Re:[tips] Some Problems with Neuroimaging

2012-07-11 Thread Mike Wiliams
I used to have many of the blog author's reservations until I began to 
use fMRI in clinical cases and verifying basic
brain functions.  As long as you are not looking for the God Center, 
or verifying some crackpot cognitive theory,
the results are reliable and valid.  This surprised me since I expected 
more uncertainty and error.  Most psychological
tests do not have the reliability of fMRI.  I know that sounds odd.  The 
examples given by the blogger suggest a lot
of statistical error, at least at the level of the usual cognitive 
test.  However, if I administer a simple cognitive task,
such as naming pictures, the fMRI analysis will show the same results 
every time.  The left image shows the results of an fMRI
study of a patient with a meningioma in the left parietal-temporal area:

http://www.learnpsychology.com/neuropsych/images/tumors.jpg

The Naming task is associated with BOLD responses in the occipital lobes 
and the language centers in the left hemisphere.
Notice that the language activation actually outlines the margins of the 
tumor.  The patient's language was normal.
Knowing that language centers are under the tumor is extremely important 
in surgery planning.  The image on the
right shows a tumor in the right temporal lobe that is interrupting 
vision pathways connecting the Lateral Geniculate
Body to the Occipital Lobe.  Notice that the left Occipital Lobe is 
active but the right Occipital Lobe is inactive. The
patient had a very clear loss of vision in the upper left quadrant of 
the visual field.

The problems with fMRI that I endorse have nothing to do with the method 
itself.  The fMRI method is continuing to be
developed and its underlying evolution is proceeding well.  New MRI 
scanners that can handle the data and give
radiologists a turn-key technology for fMRI are available now.  New 
connectivity modeling and other data analysis
procedures are also moving fMRI along.  If you come into the hospital 
today with a brain tumor, it is likely that you
will get an fMRI study while you are in the MRI scanner getting your 
structural scans.

The problems are all the result of people jumping on the bandwagon and 
trying to scoop the next sensational finding.
This is actually hurting the method.  We need to conduct the usual 
reliability and validity studies that psychologists are
well known for in the development of new methods.

Unfortunately, I don't think human brain function is as interesting as 
cognitive psychologists think it is.  Most cognitive
psychologists don't know enough about brain function to draw correct 
inferences.  After you consider all the tissue
mediating simple neurological and cognitive functions, there is not much 
left for all the complex cognitive abilities
cognitive psychologists believe are there.  When they conduct research 
that does not have explicit hypotheses connecting
a cognitive ability or construct to specific functional brain systems, 
they can show any activation pattern and proclaim that
the whatsy center has been discovered.  Most activation patterns are not 
the result of error suggested by the blogger.  They
are usually the result of activation associated with the task that were 
not accounted for by the theory underlying the task.
For example, many language tasks will activate language areas that are 
not the focus of a particular cognitive neuroscience
language study.  If the investigator is unaware of these then they will 
appear as false positive errors.

I was also involved in one of the fMRI deception studies. Here, fMRI may 
actually pan out as a lie detector.  Lies involve a simple
inhibition of the truth and a construction of an alternate response.  
The truth just comes out.  The former requires much more
frontal lobe inhibition than telling the truth.  We worked with an 
excellent polygrapher who educated me on many things about
polygraphs and ways to study and detect lies.  The first was that 
polygraphs are not designed to detect lies; they are designed to
elicit confessions.  That is why they are in widespread use by police 
departments but not admitted into courts.  Here is a great
video segment I use in presentations:

http://www.learnpsychology.com/fmri/jerrypolysm.mov

Mohamed FB, Faro SH, Gordon NJ, Platek SM, Ahmad H, Williams M. (2006). 
Brain mapping of deception and truth telling about an ecologically valid 
situation:An fMRI and polygraph investigation-initial 
experience./Radiology/, 238: 679-688.

Mike Williams





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RE: Re:[tips] Some Problems with Neuroimaging

2012-07-11 Thread Marc Carter
Only offering this as a cautionary tale (but not taking sides because others 
know far more about this than I), and because it's damned funny.

http://prefrontal.org/files/posters/Bennett-Salmon-2009.pdf

I always use this in my methods and cognitive classes to make sure that 
students don't jump to conclusions.  And they get a big laugh out of it, as I 
did.

m

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Re: [tips] Some Problems with Neuroimaging

2012-07-11 Thread Jeffry Ricker, PhD
On Jul 11, 2012, at 5:13 PM, Jeffry Ricker, PhD wrote:

 I don't think the authors meant it as a cautionary tale.

According to Craig Bennett, the first author of the Salmon Study:

The goal of the Salmon poster was to encourage the minority of researchers who 
report uncorrected statistics to move forward and begin using basic multiple 
comparisons correction in their research. The Salmon doesn’t add anything to 
the technical discussion of how multiple comparisons correction is performed, 
it is simply a salient reminder of why proper correction is always necessary. 
(http://prefrontal.org/blog/2009/09/the-internet-found-the-atlantic-salmon/)

Best,
Jeff

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Re: [tips] Some Problems with Neuroimaging

2012-07-11 Thread Michael Palij
For those who are interested in reading the Margulies chapter that
Jeff cites below, most of if is accessible on books.google.com at:
http://books.google.com/books?hl=enlr=id=qp1NUVdlcZACoi=fndpg=PA273dq=Margulies,+D.+S.+%282011%29+The+salmon+of+doubt:+Six+months+of+methodological++controversy+within+social+neuroscience.+ots=FfQRwOrz7asig=yrKiZWtkxyQPjDeGxA1nn6piFGo#v=onepageqf=false

However, it is not clear from this source whether the correct correction
was applied or not. The issue is comparable to that of multiple comparison
testing after a significant F in an ANOVA (NOTE: I assume that the corrections
were planned before the data was collected and not after one has looked at
the data or that one is engaged in unplanned comparisons).  The
Bonferroni correction is one way to do it but there are others; see,
for example, the following:
http://jeb.sagepub.com/content/5/3/269.short

Now, I'm not familiar with what kind of voodoo, er, I mean, statistical rituals
they follow in analyzing neuroimaging data, whether they test for homogeneity
of variance, sphericity, or other conditions necessary the validity of the
statistical tests they do.  I see no argument provided for why the Bonferroni
procedure was used instead of other procedures, such as:
http://biomet.oxfordjournals.org/content/73/3/751.short
or
Multiple Comparison Methods for MeansAuthor(s): John A. Rafter,
Martha L. Abell and James P. Braselton
Source: SIAM Review, Vol. 44, No. 2 (Jun., 2002), pp. 259-278
Published by: Society for Industrial and Applied Mathematics
Stable URL: http://www.jstor.org/stable/4148355 .
NOTE: This presentation assumes that the means are independent;
within-subject designs produced correlated results and complicate
things.

So, when it comes to correcting for the number of tests one is doing,
there's more than one way to skin a cat or prepare a salmon.
And let's not even get started on the reduction of power in making
the correction.

-Mike Palij
New York University
m...@nyu.edu


--  Original Message  --
On Wed, 11 Jul 2012 17:13:41 -0700, Jeffry Ricker, PhD wrote:

On Jul 11, 2012, at 6:33 AM, Marc Carter wrote:

 Only offering this as a cautionary tale (but not taking sides because others
 know far more about this than I), and because it's damned funny.
 http://prefrontal.org/files/posters/Bennett-Salmon-2009.pdf
 I always use this in my methods and cognitive classes to make sure that
 students don't jump to conclusions.  And they get a big laugh out of it, as I
 did.

I don't think the authors meant it as a cautionary tale. According to Margulies
(2011), the poster was intended to be a light-hearted demonstration that the
statistical corrections typically used by social-neuroscience researchers are
generally adequate for validly interpreting fMRI results:

 Before proper correction for multiple comparisons, a cluster 27 mm3 was
 found to be significant within the brain cavity; however, the authors
 dutifully noted that “due to the coarse resolution of the echo-planar image
 acquisition and the relatively small size of the salmon brain further
 discrimination between brain regions could not be completed” (Bennett et
 al., 2009). Of course (and thankfully), after proper statistical
 correction, no active voxels were detected. (emphasis added, p. 282)

Margulies continued:

 To those unfamiliar with the techniques, this appeared to be another
 successful attack against social neuroscience However, those within the
 community understood that the obvious tongue-in-cheek presentation was far
 from being an attempt to invalidate fMRI approaches to questions of social
 cognition. Rather, it was an example of statistical criticism, which
 reinforced the validity of correction techniques that have long been argued
 as essential. (pp. 282-283)


Best,
Jeff

Margulies, D. S. (2011) The salmon of doubt: Six months of methodological
controversy within social neuroscience. In S. Choudhury  J. Slaby (Eds.),
Critical Neuroscience: A Handbook of the Social and Cultural Contexts of
Neuroscience (pp. 273-285). London: Wiley-Blackwell. doi:
10.1002/9781444343359.ch13

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