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w_GRFCorrection.m
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function varargout = w_GRFCorrection(varargin)
% W_GRFCORRECTION MATLAB code for w_GRFCorrection.fig
% W_GRFCORRECTION, by itself, creates a new W_GRFCORRECTION or raises the existing
% singleton*.
%
% H = W_GRFCORRECTION returns the handle to a new W_GRFCORRECTION or the handle to
% the existing singleton*.
%
% W_GRFCORRECTION('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in W_GRFCORRECTION.M with the given input arguments.
%
% W_GRFCORRECTION('Property','Value',...) creates a new W_GRFCORRECTION or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before w_GRFCorrection_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to w_GRFCorrection_OpeningFcn via varargin.
%
% *See GUI Options on GUIDE's Tools menu. Choose "GUI allows only one
% instance to run (singleton)".
%
% See also: GUIDE, GUIDATA, GUIHANDLES
% Edit the above text to modify the response to help w_GRFCorrection
% Last Modified by GUIDE v2.5 06-Aug-2014 00:24:21
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @w_GRFCorrection_OpeningFcn, ...
'gui_OutputFcn', @w_GRFCorrection_OutputFcn, ...
'gui_LayoutFcn', [] , ...
'gui_Callback', []);
if nargin && ischar(varargin{1})
gui_State.gui_Callback = str2func(varargin{1});
end
if nargout
[varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:});
else
gui_mainfcn(gui_State, varargin{:});
end
% End initialization code - DO NOT EDIT
% --- Executes just before w_GRFCorrection is made visible.
function w_GRFCorrection_OpeningFcn(hObject, eventdata, handles, varargin)
% This function has no output args, see OutputFcn.
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% varargin command line arguments to w_GRFCorrection (see VARARGIN)
OverlayHeader=varargin{1};
if isempty(OverlayHeader.TestFlag)
msgbox('GRF only take effects on the statistical map!');
delete(handles.figure1);
return
end
set(handles.dLhEntry, 'String', num2str(OverlayHeader.dLh));
set(handles.FWHMxEntry, 'String', num2str(OverlayHeader.FWHMx));
set(handles.FWHMyEntry, 'String', num2str(OverlayHeader.FWHMy));
set(handles.FWHMzEntry, 'String', num2str(OverlayHeader.FWHMz));
set(handles.MaskEntry, 'String', OverlayHeader.MaskFile);
% Choose default command line output for w_GRFCorrection
handles.OverlayHeader=OverlayHeader;
% Update handles structure
guidata(hObject, handles);
% UIWAIT makes w_GRFCorrection wait for user response (see UIRESUME)
uiwait(handles.figure1);
% --- Outputs from this function are returned to the command line.
function varargout = w_GRFCorrection_OutputFcn(hObject, eventdata, handles)
% varargout cell array for returning output args (see VARARGOUT);
% hObject handle to figure
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Get default command line output from handles structure
if isempty(handles)
varargout{1}=[];
else
varargout{1}=handles.OverlayHeader;
delete(handles.figure1);
end
function MaskEntry_Callback(hObject, eventdata, handles)
% hObject handle to MaskEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of MaskEntry as text
% str2double(get(hObject,'String')) returns contents of MaskEntry as a double
% --- Executes during object creation, after setting all properties.
function MaskEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to MaskEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --- Executes on button press in RemoveButton.
function RemoveButton_Callback(hObject, eventdata, handles)
% hObject handle to RemoveButton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
set(handles.MaskEntry, 'String', '');
handles.OverlayHeader.MaskFile='';
handles.OverlayHeader.Mask=true(handles.OverlayHeader.dim);
guidata(hObject, handles);
% --- Executes on button press in AddButton.
function AddButton_Callback(hObject, eventdata, handles)
% hObject handle to AddButton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
DPABIPath=fileparts(which('DPABI.m'));
TemplatePath=fullfile(DPABIPath, 'Templates');
[File , Path]=uigetfile({'*.img;*.nii;*.nii.gz','Brain Image Files (*.img;*.nii;*.nii.gz)';'*.*', 'All Files (*.*)';}, ...
'Pick Underlay File' , TemplatePath);
if isnumeric(File)
return
end
MaskFile=fullfile(Path, File);
handles.OverlayHeader.MaskFile=MaskFile;
set(handles.MaskEntry, 'String', MaskFile);
[Mask, Vox, Header] = y_ReadRPI(MaskFile);
handles.OverlayHeader.Mask=logical(Mask);
guidata(hObject, handles);
function FWHMxEntry_Callback(hObject, eventdata, handles)
% hObject handle to FWHMxEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of FWHMxEntry as text
% str2double(get(hObject,'String')) returns contents of FWHMxEntry as a double
% --- Executes during object creation, after setting all properties.
function FWHMxEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to FWHMxEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function FWHMyEntry_Callback(hObject, eventdata, handles)
% hObject handle to FWHMyEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of FWHMyEntry as text
% str2double(get(hObject,'String')) returns contents of FWHMyEntry as a double
% --- Executes during object creation, after setting all properties.
function FWHMyEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to FWHMyEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function FWHMzEntry_Callback(hObject, eventdata, handles)
% hObject handle to FWHMzEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of FWHMzEntry as text
% str2double(get(hObject,'String')) returns contents of FWHMzEntry as a double
% --- Executes during object creation, after setting all properties.
function FWHMzEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to FWHMzEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function dLhEntry_Callback(hObject, eventdata, handles)
% hObject handle to dLhEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of dLhEntry as text
% str2double(get(hObject,'String')) returns contents of dLhEntry as a double
% --- Executes during object creation, after setting all properties.
function dLhEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to dLhEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --- Executes on button press in EasyThreshButton.
function EasyThreshButton_Callback(hObject, eventdata, handles)
% hObject handle to EasyThreshButton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
OverlayHeader=handles.OverlayHeader;
TestFlag=OverlayHeader.TestFlag;
Df=OverlayHeader.Df;
Df2=OverlayHeader.Df2;
if ~strcmpi(OverlayHeader.TestFlag, 'Z')
[ZMap, P]=y_TFRtoZ(OverlayHeader, '', TestFlag, Df, Df2);
else
ZMap=OverlayHeader.Raw;
end
Mask=OverlayHeader.Mask;
[dLh, resels, FWHM, nVoxels]=y_Smoothest(ZMap, Mask, '', OverlayHeader.Vox);
set(handles.dLhEntry, 'String', num2str(dLh));
set(handles.FWHMxEntry, 'String', num2str(FWHM(1)));
set(handles.FWHMyEntry, 'String', num2str(FWHM(2)));
set(handles.FWHMzEntry, 'String', num2str(FWHM(3)));
% --- Executes on button press in ComputeButton.
function ComputeButton_Callback(hObject, eventdata, handles)
% hObject handle to ComputeButton (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
OverlayHeader=handles.OverlayHeader;
Mask=OverlayHeader.Mask;
nVoxels=length(find(Mask));
TestFlag=OverlayHeader.TestFlag;
VoxelPThreshold=str2double(get(handles.VoxelPEntry, 'String'));
ClusterPThreshold=str2double(get(handles.ClusterPEntry, 'String'));
dLh=str2double(get(handles.dLhEntry, 'String'));
IsTwoTailed=get(handles.checkbox_TwoTailed , 'Value');
%YAN Chao-Gan, revised on 140806. Based on y_GRF_Threshold.m
if IsTwoTailed
zThrd=norminv(1 - VoxelPThreshold/2);
else
zThrd=norminv(1 - VoxelPThreshold);
end
fprintf('The voxel Z threshold for voxel p threshold %f is: %f.\n',VoxelPThreshold,zThrd);
% Note: If two-tailed way is used, then correct positive values to Cluster P at ClusterPThreshold/2, and correct negative values to Cluster P at ClusterPThreshold/2. Together the Cluster P < ClusterPThreshold.
fprintf('The Minimum cluster size for voxel p threshold %f and cluster p threshold %f is: ',VoxelPThreshold,ClusterPThreshold);
if IsTwoTailed
ClusterPThreshold = ClusterPThreshold/2;
end
% Calculate Expectations of m clusters Em and exponent Beta for inference.
D=3;
Em = nVoxels * (2*pi)^(-(D+1)/2) * dLh * (zThrd*zThrd-1)^((D-1)/2) * exp(-zThrd*zThrd/2);
EN = nVoxels * (1-normcdf(zThrd)); %In Friston et al., 1994, EN = S*Phi(-u). (Expectation of N voxels) % K. Friston, K. Worsley, R. Frackowiak, J. Mazziotta, and A. Evans. Assessing the significance of focal activations using their spatial extent. Human Brain Mapping, 1:214?220, 1994.
Beta = ((gamma(D/2+1)*Em)/(EN)) ^ (2/D); % K. Friston, K. Worsley, R. Frackowiak, J. Mazziotta, and A. Evans. Assessing the significance of focal activations using their spatial extent. Human Brain Mapping, 1:214?220, 1994.
% Get the minimum cluster size
pTemp=1;
ClusterSize=0;
while pTemp >= ClusterPThreshold
ClusterSize=ClusterSize+1;
pTemp = 1 - exp(-Em * exp(-Beta * ClusterSize^(2/D))); %K. Friston, K. Worsley, R. Frackowiak, J. Mazziotta, and A. Evans. Assessing the significance of focal activations using their spatial extent. Human Brain Mapping, 1:214?220, 1994.
end
fprintf('%f voxels\n',ClusterSize);
OverlayHeader.CSize=ClusterSize*prod(OverlayHeader.Vox);
fprintf('This cluster size threshold is going to be applied on the original %s statistical image.\n',upper(TestFlag));
fprintf('I.e., you are looking at a thresholded %s statistical image now.\n',upper(TestFlag));
if IsTwoTailed
Denominator = 2;
else
Denominator = 1;
end
switch upper(TestFlag)
case 'T'
Df=OverlayHeader.Df;
Thrd=tinv(1-VoxelPThreshold/Denominator, Df);
case 'R'
Df=OverlayHeader.Df;
T=tinv(1-VoxelPThreshold/Denominator, Df);
Thrd=sqrt(T^2/(Df+T^2));
case 'F'
Df1=OverlayHeader.Df;
Df2=OverlayHeader.Df2;
Thrd=finv(1-VoxelPThreshold/Denominator, Df1, Df2);
case 'Z'
Thrd=norminv(1-VoxelPThreshold/Denominator);
end
fprintf('The voxel %s threshold for voxel p threshold %f is: %f.\n',upper(TestFlag),VoxelPThreshold,Thrd);
OverlayHeader.NMin=-Thrd;
OverlayHeader.PMin=Thrd;
OverlayHeader.RMM=26; %This is FSL's convention: corner connection.
handles.OverlayHeader=OverlayHeader;
guidata(hObject, handles);
uiresume(handles.figure1);
function ClusterPEntry_Callback(hObject, eventdata, handles)
% hObject handle to ClusterPEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of ClusterPEntry as text
% str2double(get(hObject,'String')) returns contents of ClusterPEntry as a double
% --- Executes during object creation, after setting all properties.
function ClusterPEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to ClusterPEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
function VoxelPEntry_Callback(hObject, eventdata, handles)
% hObject handle to VoxelPEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: get(hObject,'String') returns contents of VoxelPEntry as text
% str2double(get(hObject,'String')) returns contents of VoxelPEntry as a double
% --- Executes during object creation, after setting all properties.
function VoxelPEntry_CreateFcn(hObject, eventdata, handles)
% hObject handle to VoxelPEntry (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: edit controls usually have a white background on Windows.
% See ISPC and COMPUTER.
if ispc && isequal(get(hObject,'BackgroundColor'), get(0,'defaultUicontrolBackgroundColor'))
set(hObject,'BackgroundColor','white');
end
% --- Executes on button press in checkbox_TwoTailed.
function checkbox_TwoTailed_Callback(hObject, eventdata, handles)
% hObject handle to checkbox_TwoTailed (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hint: get(hObject,'Value') returns toggle state of checkbox_TwoTailed
if get(handles.checkbox_TwoTailed , 'Value')
uiwait(msgbox('The "two-tailed" option is doing as following (e.g., if set VoxelPThreshold = 0.01 and cluster level p<0.05): 1) Get Group A > Group B, set Z>2.576 (two-tailed p <0.01) and cluster level p<0.025 2) Get Group A < Group B, set a Z<-2.576 (two-tailed p <0.01) and cluster level p<0.025. 3) Add 1 and 2 together, which could ensure the total p<0.05.','Two-tailed'));
end