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exportDataGUI.m
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function exportDataGUI
%% initialize variables
% export parameters
exportGroup = 'Amplitude';
numEvents = 200;
freqChoice = 'From first N events';
eventsChoice = 'Exactly N events';
riseStartValue = 10; % start of average trace rise measurement
riseEndValue = 90; % end of average trace rise measurement
decayStartValue = 80; % start of average trace rise measurement
decayEndValue = 20; % end of average trace rise measurement
% output variables
dataTableColumnNames = {'FullMeasure','AmplitudeMeasure','FrequencyMeasure',...
'AverageTraceMeasure','Amplitude(pA)','RiseTime(ms)','RiseSlope(pA/ms)',...
'HalfWidth(ms)','DecayTime(ms)','Area(fC)','Time(SamplePoint)',...
'Time(ms)','Interval(ms)'};
averageTraceTau = [];
averageTraceRiseTime = [];
averageTraceRsq = [];
averageTraceRiseSlope = [];
rootDirFolders = dir;
foldersLogical = [rootDirFolders.isdir] == 1;
rootDirFolders = rootDirFolders(foldersLogical);
% variables needed from analysis file
averageTrace = [];
selectedEvents = [];
allTraces = [];
preEventSamples = [];
postEventSamples = [];
risePref = [];
% variables relevant to analysis
samplesPerMilliSecond = 10;
risePref = 1;
fullEventLogicalCol = 1; % logical value for inclusion of event in full event measurement
amplitudeLogicalCol = 2; % logical value for inclusion of event in amplitude measurement
frequencyLogicalCol = 3; % logical value for inclusion of event in frequency measurement
amplitudeValueCol = 4; % measurement of event amplitude
riseTimeValueCol = 5; % measurement of rise time
riseSlopeValueCol = 6; % measurement of rise slope
% rise50TimeCol = 7; % sample point at which mini rise 50 occurs
% decay50TimeCol = 8; % sample point at which mini decay 50 occurs
halfWidthValueCol = 9; % measurement of event half width
decayValueCol = 10;
areaValueCol = 11; % measurement of area
eventTimeCol = 12;
averageTraceLogicalCol = 13;
eventTimeConvertedCol = 14;
intervalValueCol = 16;
%% initialize export GUI
% create and position main panel
mainPanel = uifigure;
mainPanelWidth = mainPanel.Position(3);
mainPanelHeight = mainPanel.Position(4);
% radio button group for export group selection
exportGroupHeight = 0.2*mainPanelHeight;
exportGroupWidth = 0.2*mainPanelWidth;
exportGroupCheck = uibuttongroup('Parent',mainPanel,...
'Title','Group to Export',...
'SelectionChangedFcn',@exportGroupChange,...
'Position',[mainPanelWidth*0.15-(exportGroupWidth/2) mainPanelHeight*0.675 exportGroupWidth exportGroupHeight]);
uiradiobutton('Parent',exportGroupCheck,...
'Text','Full event',...
'Position',[10 0.55*exportGroupHeight 100 15]);
uiradiobutton('Parent',exportGroupCheck,...
'Text','Amplitude',...
'Position',[10 0.3*exportGroupHeight 100 15],...
'Value',true);
uiradiobutton('Parent',exportGroupCheck,...
'Text','Frequency',...
'Position',[10 0.05*exportGroupHeight 100 15]);
% labels and fields relating to the number of events to export
numEeventsHeight = 0.2*mainPanelHeight;
numEventsWidth = 0.25*mainPanelWidth;
numEventsCheck = uibuttongroup('Parent',mainPanel,...
'Title','Event # Limits',...
'SelectionChangedFcn',@eventsChange,...
'Position',[mainPanelWidth*0.45-(numEventsWidth/2) mainPanelHeight*0.675 numEventsWidth numEeventsHeight]);
uiradiobutton('Parent',numEventsCheck,...
'Text','Exactly N events',...
'Position',[10 0.425*numEeventsHeight 150 15]);
uiradiobutton('Parent',numEventsCheck,...
'Text','Up to N events',...
'Position',[10 0.1*numEeventsHeight 150 15]);
% radio button group for frequency calculation preference
freqpPrefHeight = 0.2*mainPanelHeight;
freqPrefWidth = 0.3*mainPanelWidth;
freqPrefCheck = uibuttongroup('Parent',mainPanel,...
'Title','Frequency Calculation',...
'SelectionChangedFcn',@freqPrefChange,...
'Position',[mainPanelWidth*0.8-(freqPrefWidth/2) mainPanelHeight*0.675 freqPrefWidth freqpPrefHeight]);
uiradiobutton('Parent',freqPrefCheck,...
'Text','From first N events',...
'Position',[10 0.425*freqpPrefHeight 150 15]);
uiradiobutton('Parent',freqPrefCheck,...
'Text','From all events',...
'Position',[10 0.1*freqpPrefHeight 150 15]);
% labels and fields relating to the number of events to export
uilabel('Parent',mainPanel,...
'Text','Number of Events (N)',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.45-(150/2) mainPanelHeight*0.55 150 20]);
exportNumField = uieditfield(mainPanel,...
'numeric',...
'Value',numEvents,...
'ValueChangedFcn',@numEventsUpdate,...
'Position',[mainPanelWidth*0.6-(30/2) mainPanelHeight*0.55 30 20],...
'HorizontalAlignment','Center');
% average trace rise measurement preferences
uilabel('Parent',mainPanel,...
'Text','Average Trace',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.333-(200/2) mainPanelHeight*0.42 200 20]);
uilabel('Parent',mainPanel,...
'Text','Rise Measurement',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.333-(200/2) mainPanelHeight*0.38 200 20]);
riseStartField = uieditfield(mainPanel,...
'numeric',...
'Value',riseStartValue,...
'ValueChangedFcn',@averageTraceMeasurementUpdate,...
'Position',[mainPanelWidth*0.376-(30/2) mainPanelHeight*0.32 30 20],...
'HorizontalAlignment','Center');
uilabel('Parent',mainPanel,...
'Text','Begin %',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.296-(50/2) mainPanelHeight*0.32 60 20]);
riseEndField = uieditfield(mainPanel,...
'numeric',...
'Value',riseEndValue,...
'ValueChangedFcn',@averageTraceMeasurementUpdate,...
'Position',[mainPanelWidth*0.376-(30/2) mainPanelHeight*0.26 30 20],...
'HorizontalAlignment','Center');
uilabel('Parent',mainPanel,...
'Text','End %',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.296-(50/2) mainPanelHeight*0.26 50 20]);
% average trace decay measurement preferences
uilabel('Parent',mainPanel,...
'Text','Average Trace',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.667-(225/2) mainPanelHeight*0.42 225 20]);
uilabel('Parent',mainPanel,...
'Text','Decay Measurement',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.667-(225/2) mainPanelHeight*0.38 225 20]);
decayStartField = uieditfield(mainPanel,...
'numeric',...
'Value',decayStartValue,...
'ValueChangedFcn',@averageTraceMeasurementUpdate,...
'Position',[mainPanelWidth*0.71-(30/2) mainPanelHeight*0.32 30 20],...
'HorizontalAlignment','Center');
uilabel('Parent',mainPanel,...
'Text','Begin %',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.63-(50/2) mainPanelHeight*0.32 60 20]);
decayEndField = uieditfield(mainPanel,...
'numeric',...
'Value',decayEndValue,...
'ValueChangedFcn',@averageTraceMeasurementUpdate,...
'Position',[mainPanelWidth*0.71-(30/2) mainPanelHeight*0.26 30 20],...
'HorizontalAlignment','Center');
uilabel('Parent',mainPanel,...
'Text','End %',...
'fontweight', 'bold',...
'HorizontalAlignment','Center',...
'Position',[mainPanelWidth*0.63-(50/2) mainPanelHeight*0.26 50 20]);
uibutton('Parent',mainPanel,...
'Text',sprintf('%s\n%s','Begin','Export'),...
'ButtonPushedFcn',@beginExport,...
'fontweight', 'bold',...
'Position',[mainPanelWidth*0.2-(100/2) mainPanelHeight*0.1 100 40]);
uibutton('Parent',mainPanel,...
'Text','Exit',...
'ButtonPushedFcn',@exitAnalysis,...
'fontweight', 'bold',...
'Position',[mainPanelWidth*0.8-(100/2) mainPanelHeight*0.1 100 40]);
%% wait for user input
uiwait(mainPanel);
%% export functions
function beginExport(~,~)
% define variables on each button click
OrganizedData = struct();
RawDataMatrix_AllCells = [];
% rawDataTable_allCells = table();
% iterate through folders in root directory
for folder = 3:size(rootDirFolders)
nextDir = rootDirFolders(folder).name;
if ~isfolder(nextDir)
continue;
end
cd(nextDir);
filename = dir('*.mat');
% ensure that there is only one save file in the folder
if size(filename,1) > 1
alert = sprintf('%s%s%s','Multiple save files in "', pwd,'". Experiment skipped.');
uialert(mainPanel,alert,'');
cd ..;
continue;
end
% try to load the necessary files and skip the folder if they
% do not exist
try
load(filename.name, 'selectedEvents', 'averageTrace','allTraces',...
'preEventSamples','postEventSamples','risePref');
catch
cd ..;
continue;
end
% skip the folder if the save file contains no selected events
if sum(~isnan(selectedEvents)) == 0
cd ..;
continue;
end
% measure the kinetics of the average trace
measureAverageEvent;
% prune extra rows from selectedEvents
selectedEvents = selectedEvents(~isnan(selectedEvents(:,eventTimeCol)),:);
selectedEvents = abs(selectedEvents);
% change the group that is exported based on user input
switch exportGroup
case {'Full event'}
chosenGroupCol = fullEventLogicalCol;
case {'Amplitude'}
chosenGroupCol = amplitudeLogicalCol;
end
% check that enough events have been selected
if nansum(selectedEvents(:,chosenGroupCol)) < numEvents ...
&& strcmp(eventsChoice,'Exactly N events')
alert = sprintf('%s%s%s','Too few events in "', filename.name,'". Experiment skipped.');
uialert(mainPanel,alert,'','Icon','warning');
cd ..;
continue;
end
% remove extra events if necessary
while nansum(selectedEvents(:,chosenGroupCol)) > numEvents
selectedEvents = selectedEvents(1:end-1,:);
end
% remove extra traces if necessary
allTraces = allTraces(:,selectedEvents(:,averageTraceLogicalCol) == 1);
% population the organizedData structure
cellName = convertCharsToStrings(split(filename.name,"."));
cellName = cellName(1);
OrganizedData(folder-2).Cell = cellName;
OrganizedData(folder-2).Frequency = (length(selectedEvents)*1000)/(selectedEvents(end,eventTimeCol)/samplesPerMilliSecond-selectedEvents(1,eventTimeCol)/samplesPerMilliSecond);
OrganizedData(folder-2).Amplitude = nanmean(selectedEvents(:,amplitudeValueCol));
OrganizedData(folder-2).RiseTime = nanmean(selectedEvents(:,riseTimeValueCol));
OrganizedData(folder-2).HalfWidth = nanmean(selectedEvents(:,halfWidthValueCol));
OrganizedData(folder-2).RiseSlope = nanmean(selectedEvents(:,riseSlopeValueCol));
OrganizedData(folder-2).Area = nanmean(selectedEvents(:,areaValueCol));
OrganizedData(folder-2).DecayTime = nanmean(selectedEvents(:,decayValueCol));
OrganizedData(folder-2).AverageTraceRiseTime = averageTraceRiseTime;
OrganizedData(folder-2).AverageTraceRiseSlope = averageTraceRiseSlope;
OrganizedData(folder-2).AverageTraceDecayTau = averageTraceTau;
OrganizedData(folder-2).AverageTraceDecayFitRsq = averageTraceRsq;
OrganizedData(folder-2).AverageTrace = averageTrace;
OrganizedData(folder-2).AllTraces = allTraces;
% calculate inter-mEPSC intervals and add to selectedEvents
selectedEvents(:,eventTimeConvertedCol) = selectedEvents(:,eventTimeCol)/samplesPerMilliSecond;
tempIMI = [];
tempIMI(1) = nan;
for i = 2:size(selectedEvents,1)
tempIMI(i) = (selectedEvents(i,eventTimeConvertedCol)-selectedEvents(i-1,eventTimeConvertedCol));
end
tempIMI = tempIMI';
selectedEvents(:,intervalValueCol) = tempIMI;
% recalculate frequency if necessary, based on user input
%
% set numEventsLimited to the number of events in the cell to
% account for cases in which there are less than N events being
% exported
if strcmp(freqChoice,'From first N events')
numEventsLimited = size(selectedEvents,1);
selectedEvents(numEventsLimited:end,intervalValueCol) = nan;
OrganizedData(folder-2).Frequency =...
(length(selectedEvents)*1000)/...
((selectedEvents(numEventsLimited,eventTimeConvertedCol)-selectedEvents(1,eventTimeConvertedCol)));
end
% reorganize selectedEvents and add to organizedData as a table and
% matrix
OrganizedData(folder-2).RawDataMatrix = selectedEvents;
selectedEvents = selectedEvents(:,[fullEventLogicalCol, amplitudeLogicalCol,...
frequencyLogicalCol,averageTraceLogicalCol,amplitudeValueCol,...
riseTimeValueCol,riseSlopeValueCol,halfWidthValueCol,decayValueCol,...
areaValueCol,eventTimeCol,eventTimeConvertedCol,intervalValueCol]);
OrganizedData(folder-2).RawDataTable = array2table(selectedEvents);
OrganizedData(folder-2).RawDataTable.Properties.VariableNames = dataTableColumnNames;
% add selectedEvents to the group rawDataMatrix
RawDataMatrix_AllCells = [RawDataMatrix_AllCells; selectedEvents];
% move to next cell
cd ..;
end
% check that all average traces are the same length and suppress
% average trace output if they are not
exportAverageTrace = 1;
for i = 1:size(OrganizedData,2)-1
if length(OrganizedData(i).AverageTrace) ~= length(OrganizedData(i+1).AverageTrace)
if isempty(OrganizedData(i).AverageTrace) || isempty(OrganizedData(i+1).AverageTrace)
continue;
else
alert = 'Average traces are different lengths. Please fix and re-export.';
uialert(mainPanel,alert,'');
exportAverageTrace = 0;
break;
end
end
end
% reorder organizedData fields
fieldOrder = {'Cell','RawDataMatrix','RawDataTable','AllTraces',...
'Frequency','Amplitude','RiseTime','HalfWidth','RiseSlope',...
'Area','DecayTime','AverageTrace','AverageTraceRiseTime',...
'AverageTraceRiseSlope','AverageTraceDecayTau','AverageTraceDecayFitRsq'};
OrganizedData = orderfields(OrganizedData,fieldOrder);
% convert data matrix to data table
if ~isempty(RawDataMatrix_AllCells)
RawDataTable_AllCells = array2table(RawDataMatrix_AllCells);
RawDataTable_AllCells.Properties.VariableNames = dataTableColumnNames;
else
return;
end
% calculate and export average trace to base workspace
if exportAverageTrace && isfield(OrganizedData,'AverageTrace')
AverageTrace_AllCells = mean([OrganizedData.AverageTrace],2);
assignin('base','AverageTrace_AllCells',AverageTrace_AllCells);
end
% export remaining variables to workspace
assignin('base','OrganizedData',OrganizedData);
assignin('base','RawDataMatrix_AllCells',RawDataMatrix_AllCells);
assignin('base','RawDataTable_AllCells',RawDataTable_AllCells);
message = 'Export successful.';
uialert(mainPanel,message,'','Icon','success');
end
function exitAnalysis(~,~)
% exit the GUI
delete(mainPanel);
end
function exportGroupChange(~,event)
% changes which group is auto-exported
exportGroup = event.NewValue.Text;
end
function freqPrefChange(~,event)
% changes how frequency is calculated during export
freqChoice = event.NewValue.Text;
end
function eventsChange(~,event)
% changes the limits on event numbers
eventsChoice = event.NewValue.Text;
end
function numEventsUpdate(~,~)
% changes how many events are exported
numEvents = exportNumField.Value;
end
function averageTraceMeasurementUpdate(~,~)
% changes the start and end values for average trace kinetics
% measurements
riseStartValue = riseStartField.Value;
riseEndValue = riseEndField.Value;
decayStartValue = decayStartField.Value;
decayEndValue = decayEndField.Value;
end
function measureAverageEvent
% measures the rise time and slope of the average trace rise
% fits a single exponential to measure the decay of the average event trace
[averageTraceMinVal,averageTraceMinIndex] = min(averageTrace(:,1));
totalSamples = preEventSamples + postEventSamples;
% interpolate between sample points to generate fine-scale array of decay values
averageTraceDecayArray = [];
for i = 1:((totalSamples + 1) - averageTraceMinIndex)
tempArray = linspace(averageTrace(averageTraceMinIndex+(i-1),1),...
averageTrace(averageTraceMinIndex+i,1),101);
averageTraceDecayArray(100*i-99:100*i,1) = tempArray(2:101);
end
% generate logical array for values that are in the desired range of the decay
for i = 1:size(averageTraceDecayArray,1)
averageTraceDecayLogical(i,1) =...
((averageTraceMinVal*(decayStartValue/100)) < averageTraceDecayArray(i,1))...
&& (averageTraceDecayArray(i,1) < (averageTraceMinVal*(decayEndValue/100)));
end
% create selected decay array
averageTraceDecayArraySelect = averageTraceDecayArray(averageTraceDecayLogical,1);
averageTraceDecayArraySelect(:,2) = (1:length(averageTraceDecayArraySelect))/1000;
% fit single exponential decay to selected array
[fitobj,gof] =...
fit(averageTraceDecayArraySelect(:,2),averageTraceDecayArraySelect(:,1),'exp1','StartPoint',[0 -1]);
averageTraceTau = 1/fitobj.b;
averageTraceRsq = gof.rsquare;
if risePref == 0
averageTraceRiseTime = (averageTraceMinIndex - preEventSamples)/samplesPerMilliSecond;
averageTraceRiseSlope = averageTraceMinVal/averageTraceRiseTime;
return;
end
% interpolate between sample points to generate fine-scale array of rise values
averageTraceSub = averageTrace(preEventSamples+1:averageTraceMinIndex);
averageTraceRiseArray = [];
for i = 1:length(averageTraceSub)-1
tempArray = linspace(averageTraceSub(i,1), averageTraceSub(i+1,1),101);
averageTraceRiseArray(100*i-99:100*i,1) = tempArray(2:101);
end
% generate logical array for values that are in the desired range of the decay
for i = 1:size(averageTraceRiseArray,1)
averageTraceRiseLogical(i,1) =...
((averageTraceMinVal*(riseStartValue/100)) > averageTraceRiseArray(i,1))...
&& (averageTraceRiseArray(i,1) > (averageTraceMinVal*(riseEndValue/100)));
end
% create selected rise array
averageTraceRiseArraySelect = averageTraceRiseArray(averageTraceRiseLogical,1);
averageTraceRiseArraySelect(:,2) = (1:length(averageTraceRiseArraySelect))/100;
% measure selected rise array
averageTraceRiseTime =...
(averageTraceRiseArraySelect(end,2) - averageTraceRiseArraySelect(1,2))/...
samplesPerMilliSecond;
averageTraceRiseSlope =...
(averageTraceRiseArraySelect(end,1) - averageTraceRiseArraySelect(1,1))/...
averageTraceRiseTime*-1;
end
end