You are referring to a bioRXiv preprint here:
https://www.biorxiv.org/content/early/2017/09/27/193862 on a temporal
ICA-based method of cleaning global noise (largely from physiological
sources we think) while preserving global neural signal. We are in the
process of responding to our peer reviewers; however, hopefully the paper
will be accepted for publication in the next few months. I don¹t yet have a
sharable pipeline for this approach, but plan to make this available in the
future. At this time it would require manual classification of components
at the group level also, though it should be possible to adapt a machine
learning classifier to this problem at some point.
We do not use scrubbing in the paper, but do note that even if all
artifactual signals are removed, periods of motion, sleep, etc may have true
neural differences (e.g. in sensory and motor areas or in overall arousal)
that may not be of interest in specific studies, which would require removal
of data during periods of non-compliance with the study design or
non-compliant subjects.
For now I think there are several options: 1) Partial correlation should not
be strongly effected by global noise (and in fact in the last figure of the
above preprint we show minimal change in partial correlation with tICA
cleanup). 2) If you must use full correlation and are concerned about global
noise, you could analyze your data with and without global signal
regression. If your results are present in both conditions, you can be
fairly certain that they are not an artifact of global noise or global
signal regression.
Peace,
Matt.
From: FSL - FMRIB's Software Library <[log in to unmask]> on behalf of
Marta Moreno <[log in to unmask]>
Reply-To: FSL - FMRIB's Software Library <[log in to unmask]>
Date: Thursday, November 9, 2017 at 12:24 PM
To: <[log in to unmask]>
Subject: Re: [FSL] fix error No valid labelling file specified
Matt, you were right. The problem is now solved, I was not including the
GIFTI toolbox in CIFTIMatlabReaderWriter. Thanks a lot for your help and
followup!
I am interested in additional cleanup stages to be added after the sICA+FIX
denoising: further motion cleanup and removal of globally-related signals.
I was reading your recent work on sICA+FIX plus temporal ICA cleanup vs.
sICA+FIX +MGTR for rsfMRI data. Is this cleanup approach available? Is
motion scrubbing needed if sICA+FIX+tICA cleanup is applied? I would like to
have access to further cleanup stages for recent rsfMRI data (pre/post
intervention) I have acquired. Please advise.
-L
> On Nov 9, 2017, at 11:33 AM, Matt Glasser <[log in to unmask]> wrote:
>
> You¹ll need to find the error message for me to know what is going wrong. One
> other thing to do would be to ensure you are starting from a clean folder each
> time you run this (in case there is some issue with partial runs). Finally,
> if you really can¹t figure it out, you could upload the whole thing somewhere
> and I or one of the fMRIB folks can have a look.
>
> Matt.
>
> From: FSL - FMRIB's Software Library <[log in to unmask]> on behalf of Marta
> Moreno <[log in to unmask]>
> Reply-To: FSL - FMRIB's Software Library <[log in to unmask]>
> Date: Thursday, November 9, 2017 at 7:13 AM
> To: <[log in to unmask]>
> Subject: Re: [FSL] fix error No valid labelling file specified
>
> I still cannot find the clean NIFTI file. Any suggestion on what might be the
> problem?
>
> Thanks,
>
> -L
>
>> On Nov 8, 2017, at 8:41 AM, Matt Glasser <[log in to unmask]> wrote:
>>
>> We don¹t support the ft_ tools at this time. You need to use
>> ciftiopen/ciftisave.
>>
>> Matt.
>>
>> From: FSL - FMRIB's Software Library <[log in to unmask]> on behalf of Marta
>> Moreno <[log in to unmask]>
>> Reply-To: FSL - FMRIB's Software Library <[log in to unmask]>
>> Date: Wednesday, November 8, 2017 at 7:32 AM
>> To: <[log in to unmask]>
>> Subject: Re: [FSL] fix error No valid labelling file specified
>>
>> Thanks.
>>
>> Here I have the specified paths but cannot see anything wrong with them, see
>> below:
>>
>> # Set this to CIFTI Matlab Reader/Writer for use within HCP pipelines
>> FSL_FIX_CIFTIRW='/Users/leah/scripts/cifti-matlab-master';
>> # Set this to the location of the HCP Workbench command for your platform
>> FSL_FIX_WBC='/usr/local/workbench-new/bin_macosx64/wb_command';
>> export FSL_FIX_CIFTIRW FSL_FIX_WBC
>>
>> cifti-matlab-master includes ft_read_cifti.m and ft_write_cifti.m but not
>> ciftiopen.m and ciftisave.m, should I include them as well? Please advise.
>>
>> -L
>>
>>> On Nov 7, 2017, at 6:04 PM, Matt Glasser <[log in to unmask]> wrote:
>>>
>>> In that case, I expect fix_3_clean.m is not completing, most likely for the
>>> reason I mention below.
>>>
>>> I believe you set these paths in the setup script.
>>>
>>> Matt.
>>>
>>> From: FSL - FMRIB's Software Library <[log in to unmask]> on behalf of
>>> Marta Moreno <[log in to unmask]>
>>> Reply-To: FSL - FMRIB's Software Library <[log in to unmask]>
>>> Date: Tuesday, November 7, 2017 at 4:54 PM
>>> To: <[log in to unmask]>
>>> Subject: Re: [FSL] fix error No valid labelling file specified
>>>
>>> Thanks.
>>>
>>> I searched in every folder for every subject but cannot find the clean NIFTI
>>> file either. Please advice.
>>>
>>>
>>>
>>>
>>> On Nov 7, 2017, at 4:27 PM, Matt Glasser <[log in to unmask]> wrote:
>>>
>>>> Is the cleaned NIFTI file present? If so, the issue might be having not
>>>> specified the path to wb_command or the CIFTI read/write tools.
>>>>
>>>> Matt.
>>>>
>>>> From: FSL - FMRIB's Software Library <[log in to unmask]> on behalf of
>>>> Marta Moreno <[log in to unmask]>
>>>> Reply-To: FSL - FMRIB's Software Library <[log in to unmask]>
>>>> Date: Tuesday, November 7, 2017 at 2:55 PM
>>>> To: <[log in to unmask]>
>>>> Subject: Re: [FSL] fix error No valid labelling file specified
>>>>
>>>> I just run the hcp_fix script without errors but can not find
>>>> ${fmri_orig}_Atlas_hp${hp}_clean.dtseries.nii. Any suggestion, please?
>>>>
>>>> This is the output of the running script, it seams correct to me:
>>>> processing FMRI file RS_fMRI_2 with highpass 2000
>>>> running highpass
>>>> running MELODIC
>>>> running FIX
>>>> FIX Feature extraction for Melodic output directory: RS_fMRI_2_hp2000.ica
>>>> create edge masks
>>>> run FAST
>>>> registration of standard space masks
>>>> extract features
>>>> FIX Classifying components in Melodic directory: RS_fMRI_2_hp2000.ica using
>>>> training file: /usr/local/fix1.065/training_files/HCP_hp2000.RData and
>>>> threshold 10
>>>> FIX Applying cleanup using cleanup file:
>>>> RS_fMRI_2_hp2000.ica/fix4melview_HCP_hp2000_thr10.txt and motion cleanup
>>>> set to 1
>>>>
>>>> -L
>>>>
>>>>
>>>>> On Nov 7, 2017, at 12:58 PM, Marta Moreno <[log in to unmask]>
>>>>> wrote:
>>>>>
>>>>> I was able to install required versions with install.packages. Since they
>>>>> are current versions it seams you do not need to specify version to get
>>>>> them.
>>>>> I left the hcp_fix script running, will confirm later today if everything
>>>>> is ok.
>>>>>
>>>>> You helped a lot, much appreciation.
>>>>>
>>>>>
>>>>>
>>>>>
>>>>>> On Nov 7, 2017, at 12:33 PM, Niels Bergsland <[log in to unmask]>
>>>>>> wrote:
>>>>>>
>>>>>> I guess you would have to try running it and seeing for yourself, but you
>>>>>> should be able to find the correct versions. I'm not sure why they aren't
>>>>>> showing up in that mirror, but here is the ROCR version 1.0.7 tgz, for
>>>>>> example:
>>>>>>
>>>>>> https://cran.r-project.org/src/contrib/ROCR_1.0-7.tar.gz
>>>>>>
>>>>>> You might be able to find the other ones there too.
>>>>>>
>>>>>> On Tue, Nov 7, 2017 at 6:17 PM, Marta Moreno <[log in to unmask]>
>>>>>> wrote:
>>>>>>> Thank you.
>>>>>>>
>>>>>>> That link helped. I installed dev_tools and following packages on R
>>>>>>> version 4.3.2. But the packages highlighted in red were not available so
>>>>>>> I installed the closest. Is that a problem?
>>>>>>> The versions required/suggested are not available in
>>>>>>> http://cran.us.r-project.org <http://cran.us.r-project.org/> .
>>>>>>>> > packageVersion('kernlab')
>>>>>>> [1] Œ0.9.24¹
>>>>>>>> > packageVersion('ROCR')
>>>>>>> [1] Œ1.0.6¹
>>>>>>>> > packageVersion('class')
>>>>>>> [1] Œ7.3.13¹
>>>>>>>> > packageVersion('party')
>>>>>>> [1] Œ1.0.25¹
>>>>>>>> > packageVersion('e1071')
>>>>>>> [1] Œ1.6.7¹
>>>>>>>> > packageVersion('randomForest')
>>>>>>> [1] Œ4.6.10¹
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> On Nov 7, 2017, at 10:39 AM, Niels Bergsland <[log in to unmask]>
>>>>>>> wrote:
>>>>>>>
>>>>>>> Okay, it looks like you will need to follow the instructions here:
>>>>>>>
>>>>>>> http://thecoatlessprofessor.com/programming/rcpp-rcpparmadillo-and-os-x-
>>>>>>> mavericks-lgfortran-and-lquadmath-error/
>>>>>>>
>>>>>>> (The link has mavericks in the name, but a quick read shows that it's
>>>>>>> still relevant for Sierra)
>>>>>>>
>>>>>>> On Tue, Nov 7, 2017 at 4:33 PM, Marta Moreno <[log in to unmask]>
>>>>>>> wrote:
>>>>>>> Thanks.
>>>>>>>
>>>>>>> I am using Mac Pro (Late 2013) and macOS Sierra version 10.12.15
>>>>>>>
>>>>>>> Trying packageurl..., see below:
>>>>>>>
>>>>>>> "(..) with some warnings, and then:
>>>>>>> clang++ -dynamiclib -Wl,-headerpad_max_install_names -undefined
>>>>>>> dynamic_lookup -single_module -multiply_defined suppress
>>>>>>> -L/Library/Frameworks/R.framework/Resources/lib -L/usr/local/lib -o
>>>>>>> kernlab.so brweight.o ctable.o cweight.o dbreakpt.o dcauchy.o dgpnrm.o
>>>>>>> dgpstep.o dprecond.o dprsrch.o dspcg.o dtron.o dtrpcg.o dtrqsol.o esa.o
>>>>>>> expdecayweight.o inductionsort.o kspectrumweight.o lcp.o misc.o
>>>>>>> msufsort.o solvebqp.o stringk.o stringkernel.o svm.o wkasailcp.o
>>>>>>> wmsufsort.o -L/Library/Frameworks/R.framework/Resources/lib -lRlapack
>>>>>>> -L/Library/Frameworks/R.framework/Resources/lib -lRblas
>>>>>>> -L/usr/local/lib/gcc/x86_64-apple-darwin13.0.0/4.8.2 -lgfortran
>>>>>>> -lquadmath -lm -F/Library/Frameworks/R.framework/.. -framework R
>>>>>>> -Wl,-framework -Wl,CoreFoundation
>>>>>>> ld: warning: directory not found for option
>>>>>>> '-L/usr/local/lib/gcc/x86_64-apple-darwin13.0.0/4.8.2'
>>>>>>> ld: library not found for -lquadmath
>>>>>>> clang: error: linker command failed with exit code 1 (use -v to see
>>>>>>> invocation)
>>>>>>> make: *** [kernlab.so] Error 1
>>>>>>> ERROR: compilation failed for package Œkernlab¹
>>>>>>> * removing
>>>>>>> Œ/Library/Frameworks/R.framework/Versions/3.3/Resources/library/kernlab¹
>>>>>>> * restoring previous
>>>>>>> Œ/Library/Frameworks/R.framework/Versions/3.3/Resources/library/kernlab¹
>>>>>>> Warning message:
>>>>>>> In install.packages(packageurl, repos = NULL, type = "source") :
>>>>>>> installation of package
>>>>>>> Œ/tmp/Rtmpz5x6QK/downloaded_packages/kernlab_0.9-24.tar.gz¹ had non-zero
>>>>>>> exit status"
>>>>>>>
>>>>>>> On Nov 7, 2017, at 10:29 AM, Niels Bergsland <[log in to unmask]>
>>>>>>> wrote:
>>>>>>>
>>>>>>> Hmm, that's not something that I've run into myself. What kind of system
>>>>>>> are you running on?
>>>>>>>
>>>>>>> What happens if you try installing it this way:
>>>>>>>
>>>>>>> packageurl <-
>>>>>>> "https://cran.r-project.org/src/contrib/Archive/kernlab/kernlab_0.9-24.t
>>>>>>> ar.gz"
>>>>>>> install.packages(packageurl, repos=NULL, type="source")
>>>>>>>
>>>>>>> On Tue, Nov 7, 2017 at 4:21 PM, Marta Moreno <[log in to unmask]>
>>>>>>> wrote:
>>>>>>> Thanks again.
>>>>>>>
>>>>>>> I am getting an error with the installation, please advice. See below:
>>>>>>>
>>>>>>>> > install_version("kernlab", version = "0.9-24", repos =
>>>>>>>> "http://cran.us.r-project.org <http://cran.us.r-project.org/> ")
>>>>>>> Downloading package from url:
>>>>>>> http://cran.us.r-project.org/src/contrib/Archive/kernlab/kernlab_0.9-24.
>>>>>>> tar.gz
>>>>>>> Installing kernlab
>>>>>>> Installation failed: run(bin, args = real_cmdargs, stdout_line_callback
>>>>>>> = real_callback(stdout), stderr_line_callback =
>>>>>>> real_callback(stderr), stdout_callback = real_block_callback,
>>>>>>> stderr_callback = real_block_callback, echo_cmd = echo, echo = show,
>>>>>>> spinner = spinner, error_on_status = fail_on_status, timeout = timeout)
>>>>>>> : System command error
>>>>>>> nstallation failed: run(bin, args = real_cmdargs, stdout_line_callback =
>>>>>>> real_callback(stdout), stderr_line_callback =
>>>>>>> real_callback(stderr), stdout_callback = real_block_callback,
>>>>>>> stderr_callback = real_block_callback, echo_cmd = echo, echo = show,
>>>>>>> spinner = spinner, error_on_status = fail_on_status, timeout = timeout)
>>>>>>> : System command error
>>>>>>>
>>>>>>>
>>>>>>> On Nov 7, 2017, at 10:12 AM, Niels Bergsland <[log in to unmask]>
>>>>>>> wrote:
>>>>>>>
>>>>>>> Sorry, I had a typo there, you need to specify the version the same way
>>>>>>> that it's listed in the archive link.
>>>>>>>
>>>>>>> So it would be something like:
>>>>>>>
>>>>>>> install_version("kernlab", version = "0.9-24", repos =
>>>>>>> "http://cran.us.r-project.org <http://cran.us.r-project.org/> ")
>>>>>>>
>>>>>>> which will result in it pulling the following:
>>>>>>>
>>>>>>> http://cran.us.r-project.org/src/contrib/Archive/kernlab/kernlab_0.9-24.
>>>>>>> tar.gz
>>>>>>>
>>>>>>>
>>>>>>> On Tue, Nov 7, 2017 at 4:03 PM, Marta Moreno <[log in to unmask]>
>>>>>>> wrote:
>>>>>>>> >
>>>>>>>> > Thanks.
>>>>>>>> >
>>>>>>>> > I have installed dev_tools, and then type what was suggested for
>>>>>>>> specific version but I am getting the following error
>>>>>>>> >
>>>>>>>>> > > require(devtools)
>>>>>>>> > Loading required package: devtools
>>>>>>>>> > > install_version("kernlab", version = "0.9.24", repos =
>>>>>>>>> "http://cran.us.r-project.org <http://cran.us.r-project.org/> ")
>>>>>>>> > Error in install_version("kernlab", version = "0.9.24", repos =
>>>>>>>> "http://cran.us.r-project.org <http://cran.us.r-project.org/> ") :
>>>>>>>> > version '0.9.24' is invalid for package Œkernlab¹
>>>>>>>> >
>>>>>>>> >
>>>>>>>> > On Nov 7, 2017, at 8:02 AM, Niels Bergsland <[log in to unmask]>
>>>>>>>> wrote:
>>>>>>>> >
>>>>>>>> > You can't install specific versions that way. You can either install
>>>>>>>> the package dev_tools so that you can do something like:
>>>>>>>> >
>>>>>>>> > install_version("kernlab", version = "0.9.24", repos =
>>>>>>>> "http://cran.us.r-project.org <http://cran.us.r-project.org/> ")
>>>>>>>> >
>>>>>>>> > Otherwise you can something like:
>>>>>>>> >
>>>>>>>> > packageurl <-
>>>>>>>> "https://cran.r-project.org/src/contrib/Archive/kernlab/kernlab_0.9-24.
>>>>>>>> tar.gz"
>>>>>>>> > install.packages(packageurl, repos=NULL, type="source")
>>>>>>>> >
>>>>>>>> >
>>>>>>>> >
>>>>>>>> > On Tue, Nov 7, 2017 at 1:46 PM, Marta Moreno
>>>>>>>> <[log in to unmask]> wrote:
>>>>>>>>> > >
>>>>>>>>> > > Thanks.
>>>>>>>>> > >
>>>>>>>>> > > I am using R version 3.3.2 now but still I am getting same message
>>>>>>>>> of package not available, see below:
>>>>>>>>> > > "install.packages("kernlab0.9.24", dependencies=TRUE)
>>>>>>>>> > > package Œkernlab_0.9.24¹ is not available (for R version 3.3.2)"
>>>>>>>>> > >
>>>>>>>>> > > On Nov 7, 2017, at 7:37 AM, Niels Bergsland <[log in to unmask]>
>>>>>>>>> wrote:
>>>>>>>>> > >
>>>>>>>>> > > The list of packages is correct but it doesn't specify a specific
>>>>>>>>> version(s) of R itself to be used. Might be helpful for others to add
>>>>>>>>> when you get a chance.
>>>>>>>>> > >
>>>>>>>>> > > On Tue, Nov 7, 2017 at 1:28 PM, Stephen Smith
>>>>>>>>> <[log in to unmask]> wrote:
>>>>>>>>>> > >>
>>>>>>>>>> > >> hi - AFAIK the list at
>>>>>>>>>> > >> https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/FIX/UserGuide
>>>>>>>>>> > >> is up to date - but it's really hard to keep the R
>>>>>>>>>> versions/package version numbering up to date because the R community
>>>>>>>>>> keeps breaking compatibility with different versions......!
>>>>>>>>>> > >>
>>>>>>>>>> > >> Cheers.
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >> On 7 Nov 2017, at 12:20, Marta Moreno <[log in to unmask]>
>>>>>>>>>> wrote:
>>>>>>>>>> > >>
>>>>>>>>>> > >> Thanks.
>>>>>>>>>> > >> What is the R version required to have these packageVersions
>>>>>>>>>> installed? I am downgrading R and still package Œkernlab_0.9.24¹ is
>>>>>>>>>> not available for the R version.
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >> On Nov 7, 2017, at 12:32 AM, Niels Bergsland
>>>>>>>>>> <[log in to unmask]> wrote:
>>>>>>>>>> > >>
>>>>>>>>>> > >> Hi,
>>>>>>>>>> > >> If you install these specific versions, it should work as
>>>>>>>>>> expected:
>>>>>>>>>> > >>
>>>>>>>>>>> > >> > packageVersion('kernlab')
>>>>>>>>>> > >> [1] Œ0.9.24¹
>>>>>>>>>>> > >> > packageVersion('ROCR')
>>>>>>>>>> > >> [1] Œ1.0.7¹
>>>>>>>>>>> > >> > packageVersion('class')
>>>>>>>>>> > >> [1] Œ7.3.14¹
>>>>>>>>>>> > >> > packageVersion('party')
>>>>>>>>>> > >> [1] Œ1.0.25¹
>>>>>>>>>>> > >> > packageVersion('e1071')
>>>>>>>>>> > >> [1] Œ1.6.7¹
>>>>>>>>>>> > >> > packageVersion('randomForest')
>>>>>>>>>> > >> [1] Œ4.6.12¹
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >> On Tue, Nov 7, 2017 at 04:54 Marta Moreno
>>>>>>>>>> <[log in to unmask]> wrote:
>>>>>>>>>>> > >>>
>>>>>>>>>>> > >>> Dear experts,
>>>>>>>>>>> > >>>
>>>>>>>>>>> > >>> I am running hcp_fix and getting the following error:
>>>>>>>>>>> > >>> "FIX Classifying components in Melodic directory:
>>>>>>>>>>> RS_fMRI_2_hp2000.ica using training file:
>>>>>>>>>>> /usr/local/fix1.065/training_files/HCP_hp2000.RData and threshold 10
>>>>>>>>>>> > >>> No valid labelling file specified²
>>>>>>>>>>> > >>>
>>>>>>>>>>> > >>> In the log file: .fix_2b_predict.log, I found the following
>>>>>>>>>>> error message:
>>>>>>>>>>> > >>> "Error in ctreefit(object = object, controls = controls,
>>>>>>>>>>> weights = weights, :
>>>>>>>>>>> > >>> no slot of name "remove_weights" for this object of class
>>>>>>>>>>> "TreeGrowControl"
>>>>>>>>>>> > >>> Calls: eval -> eval -> <Anonymous> -> ctreefit -> .Call
>>>>>>>>>>> > >>> Execution halted²
>>>>>>>>>>> > >>>
>>>>>>>>>>> > >>> I am running R 4.3.2 and packageVersion("party²) is 1.2.3. Fix
>>>>>>>>>>> version is 1.065. Please advice.
>>>>>>>>>>> > >>>
>>>>>>>>>>> > >>> Thank you,
>>>>>>>>>>> > >>>
>>>>>>>>>>> > >>> -L
>>>>>>>>>>> > >>>
>>>>>>>>>> > >> --
>>>>>>>>>> > >> Niels Bergsland
>>>>>>>>>> > >> Integration Director / Research Assistant Professor of Neurology
>>>>>>>>>> > >> Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>>>>>> > >> 100 High St. Buffalo NY 14203
>>>>>>>>>> <https://maps.google.com/?q=100+High+St.+Buffalo+NY+14203&entry=gmail
>>>>>>>>>> &source=g>
>>>>>>>>>> > >> [log in to unmask]
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>>
--------------------------------------------------------------------->>>>>>>>>>
------
>>>>>>>>>> > >> Stephen M. Smith, Professor of Biomedical Engineering
>>>>>>>>>> > >> Head of Analysis, Oxford University FMRIB Centre
>>>>>>>>>> > >>
>>>>>>>>>> > >> FMRIB, JR Hospital, Headington, Oxford OX3 9DU, UK
>>>>>>>>>> > >> +44 (0) 1865 222726 <tel:+44%201865%20222726> (fax 222717)
>>>>>>>>>> > >> [log in to unmask] http://www.fmrib.ox.ac.uk/~steve
>>>>>>>>>> > >>
>>>>>>>>>>
--------------------------------------------------------------------->>>>>>>>>>
------
>>>>>>>>>> > >>
>>>>>>>>>> > >> Stop the cultural destruction of Tibet
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>>> > >>
>>>>>>>>> > >
>>>>>>>>> > >
>>>>>>>>> > >
>>>>>>>>> > > --
>>>>>>>>> > > Niels Bergsland
>>>>>>>>> > > Integration Director / Research Assistant Professor of Neurology
>>>>>>>>> > > Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>>>>> > > 100 High St. Buffalo NY 14203
>>>>>>>>> <https://maps.google.com/?q=100+High+St.+Buffalo+NY+14203&entry=gmail&
>>>>>>>>> source=g>
>>>>>>>>> > > [log in to unmask]
>>>>>>>>> > >
>>>>>>>>> > >
>>>>>>>> >
>>>>>>>> >
>>>>>>>> >
>>>>>>>> > --
>>>>>>>> > Niels Bergsland
>>>>>>>> > Integration Director / Research Assistant Professor of Neurology
>>>>>>>> > Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>>>> > 100 High St. Buffalo NY 14203
>>>>>>>> <https://maps.google.com/?q=100+High+St.+Buffalo+NY+14203&entry=gmail&s
>>>>>>>> ource=g>
>>>>>>>> > [log in to unmask]
>>>>>>>> >
>>>>>>>> >
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> --
>>>>>>> Niels Bergsland
>>>>>>> Integration Director / Research Assistant Professor of Neurology
>>>>>>> Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>>> 100 High St. Buffalo NY 14203
>>>>>>> <https://maps.google.com/?q=100+High+St.+Buffalo+NY+14203&entry=gmail&so
>>>>>>> urce=g>
>>>>>>> [log in to unmask]
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> --
>>>>>>> Niels Bergsland
>>>>>>> Integration Director / Research Assistant Professor of Neurology
>>>>>>> Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>>> 100 High St. Buffalo NY 14203
>>>>>>> <https://maps.google.com/?q=100+High+St.+Buffalo+NY+14203&entry=gmail&so
>>>>>>> urce=g>
>>>>>>> [log in to unmask]
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>>
>>>>>>> --
>>>>>>> Niels Bergsland
>>>>>>> Integration Director / Research Assistant Professor of Neurology
>>>>>>> Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>>> 100 High St. Buffalo NY 14203
>>>>>>> <https://maps.google.com/?q=100+High+St.+Buffalo+NY+14203&entry=gmail&so
>>>>>>> urce=g>
>>>>>>> [log in to unmask]
>>>>>>>
>>>>>>
>>>>>>
>>>>>>
>>>>>> --
>>>>>> Niels Bergsland
>>>>>> Integration Director / Research Assistant Professor of Neurology
>>>>>> Buffalo Neuroimaging Analysis Center / University at Buffalo
>>>>>> 100 High St. Buffalo NY 14203
>>>>>> [log in to unmask]
>>>>>
>>>>
>>
>
