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Main_Figure5.html
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<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN">
<html><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge,IE=9,chrome=1"><meta name="generator" content="MATLAB R2019b"><title>Untitled</title><style type="text/css">.rtcContent { padding: 30px; } .S0 { margin: 3px 10px 5px 4px; padding: 0px; line-height: 20px; min-height: 0px; white-space: pre-wrap; color: rgb(60, 60, 60); font-family: Helvetica, Arial, sans-serif; font-style: normal; font-size: 20px; font-weight: 700; text-align: left; }
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.S8 { border-left: 0.989583px solid rgb(233, 233, 233); border-right: 0.989583px solid rgb(233, 233, 233); border-top: 0px none rgb(0, 0, 0); border-bottom: 0.989583px solid rgb(233, 233, 233); border-radius: 0px; padding: 0px 45px 4px 13px; line-height: 16.996px; min-height: 18px; white-space: nowrap; color: rgb(0, 0, 0); font-family: Menlo, Monaco, Consolas, "Courier New", monospace; font-size: 14px; }
.S9 { color: rgb(64, 64, 64); padding: 10px 0px 6px 17px; background: rgb(255, 255, 255) none repeat scroll 0% 0% / auto padding-box border-box; font-family: Menlo, Monaco, Consolas, "Courier New", monospace; font-size: 14px; overflow-x: hidden; line-height: 16.996px; }</style></head><body><div class = rtcContent><h2 class = 'S0'><span>Matlab code for generateing main figure 5 in the following paper:</span></h2><div class = 'S1'><a href = "https://www.nature.com/articles/s41467-020-18075-7"><span>Single cell transcriptomics of human epidermis identifies basal stem cell transition states</span></a><span>, S. Wang, M. Drummond, C.Guerrero-Juarez, E.Tarapore, A.MacLean, A. Stabell, S. Wu, G. Gutierrez, B. That, C. Benavente, Q. Nie & S. X. Atwood, Nature Communications, 2020.</span></div><ul class = 'S2'><li class = 'S3'><span>All the results are generated by applying SoptSC to the single-cell rna-seq data, for detailed useage of SoptSC, please refer to</span></li><li class = 'S3'><a href = "https://github.com/WangShuxiong/SoptSC"><span style=' text-decoration: underline;'>https://github.com/WangShuxiong/SoptSC</span></a></li><li class = 'S3'><span>Some figures are generated using custermized code below</span></li></ul><div class="CodeBlock"><div class="inlineWrapper"><div class = 'S4'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">% Add tools into matlab path</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'Data'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'NNDSVD'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'symnmf2'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'EE'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'vinlinplot'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'scTools'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'scTools/graphViz2Mat1'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'Cell_Cell_Communication'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'gephi'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S6'><span style="white-space: pre;"><span>addpath(</span><span style="color: rgb(160, 32, 240);">'Results'</span><span>);</span></span></div></div></div><h4 class = 'S7'><span>Step 1 (Required)</span></h4><div class = 'S1'><span>Load data</span></div><div class="CodeBlock"><div class="inlineWrapper"><div class = 'S4'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">%% Step 1: load data</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>load </span><span style="color: rgb(160, 32, 240);">Data/Data_Figure5.mat</span><span>;</span></span></div></div><div class="inlineWrapper"><div class = 'S5'></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">% set folder to save all figures</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>folder = </span><span style="color: rgb(160, 32, 240);">'Results\Fig5'</span><span>;</span></span></div></div><div class="inlineWrapper"><div class = 'S6'><span style="white-space: pre;"><span>folder1 = </span><span style="color: rgb(160, 32, 240);">'Results/Fig5'</span><span>;</span></span></div></div></div><div class="CodeBlock"><div class="inlineWrapper"><div class = 'S4'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">%% Fig5A</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>figname = </span><span style="color: rgb(160, 32, 240);">'Fig5A'</span><span>;</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>method = </span><span style="color: rgb(160, 32, 240);">'GRAPH'</span><span>;</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>cluster_order = 1:Data_Figure5.No_cluster; </span><span style="color: rgb(60, 118, 61);">% cluster orders for plots</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>plot_cluster(Data_Figure5.latent,Data_Figure5.cluster_label,Data_Figure5.No_cluster,Data_Figure5.cluster_legend,folder,</span><span style="color: rgb(0, 0, 255);">...</span></span></div></div><div class="inlineWrapper outputs"><div class = 'S8'><span style="white-space: pre;"><span> cluster_order,method,figname,Data_Figure5.cluster_color);</span></span></div><div class 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" 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" style="width: 100%; height: auto;"></div></div></div></div></div></div></div><div class="CodeBlock"><div class="inlineWrapper"><div class = 'S4'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">%% Fig5D</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>method = </span><span style="color: rgb(160, 32, 240);">'GRAPH'</span><span>;</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>figname = </span><span style="color: rgb(160, 32, 240);">'Fig5D'</span><span>;</span></span></div></div><div class="inlineWrapper outputs"><div class = 'S8'><span style="white-space: pre;"><span>plot_pseudotime(Data_Figure5.latent,Data_Figure5.pseudotime,folder,figname,method);</span></span></div><div class = 'S9'><div class="inlineElement eoOutputWrapper embeddedOutputsFigure" uid="9E5109B6" data-testid="output_2" style="width: 1159.02px;"><div class="figureElement" 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" style="width: 100%; height: auto;"></div></div></div></div></div></div></div><div class="CodeBlock"><div class="inlineWrapper"><div class = 'S4'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">%% Fig5F</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>figname = </span><span style="color: rgb(160, 32, 240);">'Fig5F'</span><span>;</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>Marker = {</span><span style="color: rgb(160, 32, 240);">'KRT14'</span><span>;</span><span style="color: rgb(160, 32, 240);">'KRT10'</span><span>};</span></span></div></div><div class="inlineWrapper"><div class = 'S5'></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">%</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>[~,~,Mk_idx] = intersect(Marker,Data_Figure5.allgenes,</span><span style="color: rgb(160, 32, 240);">'stable'</span><span>);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>data_mk = Data_Figure5.data(Mk_idx,:);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>Mk_in_list = Data_Figure5.allgenes(Mk_idx);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>data_mk1_mean = data_mk(1,:);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>data_mk2_mean = data_mk(2,:);</span></span></div></div><div class="inlineWrapper"><div class = 'S5'></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span style="color: rgb(60, 118, 61);">%% average with each cluster</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span style="color: rgb(0, 0, 255);">for </span><span>i = 1:Data_Figure5.No_cluster</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span> </span><span class="warning_squiggle_rte">data_mk1_mean_C</span><span>(i) = mean(data_mk1_mean(Data_Figure5.cluster_label==i));</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span> </span><span class="warning_squiggle_rte">data_mk2_mean_C</span><span>(i) = mean(data_mk2_mean(Data_Figure5.cluster_label==i));</span></span></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span style="color: rgb(0, 0, 255);">end</span></span></div></div><div class="inlineWrapper"><div class = 'S5'></div></div><div class="inlineWrapper"><div class = 'S5'><span style="white-space: pre;"><span>order = 1:Data_Figure5.No_cluster;</span></span></div></div><div class="inlineWrapper outputs"><div class = 'S8'><span style="white-space: pre;"><span>plot_KRT1014(Data_Figure5.cluster_legend,Marker,order,data_mk1_mean_C,data_mk2_mean_C,folder,figname);</span></span></div><div class = 'S9'><div class="inlineElement eoOutputWrapper embeddedOutputsFigure" uid="2C26B40E" data-testid="output_3" style="width: 1159.02px;"><div class="figureElement" style="cursor: default;"><div class="figureContainingNode" style="width: 360px; max-width: 100%; display: inline-block;"><div class="GraphicsView" data-dojo-attach-point="graphicsViewNode,backgroundColorNode" id="uniqName_219_12" widgetid="uniqName_219_12" style="width: 100%; height: auto;"><img class="ImageView figureImage" data-dojo-attach-point="imageViewNode" draggable="false" ondragstart="return false;" id="uniqName_219_14" widgetid="uniqName_219_14" 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" 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##### SOURCE BEGIN #####
%% Matlab code for generateing main figure 5 in the following paper:
% <https://www.nature.com/articles/s41467-020-18075-7 Single cell transcriptomics
% of human epidermis identifies basal stem cell transition states>, S. Wang, M.
% Drummond, C.Guerrero-Juarez, E.Tarapore, A.MacLean, A. Stabell, S. Wu, G. Gutierrez,
% B. That, C. Benavente, Q. Nie & S. X. Atwood, Nature Communications, 2020.
%%
% * All the results are generated by applying SoptSC to the single-cell rna-seq
% data, for detailed useage of SoptSC, please refer to
% * <https://github.com/WangShuxiong/SoptSC https://github.com/WangShuxiong/SoptSC>
% * Some figures are generated using custermized code below
% Add tools into matlab path
addpath('Data');
addpath('NNDSVD');
addpath('symnmf2');
addpath('EE');
addpath('vinlinplot');
addpath('scTools');
addpath('scTools/graphViz2Mat1');
addpath('Cell_Cell_Communication');
addpath('gephi');
addpath('Results');
% Step 1 (Required)
% Load data
%% Step 1: load data
load Data/Data_Figure5.mat;
% set folder to save all figures
folder = 'Results\Fig5';
folder1 = 'Results/Fig5';
%%
%% Fig5A
figname = 'Fig5A';
method = 'GRAPH';
cluster_order = 1:Data_Figure5.No_cluster; % cluster orders for plots
plot_cluster(Data_Figure5.latent,Data_Figure5.cluster_label,Data_Figure5.No_cluster,Data_Figure5.cluster_legend,folder,...
cluster_order,method,figname,Data_Figure5.cluster_color);
%%
%% Fig5B
figname = 'Fig5B';
topn = 10;
GC_htmp_DE_lgd(Data_Figure5.data,Data_Figure5.allgenes,Data_Figure5.cluster_label,topn,Data_Figure5.cluster_legend,figname,...
folder,folder1);
%%
%% Fig5D
method = 'GRAPH';
figname = 'Fig5D';
plot_pseudotime(Data_Figure5.latent,Data_Figure5.pseudotime,folder,figname,method);
%%
%% Fig5F
figname = 'Fig5F';
Marker = {'KRT14';'KRT10'};
%
[~,~,Mk_idx] = intersect(Marker,Data_Figure5.allgenes,'stable');
data_mk = Data_Figure5.data(Mk_idx,:);
Mk_in_list = Data_Figure5.allgenes(Mk_idx);
data_mk1_mean = data_mk(1,:);
data_mk2_mean = data_mk(2,:);
%% average with each cluster
for i = 1:Data_Figure5.No_cluster
data_mk1_mean_C(i) = mean(data_mk1_mean(Data_Figure5.cluster_label==i));
data_mk2_mean_C(i) = mean(data_mk2_mean(Data_Figure5.cluster_label==i));
end
order = 1:Data_Figure5.No_cluster;
plot_KRT1014(Data_Figure5.cluster_legend,Marker,order,data_mk1_mean_C,data_mk2_mean_C,folder,figname);
##### SOURCE END #####
--></body></html>