From d3461a96d8dc0854f3cbd8a6d864af1259118eb6 Mon Sep 17 00:00:00 2001
From: Venkat Malladi <Venkat.Malladi@utsouthwestern.edu>
Date: Fri, 24 Mar 2017 11:17:44 -0500
Subject: [PATCH] Update matrix analysis for better clustering.

---
 GRO_seq_TFSEE/box_plot_cluster_1.png          | Bin 12504 -> 12436 bytes
 GRO_seq_TFSEE/box_plot_cluster_2.png          | Bin 10582 -> 14467 bytes
 GRO_seq_TFSEE/box_plot_cluster_3.png          | Bin 10460 -> 10268 bytes
 GRO_seq_TFSEE/box_plot_cluster_3_tfs_fpkm.png | Bin 13218 -> 0 bytes
 GRO_seq_TFSEE/box_plot_cluster_4.png          | Bin 13964 -> 10427 bytes
 ... => box_plot_cluster_4_enhancers_rpkm.png} | Bin
 GRO_seq_TFSEE/box_plot_cluster_4_tfs_fpkm.png | Bin 0 -> 13125 bytes
 GRO_seq_TFSEE/cluster_4_enhancers.csv         | 571 ++++++++++++++++++
 GRO_seq_TFSEE/cluster_4_tfs.csv               |  35 ++
 GRO_seq_TFSEE/clustering_tfs.csv              | 157 +++++
 GRO_seq_TFSEE/k_means_clustering.png          | Bin 49370 -> 43608 bytes
 GRO_seq_TFSEE/matrix_analysis.py              |  81 +--
 12 files changed, 806 insertions(+), 38 deletions(-)
 delete mode 100644 GRO_seq_TFSEE/box_plot_cluster_3_tfs_fpkm.png
 rename GRO_seq_TFSEE/{box_plot_cluster_3_enhancers_rpkm.png => box_plot_cluster_4_enhancers_rpkm.png} (100%)
 create mode 100644 GRO_seq_TFSEE/box_plot_cluster_4_tfs_fpkm.png
 create mode 100644 GRO_seq_TFSEE/cluster_4_enhancers.csv
 create mode 100644 GRO_seq_TFSEE/cluster_4_tfs.csv
 create mode 100644 GRO_seq_TFSEE/clustering_tfs.csv

diff --git a/GRO_seq_TFSEE/box_plot_cluster_1.png b/GRO_seq_TFSEE/box_plot_cluster_1.png
index 89826079f304525794c9d44bd6e634a64b173f53..d7fcb41e968d761ab856b20d8aa7ad93335af9bb 100644
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diff --git a/GRO_seq_TFSEE/box_plot_cluster_3_enhancers_rpkm.png b/GRO_seq_TFSEE/box_plot_cluster_4_enhancers_rpkm.png
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diff --git a/GRO_seq_TFSEE/box_plot_cluster_4_tfs_fpkm.png b/GRO_seq_TFSEE/box_plot_cluster_4_tfs_fpkm.png
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diff --git a/GRO_seq_TFSEE/cluster_4_enhancers.csv b/GRO_seq_TFSEE/cluster_4_enhancers.csv
new file mode 100644
index 0000000..44229c2
--- /dev/null
+++ b/GRO_seq_TFSEE/cluster_4_enhancers.csv
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diff --git a/GRO_seq_TFSEE/cluster_4_tfs.csv b/GRO_seq_TFSEE/cluster_4_tfs.csv
new file mode 100644
index 0000000..d58e605
--- /dev/null
+++ b/GRO_seq_TFSEE/cluster_4_tfs.csv
@@ -0,0 +1,35 @@
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diff --git a/GRO_seq_TFSEE/clustering_tfs.csv b/GRO_seq_TFSEE/clustering_tfs.csv
new file mode 100644
index 0000000..f2bea32
--- /dev/null
+++ b/GRO_seq_TFSEE/clustering_tfs.csv
@@ -0,0 +1,157 @@
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diff --git a/GRO_seq_TFSEE/k_means_clustering.png b/GRO_seq_TFSEE/k_means_clustering.png
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diff --git a/GRO_seq_TFSEE/matrix_analysis.py b/GRO_seq_TFSEE/matrix_analysis.py
index d15ca83..cec6eaf 100644
--- a/GRO_seq_TFSEE/matrix_analysis.py
+++ b/GRO_seq_TFSEE/matrix_analysis.py
@@ -393,11 +393,12 @@ from sklearn.cluster import KMeans
 from sklearn.decomposition import PCA
 from sklearn.preprocessing import scale
 from sklearn.manifold import TSNE
+plt..style.use('classic')
 
 
 #TNSE
-tnse = TSNE(n_components=2, random_state=1)
-tnse_fit = model.fit_transform(cell_tf_values_std)
+tnse = TSNE(n_components=2, random_state=0)
+tnse_fit = tnse.fit_transform(cell_tf_values_std)
 
 k_model = KMeans(n_clusters=4,random_state=1).fit(cell_tf_values_std)
 labels = k_model.labels_
@@ -440,6 +441,8 @@ plt.clf()
 cell_tf_values_std_cluster = cell_tf_values_std
 cell_tf_values_std_cluster['cluster'] = list(labels)
 
+cell_tf_values_std_cluster.to_csv('clustering_tfs.csv')
+
 cell_tf_values_std_cluster_1 = cell_tf_values_std_cluster.loc[cell_tf_values_std_cluster['cluster'] == 0]
 cell_tf_values_std_cluster_2 = cell_tf_values_std_cluster.loc[cell_tf_values_std_cluster['cluster'] == 1]
 cell_tf_values_std_cluster_3 = cell_tf_values_std_cluster.loc[cell_tf_values_std_cluster['cluster'] == 2]
@@ -478,7 +481,7 @@ plt.tick_params(axis='y', direction='out')
 plt.tick_params(axis='x', direction='out')
 plt.tick_params(top='off', right='off')
 plt.grid(b=False)
-plt.ylim((-1.5,3.5))
+plt.ylim((-1.5,2.5))
 plt.xticks([1,2,3,4,5], ['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'])
 plt.savefig('box_plot_cluster_2.png')
 plt.clf()
@@ -494,7 +497,7 @@ plt.tick_params(axis='y', direction='out')
 plt.tick_params(axis='x', direction='out')
 plt.tick_params(top='off', right='off')
 plt.grid(b=False)
-plt.ylim((-1.5,4))
+plt.ylim((-1.5,3.5))
 plt.xticks([1,2,3,4,5], ['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'])
 plt.savefig('box_plot_cluster_3.png')
 plt.clf()
@@ -511,14 +514,14 @@ plt.tick_params(axis='y', direction='out')
 plt.tick_params(axis='x', direction='out')
 plt.tick_params(top='off', right='off')
 plt.grid(b=False)
-plt.ylim((-1.5,2))
+plt.ylim((-1.5,4.5))
 plt.xticks([1,2,3,4,5], ['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'])
 plt.savefig('box_plot_cluster_4.png')
 plt.clf()
 
 
 # Wilcox rank sum test:
-# Cluster 1 1 e-5
+# Cluster 1 1 e-4
 scipy.stats.ranksums(cell_tf_values_std_cluster_1['ES_D0'],cell_tf_values_std_cluster_1['ES_D2'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_1['ES_D0'],cell_tf_values_std_cluster_1['ES_D5'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_1['ES_D0'],cell_tf_values_std_cluster_1['ES_D7'])
@@ -535,7 +538,7 @@ scipy.stats.ranksums(cell_tf_values_std_cluster_1['ES_D5'],cell_tf_values_std_cl
 scipy.stats.ranksums(cell_tf_values_std_cluster_1['ES_D7'],cell_tf_values_std_cluster_1['ES_D10'])
 
 
-# Cluster 2 1 e-5
+# Cluster 2 1 e-4
 scipy.stats.ranksums(cell_tf_values_std_cluster_2['ES_D0'],cell_tf_values_std_cluster_2['ES_D2'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_2['ES_D0'],cell_tf_values_std_cluster_2['ES_D5'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_2['ES_D0'],cell_tf_values_std_cluster_2['ES_D7'])
@@ -551,7 +554,7 @@ scipy.stats.ranksums(cell_tf_values_std_cluster_2['ES_D5'],cell_tf_values_std_cl
 
 scipy.stats.ranksums(cell_tf_values_std_cluster_2['ES_D7'],cell_tf_values_std_cluster_2['ES_D10'])
 
-# Cluster 3 1 e-5
+# Cluster 3 1 e-4
 scipy.stats.ranksums(cell_tf_values_std_cluster_3['ES_D0'],cell_tf_values_std_cluster_3['ES_D2'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_3['ES_D0'],cell_tf_values_std_cluster_3['ES_D5'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_3['ES_D0'],cell_tf_values_std_cluster_3['ES_D7'])
@@ -567,7 +570,7 @@ scipy.stats.ranksums(cell_tf_values_std_cluster_3['ES_D5'],cell_tf_values_std_cl
 
 scipy.stats.ranksums(cell_tf_values_std_cluster_3['ES_D7'],cell_tf_values_std_cluster_3['ES_D10'])
 
-# Cluster 4 1 e-5
+# Cluster 4 1 e-4
 scipy.stats.ranksums(cell_tf_values_std_cluster_4['ES_D0'],cell_tf_values_std_cluster_4['ES_D2'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_4['ES_D0'],cell_tf_values_std_cluster_4['ES_D5'])
 scipy.stats.ranksums(cell_tf_values_std_cluster_4['ES_D0'],cell_tf_values_std_cluster_4['ES_D7'])
@@ -584,10 +587,11 @@ scipy.stats.ranksums(cell_tf_values_std_cluster_4['ES_D5'],cell_tf_values_std_cl
 scipy.stats.ranksums(cell_tf_values_std_cluster_4['ES_D7'],cell_tf_values_std_cluster_4['ES_D10'])
 
 
-# Look at Cluster 3 for expression of TF's
-cluster3_tfs = tf_cell_lines.loc[cell_tf_values_std_cluster_3.index.values]
+# Look at Cluster 4 for expression of TF's
+cluster4_tfs = tf_cell_lines.loc[cell_tf_values_std_cluster_4.index.values]
+cluster4_tfs.to_csv("cluster_4_tfs.csv")
 
-box = cluster3_tfs.boxplot(column=['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'],patch_artist=True,showfliers=False,manage_xticks=False,widths = 0.6, medianprops = medianprops)
+box = cluster4_tfs.boxplot(column=['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'],patch_artist=True,showfliers=False,manage_xticks=False,widths = 0.6, medianprops = medianprops)
 plt.setp(box['whiskers'], color='k', linestyle='-', linewidth = 3)
 plt.setp(box['boxes'], color='k', linestyle='-', linewidth = 3)
 
@@ -600,32 +604,33 @@ plt.tick_params(top='off', right='off')
 plt.grid(b=False)
 plt.ylim((-5,65))
 plt.xticks([1,2,3,4,5], ['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'])
-plt.savefig('box_plot_cluster_3_tfs_fpkm.png')
+plt.savefig('box_plot_cluster_4_tfs_fpkm.png')
 plt.clf()
 
-# Cluster tfs 1 e-4
-scipy.stats.ranksums(cluster3_tfs['ES_D0'],cluster3_tfs['ES_D2'])
-scipy.stats.ranksums(cluster3_tfs['ES_D0'],cluster3_tfs['ES_D5'])
-scipy.stats.ranksums(cluster3_tfs['ES_D0'],cluster3_tfs['ES_D7'])
-scipy.stats.ranksums(cluster3_tfs['ES_D0'],cluster3_tfs['ES_D10'])
+# Cluster tfs 1 e-3
+scipy.stats.ranksums(cluster4_tfs['ES_D0'],cluster4_tfs['ES_D2'])
+scipy.stats.ranksums(cluster4_tfs['ES_D0'],cluster4_tfs['ES_D5'])
+scipy.stats.ranksums(cluster4_tfs['ES_D0'],cluster4_tfs['ES_D7'])
+scipy.stats.ranksums(cluster4_tfs['ES_D0'],cluster4_tfs['ES_D10'])
 
 
-scipy.stats.ranksums(cluster3_tfs['ES_D2'],cluster3_tfs['ES_D5'])
-scipy.stats.ranksums(cluster3_tfs['ES_D2'],cluster3_tfs['ES_D7'])
-scipy.stats.ranksums(cluster3_tfs['ES_D2'],cluster3_tfs['ES_D10'])
+scipy.stats.ranksums(cluster4_tfs['ES_D2'],cluster4_tfs['ES_D5'])
+scipy.stats.ranksums(cluster4_tfs['ES_D2'],cluster4_tfs['ES_D7'])
+scipy.stats.ranksums(cluster4_tfs['ES_D2'],cluster4_tfs['ES_D10'])
 
-scipy.stats.ranksums(cluster3_tfs['ES_D5'],cluster3_tfs['ES_D7'])
-scipy.stats.ranksums(cluster3_tfs['ES_D5'],cluster3_tfs['ES_D10'])
+scipy.stats.ranksums(cluster4_tfs['ES_D5'],cluster4_tfs['ES_D7'])
+scipy.stats.ranksums(cluster4_tfs['ES_D5'],cluster4_tfs['ES_D10'])
 
-scipy.stats.ranksums(cluster3_tfs['ES_D7'],cluster3_tfs['ES_D10'])
+scipy.stats.ranksums(cluster4_tfs['ES_D7'],cluster4_tfs['ES_D10'])
 
 
 
 
-cluster3_motifs = motif_enhancers.loc[cell_tf_values_std_cluster_3.index.values]
-cluster3_enhancers = only_rpkm_values.loc[cluster3_motifs.loc[:, (cluster3_motifs != 0).all(axis=0)].columns.values]
+cluster4_motifs = motif_enhancers.loc[cell_tf_values_std_cluster_4.index.values]
+cluster4_enhancers = only_rpkm_values.loc[cluster4_motifs.loc[:, (cluster4_motifs != 0).all(axis=0)].columns.values]
+cluster4_enhancers.to_csv("cluster_4_enhancers.csv")
 
-box = cluster3_enhancers.boxplot(column=['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'],patch_artist=True,showfliers=False,manage_xticks=False,widths = 0.6, medianprops = medianprops)
+box = cluster4_enhancers.boxplot(column=['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'],patch_artist=True,showfliers=False,manage_xticks=False,widths = 0.6, medianprops = medianprops)
 plt.setp(box['whiskers'], color='k', linestyle='-', linewidth = 3)
 plt.setp(box['boxes'], color='k', linestyle='-', linewidth = 3)
 
@@ -638,24 +643,24 @@ plt.tick_params(top='off', right='off')
 plt.grid(b=False)
 plt.ylim((-5,105))
 plt.xticks([1,2,3,4,5], ['ES_D0', 'ES_D2', 'ES_D5', 'ES_D7',  'ES_D10'])
-plt.savefig('box_plot_cluster_3_enhancers_rpkm.png')
+plt.savefig('box_plot_cluster_4_enhancers_rpkm.png')
 plt.clf()
 
 # Cluster tfs 1 e-4
-scipy.stats.ranksums(cluster3_enhancers['ES_D0'],cluster3_enhancers['ES_D2'])
-scipy.stats.ranksums(cluster3_enhancers['ES_D0'],cluster3_enhancers['ES_D5'])
-scipy.stats.ranksums(cluster3_enhancers['ES_D0'],cluster3_enhancers['ES_D7'])
-scipy.stats.ranksums(cluster3_enhancers['ES_D0'],cluster3_enhancers['ES_D10'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D0'],cluster4_enhancers['ES_D2'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D0'],cluster4_enhancers['ES_D5'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D0'],cluster4_enhancers['ES_D7'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D0'],cluster4_enhancers['ES_D10'])
 
 
-scipy.stats.ranksums(cluster3_enhancers['ES_D2'],cluster3_enhancers['ES_D5'])
-scipy.stats.ranksums(cluster3_enhancers['ES_D2'],cluster3_enhancers['ES_D7'])
-scipy.stats.ranksums(cluster3_enhancers['ES_D2'],cluster3_enhancers['ES_D10'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D2'],cluster4_enhancers['ES_D5'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D2'],cluster4_enhancers['ES_D7'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D2'],cluster4_enhancers['ES_D10'])
 
-scipy.stats.ranksums(cluster3_enhancers['ES_D5'],cluster3_enhancers['ES_D7'])
-scipy.stats.ranksums(cluster3_enhancers['ES_D5'],cluster3_enhancers['ES_D10'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D5'],cluster4_enhancers['ES_D7'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D5'],cluster4_enhancers['ES_D10'])
 
-scipy.stats.ranksums(cluster3_enhancers['ES_D7'],cluster3_enhancers['ES_D10'])
+scipy.stats.ranksums(cluster4_enhancers['ES_D7'],cluster4_enhancers['ES_D10'])
 
 
 
-- 
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