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pareto_rank_tool.m
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pareto_rank_tool.m
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function varargout = pareto_rank_tool(varargin)
% PARETO_RANK_TOOL MATLAB code for pareto_rank_tool.fig
% PARETO_RANK_TOOL, by itself, creates a new PARETO_RANK_TOOL or raises the existing
% singleton*.
%
% H = PARETO_RANK_TOOL returns the handle to a new PARETO_RANK_TOOL or the handle to
% the existing singleton*.
%
% PARETO_RANK_TOOL('CALLBACK',hObject,eventData,handles,...) calls the local
% function named CALLBACK in PARETO_RANK_TOOL.M with the given input arguments.
%
% PARETO_RANK_TOOL('Property','Value',...) creates a new PARETO_RANK_TOOL or raises the
% existing singleton*. Starting from the left, property value pairs are
% applied to the GUI before pareto_rank_tool_OpeningFcn gets called. An
% unrecognized property name or invalid value makes property application
% stop. All inputs are passed to pareto_rank_tool_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 pareto_rank_tool
% Last Modified by GUIDE v2.5 18-Mar-2015 11:58:09
% Begin initialization code - DO NOT EDIT
gui_Singleton = 1;
gui_State = struct('gui_Name', mfilename, ...
'gui_Singleton', gui_Singleton, ...
'gui_OpeningFcn', @pareto_rank_tool_OpeningFcn, ...
'gui_OutputFcn', @pareto_rank_tool_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 pareto_rank_tool is made visible.
function pareto_rank_tool_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 pareto_rank_tool (see VARARGIN)
% Choose default command line output for pareto_rank_tool
handles.output = hObject;
% Update handles structure
guidata(hObject, handles);
if length(varargin)>0,smp=varargin{1};else,return;end
main_data=get(handles.pareto_rank_root,'UserData');
main_data.algo='pareto';%ranking algorithm
main_data.norm='sd';%normalization scheme
%main_data.pcnt=smp.pcnt;
%main_data.ncnt=smp.ncnt;
%main_data.gsymb=smp.gsymb;
%main_data.uniq_locs=smp.uniq_locs;
main_data.smp=varargin{1};
main_data.sample_list=varargin{2};
set(handles.pareto_rank_root,'UserData',main_data);
% --- Outputs from this function are returned to the command line.
function varargout = pareto_rank_tool_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
varargout{1} = handles.output;
% --- Executes on button press in pushbutton1.
function pushbutton1_Callback(hObject, eventdata, handles)
% hObject handle to pushbutton1 (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
main_data=get(handles.pareto_rank_root,'UserData');
sample_data=get(main_data.sample_list,'UserData');
n=length(sample_data.gsymb);
%by default normalize by seq depth
pc=sample_data.pcnt;nc=sample_data.ncnt;
sdsf=sum(pc)/sum(nc);
nc=nc*sdsf;
if strcmp(main_data.norm,'uc')
[fname,pname]=uigetfile('*.*','Select a normalization file...');
if ~isstr(fname),return; end
h=waitbar(0,['loading ' regexprep(fname,'_','\\_') ' ...']);
f=fopen(fullfile(pname,fname));
%the assumed format is TSV with fields: norm_seq_grp norm_seq_id
%control_read_count treatment_read_count
%norm_seq_grp and norm_seq_id are strings and read_count is numeric
D=textscan(f,'%s%s%n%n','Delimiter','\t','CommentStyle','#','HeaderLines',1);
fclose(f);
tmed=median(D{4});
cmed=median(D{3}*sdsf);
nc=nc*tmed/cmed;
waitbar(1,h,'Done!');
delete(h)
end
h=waitbar(0.25,'Computing ranking...');
slt=get(handles.memory_menu,'Value');
if slt~=3
clus=parcluster('local');
nw=clus.NumWorkers;
if slt==2, parpool(max(1,floor(nw/2)));
else, parpool; end
[~,~,rnk,mlodz,nsh,ntar,ndes] = pareto_rank_par(pc,nc,n,sample_data.uniq_locs);
else
[~,~,rnk,mlodz,nsh,ntar,ndes] = pareto_rank(pc,nc,n,sample_data.uniq_locs);
end
sample_data.prank=rnk;sample_data.mlodz=mlodz;
sample_data.nsh=nsh;sample_data.ntar=ntar;
sample_data.ndes=ndes;
%library swap for FDR estimate
waitbar(0.5,h,'Performing library swap...');
[~,~,nrnk,~,~,~,~] = pareto_rank_par(nc,pc,n,sample_data.uniq_locs);
delete(gcp('nocreate'));
waitbar(0.75,h,'Computing FDR...');
tfdr=zeros(max(rnk),1);
for i=1:length(tfdr)
tfdr(i)=1/n+length(find(rnk<=rnk(i)&nrnk<=rnk(i)))/length(find(rnk<=rnk(i)));
end
for i=1:length(tfdr),tfdr(i)=min(tfdr(rnk>=rnk(i)));end %compute q-value
sample_data.fdr=ones(size(sample_data.mlodz));
for i=1:length(sample_data.gsymb)
if ~(sample_data.mlodz(i)<=0||sample_data.nsh(i)<1)
sample_data.fdr(i)=tfdr(i);
end
end%annotate genes
waitbar(1,h,'Done!');
%sample_data.sample_name=main_data.sample_name;
set(main_data.sample_list,'UserData',sample_data);
delete(h);
[fname,pname]=uiputfile('screen_results.tsv','Select a file to write to...');
if ~isstr(fname)|isempty(fname),close(handles.pareto_rank_root);end
f=fopen(fullfile(pname,fname),'w');
fprintf(f,'gene\trank\tfdr\teffect_size\t#_active_guide-RNA\n');
[~,sidx]=sort(sample_data.prank);
h=waitbar(0,'Writing results to file...');
for i=1:length(sample_data.gsymb)
waitbar(i/length(sample_data.gsymb),h,'Writing results to file...');
fprintf(f,'%s\t',sample_data.gsymb{sidx(i)});
fprintf(f,'%i\t',sample_data.prank(sidx(i)));
fprintf(f,'%i\t',sample_data.fdr(sidx(i)));
fprintf(f,'%g\t',sample_data.mlodz(sidx(i)));
fprintf(f,'%i\n',sample_data.nsh(sidx(i)));
end
delete(h);
fclose(f);
close(handles.pareto_rank_root);
% --- Executes on selection change in norm_menu.
function norm_menu_Callback(hObject, eventdata, handles)
% hObject handle to norm_menu (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: contents = cellstr(get(hObject,'String')) returns norm_menu contents as cell array
% contents{get(hObject,'Value')} returns selected item from norm_menu
main_data=get(handles.pareto_rank_root,'UserData');
contents = cellstr(get(hObject,'String'));
s=contents{get(hObject,'Value')};
if strcmp(s,'Sequencing depth (default)'), main_data.norm='sd';
elseif strcmp(s,'User control sequences'), main_data.norm='uc';
end
set(handles.pareto_rank_root,'UserData',main_data);
% --- Executes during object creation, after setting all properties.
function norm_menu_CreateFcn(hObject, eventdata, handles)
% hObject handle to norm_menu (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: popupmenu 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
set(hObject,'String',{'Sequencing depth (default)','User control sequences'});
% --- Executes on selection change in memory_menu.
function memory_menu_Callback(hObject, eventdata, handles)
% hObject handle to memory_menu (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles structure with handles and user data (see GUIDATA)
% Hints: contents = cellstr(get(hObject,'String')) returns memory_menu contents as cell array
% contents{get(hObject,'Value')} returns selected item from memory_menu
% --- Executes during object creation, after setting all properties.
function memory_menu_CreateFcn(hObject, eventdata, handles)
% hObject handle to memory_menu (see GCBO)
% eventdata reserved - to be defined in a future version of MATLAB
% handles empty - handles not created until after all CreateFcns called
% Hint: popupmenu 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