AFNI - PowerPoint PPT Presentation

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AFNI

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... PhD. Biophysics Research Institute. Medical College of Wisconsin. Milwaukee WI ... Can use AFNI tools to visualize during scanning. Realtime 3D registration ... – PowerPoint PPT presentation

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Title: AFNI


1
AFNI
  • Robert W Cox, PhD
  • Biophysics Research Institute
  • Medical College of Wisconsin
  • Milwaukee WI

2
AFNI ? Analysis of Functional NeuroImages
  • Genesis (mid-1994) Need for MCW
    neuroscientists to transform FMRI activation maps
    to Talairach-Tournoux coordinates
  • Initial goals
  • T-T transformation via manual AC-PC marking
  • Interactive browsing of image data in 5
    dimensions 3 spatial imaging run subject
  • Basic unit of data 3D AFNI dataset
  • Big array of numbers plus geometrical
    information
  • Developed for UnixX11Motif (including Linux)

3
An FMRI Analysis Environment
  • Philosophy
  • Encompass all needed classes of data and
    computations
  • Extensibility Openness Scalability Antici
    pating what will be needed to solve problems that
    have not yet been posed
  • Interactive vs. Batch operations Stay close
    to data or view from a distance
  • Components
  • Data Objects Arrays of 3D arrays
    auxiliary data
  • Data Viewers Numbers, Graphs, Slices,
    Volumes
  • Data Processors Plugins, Plugouts, Batch
    Programs

4
Steps in Processing with AFNI
  • Image assembly into datasets to3d
  • Can be done at the scanner with the realtime
    plugin
  • Image registration 3dvolreg
  • Functional activation calculations AFNI, 3dfim
  • Linear and nonlinear time series regression
    3dDeconvolve, 3dNLfim
  • Transformation to Talairach coordinates AFNI
  • Alternative selection of anatomical ROIs AFNI
  • Integration of results from multiple subjects
    many
  • Visualization of thinking about results AFNI
    you

5
AFNI Controller Window
6
Interactive Analysis with AFNI
Control Panel
Graphing voxel time series data
Displaying EP images from time series
7
Looking at the Results
FIM overlaid on SPGR, in Talairach coords
Multislice layouts
8
Volume Rendering Controls
9
Sample Rendering Coronal slice viewed from
side function not cut out
lt 1 CPU s per frame (Pentium II 400 MHz)
10
Integration of Results
  • Done with batch programs (usually in scripts)
  • 3dmerge edit and combine 3D datasets
  • 3dttest voxel-by-voxel 1- and 2-sample t-tests
  • 3dANOVA
  • Voxel-by-voxel 1-, 2-, and 3-way layouts
  • Fixed and random effects
  • Other voxel-by-voxel statistics are available
  • 3dpc principal components (space ? time)
  • ROI analyses are a labor-intensive alternative

11
Extending AFNI Package
  • Batch programs
  • Output new 3D datasets for viewing with AFNI
  • Plugins searched for and loaded at startup
  • Add interactive capabilities to AFNI program
  • Fill in the blanks menu for input from users
  • 40 page manual and some samples included
  • Plugouts attach themselves in middle of run
  • External programs that communicate with AFNI
    with shared memory or TCP/IP sockets

12
Whole Brain Realtime FMRI
  • Assembly of images into AFNI datasets during
    acquisition
  • Can use AFNI tools to visualize during scanning
  • Realtime 3D registration
  • Graph of estimated motion parameters
  • Recursive signal processing to update activation
    map with each new data volume
  • Color overlay changes with each TR

13
The Goal Interactive Functional Brain Mapping
  • See functional map as scanning proceeds

1 minute 2 minutes
3 minutes
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