From 669dc1fee347a1793892b30ac99236981fe3f1c5 Mon Sep 17 00:00:00 2001 From: arnovanhilten Date: Sun, 1 Aug 2021 16:36:29 +0200 Subject: [PATCH] renaming plot function --- GenNet.py | 2 +- GenNet_utils/Create_plots.py | 30 +-- examples/example_classification/topology.csv | 202 +++++++++--------- examples/example_regression/topology.csv | 202 +++++++++--------- .../Manhattan_relative_importance_SNPs.png | Bin 0 -> 61946 bytes .../manhattan_weights_0.png | Bin 0 -> 34381 bytes .../manhattan_weights_1.png | Bin 0 -> 24908 bytes .../manhattan_weights_2.png | Bin 0 -> 17840 bytes figures/classification_example/sunburst.png | Bin 0 -> 87230 bytes 9 files changed, 221 insertions(+), 215 deletions(-) create mode 100644 figures/classification_example/Manhattan_relative_importance_SNPs.png create mode 100644 figures/classification_example/manhattan_weights_0.png create mode 100644 figures/classification_example/manhattan_weights_1.png create mode 100644 figures/classification_example/manhattan_weights_2.png create mode 100644 figures/classification_example/sunburst.png diff --git a/GenNet.py b/GenNet.py index 9e05b01..35ebc95 100644 --- a/GenNet.py +++ b/GenNet.py @@ -121,7 +121,7 @@ def main(args): parser_plot.add_argument( "-type", type=str, - choices=['layer_weight', 'sunburst', 'raw_importance'], + choices=['layer_weight', 'sunburst', 'manhattan_relative_importance'], ) parser_plot.add_argument( "-layer_n", diff --git a/GenNet_utils/Create_plots.py b/GenNet_utils/Create_plots.py index fe05586..1ba6783 100644 --- a/GenNet_utils/Create_plots.py +++ b/GenNet_utils/Create_plots.py @@ -71,13 +71,18 @@ def plot_layer_weight(resultpath, importance_csv, layer=0, num_annotated=10): if 'chr' in csv_file.columns: columns = ["node_layer_" + str(layer), "node_layer_" + str(layer + 1), "weights_" + str(layer), 'layer' + str(layer) + '_name', 'layer' + str(layer + 1) + '_name', 'chr'] + csv_file = csv_file[columns] + csv_file = csv_file.drop_duplicates() + + csv_file = csv_file.sort_values(by=['chr', 'node_layer_' + str(layer)], ascending=True) else: columns = ["node_layer_" + str(layer), "node_layer_" + str(layer + 1), "weights_" + str(layer), 'layer' + str(layer) + '_name', 'layer' + str(layer + 1) + '_name'] - csv_file = csv_file[columns] - csv_file = csv_file.drop_duplicates() + csv_file = csv_file[columns] + csv_file = csv_file.drop_duplicates() + + csv_file = csv_file.sort_values(by=['node_layer_' + str(layer)], ascending=True) - csv_file = csv_file.sort_values(by=['chr', 'node_layer_' + str(layer)], ascending=True) csv_file["pos"] = np.arange(len(csv_file)) weights = abs(csv_file["weights_" + str(layer)].values) weights = weights / max(weights) @@ -150,23 +155,24 @@ def plot_layer_weight(resultpath, importance_csv, layer=0, num_annotated=10): plt.savefig(resultpath + "Weights_layer_" + str(layer) + ".png", bbox_inches='tight', pad_inches=0) -def manhattan_importance(resultpath, importance_csv, num_annotated=10): - # ToDO compute importance based on all layers +def manhattan_relative_importance(resultpath, importance_csv, num_annotated=10): csv_file = importance_csv.copy() plt.figure(figsize=(20, 10)) gene_middle = [] - csv_file = csv_file.sort_values(by=['chr', 'node_layer_0'], ascending=True) - csv_file["pos"] = np.arange(len(csv_file)) if "chr" in csv_file.columns: + csv_file = csv_file.sort_values(by=['chr', 'node_layer_0'], ascending=True) + csv_file["pos"] = np.arange(len(csv_file)) color_end = np.sort(csv_file.groupby("chr")["pos"].max().values) print('coloring per chromosome') color_end = np.insert(color_end, 0, 0) for i in range(len(color_end) - 1): gene_middle.append((color_end[i] + color_end[i + 1]) / 2) else: + csv_file = csv_file.sort_values(by=['node_layer_0'], ascending=True) + csv_file["pos"] = np.arange(len(csv_file)) color_end = np.sort(csv_file.groupby("node_layer_1")["pos"].max().values) color_end = np.insert(color_end, 0, 0) print("no chr information continuing by coloring per group in node_layer_1") @@ -184,13 +190,13 @@ def manhattan_importance(resultpath, importance_csv, num_annotated=10): plt.ylim(bottom=0, top=1.2) plt.xlim(0, len(weights) + int(len(weights) / 100)) - plt.title("Node importance", size=36) + plt.title("Relative importance of all SNPs", size=36) if len(gene_middle) > 1: plt.xticks(gene_middle, np.arange(len(gene_middle)) + 1, size=16) plt.xlabel("Chromosome", size=18) else: plt.xlabel("Chromosome position", size=18) - plt.ylabel("Weights", size=18) + plt.ylabel("Relative importance", size=18) offset = len(csv_file) / 200 offset = np.clip(offset, 0.1, 100) @@ -208,7 +214,7 @@ def manhattan_importance(resultpath, importance_csv, num_annotated=10): plt.gca().spines['right'].set_color('none') plt.gca().spines['top'].set_color('none') - plt.savefig(resultpath + "Importance_manhattan_plot.png", bbox_inches='tight', pad_inches=0) + plt.savefig(resultpath + "Manhattan_relative_importance_SNPs.png", bbox_inches='tight', pad_inches=0) plt.show() @@ -221,8 +227,8 @@ def plot(args): plot_layer_weight(resultpath, importance_csv, layer=layer, num_annotated=10) elif args.type == "sunburst": sunburst_plot(resultpath=resultpath, importance_csv=importance_csv) - elif args.type == "raw_importance": - manhattan_importance(resultpath=resultpath, importance_csv=importance_csv) + elif args.type == "manhattan_relative_importance": + manhattan_relative_importance(resultpath=resultpath, importance_csv=importance_csv) else: print("invalid type:", args.type) exit() diff --git a/examples/example_classification/topology.csv b/examples/example_classification/topology.csv index 485c9e7..319a66e 100644 --- a/examples/example_classification/topology.csv +++ b/examples/example_classification/topology.csv @@ -1,101 +1,101 @@ -layer0_node,layer0_name,layer1_node,layer1_name,layer2_node,layer2_name -0 ,SNP0 ,0 ,HERC2 ,0 ,Causal_path -1 ,SNP1 ,0 ,HERC2 ,0 ,Causal_path -2 ,SNP2 ,0 ,HERC2 ,0 ,Causal_path -3 ,SNP3 ,0 ,HERC2 ,0 ,Causal_path -4 ,SNP4 ,0 ,HERC2 ,0 ,Causal_path -5 ,SNP5 ,1 ,BRCA2 ,0 ,Causal_path -6 ,SNP6 ,1 ,BRCA2 ,0 ,Causal_path -7 ,SNP7 ,1 ,BRCA2 ,0 ,Causal_path -8 ,SNP8 ,1 ,BRCA2 ,0 ,Causal_path -9 ,SNP9 ,1 ,BRCA2 ,0 ,Causal_path -10 ,SNP10 ,2 ,ApoE ,0 ,Causal_path -11 ,SNP11 ,2 ,ApoE ,0 ,Causal_path -12 ,SNP12 ,2 ,ApoE ,0 ,Causal_path -13 ,SNP13 ,2 ,ApoE ,0 ,Causal_path -14 ,SNP14 ,2 ,ApoE ,0 ,Causal_path -15 ,SNP15 ,2 ,ApoE ,0 ,Causal_path -16 ,SNP16 ,2 ,ApoE ,0 ,Causal_path -17 ,SNP17 ,2 ,ApoE ,0 ,Causal_path -18 ,SNP18 ,2 ,ApoE ,0 ,Causal_path -19 ,SNP19 ,2 ,ApoE ,0 ,Causal_path -20 ,SNP20 ,3 ,NRG ,0 ,Causal_path -21 ,SNP21 ,3 ,NRG ,0 ,Causal_path -22 ,SNP22 ,3 ,NRG ,0 ,Causal_path -23 ,SNP23 ,3 ,NRG ,0 ,Causal_path -24 ,SNP24 ,3 ,NRG ,0 ,Causal_path -25 ,SNP25 ,3 ,NRG ,0 ,Causal_path -26 ,SNP26 ,3 ,NRG ,0 ,Causal_path -27 ,SNP27 ,3 ,NRG ,0 ,Causal_path -28 ,SNP28 ,3 ,NRG ,0 ,Causal_path -29 ,SNP29 ,3 ,NRG ,0 ,Causal_path -30 ,SNP30 ,4 ,RGS-4 ,0 ,Causal_path -31 ,SNP31 ,4 ,RGS-4 ,0 ,Causal_path -32 ,SNP32 ,4 ,RGS-4 ,0 ,Causal_path -33 ,SNP33 ,4 ,RGS-4 ,0 ,Causal_path -34 ,SNP34 ,4 ,RGS-4 ,0 ,Causal_path -35 ,SNP35 ,4 ,RGS-4 ,0 ,Causal_path -36 ,SNP36 ,4 ,RGS-4 ,0 ,Causal_path -37 ,SNP37 ,4 ,RGS-4 ,0 ,Causal_path -38 ,SNP38 ,4 ,RGS-4 ,0 ,Causal_path -39 ,SNP39 ,4 ,RGS-4 ,0 ,Causal_path -40 ,SNP40 ,4 ,RGS-4 ,0 ,Causal_path -41 ,SNP41 ,4 ,RGS-4 ,0 ,Causal_path -42 ,SNP42 ,4 ,RGS-4 ,0 ,Causal_path -43 ,SNP43 ,4 ,RGS-4 ,0 ,Causal_path -44 ,SNP44 ,4 ,RGS-4 ,0 ,Causal_path -45 ,SNP45 ,4 ,RGS-4 ,0 ,Causal_path -46 ,SNP46 ,4 ,RGS-4 ,0 ,Causal_path -47 ,SNP47 ,4 ,RGS-4 ,0 ,Causal_path -48 ,SNP48 ,4 ,RGS-4 ,0 ,Causal_path -49 ,SNP49 ,4 ,RGS-4 ,0 ,Causal_path -50 ,SNP50 ,5 ,VEGFA ,1 ,Control_path -51 ,SNP51 ,5 ,VEGFA ,1 ,Control_path -52 ,SNP52 ,5 ,VEGFA ,1 ,Control_path -53 ,SNP53 ,5 ,VEGFA ,1 ,Control_path -54 ,SNP54 ,5 ,VEGFA ,1 ,Control_path -55 ,SNP55 ,5 ,VEGFA ,1 ,Control_path -56 ,SNP56 ,5 ,VEGFA ,1 ,Control_path -57 ,SNP57 ,5 ,VEGFA ,1 ,Control_path -58 ,SNP58 ,5 ,VEGFA ,1 ,Control_path -59 ,SNP59 ,5 ,VEGFA ,1 ,Control_path -60 ,SNP60 ,5 ,VEGFA ,1 ,Control_path -61 ,SNP61 ,5 ,VEGFA ,1 ,Control_path -62 ,SNP62 ,5 ,VEGFA ,1 ,Control_path -63 ,SNP63 ,5 ,VEGFA ,1 ,Control_path -64 ,SNP64 ,5 ,VEGFA ,1 ,Control_path -65 ,SNP65 ,5 ,VEGFA ,1 ,Control_path -66 ,SNP66 ,5 ,VEGFA ,1 ,Control_path -67 ,SNP67 ,5 ,VEGFA ,1 ,Control_path -68 ,SNP68 ,5 ,VEGFA ,1 ,Control_path -69 ,SNP69 ,5 ,VEGFA ,1 ,Control_path -70 ,SNP70 ,6 ,EGFR ,1 ,Control_path -71 ,SNP71 ,6 ,EGFR ,1 ,Control_path -72 ,SNP72 ,6 ,EGFR ,1 ,Control_path -73 ,SNP73 ,6 ,EGFR ,1 ,Control_path -74 ,SNP74 ,6 ,EGFR ,1 ,Control_path -75 ,SNP75 ,6 ,EGFR ,1 ,Control_path -76 ,SNP76 ,6 ,EGFR ,1 ,Control_path -77 ,SNP77 ,6 ,EGFR ,1 ,Control_path -78 ,SNP78 ,6 ,EGFR ,1 ,Control_path -79 ,SNP79 ,6 ,EGFR ,1 ,Control_path -80 ,SNP80 ,7 ,TGFBI ,1 ,Control_path -81 ,SNP81 ,7 ,TGFBI ,1 ,Control_path -82 ,SNP82 ,7 ,TGFBI ,1 ,Control_path -83 ,SNP83 ,7 ,TGFBI ,1 ,Control_path -84 ,SNP84 ,7 ,TGFBI ,1 ,Control_path -85 ,SNP85 ,7 ,TGFBI ,1 ,Control_path -86 ,SNP86 ,7 ,TGFBI ,1 ,Control_path -87 ,SNP87 ,7 ,TGFBI ,1 ,Control_path -88 ,SNP88 ,7 ,TGFBI ,1 ,Control_path -89 ,SNP89 ,7 ,TGFBI ,1 ,Control_path -90 ,SNP90 ,8 ,TNF ,1 ,Control_path -91 ,SNP91 ,8 ,TNF ,1 ,Control_path -92 ,SNP92 ,8 ,TNF ,1 ,Control_path -93 ,SNP93 ,8 ,TNF ,1 ,Control_path -94 ,SNP94 ,8 ,TNF ,1 ,Control_path -95 ,SNP95 ,9 ,IL6 ,1 ,Control_path -96 ,SNP96 ,9 ,IL6 ,1 ,Control_path -97 ,SNP97 ,9 ,IL6 ,1 ,Control_path -98 ,SNP98 ,9 ,IL6 ,1 ,Control_path -99 ,SNP99 ,9 ,IL6 ,1 ,Control_path +chr,layer0_node,layer0_name,layer1_node,layer1_name,layer2_node,layer2_name +0,0,SNP0 ,0,HERC2 ,0,Causal_path +0,1,SNP1 ,0,HERC2 ,0,Causal_path +0,2,SNP2 ,0,HERC2 ,0,Causal_path +0,3,SNP3 ,0,HERC2 ,0,Causal_path +0,4,SNP4 ,0,HERC2 ,0,Causal_path +1,5,SNP5 ,1,BRCA2 ,0,Causal_path +1,6,SNP6 ,1,BRCA2 ,0,Causal_path +1,7,SNP7 ,1,BRCA2 ,0,Causal_path +1,8,SNP8 ,1,BRCA2 ,0,Causal_path +1,9,SNP9 ,1,BRCA2 ,0,Causal_path +2,10,SNP10 ,2,ApoE ,0,Causal_path +2,11,SNP11 ,2,ApoE ,0,Causal_path +2,12,SNP12 ,2,ApoE ,0,Causal_path +2,13,SNP13 ,2,ApoE ,0,Causal_path +2,14,SNP14 ,2,ApoE ,0,Causal_path +2,15,SNP15 ,2,ApoE ,0,Causal_path +2,16,SNP16 ,2,ApoE ,0,Causal_path +2,17,SNP17 ,2,ApoE ,0,Causal_path +2,18,SNP18 ,2,ApoE ,0,Causal_path +2,19,SNP19 ,2,ApoE ,0,Causal_path +3,20,SNP20 ,3,NRG ,0,Causal_path +3,21,SNP21 ,3,NRG ,0,Causal_path +3,22,SNP22 ,3,NRG ,0,Causal_path +3,23,SNP23 ,3,NRG ,0,Causal_path +3,24,SNP24 ,3,NRG ,0,Causal_path +3,25,SNP25 ,3,NRG ,0,Causal_path +3,26,SNP26 ,3,NRG ,0,Causal_path +3,27,SNP27 ,3,NRG ,0,Causal_path +3,28,SNP28 ,3,NRG ,0,Causal_path +3,29,SNP29 ,3,NRG ,0,Causal_path +4,30,SNP30 ,4,RGS-4 ,0,Causal_path +4,31,SNP31 ,4,RGS-4 ,0,Causal_path +4,32,SNP32 ,4,RGS-4 ,0,Causal_path +4,33,SNP33 ,4,RGS-4 ,0,Causal_path +4,34,SNP34 ,4,RGS-4 ,0,Causal_path +4,35,SNP35 ,4,RGS-4 ,0,Causal_path +4,36,SNP36 ,4,RGS-4 ,0,Causal_path +4,37,SNP37 ,4,RGS-4 ,0,Causal_path +4,38,SNP38 ,4,RGS-4 ,0,Causal_path +4,39,SNP39 ,4,RGS-4 ,0,Causal_path +4,40,SNP40 ,4,RGS-4 ,0,Causal_path +4,41,SNP41 ,4,RGS-4 ,0,Causal_path +4,42,SNP42 ,4,RGS-4 ,0,Causal_path +4,43,SNP43 ,4,RGS-4 ,0,Causal_path +4,44,SNP44 ,4,RGS-4 ,0,Causal_path +4,45,SNP45 ,4,RGS-4 ,0,Causal_path +4,46,SNP46 ,4,RGS-4 ,0,Causal_path +4,47,SNP47 ,4,RGS-4 ,0,Causal_path +4,48,SNP48 ,4,RGS-4 ,0,Causal_path +4,49,SNP49 ,4,RGS-4 ,0,Causal_path +5,50,SNP50 ,5,VEGFA ,1,Control_path +5,51,SNP51 ,5,VEGFA ,1,Control_path +5,52,SNP52 ,5,VEGFA ,1,Control_path +5,53,SNP53 ,5,VEGFA ,1,Control_path +5,54,SNP54 ,5,VEGFA ,1,Control_path +5,55,SNP55 ,5,VEGFA ,1,Control_path +5,56,SNP56 ,5,VEGFA ,1,Control_path +5,57,SNP57 ,5,VEGFA ,1,Control_path +5,58,SNP58 ,5,VEGFA ,1,Control_path +5,59,SNP59 ,5,VEGFA ,1,Control_path +5,60,SNP60 ,5,VEGFA ,1,Control_path +5,61,SNP61 ,5,VEGFA ,1,Control_path +5,62,SNP62 ,5,VEGFA ,1,Control_path +5,63,SNP63 ,5,VEGFA ,1,Control_path +5,64,SNP64 ,5,VEGFA ,1,Control_path +5,65,SNP65 ,5,VEGFA ,1,Control_path +5,66,SNP66 ,5,VEGFA ,1,Control_path +5,67,SNP67 ,5,VEGFA ,1,Control_path +5,68,SNP68 ,5,VEGFA ,1,Control_path +5,69,SNP69 ,5,VEGFA ,1,Control_path +6,70,SNP70 ,6,EGFR ,1,Control_path +6,71,SNP71 ,6,EGFR ,1,Control_path +6,72,SNP72 ,6,EGFR ,1,Control_path +6,73,SNP73 ,6,EGFR ,1,Control_path +6,74,SNP74 ,6,EGFR ,1,Control_path +6,75,SNP75 ,6,EGFR ,1,Control_path +6,76,SNP76 ,6,EGFR ,1,Control_path +6,77,SNP77 ,6,EGFR ,1,Control_path +6,78,SNP78 ,6,EGFR ,1,Control_path +6,79,SNP79 ,6,EGFR ,1,Control_path +7,80,SNP80 ,7,TGFBI ,1,Control_path +7,81,SNP81 ,7,TGFBI ,1,Control_path +7,82,SNP82 ,7,TGFBI ,1,Control_path +7,83,SNP83 ,7,TGFBI ,1,Control_path +7,84,SNP84 ,7,TGFBI ,1,Control_path +7,85,SNP85 ,7,TGFBI ,1,Control_path +7,86,SNP86 ,7,TGFBI ,1,Control_path +7,87,SNP87 ,7,TGFBI ,1,Control_path +7,88,SNP88 ,7,TGFBI ,1,Control_path +7,89,SNP89 ,7,TGFBI ,1,Control_path +8,90,SNP90 ,8,TNF ,1,Control_path +8,91,SNP91 ,8,TNF ,1,Control_path +8,92,SNP92 ,8,TNF ,1,Control_path +8,93,SNP93 ,8,TNF ,1,Control_path +8,94,SNP94 ,8,TNF ,1,Control_path +9,95,SNP95 ,9,IL6 ,1,Control_path +9,96,SNP96 ,9,IL6 ,1,Control_path +9,97,SNP97 ,9,IL6 ,1,Control_path +9,98,SNP98 ,9,IL6 ,1,Control_path +9,99,SNP99 ,9,IL6 ,1,Control_path diff --git a/examples/example_regression/topology.csv b/examples/example_regression/topology.csv index 866daa0..1488c06 100644 --- a/examples/example_regression/topology.csv +++ b/examples/example_regression/topology.csv @@ -1,101 +1,101 @@ -layer0_node,layer0_name,layer1_node,layer1_name,layer2_node,layer2_name -0 ,SNP0 ,0 ,HERC2 ,0 ,Path1 -1 ,SNP1 ,0 ,HERC2 ,0 ,Path1 -2 ,SNP2 ,0 ,HERC2 ,0 ,Path1 -3 ,SNP3 ,0 ,HERC2 ,0 ,Path1 -4 ,SNP4 ,0 ,HERC2 ,0 ,Path1 -5 ,SNP5 ,1 ,BRCA2 ,0 ,Path1 -6 ,SNP6 ,1 ,BRCA2 ,0 ,Path1 -7 ,SNP7 ,1 ,BRCA2 ,0 ,Path1 -8 ,SNP8 ,1 ,BRCA2 ,0 ,Path1 -9 ,SNP9 ,1 ,BRCA2 ,0 ,Path1 -10 ,SNP10 ,2 ,ApoE ,0 ,Path1 -11 ,SNP11 ,2 ,ApoE ,0 ,Path1 -12 ,SNP12 ,2 ,ApoE ,0 ,Path1 -13 ,SNP13 ,2 ,ApoE ,0 ,Path1 -14 ,SNP14 ,2 ,ApoE ,0 ,Path1 -15 ,SNP15 ,2 ,ApoE ,0 ,Path1 -16 ,SNP16 ,2 ,ApoE ,0 ,Path1 -17 ,SNP17 ,2 ,ApoE ,0 ,Path1 -18 ,SNP18 ,2 ,ApoE ,0 ,Path1 -19 ,SNP19 ,2 ,ApoE ,0 ,Path1 -20 ,SNP20 ,3 ,NRG ,0 ,Path1 -21 ,SNP21 ,3 ,NRG ,0 ,Path1 -22 ,SNP22 ,3 ,NRG ,0 ,Path1 -23 ,SNP23 ,3 ,NRG ,0 ,Path1 -24 ,SNP24 ,3 ,NRG ,0 ,Path1 -25 ,SNP25 ,3 ,NRG ,0 ,Path1 -26 ,SNP26 ,3 ,NRG ,0 ,Path1 -27 ,SNP27 ,3 ,NRG ,0 ,Path1 -28 ,SNP28 ,3 ,NRG ,0 ,Path1 -29 ,SNP29 ,3 ,NRG ,0 ,Path1 -30 ,SNP30 ,4 ,RGS-4 ,0 ,Path1 -31 ,SNP31 ,4 ,RGS-4 ,0 ,Path1 -32 ,SNP32 ,4 ,RGS-4 ,0 ,Path1 -33 ,SNP33 ,4 ,RGS-4 ,0 ,Path1 -34 ,SNP34 ,4 ,RGS-4 ,0 ,Path1 -35 ,SNP35 ,4 ,RGS-4 ,0 ,Path1 -36 ,SNP36 ,4 ,RGS-4 ,0 ,Path1 -37 ,SNP37 ,4 ,RGS-4 ,0 ,Path1 -38 ,SNP38 ,4 ,RGS-4 ,0 ,Path1 -39 ,SNP39 ,4 ,RGS-4 ,0 ,Path1 -40 ,SNP40 ,4 ,RGS-4 ,0 ,Path1 -41 ,SNP41 ,4 ,RGS-4 ,0 ,Path1 -42 ,SNP42 ,4 ,RGS-4 ,0 ,Path1 -43 ,SNP43 ,4 ,RGS-4 ,0 ,Path1 -44 ,SNP44 ,4 ,RGS-4 ,0 ,Path1 -45 ,SNP45 ,4 ,RGS-4 ,0 ,Path1 -46 ,SNP46 ,4 ,RGS-4 ,0 ,Path1 -47 ,SNP47 ,4 ,RGS-4 ,0 ,Path1 -48 ,SNP48 ,4 ,RGS-4 ,0 ,Path1 -49 ,SNP49 ,4 ,RGS-4 ,0 ,Path1 -50 ,SNP50 ,5 ,VEGFA ,1 ,Control_path -51 ,SNP51 ,5 ,VEGFA ,1 ,Control_path -52 ,SNP52 ,5 ,VEGFA ,1 ,Control_path -53 ,SNP53 ,5 ,VEGFA ,1 ,Control_path -54 ,SNP54 ,5 ,VEGFA ,1 ,Control_path -55 ,SNP55 ,5 ,VEGFA ,1 ,Control_path -56 ,SNP56 ,5 ,VEGFA ,1 ,Control_path -57 ,SNP57 ,5 ,VEGFA ,1 ,Control_path -58 ,SNP58 ,5 ,VEGFA ,1 ,Control_path -59 ,SNP59 ,5 ,VEGFA ,1 ,Control_path -60 ,SNP60 ,5 ,VEGFA ,1 ,Control_path -61 ,SNP61 ,5 ,VEGFA ,1 ,Control_path -62 ,SNP62 ,5 ,VEGFA ,1 ,Control_path -63 ,SNP63 ,5 ,VEGFA ,1 ,Control_path -64 ,SNP64 ,5 ,VEGFA ,1 ,Control_path -65 ,SNP65 ,5 ,VEGFA ,1 ,Control_path -66 ,SNP66 ,5 ,VEGFA ,1 ,Control_path -67 ,SNP67 ,5 ,VEGFA ,1 ,Control_path -68 ,SNP68 ,5 ,VEGFA ,1 ,Control_path -69 ,SNP69 ,5 ,VEGFA ,1 ,Control_path -70 ,SNP70 ,6 ,EGFR ,1 ,Control_path -71 ,SNP71 ,6 ,EGFR ,1 ,Control_path -72 ,SNP72 ,6 ,EGFR ,1 ,Control_path -73 ,SNP73 ,6 ,EGFR ,1 ,Control_path -74 ,SNP74 ,6 ,EGFR ,1 ,Control_path -75 ,SNP75 ,6 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