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GetEphysData.m
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GetEphysData.m
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% Get structure of electrophysiology data from .csv file and do early stage
% of analysis on the ephys data
function ephysData = GetEphysData(varargin)
% define passable options and default values
parser = inputParser();
parser.addParameter('masterFile', '')
parser.addParameter('ephysPath', '/Users/Maria/Desktop/Ephys')
parser.addParameter('maxChange_Cm', inf)
parser.addParameter('maxChange_Rm', inf)
parser.addParameter('maxChange_Ra', inf)
parser.addParameter('maxChange_Tau', inf)
parser.addParameter('maxChange_Hold', inf)
parser.addParameter('keepDataWithNoStats', true)
% get the options
parser.parse(varargin{:})
options = parser.Results;
if isempty( options.masterFile )
ephysPath = options.ephysPath;
if ephysPath(end) == filesep()
ephysPath = ephysPath(end-1);
end
%ind = find(ephysPath == filesep(), 1, 'last');
ind = strfind( ephysPath, filesep() ); ind = ind(end);
pathSpec = ephysPath(1:ind-1);
elseif exist( options.masterFile, 'dir' )
pathSpec = options.masterFile;
else
pathSpec = '.';
end
if exist( options.masterFile, 'file' ) ~= 2
[fileName, pathName] = uigetfile( fullfile(pathSpec, '*.csv'), ...
'Select master file' );
if ~ischar( fileName )
ephysData = [];
return
end
options.masterFile = fullfile( pathName, fileName );
end
% get the information contained in the master file
masterInfo = getMasterInfo( options );
% convert that information into a structure with information about
% experiment files
ephysData = raw2struct( masterInfo );
% get the appropriate analysis for each file
ephysData = getAnalysis(ephysData, options);
% select experiments where stats don't change too much
%ephysData = selectStableStats(ephysData, options);
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% get the information about experiments from the spreadsheet
function masterInfo = getMasterInfo(options)
[~, ~, fileType] = fileparts( options.masterFile );
if any( strcmp( fileType, {'.xls', '.xlsx', '.ods'} ))
[~, sheets] = xlsfinfo( options.masterFile );
[~, ~, sheet] = xlsread( options.masterFile, sheets{1} );
elseif strcmp( fileType, '.csv' )
fIn = fopen( options.masterFile, 'r' );
sheet = {};
row = 1;
textLine = fgetl( fIn );
while ischar( textLine )
newCells = strsplit( textLine, ',', 'CollapseDelimiters', false );
sheet(row,1:numel( newCells )) ...
= cellfun( @(s) strtrim(s), newCells, 'UniformOutput', false); %#ok<AGROW>
textLine = fgetl( fIn );
row = row + 1;
end
fclose( fIn );
end
masterInfo = sheet;
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Convert the more human-understandable spreadsheet into a more
% machine-understandable structure
function ephysData = raw2struct( sheet )
% first find the row of data headers.
% It starts with 'cell ID' in column 1
cellIdInd = find( strcmpi( sheet, 'cell ID' ), 1 );
[headerRow, ~] = ind2sub( size( sheet ), cellIdInd );
%headerRow = find( cellfun(@(c) strcmpi(c, 'cell ID'), sheet(:,1)) );
headers = sheet(headerRow, :);
% Figure out the experiment structure by looking at the two rows above
% the headers
phases = getExperimentPhases( sheet(headerRow-2,:), headers )
protocols = getExperimentProtocols( sheet(headerRow-1,:), headers );
% next figure out which columns to use. Nothing to the right of a cell
% that starts with 'Notes', and nothing that's empty
notesCol = find( cellfun( @(c) any( strfind( lower( c ), 'notes' ) ), ...
headers ) );
if isempty( notesCol )
lastCol = numel( headers );
else
lastCol = notesCol - 1;
end
useCols = arrayfun( @(n) ~isempty( headers{n} ), 1:lastCol );
% only use the information from those columns
headers = headers(useCols);
phases = phases(useCols);
protocols = protocols(useCols);
% read the data into a structure
ephysData = [];
numRows = size( sheet, 1 );
for rowNum = headerRow+1:numRows
row = sheet(rowNum,useCols);
cellInfo = struct();
for col = 1:numel( row )
header = headers{col}; phase = phases{col};
protocol = protocols{col};
sHeader = getSafeName(header); sPhase = getSafeName(phase);
sProtocol = getSafeName(protocol);
data = row{col};
if isempty( phase )
assert( isempty( protocol ), ...
['Don''t understand protocol ', protocol, 'with no phase'] )
cellInfo.(sHeader) = data;
elseif isempty( protocol )
cellInfo.(sPhase).(sHeader).fileName = data;
else
cellInfo.(sPhase).(sProtocol).(sHeader).fileName = data;
end
end
if ~isfield( cellInfo, 'folder' )
if ispc
cellInfo.folder = cellInfo.pc_path;
elseif ismac
cellInfo.folder = cellInfo.mac_path;
else
error( 'Don''t have linux path' )
end
end
ephysData = [ephysData, cellInfo]; %#ok<AGROW>
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Figure out what conditions (phases) the experiment is divided into, and
% how individual columns fit into the phases
function phases = getExperimentPhases(row, headers)
phases = cell( 1, numel( headers ) );
lastNonEmpty = '';
for n = 1:numel( headers )
if n <= numel( row ) && ~isempty( row{n} )
lastNonEmpty = row{n};
end
phases{n} = lastNonEmpty;
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Figure out what experimental protocols were used, and how individual
% columns fit into those protocols
function protocols = getExperimentProtocols(row, headers)
protocols = cell(1, length(headers));
lastNonEmpty = '';
stats = 'stat'; statsLen = numel( stats );
for n = 1:numel( headers )
if n <= numel( row )
if ~isempty( row{n} )
lastNonEmpty = row{n};
elseif numel( headers{n} ) >= statsLen ...
&& strcmpi( headers{n}(1:statsLen), stats )
lastNonEmpty = '';
end
end
protocols{n} = lastNonEmpty;
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Get rid of characters matlab doesn't like in variable names
function fieldName = getSafeName(sheetName)
fieldName = strrep( strrep( sheetName, ' ', '_' ), '-', '' );
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% get the appropriate analysis for each experimental file
function ephysData = getAnalysis(ephysFileData, options)
ephysData = [];
for n = 1:numel( ephysFileData )
ephysData = [ephysData, getCellAnalysis( ephysFileData(n), options )]; %#ok<AGROW>
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Get the appropriate analysis for an experimental file, or traverse the
% files of a given cell and get the appropriate analysis
function cellInfo = getCellAnalysis(cellFileInfo, options, folderName, ...
structName)
if nargin < 3 || isempty(folderName)
if isfield(cellFileInfo, 'folder')
% replace Ephys with the correct full path
folderName = strrep( cellFileInfo.folder, 'Ephys', options.ephysPath );
% make sure that filesep is consistant
folderName = strrep( strrep( folderName, '\', filesep ), ...
'/', filesep );
else
folderName = '';
end
end
if isfield(cellFileInfo, 'fileName')
% this is the lowest level of the data structure, get the data + analysis
fileName = cellFileInfo.fileName;
if isempty( fileName )
fileType = '';
else
[~,~,fileType] = fileparts(fileName);
end
switch fileType
case '.sta'
cellInfo = getAtfAnalysis(folderName, fileName, structName, options);
case '.abf'
cellInfo = getAbfAnalysis(folderName, fileName, structName, options);
case ''
% the file was empty
cellInfo = struct();
otherwise
error('Error analyzing %s - Don''t know how to open files of type %s', fileName, fileType)
end
else
% need to traverse further in the structure
cellInfo = struct();
for fieldName = fieldnames(cellFileInfo)'
fieldName = fieldName{1}; %#ok<FXSET>
if isstruct(cellFileInfo.(fieldName))
cellInfo.(fieldName) = getCellAnalysis(cellFileInfo.(fieldName), ...
options, folderName, fieldName);
else
cellInfo.(fieldName) = cellFileInfo.(fieldName);
end
end
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function analysis = getAtfAnalysis(folderName, fileName, structName, options) %#ok<INUSD>
% load data from .atf file and return it
if ~exist(folderName, 'dir')
folders = strsplit(folderName, filesep);
if isempty(folders{end})
folderName = folders{end-1};
else
folderName = folders{end};
end
end
if exist(folderName, 'dir') && ~isempty(fileName)
data = LoadAtf( fullfile(folderName, fileName) );
analysis = data;
else
analysis = struct();
end
analysis.fileName = fileName;
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function analysis = getAbfAnalysis(folderName, fileName, structName, options) %#ok<INUSD>
% load data from .abf file and perform appropriate analysis
if ~exist(folderName, 'dir')
folders = strsplit(folderName, filesep);
if isempty(folders{end})
folderName = folders{end-1};
else
folderName = folders{end};
end
end
if exist(folderName, 'dir') && ~isempty(fileName)
try
fullName = fullfile( folderName, fileName );
fprintf('Analyzing %s\n', fullName)
data = LoadAbf( fullName );
if strcmpi(structName, 'ISteps') || ...
(numel( structName ) >= 2 && strcmpi( structName(1:2), 'FI' ) )
close all
analysis = GetFICurve(data, 'plotSubject', fullName, 'debugPlots', true);
analysis.data = data;
elseif strcmpi(structName, 'Ramp')
analysis = AnalyzeCurrentRamp(data);
else
error('Don''t know how to analyze %s protocol', structName)
end
catch err
causeID = 'GetEphysData:getAbfAnalysis';
causeMessage = sprintf('Error processing %s', ...
fullfile(folderName, fileName));
causeException = MException( causeID, causeMessage );
rethrow( addCause( err, causeException ) )
end
else
analysis = struct();
end
analysis.fileName = fileName;
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function ephysData = selectStableStats(ephysData, options)
% select experiments where stats don't change too much
for n = 1:length(ephysData)
cell = ephysData(n);
for field = fieldnames(cell)'
field = field{1}; %#ok<FXSET>
if isstruct(cell.(field))
% this should be a struct containing stats and other files
ephysData(n).(field) = selectStableCellStats(cell.(field), options);
end
end
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function results = selectStableCellStats(results, options)
fieldNames = fieldnames(results);
isStat = cellfun( @(s) any(strfind(s, 'stats')), fieldNames);
assert(sum(isStat) == 2, ...
'Don''t know how to interpret conditions without two stats files')
statsA = results.(fieldNames{find(isStat, 1)});
statsB = results.(fieldNames{find(isStat, 1, 'last')});
if isfield(statsA, 'data')
statsA = statsA.data;
elseif options.keepDataWithNoStats
return % statsA is missing, so keep origResults
else
results = struct(); % statsA is missing, so call results unstable
return
end
if isfield(statsB, 'data')
statsB = statsB.data;
elseif options.keepDataWithNoStats
return % statsB is missing, so keep origResults
else
results = struct(); % statsB is missing, so call results unstable
return
end
statFields = fieldnames(statsA);
assert( isequal(statFields, fieldnames(statsB)), ...
'Different stats files have different kinds of saved stats!' )
for n = 1:length(statFields)
sName = statFields{n};
if strcmpi(sName, 'Time')
continue % don't check if time has changed :)
end
maxChange = getMaxChange(sName, options);
A = statsA.(sName); medianA = median(A); maxA = max(A) ; minA = min(A);
B = statsB.(sName); medianB = median(B); maxB = max(B) ; minB = min(B);
changeA = 2 * (maxA - minA) / (abs(maxA + minA) + 1e-15);
changeB = 2 * (maxB - minB) / (abs(maxB + minB) + 1e-15);
changeAB = 2 * abs(medianA - medianB) / (abs(medianA + medianB) + 1e-15);
if changeA > maxChange || changeB > maxChange || changeAB > maxChange
% too much change, so return an empty structure (nothing is reliable)
results = struct();
return
end
end
% these results passed the test, so return them as reliable
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function maxChange = getMaxChange(statName, options)
statName = [upper(statName(1)), lower(statName(2:end))];
maxChange = options.(sprintf('maxChange_%s', statName));
end