Statistical framework and noise sensitivity of the amplitude radial correlation contrast method.
A statistical framework for the amplitude radial correlation contrast (RCC) method, which integrates a conventional pixel threshold approach with cluster-size statistics, is presented. The RCC method uses functional MRI (fMRI) data to group neighboring voxels in terms of their degree of temporal cross correlation and compares coherences in different brain states (e.g., stimulation OFF vs. ON). By defining the RCC correlation map as the difference between two RCC images, the map distribution of two OFF states is shown to be normal, enabling the definition of the pixel cutoff. The empirical cluster-size null distribution obtained after the application of the pixel cutoff is used to define a cluster-size cutoff that allows 5% false positives. Assuming that the fMRI signal equals the task-induced response plus noise, an analytical expression of amplitude-RCC dependency on noise is obtained and used to define the pixel threshold. In vivo and ex vivo data obtained during rat forepaw electric stimulation are used to fine-tune this threshold. Calculating the spatial coherences within in vivo and ex vivo images shows enhanced coherence in the in vivo data, but no dependency on the anesthesia method, magnetic field strength, or depth of anesthesia, strengthening the generality of the proposed cutoffs.
Kipervaser
Zeev Gideon
ZG
MRI/MRS Laboratory, Human Biology Research Center, Department of Medical Biophysics, Hadassah-Hebrew University Medical Center, Jerusalem, Israel.
Pelled
Galit
G
Goelman
Gadi
G
D000465:Algorithms; D018685:Anesthetics, Inhalation / Q000008:administration & dosage; D000818:Animals; D016477:Artifacts; D001921:Brain / Q000502:physiology; D003198:Computer Simulation; D003287:Contrast Media; D017352:Echo-Planar Imaging / Q000379:methods; D004558:Electric Stimulation; D005528:Foot / Q000294:innervation; D006221:Halothane / Q000008:administration & dosage; D007089:Image Enhancement / Q000379:methods*; D007091:Image Processing, Computer-Assisted / Q000706:statistics & numerical data; D007530:Isoflurane / Q000008:administration & dosage; D008279:Magnetic Resonance Imaging / Q000706:statistics & numerical data*; D008959:Models, Neurological; D010525:Peripheral Nerves / Q000502:physiology; D051381:Rats; D017207:Rats, Sprague-Dawley
D018685:Anesthetics, Inhalation; D003287:Contrast Media; D007530:Isoflurane; D006221:Halothane