_run/cluster/cwsig)LabelWrite: saving tostats/qdec_run/cluster/MF_group_lh_thk-0001.labelAlex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469------------------------------------------------------ ------------------_______________________________________________Freesurfer mailing list_______________________________________________Freesurfer mailing listAlex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469Alex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469--Douglas N. Greve, Ph.D.MGH-NMR CenterPhone Number: 617-724-2358Fax: 617-726-7422In order to help us help you, please followthe steps in:surfer.nmr.mgh.harvard.edu/fswiki/BugReportingAlex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469<Pic.png>_______________________________________________Freesurfer mailing listAlex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469--Douglas N. Greve, Ph.D.MGH-NMR CenterPhone Number: 617-724-2358Fax: 617-726-7422In order to help us help you, please follow thesteps in:surfer.nmr.mgh.harvard.edu/fswiki/BugReporting--Douglas N. Greve, Ph.D.MGH-NMR CenterPhone Number: 617-724-2358Fax: 617-726-7422In order to help us help you, please follow the stepsin:surfer.nmr.mgh.harvard.edu/fswiki/BugReporting_______________________________________________Freesurfer mailing listAlex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469--Douglas N. Greve, Ph.D.MGH-NMR CenterPhone Number: 617-724-2358Fax: 617-726-7422In order to help us help you, please follow the steps in:surfer.nmr.mgh.harvard.edu/fswiki/BugReportingAlex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of MelbournePostal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 AustraliaPh: +61 3 8344 1861Fax: +61 3 9348 0469--Douglas N. Greve, Ph.D.MGH-NMR CenterPhone Number: 617-724-2358Fax: 617-726-7422In order to help us help you, please follow the steps in:surfer.nmr.mgh.harvard.edu/fswiki/BugReporting_______________________________________________Freesurfer mailing list
Alex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of Melbourne
Postal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 Australia
Ph: +61 3 8344 1861Fax: +61 3 9348 0469
--Douglas N. Greve, Ph.D.MGH-NMR CenterPhone Number: 617-724-2358 Fax: 617-726-7422
In order to help us help you, please follow the steps in:surfer.nmr.mgh.harvard.edu/fswiki/BugReporting
_______________________________________________Freesurfer mailing list
Alex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of Melbourne
Postal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 Australia
Ph: +61 3 8344 1861Fax: +61 3 9348 0469
_______________________________________________Freesurfer mailing list
_______________________________________________Freesurfer mailing list
Alex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of Melbourne
Postal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 Australia
Ph: +61 3 8344 1861Fax: +61 3 9348 0469
_______________________________________________Freesurfer mailing list
Alex FornitoJN Peters Research FellowMelbourne Neuropsychiatry CentreDepartment of PsychiatryThe University of Melbourne
Postal address:Melbourne Neuropsychiatry CentreNational Neuroscience FacilityLevels 2 & 3, 161 Barry StCarlton South Vic 3053 Australia
Ph: +61 3 8344 1861Fax: +61 3 9348 0469
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