Upload folder from local machine
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- .gitattributes +13 -0
- baseline/CellOT.ipynb +0 -0
- baseline/outputs/cellot_ot_baseline/aggregate_cellot_ot_baseline_use_existing_test.csv +9 -0
- baseline/outputs/cellot_ot_baseline/cellot_ot_baseline_model.pt +3 -0
- baseline/outputs/cellot_ot_baseline/config_cellot_ot_baseline_use_existing_test.json +33 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_A_gene_mean_calibration_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_A_gene_mean_calibration_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_B_MA_plot_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_B_MA_plot_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_C_gene_error_hist_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_C_gene_error_hist_use_existing_test.png +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_predicted_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_predicted_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_truth_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_truth_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_F_perturb_corr_truth_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_F_perturb_corr_truth_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_G_perturb_corr_clustered_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_G_perturb_corr_clustered_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_H_cell_PCA_truth_pred_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_H_cell_PCA_truth_pred_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_I_cell_L2_error_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_I_cell_L2_error_use_existing_test.png +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_J_metric_panels_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_J_metric_panels_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_K_topvar_gene_scatters_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/bio_K_topvar_gene_scatters_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/evaluation_metrics_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/evaluation_metrics_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/figures/training_history_use_existing_test.pdf +0 -0
- baseline/outputs/cellot_ot_baseline/figures/training_history_use_existing_test.png +3 -0
- baseline/outputs/cellot_ot_baseline/metrics_by_gene_cellot_ot_baseline_use_existing_test.csv +206 -0
- baseline/outputs/cellot_ot_baseline/pred_cellot_ot_baseline_use_existing_test.h5ad +3 -0
- baseline/outputs/cellot_ot_baseline/real_cellot_ot_baseline_use_existing_test.h5ad +3 -0
- baseline/outputs/cellot_ot_baseline/summary_cellot_ot_baseline_use_existing_test.csv +18 -0
- baseline/outputs/cellot_ot_baseline/training_history_cellot_ot_baseline_use_existing_test.csv +21 -0
- baseline/outputs/conditional_flow_matching_method/aggregate_conditional_flow_matching_method_seen_cell_split_test.csv +5 -5
- baseline/outputs/conditional_flow_matching_method/conditional_flow_matching_model.pt +1 -1
- baseline/outputs/conditional_flow_matching_method/config_conditional_flow_matching_method_seen_cell_split_test.json +4 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_A_gene_mean_calibration_seen_cell_split_test.pdf +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_A_gene_mean_calibration_seen_cell_split_test.png +2 -2
- baseline/outputs/conditional_flow_matching_method/figures/bio_B_MA_plot_seen_cell_split_test.pdf +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_B_MA_plot_seen_cell_split_test.png +2 -2
- baseline/outputs/conditional_flow_matching_method/figures/bio_C_gene_error_hist_seen_cell_split_test.pdf +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_C_gene_error_hist_seen_cell_split_test.png +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_DE_heatmap_delta_predicted_seen_cell_split_test.pdf +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_DE_heatmap_delta_predicted_seen_cell_split_test.png +2 -2
- baseline/outputs/conditional_flow_matching_method/figures/bio_DE_heatmap_delta_truth_seen_cell_split_test.pdf +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_F_perturb_corr_truth_seen_cell_split_test.pdf +0 -0
- baseline/outputs/conditional_flow_matching_method/figures/bio_G_perturb_corr_clustered_seen_cell_split_test.pdf +0 -0
.gitattributes
CHANGED
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@@ -109,3 +109,16 @@ baseline/outputs/gears_from_scratch/figures/evaluation_metrics_use_existing_test
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baseline/outputs/gears_from_scratch/figures/training_history_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/gears_from_scratch/pred_gears_from_scratch_use_existing_test.h5ad filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/gears_from_scratch/real_gears_from_scratch_use_existing_test.h5ad filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/gears_from_scratch/figures/training_history_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/gears_from_scratch/pred_gears_from_scratch_use_existing_test.h5ad filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/gears_from_scratch/real_gears_from_scratch_use_existing_test.h5ad filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_A_gene_mean_calibration_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_B_MA_plot_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_predicted_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_truth_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_F_perturb_corr_truth_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_G_perturb_corr_clustered_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_H_cell_PCA_truth_pred_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_J_metric_panels_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/bio_K_topvar_gene_scatters_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/evaluation_metrics_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/figures/training_history_use_existing_test.png filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/pred_cellot_ot_baseline_use_existing_test.h5ad filter=lfs diff=lfs merge=lfs -text
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baseline/outputs/cellot_ot_baseline/real_cellot_ot_baseline_use_existing_test.h5ad filter=lfs diff=lfs merge=lfs -text
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baseline/CellOT.ipynb
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baseline/outputs/cellot_ot_baseline/aggregate_cellot_ot_baseline_use_existing_test.csv
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,mean,median
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n_cells,162.1219512195122,141.0
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mse_mean,0.005047890109225835,0.0027004487346857786
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mse_cell,0.14435312380877938,0.13683290779590607
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mae_mean,0.04422009014865247,0.03574778512120247
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pearson_mean,0.9934415852860539,0.9964321144783835
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spearman_mean,0.9735030627041961,0.9831866522675426
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pearson_delta,0.14896064115191923,0.12608604794350597
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delta_l2,4.179004827359828,3.4210736751556396
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baseline/outputs/cellot_ot_baseline/cellot_ot_baseline_model.pt
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size 24041641
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baseline/outputs/cellot_ot_baseline/config_cellot_ot_baseline_use_existing_test.json
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{
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"name": "cellot_ot_baseline",
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"input_path": "/root/final/data/processed/scPerturb/prediction_ready/replogle_k562_essential_single_gene_prediction_ready_full.h5ad",
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"split_strategy": "use_existing",
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"eval_split": "test",
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"random_seed": 42,
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"latent_dim": 64,
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"hidden_dim": 256,
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"condition_dim": 128,
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"dropout": 0.1,
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"num_transport_blocks": 4,
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"batch_size": 128,
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"epochs": 20,
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"steps_per_epoch": 200,
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"validation_steps": 32,
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"learning_rate": 0.001,
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"weight_decay": 1e-05,
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"recon_weight": 1.0,
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"displacement_reg": 0.01,
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"sinkhorn_epsilon": 0.5,
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"sinkhorn_iters": 30,
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"train_frac": 0.8,
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"val_frac": 0.1,
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"n_train_conditions": 1645,
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"n_eval_conditions": 205,
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"n_unseen_eval_conditions": 205,
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"model_path": "/root/final/baseline/outputs/cellot_ot_baseline/cellot_ot_baseline_model.pt",
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"note": "CellOT-inspired direct neural OT baseline with Sinkhorn barycentric supervision; not an exact reproduction of official dual-ICNN CellOT training"
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}
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baseline/outputs/cellot_ot_baseline/figures/bio_A_gene_mean_calibration_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_A_gene_mean_calibration_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_B_MA_plot_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_B_MA_plot_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_C_gene_error_hist_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_C_gene_error_hist_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_predicted_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_predicted_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_truth_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_DE_heatmap_delta_truth_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_F_perturb_corr_truth_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_F_perturb_corr_truth_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_G_perturb_corr_clustered_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_G_perturb_corr_clustered_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_H_cell_PCA_truth_pred_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_H_cell_PCA_truth_pred_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_I_cell_L2_error_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_I_cell_L2_error_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_J_metric_panels_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_J_metric_panels_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/bio_K_topvar_gene_scatters_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/bio_K_topvar_gene_scatters_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/evaluation_metrics_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/evaluation_metrics_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/figures/training_history_use_existing_test.pdf
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baseline/outputs/cellot_ot_baseline/figures/training_history_use_existing_test.png
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baseline/outputs/cellot_ot_baseline/metrics_by_gene_cellot_ot_baseline_use_existing_test.csv
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
perturbation_gene,n_cells,mse_mean,mse_cell,mae_mean,pearson_mean,spearman_mean,pearson_delta,delta_l2
|
| 2 |
+
ADSL,133,0.0017661136807873845,0.12744224071502686,0.030697986483573914,0.997669197966977,0.9865178236142582,0.07872325692524042,2.7666473388671875
|
| 3 |
+
ANAPC2,237,0.0014298363821581006,0.13920311629772186,0.02664765529334545,0.9981431016235106,0.991327497127016,0.18720066482168,2.4893593788146973
|
| 4 |
+
ANAPC5,40,0.004295671358704567,0.13281328976154327,0.04924652352929115,0.9942879316879918,0.9662004951482234,0.006583867197388726,4.314793109893799
|
| 5 |
+
ANKRD11,260,0.0024251569993793964,0.11459104716777802,0.03167976066470146,0.9972802260142666,0.9902751539122008,-0.08329096237938384,3.2420103549957275
|
| 6 |
+
ARL2,74,0.004299957305192947,0.16495579481124878,0.047481197863817215,0.99478238388988,0.9710085305866951,0.26080691090713076,4.3169450759887695
|
| 7 |
+
ARPC3,141,0.0014289122773334384,0.1306191384792328,0.027897432446479797,0.9981575765242124,0.9887370318146942,0.0321144727944707,2.4885549545288086
|
| 8 |
+
ATP6V0D1,101,0.0019260409753769636,0.1341322511434555,0.032743729650974274,0.9974887539048924,0.9847058927150046,0.03534939702778406,2.88919734954834
|
| 9 |
+
BCAS2,227,0.006920636165887117,0.14888356626033783,0.055636629462242126,0.9906697211817724,0.9661499227393787,0.18942832648416497,5.476681232452393
|
| 10 |
+
BRF1,166,0.0014903609408065677,0.1350143551826477,0.02836649678647518,0.9980722370067827,0.988748727321471,0.14426499928963737,2.5415005683898926
|
| 11 |
+
C14orf178,143,0.008575747720897198,0.17134767770767212,0.06467457860708237,0.9889894897336414,0.9605766483476067,0.2779514504017412,6.096498012542725
|
| 12 |
+
C19orf53,169,0.0016915039159357548,0.12949423491954803,0.029037799686193466,0.9978802989648229,0.98855218760497,-0.06397088773356434,2.70757794380188
|
| 13 |
+
C1QBP,210,0.002544180490076542,0.14237827062606812,0.03196968510746956,0.9966353281372977,0.9874384464501853,0.32813814665029295,3.3206140995025635
|
| 14 |
+
C1orf109,240,0.0011465903371572495,0.1313076764345169,0.024479122832417488,0.9985713235829958,0.9922138332656585,-0.02700172274246734,2.2291977405548096
|
| 15 |
+
CBLN1,214,0.0012490585213527083,0.13123108446598053,0.025913914665579796,0.9983831864116096,0.9907052053347482,0.1440124131944915,2.3266756534576416
|
| 16 |
+
CCDC115,211,0.0011965250596404076,0.12892168760299683,0.025369135662913322,0.9985166197511018,0.9919819792852197,-0.0006775050169476909,2.2772216796875
|
| 17 |
+
CCDC144NL,87,0.0018458969425410032,0.12408580631017685,0.032335687428712845,0.9976276257537765,0.984609557281176,0.06112303833980765,2.8284475803375244
|
| 18 |
+
CCDC59,125,0.0030449458863586187,0.14173531532287598,0.03888615965843201,0.9959185540210771,0.98484403154698,0.10542056112365672,3.632739305496216
|
| 19 |
+
CCNK,327,0.0016306305769830942,0.1348920613527298,0.026348678395152092,0.9977772663292102,0.991169043418431,0.09390259613825225,2.658411741256714
|
| 20 |
+
CCP110,47,0.0031258640810847282,0.12414247542619705,0.042774032801389694,0.9959762014343746,0.9741507944384046,-0.018015824807491622,3.680692195892334
|
| 21 |
+
CCT2,199,0.006967850960791111,0.15181170403957367,0.0541812926530838,0.9905146520969133,0.9659149784346119,0.2514067861962013,5.495331287384033
|
| 22 |
+
CDC42,70,0.0027139612939208746,0.12505072355270386,0.03755507618188858,0.9964321144783835,0.9788855046357957,0.01314456370372874,3.429621934890747
|
| 23 |
+
CDC7,95,0.0026538220699876547,0.1312597244977951,0.03636082261800766,0.9963707078714948,0.9812762711409124,0.09537766503738059,3.3914105892181396
|
| 24 |
+
CEP192,202,0.0014597282279282808,0.14103686809539795,0.02709212154150009,0.9980443231610533,0.9900836556204078,0.2827796961715207,2.5152461528778076
|
| 25 |
+
CHCHD2,90,0.002766229910776019,0.13426372408866882,0.03302137926220894,0.9963646151090937,0.984619747480988,0.08733648451738993,3.4624907970428467
|
| 26 |
+
CHD4,44,0.006420290097594261,0.13370640575885773,0.05476275831460953,0.9913631109173782,0.9570802822228256,0.09463732069775557,5.274991512298584
|
| 27 |
+
CHMP3,130,0.024655617773532867,0.1844552606344223,0.09974869340658188,0.9661620794421983,0.9027634252545715,0.5599566057582943,10.337187767028809
|
| 28 |
+
CHMP4B,71,0.002232175786048174,0.1382192075252533,0.03589479252696037,0.9969939017678453,0.9791689137558742,0.18624827491194992,3.1103456020355225
|
| 29 |
+
CHMP6,624,0.0037591843865811825,0.1461392492055893,0.03962044045329094,0.995003786714274,0.9793464374991617,0.544636137502501,4.036372661590576
|
| 30 |
+
COPA,243,0.002029828727245331,0.14688663184642792,0.03192514553666115,0.9972889782931588,0.9872382943336936,0.4366904113646547,2.966020345687866
|
| 31 |
+
COPZ1,207,0.002460768446326256,0.15398624539375305,0.03450104221701622,0.9966998101454565,0.9853311549179168,0.4510858613768957,3.2657265663146973
|
| 32 |
+
COX11,109,0.0024743203539401293,0.13284458220005035,0.03548481687903404,0.9968284676786623,0.9823685959657309,0.1064605795750759,3.2747068405151367
|
| 33 |
+
COX7B,120,0.002134365029633045,0.1293608695268631,0.031229211017489433,0.9972225776286817,0.9863838663897924,0.1435569164463171,3.0414366722106934
|
| 34 |
+
CTPS1,14,0.013480032794177532,0.14611385762691498,0.0874410942196846,0.9825184272061912,0.9090276964356722,0.11871378857612308,7.643458843231201
|
| 35 |
+
DCTN1,197,0.0011717821471393108,0.13824331760406494,0.025030942633748055,0.9984346702228624,0.9906226794286216,0.13852250238460356,2.253553628921509
|
| 36 |
+
DDX20,114,0.0035337088629603386,0.1393408179283142,0.04060862958431244,0.9954120088271297,0.9794479165106892,0.1259596797663313,3.913450241088867
|
| 37 |
+
DDX24,286,0.005610427353531122,0.1422639787197113,0.050002146512269974,0.9926493939991011,0.9769911575381753,0.2701590408456322,4.931084156036377
|
| 38 |
+
DDX49,45,0.0053138467483222485,0.1412876844406128,0.05313730612397194,0.9927410743704342,0.9669404630465763,0.02622487407744086,4.798980236053467
|
| 39 |
+
DDX5,151,0.0027004487346857786,0.13214854896068573,0.03525342419743538,0.9967048619375283,0.9853456365425216,-0.07623358271263606,3.4210736751556396
|
| 40 |
+
DDX59,154,0.0020989764016121626,0.13404583930969238,0.032173700630664825,0.9972589106003733,0.985041053427697,0.013898071020855406,3.016117572784424
|
| 41 |
+
DHX15,359,0.015164013020694256,0.1683514416217804,0.08242012560367584,0.9800254378226545,0.9341498075140401,0.40784292404169004,8.106837272644043
|
| 42 |
+
DNMT1,170,0.0024855018127709627,0.12853647768497467,0.033864300698041916,0.9967919930829598,0.9837597712193331,-0.11616361043274678,3.282097816467285
|
| 43 |
+
DPH6,101,0.0018826111918315291,0.1257137954235077,0.03266622871160507,0.9976606482910401,0.9859340446441341,0.005712410005376584,2.8564376831054688
|
| 44 |
+
EBNA1BP2,82,0.006114142946898937,0.1364148110151291,0.054445795714855194,0.9919735046915537,0.9698719513380586,0.12608604794350597,5.147688388824463
|
| 45 |
+
EIF3G,67,0.007292256224900484,0.15298324823379517,0.05928192287683487,0.9900183222635421,0.9616289186319925,0.24133477737722925,5.621799945831299
|
| 46 |
+
EIF3I,61,0.006233828607946634,0.13744239509105682,0.05483521148562431,0.9916898436270251,0.9662755386029921,0.201349057791813,5.1978278160095215
|
| 47 |
+
ELP3,119,0.0024210396222770214,0.12640349566936493,0.03585690259933472,0.9970166424194226,0.9854325496507234,0.02988866859638767,3.2392570972442627
|
| 48 |
+
EXOSC2,226,0.014247632585465908,0.17851920425891876,0.06913814693689346,0.9806800677872978,0.9381941514084096,0.19848630335348075,7.858068466186523
|
| 49 |
+
EXOSC9,40,0.01588987372815609,0.19638590514659882,0.08436562865972519,0.9782907962916211,0.9115001507014916,0.2093972728385314,8.29859733581543
|
| 50 |
+
FAF2,165,0.0015688055427744985,0.13051456212997437,0.027857907116413116,0.9980924810031497,0.9893891746794409,-0.0680083491122089,2.6075282096862793
|
| 51 |
+
FAM207A,103,0.0017971262568607926,0.13203619420528412,0.03150390833616257,0.9976180697295023,0.9855966808407889,0.0995496936919802,2.79083251953125
|
| 52 |
+
FARSB,97,0.010146849788725376,0.15910497307777405,0.06753779202699661,0.9868522594774115,0.9593475010599333,0.26029131450817783,6.631474494934082
|
| 53 |
+
FCF1,231,0.008798979222774506,0.1551915407180786,0.06333712488412857,0.9889089213505151,0.9736863635353125,0.1640425154774112,6.1753363609313965
|
| 54 |
+
FNBP4,160,0.0018815292278304696,0.1313140094280243,0.03045640140771866,0.997715174361387,0.9880952984886195,0.06274881814952356,2.855616807937622
|
| 55 |
+
FOLR3,304,0.001431640237569809,0.13272389769554138,0.02570345066487789,0.9980698895352877,0.989850396235915,0.22363819415049793,2.490929365158081
|
| 56 |
+
GABPA,110,0.0018741213716566563,0.14342667162418365,0.03262556344270706,0.9975089457634917,0.9835868068108852,0.16153832286770065,2.849989652633667
|
| 57 |
+
GATA1,108,0.05218387022614479,0.32615262269973755,0.14879055321216583,0.9327013553832422,0.8290302058977023,0.4524889246259503,15.038779258728027
|
| 58 |
+
GGPS1,167,0.0016154370969161391,0.12187512218952179,0.029473328962922096,0.9980561793802981,0.9892020894594556,-0.1937123991844902,2.6459977626800537
|
| 59 |
+
GPR61,112,0.0016598730580881238,0.12881238758563995,0.030745763331651688,0.9978760389295155,0.9865733575671061,-0.02946138123351643,2.682142734527588
|
| 60 |
+
GSDMA,110,0.001934427535161376,0.1235177293419838,0.03252508491277695,0.9976165302463996,0.9858383290516639,-0.11231907936620045,2.8954808712005615
|
| 61 |
+
GTF2F2,59,0.0070544658228755,0.15471288561820984,0.05942796915769577,0.9905278033050201,0.9572070241322846,0.27698053513321763,5.529381275177002
|
| 62 |
+
GTF2H1,434,0.005459043197333813,0.16733860969543457,0.04978045076131821,0.9930587590559847,0.9758381489918039,0.39452559650738744,4.864102363586426
|
| 63 |
+
HAUS3,164,0.0013184043345972896,0.13196636736392975,0.026668092235922813,0.9982530869630813,0.9896694511304819,0.045188161187821096,2.390390157699585
|
| 64 |
+
HAUS7,239,0.0010190762113779783,0.13025915622711182,0.023447517305612564,0.9987089970511837,0.9926446617750319,0.0364633701369992,2.1015892028808594
|
| 65 |
+
HGS,99,0.0070278337225317955,0.1607460230588913,0.05864536389708519,0.9907258184063906,0.9616538773452378,0.40619770515353665,5.5189337730407715
|
| 66 |
+
HIST1H2BM,156,0.0012796660885214806,0.13520513474941254,0.026668673381209373,0.9983150599723014,0.9892288594940556,0.08047225055739328,2.3550102710723877
|
| 67 |
+
HSD17B10,26,0.0072830053977668285,0.13736404478549957,0.06158268451690674,0.9907948405131336,0.9511932262355229,0.001739236514754079,5.6182332038879395
|
| 68 |
+
HSPA8,255,0.006017681211233139,0.16174380481243134,0.05067957937717438,0.9926199874772748,0.9789354381627665,0.22277392064031606,5.106919765472412
|
| 69 |
+
HUS1,201,0.0014657338615506887,0.12314032763242722,0.027521485462784767,0.9982487816726522,0.9911280283464611,-0.1270441473916655,2.5204145908355713
|
| 70 |
+
INTS7,79,0.01253111008554697,0.17946301400661469,0.07625474780797958,0.982951587913768,0.9359199973696616,0.30726704970873014,7.369520664215088
|
| 71 |
+
INTS8,323,0.020728949457406998,0.2105289101600647,0.0952417403459549,0.9717466196683738,0.9111008385750851,0.3653525470112931,9.478358268737793
|
| 72 |
+
ISG20L2,73,0.00653561856597662,0.13943590223789215,0.05634218081831932,0.9914233402500904,0.9662078487197164,0.09415416909407141,5.3221588134765625
|
| 73 |
+
KATNB1,178,0.0011153966188430786,0.140666663646698,0.02513321489095688,0.998528701233729,0.99064762597913,0.19653055319492793,2.198665142059326
|
| 74 |
+
KCMF1,154,0.0015989101957529783,0.13299626111984253,0.02920498698949814,0.9979200056357902,0.988240614361191,0.18142307131382057,2.632427930831909
|
| 75 |
+
KIF18B,122,0.002271506004035473,0.1283552646636963,0.034140314906835556,0.9970663388972202,0.9854950321651951,0.025572348136294474,3.137627601623535
|
| 76 |
+
KIN,160,0.003019525669515133,0.14185041189193726,0.03922407329082489,0.9959607312461445,0.9831866522675426,0.21729497338931558,3.617543935775757
|
| 77 |
+
LETM1,124,0.0029627536423504353,0.1419290155172348,0.037490032613277435,0.9960944525002206,0.9824095394359874,0.16909504898921532,3.5833747386932373
|
| 78 |
+
LIMS1,287,0.0011049542808905244,0.12537571787834167,0.024139055982232094,0.9987087531390788,0.9935700849178861,-0.015812127296581477,2.1883492469787598
|
| 79 |
+
LIN52,13,0.0112039465457201,0.1359524130821228,0.08135876804590225,0.9849142071836379,0.9138757008913276,0.09926125112054912,6.968349933624268
|
| 80 |
+
LRPPRC,110,0.006397755816578865,0.15155375003814697,0.0418226420879364,0.9924250599260653,0.9836770087259631,0.07026374651901868,5.265726566314697
|
| 81 |
+
LSM11,130,0.004379140678793192,0.14585652947425842,0.041790809482336044,0.9941932271506233,0.9770009769750021,0.20324201730119662,4.356512069702148
|
| 82 |
+
LSM2,357,0.011429285630583763,0.15536615252494812,0.07170885801315308,0.9854294907685852,0.9512987547517268,0.24540413047660906,7.038076877593994
|
| 83 |
+
LURAP1,71,0.0021448968909680843,0.13231830298900604,0.03547605127096176,0.9971546588094137,0.9807191357676517,0.08371624561497806,3.04893159866333
|
| 84 |
+
MCM7,160,0.0018211633432656527,0.12848690152168274,0.029184289276599884,0.9975456284970877,0.9873712676972705,0.09428382456982845,2.809434175491333
|
| 85 |
+
MDN1,84,0.0037406855262815952,0.12896455824375153,0.043805673718452454,0.995158700783148,0.9768591366361918,0.04892961913707988,4.026429176330566
|
| 86 |
+
MED12,573,0.02325749211013317,0.2437211573123932,0.10226873308420181,0.9708153728307105,0.9081736461115851,0.47872021598861897,10.03981876373291
|
| 87 |
+
MED22,289,0.013430985622107983,0.2145242840051651,0.07561123371124268,0.9822323893246631,0.9437882376937288,0.4646162274966355,7.629540920257568
|
| 88 |
+
MED28,73,0.013839105144143105,0.20468610525131226,0.08160752803087234,0.9820735548848679,0.930594062630581,0.4173989456796667,7.744590759277344
|
| 89 |
+
MED31,38,0.005462013650685549,0.14809493720531464,0.05499592423439026,0.9924736899111316,0.9570964999569236,0.1685123367500524,4.8654255867004395
|
| 90 |
+
MED6,246,0.012198859825730324,0.20895402133464813,0.0744771882891655,0.9851118107233775,0.9478841573656932,0.45900540807505996,7.27116584777832
|
| 91 |
+
MIOS,163,0.0020752844866365194,0.13216784596443176,0.032703500241041183,0.9973450889222535,0.9863268153365345,0.17680569348009903,2.999047040939331
|
| 92 |
+
MIS18A,129,0.001516127260401845,0.13227993249893188,0.02923048473894596,0.9980400767375601,0.9867053899667413,0.030617828262013147,2.56337571144104
|
| 93 |
+
MKRN1,160,0.0014780416386201978,0.13176579773426056,0.028198111802339554,0.9980988742320019,0.9895199303238147,-0.02680443935926676,2.5309746265411377
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| 94 |
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MLST8,78,0.002332650823518634,0.13364548981189728,0.03574778512120247,0.9968923356113235,0.9808560182976195,0.07435773433467245,3.179576873779297
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| 95 |
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MMGT1,183,0.0014875673223286867,0.12662473320960999,0.028237370774149895,0.9981399509767545,0.9897224736571539,-0.14214445529706016,2.5391173362731934
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| 96 |
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MRPL14,211,0.0019686701707541943,0.12983658909797668,0.028742795810103416,0.9975623788685866,0.9895905036846291,0.12574998479742527,2.9209957122802734
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| 97 |
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MRPL41,69,0.0037825254257768393,0.13218320906162262,0.04267828166484833,0.9950858866825439,0.9765512707577689,0.13805820442862946,4.048884391784668
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| 98 |
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MRPL45,179,0.0014237832510843873,0.1346355676651001,0.027339892461895943,0.9982297806997791,0.9898326919903256,0.06897960916235485,2.4840848445892334
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| 99 |
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MRPL53,153,0.001929658930748701,0.12674832344055176,0.031211426481604576,0.9975800266217992,0.9880958528818027,0.20784921297837136,2.8919098377227783
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| 100 |
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MRPS22,165,0.001832684502005577,0.13822755217552185,0.03037695400416851,0.9977665075926584,0.9883537116388456,0.06679683504755267,2.8183069229125977
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| 101 |
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MTRNR2L1,43,0.003422209993004799,0.1398918479681015,0.04505808278918266,0.995451818794875,0.9688561806943902,0.12924756094744858,3.851215124130249
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| 102 |
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NAA10,137,0.0020023337565362453,0.1413273811340332,0.031735993921756744,0.9972515869278922,0.986460887942385,0.13391695655709526,2.945864200592041
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| 103 |
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NAA15,128,0.0024648255202919245,0.14382526278495789,0.03529847040772438,0.9966043367713988,0.9826463054196294,0.22219184356685193,3.2684178352355957
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| 104 |
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NCBP2,992,0.0087853679433465,0.18081676959991455,0.05641685426235199,0.9880322119604659,0.9640909682932797,0.1980912254582107,6.170557498931885
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| 105 |
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NDUFAF3,81,0.002293795347213745,0.13212114572525024,0.03559286519885063,0.9970392563097508,0.9808464520663861,0.09845497848846214,3.152984142303467
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| 106 |
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NELFA,89,0.006122341845184565,0.15094198286533356,0.05300942808389664,0.9915777021857709,0.9689293818082718,0.17071152920024346,5.151138782501221
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| 107 |
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NHP2,66,0.0034143123775720596,0.1408107429742813,0.04265405982732773,0.9954395826625833,0.9773281711053591,0.1351032513495795,3.846768856048584
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NOL7,73,0.0030264153610914946,0.13683290779590607,0.03968532010912895,0.9959033726041101,0.9798963991469491,0.0236043028523168,3.621668815612793
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| 109 |
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NUBP2,153,0.0013812220422551036,0.13017581403255463,0.027257315814495087,0.9982036589266797,0.9890474467437608,0.13941190478866983,2.4466745853424072
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| 110 |
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NUP133,79,0.0045686149969697,0.13628624379634857,0.04856446012854576,0.994260037187692,0.9729593529367575,0.09382516493607289,4.449761390686035
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| 111 |
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NUP214,132,0.002446993486955762,0.1278180181980133,0.03321298956871033,0.9968078417049756,0.9857238992620727,-0.08538970352879571,3.25657320022583
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| 112 |
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NVL,110,0.004177423194050789,0.12486598640680313,0.04459813982248306,0.994678499663463,0.9788053846874398,0.019856667971131194,4.25499153137207
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NXF1,251,0.0010383540065959096,0.1321997046470642,0.023761151358485222,0.9986617569552105,0.9924858845473081,0.052457662520924445,2.1213736534118652
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OPA1,60,0.0038194519001990557,0.1377415508031845,0.0453575998544693,0.9950291908833884,0.9731350147576793,0.15636082420605812,4.068599700927734
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OR2T5,106,0.001654065796174109,0.13296838104724884,0.030859408900141716,0.9978343479659141,0.9855168066892114,0.1293859262970965,2.6774466037750244
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PARN,123,0.0018791541224345565,0.13458675146102905,0.03169511631131172,0.9975004395078639,0.9867473053932881,0.024202993055427398,2.853813886642456
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PCBP2,172,0.001562452525831759,0.12801706790924072,0.028148137032985687,0.9980222986043379,0.9899538629415914,0.01994199208727953,2.602243185043335
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PDCD5,194,0.0015667597763240337,0.12765629589557648,0.026850132271647453,0.9980212544369218,0.9902583502415486,0.019846214109406405,2.605827569961548
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PELO,286,0.0023849555291235447,0.1424388736486435,0.03368685394525528,0.9967539497799894,0.9867725022023248,0.34808838063099434,3.21502685546875
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PGS1,104,0.0019077920587733388,0.13492491841316223,0.032638099044561386,0.997522757521149,0.9848324863205521,0.06549822028843873,2.8754775524139404
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PHF5A,231,0.010281607508659363,0.15591086447238922,0.06927333027124405,0.9866147037579117,0.9522464773655553,0.30059921310938775,6.675364017486572
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POLR2K,22,0.02603873983025551,0.23177094757556915,0.11541703343391418,0.9656795460887846,0.8706580944292375,0.3864217046030058,10.623177528381348
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| 123 |
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PPP1R15B,135,0.001839761040173471,0.1356036514043808,0.031215859577059746,0.9975051038055607,0.9865142048020675,0.23192452638628894,2.8237431049346924
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| 124 |
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PRPF31,27,0.019291777163743973,0.1689402163028717,0.10043372958898544,0.9763176066345948,0.8992069993244809,0.15506581617260007,9.143880844116211
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PRRC2A,89,0.0033127523493021727,0.12779495120048523,0.041353922337293625,0.9961176161462945,0.9791891447585938,-0.0682640915657155,3.7891249656677246
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| 126 |
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PSMB6,200,0.004634104669094086,0.15939094126224518,0.04490577057003975,0.9937008066146414,0.9771784288202734,0.6408709435741006,4.481541156768799
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| 127 |
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PSMC2,432,0.00631877314299345,0.17658910155296326,0.052645210176706314,0.9917372413668073,0.9732473355070016,0.6857953097998986,5.233121871948242
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| 128 |
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PSMD1,281,0.001350793638266623,0.13986839354038239,0.025014517828822136,0.9981504741344854,0.9910303534727258,0.5293963670731957,2.41957426071167
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| 129 |
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PSMD11,80,0.005767566617578268,0.16794085502624512,0.053009048104286194,0.9922119319245823,0.966226444809192,0.57713836697284,4.999663352966309
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| 130 |
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PSME2,151,0.0016225927975028753,0.12639005482196808,0.028770150616765022,0.9979582021888626,0.9879946997844814,-0.03713180989797055,2.6518516540527344
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| 131 |
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PSMG2,164,0.001268457737751305,0.13067801296710968,0.026389244943857193,0.9983628696947543,0.9894284958749959,0.06284521434915945,2.3446738719940186
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| 132 |
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PTK2,144,0.0013979325303807855,0.1342674195766449,0.02796258218586445,0.9981354490803904,0.9882746681946389,0.13296286249819558,2.461430549621582
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| 133 |
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PTPN23,140,0.0016263396246358752,0.12772224843502045,0.02947498857975006,0.9979683053358094,0.987921828404609,-0.07286812520376185,2.654911756515503
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| 134 |
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PXN,161,0.0018042813753709197,0.14064937829971313,0.029001250863075256,0.9976491107973804,0.9873832142369916,0.040095850707731785,2.7963826656341553
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| 135 |
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RAC1,194,0.0015600362094119191,0.12925119698047638,0.02695908397436142,0.9980695478378522,0.9909020999314505,0.009923561667918128,2.6002302169799805
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RAD51,241,0.002899210900068283,0.11780177056789398,0.03258920833468437,0.9961217719126643,0.9864258780349695,0.1640966583493441,3.5447397232055664
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RANGAP1,130,0.0069275894202291965,0.13726721704006195,0.05602840334177017,0.9908255930079733,0.9670503771480554,0.006032230297286999,5.479431629180908
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RBM14,228,0.006603272166103125,0.13622117042541504,0.04969737306237221,0.9910466248972701,0.960735970423712,0.15467307760663618,5.349633693695068
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RBM22,5,0.037024933844804764,0.14280113577842712,0.1463848203420639,0.9560598336936679,0.8013546484887168,0.012938919495846031,12.667520523071289
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RFC5,111,0.0023116639349609613,0.12344861775636673,0.03431343659758568,0.9968979710876514,0.9834249753722759,0.2245105642762494,3.165241003036499
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| 141 |
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RIOK2,174,0.007709289435297251,0.15417954325675964,0.058500390499830246,0.9901262742626489,0.9761596500876121,0.164700285984095,5.7803168296813965
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| 142 |
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RNASEH2C,102,0.002832066034898162,0.14974160492420197,0.03824911266565323,0.9963368580963758,0.9798214962580426,0.13376520244359313,3.5034518241882324
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| 143 |
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RNF113A,176,0.00995408184826374,0.16743157804012299,0.07104036957025528,0.9886657347985297,0.9690649290990196,0.12667034173827552,6.568180561065674
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| 144 |
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RNF168,61,0.0029230457730591297,0.12076324969530106,0.040641747415065765,0.996361915112183,0.9793591474883433,-0.08915891605068366,3.5592808723449707
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| 145 |
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RNF20,124,0.008355429396033287,0.1475989669561386,0.06188984587788582,0.9887314887963815,0.9577563651710496,0.336287091093025,6.01767635345459
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RPA1,469,0.0019569138530641794,0.15066957473754883,0.031118987128138542,0.9975050249263712,0.9896794881382579,0.35476720115502597,2.9122610092163086
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| 147 |
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RPF1,125,0.0040880246087908745,0.13729265332221985,0.04471045359969139,0.994631207524218,0.97662336427728,0.18040033341610284,4.2092156410217285
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RPL31,294,0.01428364496678114,0.1595403403043747,0.07992318272590637,0.9818479687392726,0.9539080956705115,0.3993436361275307,7.867993354797363
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RPL8,384,0.008475079201161861,0.154808908700943,0.05937367305159569,0.9889147585737343,0.9698961846693187,0.3678795177866763,6.060609817504883
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RRN3,39,0.01120865810662508,0.16867002844810486,0.07388749718666077,0.9850532425515423,0.9444128487048624,0.23775498097921957,6.969815254211426
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RTCB,171,0.0019704452715814114,0.1331815868616104,0.03129201382398605,0.9975560655192249,0.988289006171327,0.009281373233852124,2.9223122596740723
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RTTN,125,0.0016843959456309676,0.136875718832016,0.03049822896718979,0.9977880597664353,0.9866997963218148,0.07021048104964911,2.70188307762146
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SARS2,163,0.0018101187888532877,0.14023424685001373,0.03081277199089527,0.9976585582941428,0.9871244423001547,0.09291815589543642,2.8009023666381836
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SCAP,140,0.001760732615366578,0.13490962982177734,0.030042041093111038,0.9977478450785505,0.987306715200578,0.097787905109908,2.7624292373657227
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| 155 |
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SDE2,151,0.0023562503047287464,0.13512802124023438,0.03451750800013542,0.9969163540138095,0.9865307550821634,0.09888466927514165,3.19562029838562
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SDHA,62,0.0031959936022758484,0.12282105535268784,0.04191073402762413,0.9957578933589502,0.976044797761076,-0.015855167551596733,3.7217516899108887
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| 157 |
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SEC16A,153,0.0013772830134257674,0.13371068239212036,0.02763332612812519,0.9981851897351672,0.988851560366166,0.036811712977625546,2.443183422088623
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SLC35G6,163,0.0012062143068760633,0.13284659385681152,0.025979066267609596,0.9984491348235749,0.9905447844586645,0.06811740521021521,2.286423683166504
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| 159 |
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SLU7,225,0.022236013785004616,0.19720585644245148,0.10459069907665253,0.9727552644736019,0.9320834438632172,0.2025242926232378,9.816866874694824
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| 160 |
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SMC6,125,0.0016486281529068947,0.13268402218818665,0.029385093599557877,0.9977767955040892,0.9866501169221452,0.21252985782727687,2.673042058944702
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| 161 |
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SNRNP27,47,0.007150729186832905,0.15210281312465668,0.06091313436627388,0.9906024650461688,0.9588526227732574,0.050360543892788635,5.566979885101318
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| 162 |
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SNRNP35,168,0.003784075379371643,0.15123148262500763,0.042132798582315445,0.995003216986505,0.9789876658052548,0.21846102590024738,4.049714088439941
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| 163 |
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SNRNP70,129,0.012199117802083492,0.16685190796852112,0.07513562589883804,0.9831873615861,0.9419289250478802,0.3061690886386513,7.271243095397949
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| 164 |
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SNX15,637,0.0008149196510203183,0.1412104070186615,0.019828803837299347,0.9989183870431232,0.995142679370556,0.3533260128877782,1.8793247938156128
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| 165 |
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SPC25,199,0.011676941066980362,0.20849041640758514,0.07345981895923615,0.9864176452838779,0.9504211090689509,0.551470707218813,7.11392068862915
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| 166 |
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SPTSSA,124,0.0017428650753572583,0.12386389076709747,0.030916284769773483,0.997805128843114,0.9863996962977833,-0.05407775807481128,2.7483773231506348
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| 167 |
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SRSF10,133,0.003173605538904667,0.1377021074295044,0.03803239390254021,0.9957362283340409,0.9800218237149305,0.1259576086794763,3.708693265914917
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| 168 |
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SRSF3,29,0.020446058362722397,0.21154262125492096,0.10063017159700394,0.9722777492548769,0.9009426886084584,0.3488167157939628,9.413458824157715
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| 169 |
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SSX4,101,0.0019717488903552294,0.1296040415763855,0.032851144671440125,0.9974640457754418,0.9841896257823867,-0.08330386131152803,2.923279047012329
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| 170 |
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TAF2,144,0.011281286366283894,0.18624615669250488,0.06750062108039856,0.9854036710776236,0.9585911387636892,0.27499095916011174,6.992359161376953
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| 171 |
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TARDBP,169,0.0018323005642741919,0.12911051511764526,0.029414217919111252,0.9976037813438317,0.9885237114592813,0.09216458524674347,2.81801176071167
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| 172 |
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TBCC,141,0.001471452647820115,0.13123519718647003,0.0284162275493145,0.9980898638195269,0.9885981034773027,-0.016218834059237457,2.52532696723938
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| 173 |
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TBP,151,0.002799972891807556,0.14767254889011383,0.0351555272936821,0.9961414284279948,0.9845614030518917,0.12467416553728769,3.4835445880889893
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| 174 |
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TDGF1,106,0.0017357633914798498,0.13196498155593872,0.03158402815461159,0.997763570492751,0.9854675905496696,-0.00521426134548089,2.742772102355957
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| 175 |
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TFRC,57,0.003211050760000944,0.13768835365772247,0.041828397661447525,0.9955768801262784,0.9729178900479851,0.25725753882209024,3.73050856590271
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THAP1,110,0.0037865641061216593,0.1480860561132431,0.04290902614593506,0.9949714518232965,0.9776185375200765,0.500746029050156,4.0510454177856445
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| 177 |
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THOC3,147,0.004204204771667719,0.13812261819839478,0.04277757555246353,0.9943094002844515,0.9793123359062373,0.17666008643575568,4.268609523773193
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| 178 |
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TMEM258,193,0.0013784673064947128,0.1380365937948227,0.025880642235279083,0.9981753588604888,0.9903267204381597,0.21642534963063953,2.4442334175109863
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| 179 |
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TOMM22,104,0.004548344295471907,0.1486646682024002,0.043796442449092865,0.9942241194919255,0.9788592992386995,0.13925090902430642,4.439878940582275
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| 180 |
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TRA2B,222,0.003653536085039377,0.13921526074409485,0.03781604766845703,0.9953353768734879,0.982750889754,0.05378530530411838,3.9792492389678955
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| 181 |
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TRAPPC3,163,0.0013986736303195357,0.12788167595863342,0.02651451900601387,0.9981829619879548,0.9894213335741939,0.09906928933040296,2.462082624435425
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| 182 |
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TRAPPC5,132,0.0017959041288122535,0.1368853896856308,0.030695190653204918,0.9975532925389806,0.9857944615302151,0.1961215519476069,2.7898833751678467
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| 183 |
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TREX2,275,0.002283626003190875,0.15755710005760193,0.03262047842144966,0.9970594627889677,0.9876235645771854,0.4072880001903961,3.145987033843994
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| 184 |
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TRNT1,203,0.0013238298706710339,0.13097615540027618,0.026243053376674652,0.9983203738792598,0.9900805328287066,0.0744457428508775,2.39530348777771
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