diff --git a/raw_data/idsplit_overlap_rs42.tab b/raw_data/idsplit_overlap_rs42.tab
new file mode 100644
index 0000000000000000000000000000000000000000..329c94324ddcde9cb7a41a5e1e0a586149c0c0f8
--- /dev/null
+++ b/raw_data/idsplit_overlap_rs42.tab
@@ -0,0 +1,23777 @@
+f.eid	Dementia	MACE	T2_Diabetes	Liver_Disease	Renal_Disease	Atrial_Fibrillation	Heart_Failure	CHD	PAD	Asthma	COPD	Skin_Cancer	Prostate_Cancer	Breast_Cancer	Fractures	Cataracts	Glaucoma
+3014660	2.0	1.0	2.0	4.0	1.0	3.0	4.0	3.0	5.0	3.0	4.0	2.0	4.0	5.0	4.0	2.0	4.0
+5505035	5.0	5.0	2.0	1.0	1.0	3.0	3.0	2.0	3.0	4.0	3.0	2.0	5.0	1.0	5.0	5.0	2.0
+3014675	3.0	5.0	4.0	3.0	2.0	3.0	4.0	2.0	1.0	5.0	1.0	5.0	3.0	2.0	2.0	5.0	1.0
+4194327	3.0	5.0	1.0	5.0	4.0	5.0	5.0	5.0	2.0	1.0	1.0	4.0	1.0	4.0	3.0	4.0	2.0
+2228248	1.0	5.0	2.0	4.0	5.0	5.0	1.0	5.0	1.0	5.0	4.0	2.0	5.0	2.0	3.0	4.0	1.0
+4718644	2.0	2.0	2.0	4.0	1.0	1.0	3.0	2.0	3.0	5.0	4.0	1.0	4.0	3.0	2.0	4.0	4.0
+5374005	3.0	2.0	2.0	1.0	2.0	4.0	2.0	4.0	1.0	1.0	2.0	5.0	5.0	5.0	3.0	3.0	2.0
+1966139	1.0	4.0	5.0	1.0	2.0	1.0	3.0	1.0	5.0	3.0	4.0	3.0	3.0	2.0	3.0	5.0	4.0
+1048638	5.0	3.0	5.0	4.0	5.0	3.0	3.0	3.0	5.0	1.0	4.0	1.0	5.0	5.0	3.0	1.0	1.0
+5767235	5.0	4.0	5.0	3.0	4.0	4.0	2.0	5.0	4.0	1.0	2.0	5.0	3.0	3.0	1.0	2.0	5.0
+3932229	4.0	4.0	5.0	1.0	5.0	4.0	2.0	2.0	5.0	2.0	5.0	5.0	2.0	5.0	3.0	4.0	3.0
+4325459	2.0	3.0	2.0	5.0	4.0	3.0	2.0	1.0	4.0	1.0	2.0	4.0	4.0	1.0	3.0	4.0	5.0
+3407958	4.0	5.0	4.0	5.0	5.0	5.0	2.0	3.0	3.0	4.0	3.0	2.0	2.0	1.0	3.0	2.0	1.0
+5767256	1.0	4.0	3.0	1.0	2.0	5.0	5.0	1.0	1.0	5.0	1.0	1.0	2.0	4.0	4.0	3.0	1.0
+3932250	1.0	2.0	5.0	1.0	4.0	5.0	3.0	3.0	2.0	4.0	3.0	5.0	5.0	1.0	1.0	4.0	3.0
+1310813	2.0	4.0	4.0	2.0	2.0	2.0	3.0	4.0	1.0	1.0	1.0	3.0	3.0	1.0	5.0	4.0	2.0
+5767263	2.0	4.0	3.0	4.0	2.0	2.0	5.0	2.0	3.0	2.0	2.0	4.0	3.0	4.0	5.0	3.0	4.0
+1704032	5.0	4.0	3.0	5.0	1.0	1.0	1.0	1.0	4.0	4.0	2.0	4.0	5.0	4.0	5.0	4.0	5.0
+3801201	2.0	1.0	2.0	3.0	4.0	2.0	4.0	4.0	1.0	4.0	3.0	5.0	3.0	1.0	3.0	3.0	3.0
+5505139	4.0	5.0	3.0	4.0	1.0	4.0	5.0	1.0	4.0	5.0	4.0	1.0	4.0	2.0	1.0	4.0	1.0
+5898355	5.0	1.0	1.0	5.0	4.0	2.0	2.0	1.0	5.0	2.0	4.0	5.0	3.0	5.0	2.0	2.0	2.0
+1704054	2.0	4.0	2.0	1.0	2.0	4.0	2.0	4.0	1.0	2.0	2.0	4.0	3.0	3.0	3.0	1.0	2.0
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+1572988	4.0	1.0	3.0	3.0	2.0	1.0	1.0	5.0	5.0	4.0	4.0	1.0	2.0	1.0	2.0	1.0	2.0
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+1048709	3.0	1.0	2.0	4.0	2.0	1.0	4.0	3.0	3.0	1.0	3.0	2.0	2.0	2.0	1.0	2.0	3.0
+2883739	3.0	5.0	5.0	2.0	4.0	2.0	3.0	2.0	2.0	1.0	3.0	5.0	2.0	3.0	5.0	4.0	3.0
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diff --git a/results/PANEL/omega/input_gradients/Asthma_5/prote_metab/prote_Asthma_surv_res.csv b/results/PANEL/omega/input_gradients/Asthma_5/prote_metab/prote_Asthma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6cfd73f637e8599edfe6b499ac9be7faa17e2ba7
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Asthma_5/prote_metab/prote_Asthma_surv_res.csv
@@ -0,0 +1,2918 @@
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+VTA1_INVN,8.327028e-09,1.0223682e-06
+VTCN1_INVN,1.0640016e-06,1.1369148e-06
+VTI1A_INVN,7.822687e-07,1.073937e-06
+VWA1_INVN,1.239078e-06,1.121157e-06
+VWA5A_INVN,-5.358523e-08,1.0542255e-06
+VWC2_INVN,-7.080961e-07,1.0618303e-06
+VWC2L_INVN,5.6720577e-08,1.047601e-06
+VWF_INVN,1.1633746e-06,1.0745545e-06
+WARS_INVN,1.9516006e-06,1.1053116e-06
+WAS_INVN,8.271833e-07,1.0854613e-06
+WASF1_INVN,2.0005175e-06,1.1234125e-06
+WASF3_INVN,-1.0729466e-06,1.0477022e-06
+WASHC3_INVN,-7.708063e-07,1.0431537e-06
+WASL_INVN,3.5311757e-07,1.1021009e-06
+WDR46_INVN,-5.386406e-07,1.03571e-06
+WFDC1_INVN,-4.2770404e-07,1.1136815e-06
+WFDC12_INVN,1.7305307e-07,1.0349258e-06
+WFDC2_INVN,-1.3432809e-06,1.1003871e-06
+WFIKKN1_INVN,-3.4402504e-07,1.0920671e-06
+WFIKKN2_INVN,-9.41066e-07,1.0324366e-06
+WIF1_INVN,-9.4072857e-07,1.0444885e-06
+WNT9A_INVN,7.695412e-07,1.3952322e-06
+WWP2_INVN,1.0428365e-06,1.0136953e-06
+XCL1_INVN,-5.267962e-07,1.0995249e-06
+XG_INVN,-6.130243e-07,1.195016e-06
+XIAP_INVN,-1.8652774e-07,1.0585401e-06
+XPNPEP2_INVN,4.4436597e-08,1.0589516e-06
+XRCC4_INVN,-8.864048e-07,1.0620482e-06
+YAP1_INVN,1.5479376e-06,1.1359436e-06
+YARS1_INVN,8.534544e-07,1.155669e-06
+YES1_INVN,-5.096093e-07,9.948795e-07
+YJU2_INVN,7.0298864e-07,1.0121779e-06
+YOD1_INVN,-6.8986037e-07,1.1230867e-06
+YTHDF3_INVN,-1.0622259e-06,1.0130386e-06
+YWHAQ_INVN,-1.2012525e-06,1.0695835e-06
+YY1_INVN,-1.5822746e-07,1.0206e-06
+ZBP1_INVN,-6.304678e-08,1.1695806e-06
+ZBTB16_INVN,5.317423e-07,1.0170264e-06
+ZBTB17_INVN,-3.7070868e-07,9.942175e-07
+ZCCHC8_INVN,-1.5929188e-06,1.0911862e-06
+ZFYVE19_INVN,8.530475e-08,1.0226028e-06
+ZHX2_INVN,-8.5364195e-07,1.0270013e-06
+ZNF174_INVN,1.1939367e-06,1.0815966e-06
+ZNF75D_INVN,-1.3938735e-06,1.1352084e-06
+ZNF830_INVN,1.2355048e-06,1.2517582e-06
+ZNRD2_INVN,-9.250452e-07,1.0382282e-06
+ZNRF4_INVN,-7.6394184e-07,1.0941612e-06
+ZP3_INVN,-7.88492e-07,1.1218641e-06
+ZP4_INVN,-1.0294042e-06,1.1496866e-06
+ZPR1_INVN,4.167274e-07,1.0225848e-06
diff --git a/results/PANEL/omega/input_gradients/Atrial_Fibrillation_3/prote_metab/metab_Atrial_Fibrillation_surv_res.csv b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_3/prote_metab/metab_Atrial_Fibrillation_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71b30846f9e5d52fad99763a92b5a00ed73dbe8b
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_3/prote_metab/metab_Atrial_Fibrillation_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-9.4464255e-08,1.6179473e-07
+Gln,2.7334173e-07,4.2858716e-07
+Gly,1.5221895e-07,2.9421932e-07
+His,-6.1610193e-09,1.1775155e-08
+Ile,5.8188466e-08,8.281031e-08
+Leu,-4.8189104e-08,7.2389334e-08
+Total BCAA,6.8063514e-08,1.2135958e-07
+Val,-3.834412e-08,6.242261e-08
+Phe,2.3353788e-09,7.9108675e-09
+Tyr,1.9195332e-08,2.6405417e-08
+ApoA1,8.283894e-07,1.267783e-06
+ApoB,-3.9384022e-07,5.2436366e-07
+Clinical LDL-C,-1.3541858e-06,1.9183462e-06
+HDL-C,9.499023e-07,1.5255557e-06
+LDL-C,-3.9652835e-07,5.98267e-07
+non-HDL-C,1.4714154e-06,1.9400447e-06
+Remnant-C,1.4401348e-07,3.073386e-07
+Total-C,-3.3570902e-06,4.5243787e-06
+VLDL-C,-6.882002e-07,9.3695667e-07
+HDL-CE,8.650244e-07,1.3658391e-06
+LDL-CE,-4.548651e-07,6.572338e-07
+Total-CE,-1.9394558e-06,2.7379663e-06
+VLDL-CE,2.5624988e-07,3.500767e-07
+DHA,-1.6929437e-07,2.6357395e-07
+LA,-2.1655753e-06,3.1121363e-06
+MUFA,2.6239573e-07,7.0200355e-07
+Omega-3,4.029889e-07,5.624994e-07
+Omega-6,-2.4787837e-06,3.4537072e-06
+PUFA,6.1764376e-07,8.878766e-07
+SFA,-3.024408e-06,4.6941964e-06
+Total-FA,-3.6892654e-06,5.5379583e-06
+Unsaturation,4.831846e-08,1.04662334e-07
+Albumin,-5.049347e-07,2.279777e-06
+Creatinine,-8.697608e-09,1.6458722e-08
+HDL-FC,-9.73144e-09,5.4109307e-08
+LDL-FC,-4.9561592e-08,1.0530737e-07
+Total-FC,1.7508343e-08,1.3761479e-07
+VLDL-FC,7.843924e-08,1.2337115e-07
+Citrate,1.8913331e-08,3.1386005e-08
+Glucose,1.2816439e-06,2.5903557e-06
+Lactate,-5.3127533e-06,9.64464e-06
+Pyruvate,-2.9401122e-08,6.208339e-08
+GlycA,9.071132e-08,1.7179482e-07
+Acetate,8.599751e-09,1.0234889e-08
+Acetoacetate,3.475782e-08,5.0158324e-08
+Acetone,-5.190233e-09,8.4036e-09
+bOHbutyrate,-1.2472698e-07,1.7753672e-07
+HDL-P,1.4561343e-09,2.475152e-09
+LDL-P,2.8844904e-11,1.9423312e-10
+Total-P,2.6807967e-09,3.9452166e-09
+VLDL-P,-3.5137201e-12,3.4075902e-11
+HDL size,3.597702e-07,6.331876e-07
+LDL size,-2.3578643e-08,7.5411e-08
+VLDL size,1.0500672e-06,1.714868e-06
+XXL-VLDL-L,1.4999699e-07,2.5513978e-07
+XXL-VLDL-P,1.6791685e-12,2.6374408e-12
+XL-VLDL-C,3.7264606e-08,5.22713e-08
+XL-VLDL-CE,1.5989658e-11,9.438234e-09
+XL-VLDL-L,-2.4777628e-07,3.560583e-07
+XL-VLDL-P,6.5121194e-12,9.425146e-12
+XL-VLDL-TG,-4.3524835e-08,7.546011e-08
+L-VLDL-C,1.795006e-08,3.8844753e-08
+L-VLDL-CE,-3.2704968e-08,4.6242043e-08
+L-VLDL-FC,5.2426e-08,7.3603665e-08
+L-VLDL-L,3.7157966e-07,5.181971e-07
+L-VLDL-P,3.2842663e-12,6.2904196e-12
+L-VLDL-PL,1.3284514e-07,1.9037482e-07
+L-VLDL-TG,-1.8231772e-08,4.9045806e-08
+M-VLDL-C,-1.5518962e-08,3.9514905e-08
+M-VLDL-CE,3.83552e-08,6.1162666e-08
+M-VLDL-FC,8.2670915e-08,1.08698444e-07
+M-VLDL-L,-2.6681025e-07,3.4545735e-07
+M-VLDL-P,6.258102e-12,1.4334319e-11
+M-VLDL-PL,-1.8800904e-08,3.401777e-08
+M-VLDL-TG,-1.8291942e-07,2.5734275e-07
+S-VLDL-C,-1.5103768e-07,2.0173813e-07
+S-VLDL-CE,-6.524297e-08,8.926444e-08
+S-VLDL-FC,7.8873484e-08,1.0274834e-07
+S-VLDL-L,-2.5458982e-07,3.605691e-07
+S-VLDL-P,-7.815938e-12,1.32317785e-11
+S-VLDL-PL,1.03723444e-07,1.4052145e-07
+S-VLDL-TG,1.3993798e-07,2.2349201e-07
+XS-VLDL-C,-2.7108483e-08,5.271514e-08
+XS-VLDL-CE,-4.9406584e-08,6.867728e-08
+XS-VLDL-FC,-8.706087e-09,1.2786323e-08
+XS-VLDL-L,-2.9478995e-08,5.9817154e-08
+XS-VLDL-P,-4.4196063e-11,5.8579815e-11
+XS-VLDL-PL,-1.4075136e-08,2.5144596e-08
+XS-VLDL-TG,2.7781558e-08,5.210554e-08
+IDL-C,1.2481834e-07,2.2357045e-07
+IDL-CE,4.5856268e-07,6.1539305e-07
+IDL-FC,-2.3552921e-08,4.7712096e-08
+IDL-L,-3.4838084e-07,4.963411e-07
+IDL-P,4.3444887e-11,6.814855e-11
+IDL-PL,-9.8202285e-08,1.4321535e-07
+IDL-TG,2.6571353e-08,4.989728e-08
+L-LDL-C,6.526947e-07,9.600508e-07
+L-LDL-CE,-3.4308894e-08,1.4436813e-07
+L-LDL-FC,-6.122432e-09,6.610688e-08
+L-LDL-L,7.9464047e-07,1.0921807e-06
+L-LDL-P,4.0482329e-10,5.547457e-10
+L-LDL-PL,-1.9904819e-07,2.7203498e-07
+L-LDL-TG,2.7407938e-09,1.510473e-08
+M-LDL-C,1.0207191e-07,1.4544574e-07
+M-LDL-CE,-4.8298525e-09,7.739121e-08
+M-LDL-FC,-4.21008e-09,2.1849662e-08
+M-LDL-L,4.298079e-07,5.6060856e-07
+M-LDL-P,1.7151054e-10,2.4458394e-10
+M-LDL-PL,5.140405e-09,1.9953982e-08
+M-LDL-TG,2.7684615e-08,4.4940872e-08
+S-LDL-C,-1.18458665e-07,1.587419e-07
+S-LDL-CE,3.0829916e-09,1.7771015e-08
+S-LDL-FC,-3.1625557e-08,4.8296958e-08
+S-LDL-L,1.1381339e-07,1.536409e-07
+S-LDL-P,1.1119347e-11,2.7766815e-11
+S-LDL-PL,3.845008e-08,5.0293934e-08
+XL-HDL-C,-4.62365e-09,2.3583805e-08
+XL-HDL-CE,2.7741054e-08,5.4518654e-08
+XL-HDL-FC,-1.9708286e-09,6.6724333e-09
+XL-HDL-L,5.144496e-08,1.1101876e-07
+XL-HDL-P,8.414284e-10,1.4962583e-09
+XL-HDL-PL,5.598265e-09,4.114695e-08
+L-HDL-C,5.369898e-07,9.181451e-07
+L-HDL-CE,-5.752655e-07,9.730578e-07
+L-HDL-FC,-9.611184e-08,1.6927554e-07
+L-HDL-L,3.0393264e-07,5.706587e-07
+L-HDL-P,-1.7881063e-10,5.243276e-10
+L-HDL-PL,2.5873385e-07,4.4976287e-07
+L-HDL-TG,-2.4921452e-08,4.479248e-08
+M-HDL-C,-6.054032e-08,1.0973646e-07
+M-HDL-CE,1.2423456e-07,1.9014527e-07
+M-HDL-FC,3.8275953e-08,6.181457e-08
+M-HDL-L,5.433086e-07,8.523981e-07
+M-HDL-P,8.582917e-10,1.4364878e-09
+M-HDL-PL,1.8095557e-07,2.9067468e-07
+M-HDL-TG,-3.3642213e-08,6.4587525e-08
+S-HDL-C,7.74215e-08,1.1490081e-07
+S-HDL-CE,7.493357e-08,1.0919178e-07
+S-HDL-FC,4.012857e-08,6.085547e-08
+S-HDL-L,3.0070524e-07,4.705082e-07
+S-HDL-P,6.078609e-10,1.2609883e-09
+S-HDL-PL,9.5243685e-08,1.6401052e-07
+S-HDL-TG,3.4837193e-08,6.19229e-08
+Cholines,7.2066456e-07,1.0477366e-06
+Phosphatidylc,1.0642676e-06,1.6290996e-06
+Phosphoglyc,2.081912e-07,3.8735172e-07
+Sphingomyelins,1.3377855e-08,4.1905693e-08
+HDL-PL,-2.834626e-07,5.316475e-07
+LDL-PL,7.5619226e-08,1.3046669e-07
+Total-PL,-3.0743283e-07,4.4958594e-07
+VLDL-PL,4.6284387e-07,6.4655626e-07
+HDL-L,1.6109064e-07,4.5374009e-07
+LDL-L,-4.5655275e-07,7.375705e-07
+Total-L,4.1125336e-06,5.3226318e-06
+VLDL-L,-1.3200786e-08,4.4171438e-07
+HDL-TG,-7.830257e-08,1.5210124e-07
+LDL-TG,6.920005e-09,3.8758863e-08
+Total-TG,7.1167057e-07,1.1833856e-06
+VLDL-TG,-1.4551073e-06,2.1353271e-06
diff --git a/results/PANEL/omega/input_gradients/Atrial_Fibrillation_4/prote_metab/prote_Atrial_Fibrillation_surv_res.csv b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_4/prote_metab/prote_Atrial_Fibrillation_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a4a3baf386c691262bb1c37827fbd213368a024a
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_4/prote_metab/prote_Atrial_Fibrillation_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,2.4159237e-06,4.1218327e-06
+A1BG_INVN,2.1561134e-06,3.1406205e-06
+AAMDC_INVN,3.1019713e-09,1.8667054e-06
+AARSD1_INVN,8.416332e-07,1.9996792e-06
+ABCA2_INVN,-6.683919e-07,2.1794538e-06
+ABHD14B_INVN,9.4676574e-07,2.287371e-06
+ABL1_INVN,-2.6344608e-07,1.8859828e-06
+ABO_INVN,1.0987484e-06,2.1922003e-06
+ABRAXAS2_INVN,1.4748673e-06,2.4198523e-06
+ACAA1_INVN,6.4383283e-07,2.0737957e-06
+ACADM_INVN,1.3736963e-07,2.036131e-06
+ACADSB_INVN,-8.09213e-07,2.179423e-06
+ACAN_INVN,8.233441e-07,2.1960186e-06
+ACE_INVN,-2.493955e-07,1.8698607e-06
+ACE2_INVN,3.2899771e-07,2.6508308e-06
+ACHE_INVN,2.1503887e-07,1.9715083e-06
+ACOT13_INVN,-5.326493e-07,1.8280317e-06
+ACOX1_INVN,-1.378088e-06,2.4528424e-06
+ACP1_INVN,1.3038351e-06,2.0996763e-06
+ACP5_INVN,-4.886324e-07,2.5079935e-06
+ACP6_INVN,-3.939415e-07,1.9144745e-06
+ACRBP_INVN,7.175672e-07,2.1075991e-06
+ACRV1_INVN,-1.3863838e-06,2.4820238e-06
+ACSL1_INVN,-1.0261894e-06,2.2277914e-06
+ACTA2_INVN,9.60849e-07,2.2577187e-06
+ACTN2_INVN,3.2145124e-06,3.5103767e-06
+ACTN4_INVN,-1.0545255e-06,1.9834204e-06
+ACVRL1_INVN,1.4731423e-06,2.139681e-06
+ACY1_INVN,-2.282948e-06,3.0531282e-06
+ACY3_INVN,2.2028987e-06,2.529848e-06
+ACYP1_INVN,-1.995216e-06,2.689614e-06
+ADA_INVN,-1.6212927e-06,2.4647074e-06
+ADA2_INVN,-1.7142273e-06,2.3112755e-06
+ADAM12_INVN,-8.43825e-07,2.049077e-06
+ADAM15_INVN,7.43049e-07,2.3708078e-06
+ADAM22_INVN,5.694121e-07,1.9812842e-06
+ADAM23_INVN,6.987337e-07,1.9187737e-06
+ADAM8_INVN,-1.1693667e-06,2.2376078e-06
+ADAM9_INVN,1.1372057e-06,2.1258943e-06
+ADAMTS1_INVN,-4.4289072e-07,1.9807956e-06
+ADAMTS13_INVN,-6.074062e-07,1.8336947e-06
+ADAMTS15_INVN,1.3933775e-06,2.314936e-06
+ADAMTS16_INVN,-3.243565e-06,3.449183e-06
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+AGRP_INVN,-1.763197e-06,2.5089146e-06
+AGT_INVN,-3.3071137e-07,1.7624395e-06
+AGXT_INVN,1.6180879e-06,2.2799247e-06
+AHCY_INVN,7.4232054e-07,2.2839647e-06
+AHNAK_INVN,-1.3102369e-06,2.1717472e-06
+AHNAK2_INVN,-1.660311e-07,1.9318172e-06
+AHSA1_INVN,1.9423297e-07,1.8525268e-06
+AHSG_INVN,-5.082808e-07,1.9587678e-06
+AHSP_INVN,-2.921417e-06,3.573393e-06
+AIDA_INVN,-7.4523086e-07,1.977286e-06
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diff --git a/results/PANEL/omega/input_gradients/Atrial_Fibrillation_5/prote_metab/metab_Atrial_Fibrillation_surv_res.csv b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_5/prote_metab/metab_Atrial_Fibrillation_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..264e6e4c1e024288be667b94fa30120d99b7482a
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_5/prote_metab/metab_Atrial_Fibrillation_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-7.8507085e-09,7.00846e-08
+Gln,-3.3721932e-08,6.4791145e-08
+Gly,3.9585046e-09,4.8416318e-08
+His,-1.7824394e-08,2.2579771e-08
+Ile,1.2121995e-08,2.0296197e-08
+Leu,-1.9611224e-09,1.719494e-08
+Total BCAA,-3.252987e-08,6.6095666e-08
+Val,6.188544e-08,9.499075e-08
+Phe,-1.831892e-08,2.4858425e-08
+Tyr,-1.872015e-09,1.2692927e-08
+ApoA1,-8.224607e-07,1.0501727e-06
+ApoB,2.6403113e-08,1.3808669e-07
+Clinical LDL-C,-1.8830029e-06,2.7277817e-06
+HDL-C,1.3450988e-06,1.6880844e-06
+LDL-C,-6.861437e-07,1.0246532e-06
+non-HDL-C,1.4742777e-06,2.2059544e-06
+Remnant-C,4.9007787e-07,7.139503e-07
+Total-C,-1.4461467e-06,2.112519e-06
+VLDL-C,-9.195446e-08,2.352292e-07
+HDL-CE,6.3232184e-09,1.2157822e-07
+LDL-CE,-7.628192e-08,2.3413654e-07
+Total-CE,9.170379e-07,1.2661126e-06
+VLDL-CE,-1.9898913e-07,3.1442494e-07
+DHA,5.5991997e-08,8.975135e-08
+LA,-3.372575e-07,5.7774344e-07
+MUFA,2.2623146e-06,3.57474e-06
+Omega-3,-6.820795e-07,8.8284446e-07
+Omega-6,-1.7915977e-06,2.592989e-06
+PUFA,6.005567e-07,9.571446e-07
+SFA,2.7454213e-08,8.390304e-07
+Total-FA,-4.631845e-06,7.3881024e-06
+Unsaturation,-2.683666e-07,3.6391407e-07
+Albumin,-4.1680505e-06,6.9144307e-06
+Creatinine,1.0999493e-08,2.1712667e-08
+HDL-FC,-1.135312e-08,4.1223334e-08
+LDL-FC,2.927982e-07,3.962579e-07
+Total-FC,-1.0138388e-06,1.416598e-06
+VLDL-FC,-3.130258e-08,9.3481376e-08
+Citrate,5.6702504e-08,7.2466285e-08
+Glucose,-1.752448e-07,1.0044461e-06
+Lactate,1.9845081e-06,2.8502477e-06
+Pyruvate,2.7943521e-08,4.3942883e-08
+GlycA,1.9782378e-07,2.9511096e-07
+Acetate,-2.0286711e-08,1.7277415e-08
+Acetoacetate,-2.6302827e-08,4.8637194e-08
+Acetone,-6.7116637e-09,1.3959891e-08
+bOHbutyrate,-2.3848824e-07,4.7797084e-07
+HDL-P,4.530363e-09,6.3658754e-09
+LDL-P,-2.369631e-10,4.164632e-10
+Total-P,-6.466485e-10,1.7512356e-09
+VLDL-P,1.6707644e-10,2.693932e-10
+HDL size,3.7662215e-08,1.18260566e-07
+LDL size,-8.039125e-08,1.2054704e-07
+VLDL size,3.7192206e-06,5.9832514e-06
+XXL-VLDL-L,2.4722155e-07,4.1491631e-07
+XXL-VLDL-P,-4.5572573e-13,1.193529e-12
+XL-VLDL-C,-1.979121e-08,3.90376e-08
+XL-VLDL-CE,3.145559e-08,5.2992476e-08
+XL-VLDL-L,-4.6430085e-07,8.02109e-07
+XL-VLDL-P,2.184326e-13,1.5438297e-12
+XL-VLDL-TG,-2.1108283e-07,3.5141767e-07
+L-VLDL-C,2.0915225e-08,4.904601e-08
+L-VLDL-CE,-1.837043e-08,3.2905646e-08
+L-VLDL-FC,8.194001e-08,1.4216398e-07
+L-VLDL-L,-4.1268223e-07,7.0744045e-07
+L-VLDL-P,-7.487716e-12,1.3727906e-11
+L-VLDL-PL,-3.1141198e-08,5.903199e-08
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diff --git a/results/PANEL/omega/input_gradients/Atrial_Fibrillation_5/prote_metab/prote_Atrial_Fibrillation_surv_res.csv b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_5/prote_metab/prote_Atrial_Fibrillation_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2506b95a61edf746dc9b3fb6e4b90d6d9cbeadaf
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Atrial_Fibrillation_5/prote_metab/prote_Atrial_Fibrillation_surv_res.csv
@@ -0,0 +1,2918 @@
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+UBE2Z_INVN,5.0155165e-07,2.1465944e-06
+UBQLN3_INVN,3.6652985e-08,2.595221e-06
+UBXN1_INVN,2.3295884e-06,4.405338e-06
+UFD1_INVN,1.1110287e-06,2.987326e-06
+UGDH_INVN,-2.8256898e-07,2.7961867e-06
+UHRF2_INVN,-1.4218699e-06,3.0745812e-06
+ULBP2_INVN,-6.5940077e-07,2.5002932e-06
+UMOD_INVN,2.3356183e-06,4.7610206e-06
+UNC5D_INVN,1.3883194e-06,3.5046078e-06
+UNC79_INVN,1.487948e-06,3.7364184e-06
+UNG_INVN,4.4726926e-07,2.6990747e-06
+UPB1_INVN,-1.3669369e-06,3.1640172e-06
+UPK3A_INVN,-7.041358e-07,2.672697e-06
+UPK3BL1_INVN,1.8243698e-07,2.343756e-06
+UROD_INVN,2.2061424e-06,4.0273076e-06
+UROS_INVN,1.6484373e-08,2.9763048e-06
+USO1_INVN,2.493169e-07,2.2280283e-06
+USP25_INVN,4.502954e-07,2.6146524e-06
+USP28_INVN,4.9994645e-07,2.8138154e-06
+USP47_INVN,1.8464812e-06,4.531874e-06
+USP8_INVN,3.890359e-07,2.5943502e-06
+UXS1_INVN,2.1648168e-06,4.0804553e-06
+VAMP5_INVN,-3.813992e-07,2.2875963e-06
+VAMP8_INVN,-2.1401104e-06,3.7203636e-06
+VASH1_INVN,7.3954874e-07,2.8638979e-06
+VASN_INVN,6.551975e-07,2.2878612e-06
+VASP_INVN,-2.0151052e-07,2.1824064e-06
+VAT1_INVN,1.209672e-06,3.4449247e-06
+VAV3_INVN,-6.2940154e-07,2.1103986e-06
+VCAM1_INVN,7.594674e-07,2.424716e-06
+VCAN_INVN,-1.3005429e-06,3.1664233e-06
+VCPKMT_INVN,1.5176457e-08,2.6275286e-06
+VEGFA_INVN,1.4610044e-06,3.05258e-06
+VEGFB_INVN,1.9238603e-06,3.5652445e-06
+VEGFC_INVN,-5.89768e-07,2.4978608e-06
+VEGFD_INVN,1.3697128e-06,2.9379448e-06
+VGF_INVN,-1.1642275e-06,2.5386237e-06
+VIM_INVN,4.6161887e-07,2.2504098e-06
+VIPR1_INVN,-3.6082434e-07,2.5917332e-06
+VIT_INVN,-4.899422e-07,2.9661444e-06
+VMO1_INVN,3.1209893e-07,2.2959669e-06
+VNN1_INVN,2.101402e-06,3.5774485e-06
+VNN2_INVN,-2.9419996e-07,2.6710666e-06
+VPS28_INVN,1.0343146e-06,2.8391764e-06
+VPS37A_INVN,-1.322405e-06,2.9144264e-06
+VPS4B_INVN,-2.018546e-06,3.784232e-06
+VPS53_INVN,-1.2736953e-06,2.668115e-06
+VSIG10_INVN,-2.2273339e-06,4.424255e-06
+VSIG10L_INVN,-1.3789112e-06,3.2315463e-06
+VSIG2_INVN,-5.1296956e-07,3.4486009e-06
+VSIG4_INVN,4.3904706e-07,2.7910992e-06
+VSIR_INVN,-3.7740153e-07,2.6111493e-06
+VSNL1_INVN,4.3113714e-06,6.974035e-06
+VSTM1_INVN,-2.2656806e-07,2.131564e-06
+VSTM2B_INVN,-1.020575e-06,2.894773e-06
+VSTM2L_INVN,1.7294307e-07,2.2451488e-06
+VTA1_INVN,1.7161562e-06,3.1862007e-06
+VTCN1_INVN,-2.3241048e-06,4.7825906e-06
+VTI1A_INVN,3.0515216e-06,4.5098654e-06
+VWA1_INVN,1.8554377e-06,4.1120093e-06
+VWA5A_INVN,1.0174715e-07,2.5387255e-06
+VWC2_INVN,-6.2401585e-07,2.8561906e-06
+VWC2L_INVN,1.1768001e-06,2.964301e-06
+VWF_INVN,2.6530694e-07,2.6598984e-06
+WARS_INVN,-3.0236117e-06,5.204029e-06
+WAS_INVN,2.4607466e-06,4.3711657e-06
+WASF1_INVN,1.9391464e-06,3.435683e-06
+WASF3_INVN,-1.5013585e-06,3.3092876e-06
+WASHC3_INVN,-1.0879437e-06,2.5643349e-06
+WASL_INVN,-1.7346538e-07,2.5266409e-06
+WDR46_INVN,6.871779e-08,2.409101e-06
+WFDC1_INVN,-9.968182e-08,2.4447509e-06
+WFDC12_INVN,2.0813333e-07,2.7128215e-06
+WFDC2_INVN,9.1393593e-07,2.575806e-06
+WFIKKN1_INVN,-3.2636294e-06,5.342876e-06
+WFIKKN2_INVN,-1.0832864e-06,2.326828e-06
+WIF1_INVN,7.5521655e-08,2.2244171e-06
+WNT9A_INVN,6.5226453e-07,2.795223e-06
+WWP2_INVN,3.1135903e-07,2.0644597e-06
+XCL1_INVN,-8.4115374e-07,2.9957512e-06
+XG_INVN,-2.6068528e-06,4.6971995e-06
+XIAP_INVN,3.4830887e-06,5.0527783e-06
+XPNPEP2_INVN,-1.8452654e-06,3.4214554e-06
+XRCC4_INVN,-5.191391e-07,2.507718e-06
+YAP1_INVN,2.172139e-06,4.295125e-06
+YARS1_INVN,2.1736191e-06,4.193167e-06
+YES1_INVN,-2.0773172e-07,2.1848498e-06
+YJU2_INVN,-7.042227e-07,3.0354975e-06
+YOD1_INVN,-5.6719564e-08,2.593565e-06
+YTHDF3_INVN,2.220309e-06,3.8120493e-06
+YWHAQ_INVN,2.6203377e-06,4.035495e-06
+YY1_INVN,-1.0988933e-06,2.897933e-06
+ZBP1_INVN,3.121925e-07,2.8984314e-06
+ZBTB16_INVN,3.1473592e-06,5.300831e-06
+ZBTB17_INVN,-8.8399975e-07,2.5668646e-06
+ZCCHC8_INVN,-2.5208217e-06,4.687175e-06
+ZFYVE19_INVN,-6.651551e-07,3.0813565e-06
+ZHX2_INVN,1.3098289e-06,2.57217e-06
+ZNF174_INVN,-3.83207e-07,3.4079728e-06
+ZNF75D_INVN,4.0608336e-07,3.1811667e-06
+ZNF830_INVN,2.696406e-07,2.6580003e-06
+ZNRD2_INVN,2.3793493e-06,4.416526e-06
+ZNRF4_INVN,-2.9817568e-06,5.8702435e-06
+ZP3_INVN,-7.1485255e-07,2.8989887e-06
+ZP4_INVN,-1.6270272e-07,2.7643391e-06
+ZPR1_INVN,-2.6655073e-07,2.2554602e-06
diff --git a/results/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/metab_Breast_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/metab_Breast_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..912f740ee5aad8a4c751fb45e5459dcc2af7e33c
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/metab_Breast_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.972693e-08,3.018056e-08
+Gln,-2.491404e-09,3.362257e-08
+Gly,-3.0306015e-08,4.2573973e-08
+His,-3.7610548e-10,1.466627e-09
+Ile,3.6722734e-09,4.0932098e-09
+Leu,1.8409632e-09,3.6628962e-09
+Total BCAA,1.7769898e-09,1.793044e-08
+Val,5.2281535e-09,7.343775e-09
+Phe,-4.4391227e-11,1.2617573e-09
+Tyr,-5.9201843e-09,7.659109e-09
+ApoA1,1.7309764e-08,2.7205457e-08
+ApoB,1.0462045e-08,2.2885768e-08
+Clinical LDL-C,-6.920596e-08,9.178251e-08
+HDL-C,-6.837692e-08,9.4393386e-08
+LDL-C,5.8143446e-08,1.08698536e-07
+non-HDL-C,-6.147999e-08,1.5139757e-07
+Remnant-C,-8.4425174e-08,1.27574e-07
+Total-C,-1.5669659e-07,2.6735293e-07
+VLDL-C,4.5920878e-08,5.021216e-08
+HDL-CE,-6.8510374e-08,8.0568434e-08
+LDL-CE,6.864183e-09,2.197066e-08
+Total-CE,1.7573676e-07,4.2676902e-07
+VLDL-CE,2.608158e-08,2.849631e-08
+DHA,-8.883547e-09,1.7109794e-08
+LA,-2.2449333e-08,4.933991e-08
+MUFA,2.3846718e-08,7.666156e-08
+Omega-3,-5.151594e-08,5.5552217e-08
+Omega-6,-1.948391e-08,1.6493426e-07
+PUFA,1.932546e-08,9.740345e-08
+SFA,-2.2664099e-07,2.6464954e-07
+Total-FA,-2.9969695e-07,9.185924e-07
+Unsaturation,-2.8484117e-09,1.1347729e-08
+Albumin,1.3197841e-06,3.5615858e-06
+Creatinine,1.555437e-10,2.0110402e-09
+HDL-FC,3.38255e-09,9.611377e-09
+LDL-FC,1.1745237e-08,2.238384e-08
+Total-FC,2.0414994e-08,2.6370039e-08
+VLDL-FC,-6.1669575e-10,1.0774402e-08
+Citrate,3.5445529e-09,3.809461e-09
+Glucose,-8.3297914e-07,1.4959528e-06
+Lactate,-5.4136873e-08,5.806967e-07
+Pyruvate,2.384016e-09,5.4922134e-09
+GlycA,-5.223146e-09,3.1962475e-08
+Acetate,-9.3201315e-11,1.112015e-09
+Acetoacetate,6.583956e-10,1.6753565e-09
+Acetone,7.4165807e-10,1.1485329e-09
+bOHbutyrate,1.2388526e-08,1.9925764e-08
+HDL-P,-2.3173813e-10,3.7412437e-10
+LDL-P,-6.105224e-11,7.838094e-11
+Total-P,-2.4301533e-10,4.5426946e-10
+VLDL-P,-1.2421529e-11,1.495229e-11
+HDL size,-3.9804e-08,7.194944e-08
+LDL size,-2.8055133e-08,4.164351e-08
+VLDL size,1.6138074e-07,2.6534124e-07
+XXL-VLDL-L,-2.2348502e-08,2.6373517e-08
+XXL-VLDL-P,4.8370956e-15,1.1717302e-13
+XL-VLDL-C,2.504945e-09,4.010331e-09
+XL-VLDL-CE,-1.399052e-09,1.8665673e-09
+XL-VLDL-L,1.6095933e-09,2.0964615e-08
+XL-VLDL-P,-8.636111e-13,9.454582e-13
+XL-VLDL-TG,-4.3564934e-09,8.041861e-09
+L-VLDL-C,-3.9030748e-09,8.214356e-09
+L-VLDL-CE,-5.905913e-10,1.4322973e-09
+L-VLDL-FC,-6.328675e-09,7.1581527e-09
+L-VLDL-L,1.25719835e-08,2.301947e-08
+L-VLDL-P,6.544547e-14,1.7697405e-12
+L-VLDL-PL,1.2907354e-08,1.5580015e-08
+L-VLDL-TG,-2.342068e-09,6.378208e-09
+M-VLDL-C,-2.4142044e-09,1.3549642e-08
+M-VLDL-CE,-1.7879377e-09,5.454828e-09
+M-VLDL-FC,5.889859e-10,2.3179605e-09
+M-VLDL-L,-6.5676154e-08,7.01636e-08
+M-VLDL-P,2.6372344e-12,2.8974373e-12
+M-VLDL-PL,-1.0581502e-09,9.986915e-09
+M-VLDL-TG,3.596008e-08,4.0997314e-08
+S-VLDL-C,1.4551343e-09,6.47831e-09
+S-VLDL-CE,5.447082e-10,9.050652e-09
+S-VLDL-FC,1.6551589e-09,2.3783533e-09
+S-VLDL-L,2.1600387e-08,3.7647162e-08
+S-VLDL-P,8.647875e-13,1.8500856e-12
+S-VLDL-PL,3.6439431e-09,4.2421475e-09
+S-VLDL-TG,-1.07952545e-08,1.2595754e-08
+XS-VLDL-C,9.56776e-09,1.324106e-08
+XS-VLDL-CE,7.184115e-09,8.02763e-09
+XS-VLDL-FC,3.7341192e-09,4.2170702e-09
+XS-VLDL-L,-1.0822351e-09,1.951779e-08
+XS-VLDL-P,2.4217382e-12,3.2940805e-12
+XS-VLDL-PL,-4.580371e-09,5.366263e-09
+XS-VLDL-TG,-2.7131086e-09,4.4227306e-09
+IDL-C,4.288988e-09,4.8730172e-08
+IDL-CE,-8.065008e-09,1.8542316e-08
+IDL-FC,4.8998565e-09,1.1247036e-08
+IDL-L,3.8388945e-09,5.594636e-08
+IDL-P,4.22325e-12,8.7759635e-12
+IDL-PL,-1.5398967e-08,1.6552578e-08
+IDL-TG,-8.667647e-10,2.739988e-09
+L-LDL-C,-2.5421924e-08,4.4485155e-08
+L-LDL-CE,3.218103e-08,4.116718e-08
+L-LDL-FC,7.517253e-09,1.4316989e-08
+L-LDL-L,-5.132839e-08,8.994116e-08
+L-LDL-P,-2.6152743e-12,1.3841769e-11
+L-LDL-PL,-2.1399822e-08,2.676332e-08
+L-LDL-TG,-6.188722e-11,3.2705996e-09
+M-LDL-C,2.5856442e-08,3.1773617e-08
+M-LDL-CE,-6.0019123e-09,8.102659e-09
+M-LDL-FC,-6.61139e-10,2.8305156e-09
+M-LDL-L,7.544064e-09,3.0047875e-08
+M-LDL-P,1.2676547e-11,1.7198522e-11
+M-LDL-PL,-7.542029e-09,1.1819216e-08
+M-LDL-TG,1.2980761e-10,2.2242608e-09
+S-LDL-C,-4.2458193e-09,5.889441e-09
+S-LDL-CE,-6.2556604e-10,7.0296693e-09
+S-LDL-FC,-8.6108887e-10,1.224e-09
+S-LDL-L,1.21113395e-08,1.800401e-08
+S-LDL-P,1.3487814e-11,1.4346504e-11
+S-LDL-PL,-1.867384e-11,2.210324e-09
+XL-HDL-C,7.91218e-09,9.940228e-09
+XL-HDL-CE,-7.7122797e-10,2.062898e-09
+XL-HDL-FC,5.7236826e-11,4.3141893e-10
+XL-HDL-L,4.8467887e-09,7.2179764e-09
+XL-HDL-P,-5.4870534e-13,2.2534852e-11
+XL-HDL-PL,7.643666e-09,1.8136962e-08
+L-HDL-C,-7.0594325e-08,9.7766346e-08
+L-HDL-CE,-2.3274824e-09,2.0189603e-08
+L-HDL-FC,1.8406152e-09,3.084067e-09
+L-HDL-L,-4.6033755e-08,1.1461132e-07
+L-HDL-P,1.2637713e-10,1.9377516e-10
+L-HDL-PL,-9.730475e-09,3.1573713e-08
+L-HDL-TG,-5.197945e-10,8.978692e-10
+M-HDL-C,-3.4345655e-09,1.0176455e-08
+M-HDL-CE,-4.493335e-09,1.1291868e-08
+M-HDL-FC,-3.729121e-09,7.0777237e-09
+M-HDL-L,2.5318394e-08,4.066843e-08
+M-HDL-P,1.198631e-10,3.2182462e-10
+M-HDL-PL,7.4099202e-09,1.4824981e-08
+M-HDL-TG,-1.4218969e-09,2.1085638e-09
+S-HDL-C,-3.880225e-10,1.4747673e-08
+S-HDL-CE,-2.2577522e-09,4.7387694e-09
+S-HDL-FC,4.0474597e-09,5.4348264e-09
+S-HDL-L,9.579377e-09,3.6949398e-08
+S-HDL-P,7.7157586e-11,2.792721e-10
+S-HDL-PL,2.0801146e-08,3.671651e-08
+S-HDL-TG,-2.5258053e-09,3.1683707e-09
+Cholines,-4.3541654e-08,1.0927611e-07
+Phosphatidylc,-5.541686e-08,7.4946016e-08
+Phosphoglyc,-1.7172319e-07,2.1552212e-07
+Sphingomyelins,-1.6070196e-08,1.9152697e-08
+HDL-PL,5.4490823e-08,1.16114734e-07
+LDL-PL,2.901043e-08,3.652414e-08
+Total-PL,-8.673956e-08,1.9377241e-07
+VLDL-PL,1.0131336e-08,1.5703204e-08
+HDL-L,-2.1853066e-07,3.3014888e-07
+LDL-L,-5.210884e-08,7.0596094e-08
+Total-L,-3.6035348e-07,1.1877092e-06
+VLDL-L,3.0407415e-07,3.3933082e-07
+HDL-TG,-1.5861733e-08,1.8429555e-08
+LDL-TG,-1.2472818e-08,1.5768647e-08
+Total-TG,-2.2403587e-07,2.5741528e-07
+VLDL-TG,-7.485733e-09,3.448369e-08
diff --git a/results/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ea20813ff0c0f7a9d692b550eebd5f4c3dd53f5e
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,1.993426e-06,4.2328047e-06
+A1BG_INVN,-3.7661582e-07,2.5353113e-06
+AAMDC_INVN,7.937006e-07,2.5088582e-06
+AARSD1_INVN,1.7898086e-06,3.6415051e-06
+ABCA2_INVN,1.6309045e-06,2.7823437e-06
+ABHD14B_INVN,-1.4498978e-06,2.8701309e-06
+ABL1_INVN,-1.1429362e-06,2.449795e-06
+ABO_INVN,5.171281e-07,2.3827108e-06
+ABRAXAS2_INVN,2.8304794e-06,4.2721617e-06
+ACAA1_INVN,5.7427588e-08,2.3504017e-06
+ACADM_INVN,1.7845168e-06,3.2521737e-06
+ACADSB_INVN,1.9428996e-06,3.0112728e-06
+ACAN_INVN,3.0248188e-07,2.7484434e-06
+ACE_INVN,-6.593328e-07,2.14466e-06
+ACE2_INVN,-1.348354e-06,2.844787e-06
+ACHE_INVN,1.9315146e-07,2.2994604e-06
+ACOT13_INVN,-8.0966646e-07,2.553313e-06
+ACOX1_INVN,3.0112676e-06,4.281356e-06
+ACP1_INVN,-5.509656e-07,2.3651114e-06
+ACP5_INVN,1.5097914e-06,2.8515826e-06
+ACP6_INVN,-9.01719e-08,2.1550568e-06
+ACRBP_INVN,-2.8675875e-06,3.7738619e-06
+ACRV1_INVN,4.907609e-07,1.4373256e-06
+ACSL1_INVN,3.5445316e-07,2.8459283e-06
+ACTA2_INVN,-2.1588374e-07,2.4456124e-06
+ACTN2_INVN,-1.9703166e-06,3.059338e-06
+ACTN4_INVN,3.3601887e-07,2.5339548e-06
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diff --git a/results/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res.csv b/results/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..172576d942ec43c7bbdc3074babb943b73a52cd5
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,5.4227174e-09,7.4138464e-09
+Gln,2.6570877e-09,2.6423588e-09
+Gly,-2.152275e-09,4.2095962e-09
+His,1.5369134e-09,4.2684037e-10
+Ile,2.7090396e-11,1.1049454e-09
+Leu,-1.5921732e-09,3.137159e-09
+Total BCAA,3.5481824e-09,3.3617211e-09
+Val,3.2116676e-09,3.8759618e-09
+Phe,1.4301518e-09,4.638562e-10
+Tyr,-4.2525244e-10,5.490748e-10
+ApoA1,-2.3499265e-08,6.215625e-08
+ApoB,1.3106872e-08,1.3051878e-08
+Clinical LDL-C,1.183004e-08,1.6706866e-07
+HDL-C,-6.0364506e-08,4.3358384e-08
+LDL-C,-7.363533e-08,2.402582e-08
+non-HDL-C,-1.64943e-07,3.1368342e-07
+Remnant-C,3.850539e-08,5.428139e-08
+Total-C,-3.7793973e-07,6.419578e-07
+VLDL-C,-4.1937856e-08,3.634549e-08
+HDL-CE,-1.0262542e-07,7.7105994e-08
+LDL-CE,3.1324905e-08,4.2497692e-08
+Total-CE,-1.8173905e-07,1.7802832e-07
+VLDL-CE,-3.706345e-08,1.7675346e-08
+DHA,-1.9956461e-08,9.553351e-09
+LA,-1.4285494e-07,7.1233366e-08
+MUFA,1.2749301e-07,1.5207955e-07
+Omega-3,1.5925618e-08,1.0190225e-08
+Omega-6,-2.0947354e-08,2.8447365e-08
+PUFA,-8.5854346e-08,1.2725889e-07
+SFA,2.5417972e-08,1.1346337e-07
+Total-FA,7.314582e-07,5.691125e-07
+Unsaturation,-2.8578938e-08,5.8767577e-09
+Albumin,-1.3834044e-06,2.3072323e-06
+Creatinine,9.611014e-10,1.4201087e-09
+HDL-FC,1.2937026e-08,9.977704e-09
+LDL-FC,-1.730135e-08,8.3457e-09
+Total-FC,1.00622115e-08,2.6647182e-08
+VLDL-FC,1.9592036e-08,2.3691268e-08
+Citrate,2.1866662e-09,1.1286679e-09
+Glucose,1.1193672e-06,1.8534458e-06
+Lactate,9.955046e-08,1.2656427e-07
+Pyruvate,-1.0065472e-09,1.2575008e-09
+GlycA,1.7267777e-08,1.083731e-08
+Acetate,-2.505739e-10,1.2235606e-09
+Acetoacetate,2.013787e-09,1.891429e-09
+Acetone,-1.8577526e-09,8.410135e-10
+bOHbutyrate,1.5118337e-09,2.6621012e-09
+HDL-P,2.9134273e-10,2.5260607e-10
+LDL-P,3.1873303e-11,4.242046e-11
+Total-P,1.9535955e-10,1.537825e-10
+VLDL-P,8.333953e-12,8.197338e-12
+HDL size,1.7935234e-08,2.1792406e-08
+LDL size,-3.716131e-09,3.992158e-09
+VLDL size,6.4671553e-07,1.0342129e-06
+XXL-VLDL-L,-4.0768597e-08,1.0047708e-08
+XXL-VLDL-P,-9.8081604e-14,7.8708104e-14
+XL-VLDL-C,-8.7054136e-10,1.3821421e-09
+XL-VLDL-CE,-1.1254886e-09,1.6684157e-09
+XL-VLDL-L,2.3968923e-08,1.0763357e-08
+XL-VLDL-P,-6.09585e-13,2.0893951e-13
+XL-VLDL-TG,5.3781557e-09,3.100819e-09
+L-VLDL-C,-7.917201e-09,2.061057e-09
+L-VLDL-CE,-2.7904674e-09,1.4765847e-09
+L-VLDL-FC,-1.3849298e-11,2.3465474e-09
+L-VLDL-L,3.553003e-08,3.5793583e-08
+L-VLDL-P,1.206335e-12,3.041246e-13
+L-VLDL-PL,-5.8047473e-09,5.3093254e-09
+L-VLDL-TG,-3.310601e-09,9.769821e-09
+M-VLDL-C,-7.5506765e-09,1.2532549e-08
+M-VLDL-CE,-1.0377935e-08,6.8210215e-09
+M-VLDL-FC,7.439946e-09,6.3779004e-09
+M-VLDL-L,5.4644172e-08,4.642455e-08
+M-VLDL-P,2.4259505e-12,8.922841e-13
+M-VLDL-PL,-1.336332e-09,2.0825226e-09
+M-VLDL-TG,1.013139e-08,2.3907361e-08
+S-VLDL-C,-1.3677789e-09,1.9632744e-09
+S-VLDL-CE,2.6620504e-09,5.7756457e-09
+S-VLDL-FC,2.356018e-09,6.951688e-10
+S-VLDL-L,-6.576888e-09,1.3013627e-08
+S-VLDL-P,-5.101652e-13,8.5695703e-13
+S-VLDL-PL,4.690953e-10,2.172621e-09
+S-VLDL-TG,-3.0857314e-09,9.779603e-09
+XS-VLDL-C,3.0691365e-09,6.6574684e-09
+XS-VLDL-CE,4.8964353e-09,2.40419e-09
+XS-VLDL-FC,-4.581068e-09,1.9745947e-09
+XS-VLDL-L,1.4613821e-08,1.0167695e-08
+XS-VLDL-P,2.6924858e-12,2.9152436e-12
+XS-VLDL-PL,-2.379699e-09,9.927471e-10
+XS-VLDL-TG,2.7672078e-09,1.5066584e-09
+IDL-C,-2.6319436e-08,6.955047e-08
+IDL-CE,1.6095491e-08,3.0035796e-08
+IDL-FC,6.8481953e-09,2.6514748e-09
+IDL-L,-5.5133915e-09,3.598592e-08
+IDL-P,1.8705454e-11,8.177545e-12
+IDL-PL,-1.2866315e-09,3.3822207e-09
+IDL-TG,3.8148453e-09,3.200211e-09
+L-LDL-C,-7.567455e-09,1.8731496e-08
+L-LDL-CE,1.3531559e-10,1.4192809e-08
+L-LDL-FC,5.559251e-09,6.3270327e-09
+L-LDL-L,4.6274852e-08,1.7766897e-08
+L-LDL-P,1.8411972e-11,2.6360726e-11
+L-LDL-PL,-2.5009692e-09,3.6293801e-09
+L-LDL-TG,-4.909453e-09,1.910402e-09
+M-LDL-C,4.9636707e-08,1.7295475e-08
+M-LDL-CE,9.970598e-10,8.2175475e-09
+M-LDL-FC,-1.1432323e-08,3.9720973e-09
+M-LDL-L,1.0003261e-08,1.626381e-08
+M-LDL-P,9.629269e-12,9.5007205e-12
+M-LDL-PL,5.192904e-09,2.7846243e-09
+M-LDL-TG,3.118936e-10,7.392533e-10
+S-LDL-C,-3.8917127e-09,6.796428e-09
+S-LDL-CE,7.270367e-09,3.1483498e-09
+S-LDL-FC,1.0780014e-09,5.783445e-10
+S-LDL-L,-2.8487053e-09,2.3124584e-09
+S-LDL-P,-3.4149905e-12,1.936741e-12
+S-LDL-PL,4.874068e-09,1.1501309e-09
+XL-HDL-C,-1.9816215e-09,2.7508211e-09
+XL-HDL-CE,-3.1478768e-09,4.7059214e-09
+XL-HDL-FC,4.6057813e-10,2.493315e-10
+XL-HDL-L,3.623593e-09,8.235908e-09
+XL-HDL-P,7.583109e-12,3.5032138e-12
+XL-HDL-PL,-5.623795e-09,2.6514242e-09
+L-HDL-C,-1.8543413e-09,2.3895733e-08
+L-HDL-CE,2.0996438e-08,2.2245281e-08
+L-HDL-FC,1.0753956e-10,5.874343e-09
+L-HDL-L,-5.6290435e-08,9.509911e-08
+L-HDL-P,-7.216241e-11,3.2590066e-11
+L-HDL-PL,-3.1515587e-08,2.7967445e-08
+L-HDL-TG,-8.4439833e-10,8.835931e-10
+M-HDL-C,-9.8947455e-09,1.507439e-08
+M-HDL-CE,-1.2993319e-08,2.9176183e-08
+M-HDL-FC,-1.690064e-09,2.6134295e-09
+M-HDL-L,-8.358514e-08,3.320473e-08
+M-HDL-P,1.936297e-10,9.2559765e-11
+M-HDL-PL,-6.763389e-09,1.8717147e-08
+M-HDL-TG,6.098526e-10,1.7482101e-09
+S-HDL-C,-1.2113518e-08,6.533004e-09
+S-HDL-CE,-3.1980445e-09,9.726939e-09
+S-HDL-FC,6.968956e-11,6.9854794e-10
+S-HDL-L,1.574946e-08,3.346688e-08
+S-HDL-P,1.5048884e-10,2.0527047e-10
+S-HDL-PL,5.4972493e-09,1.3040147e-08
+S-HDL-TG,-1.7990076e-09,1.0008321e-09
+Cholines,3.3630272e-08,4.9372392e-08
+Phosphatidylc,-5.6697935e-08,9.3675496e-08
+Phosphoglyc,2.4582196e-09,2.9681722e-08
+Sphingomyelins,-9.996441e-09,9.3482795e-09
+HDL-PL,-3.667475e-08,6.078288e-08
+LDL-PL,-1.1013799e-08,1.7402511e-08
+Total-PL,-1.4934514e-07,1.10520695e-07
+VLDL-PL,1.8020256e-08,5.515312e-08
+HDL-L,-2.9049798e-07,3.210116e-07
+LDL-L,-8.411481e-08,6.57838e-08
+Total-L,-5.877944e-07,7.5569227e-07
+VLDL-L,4.4628052e-08,2.3554678e-07
+HDL-TG,4.1583887e-09,6.6173333e-09
+LDL-TG,-1.4932662e-09,2.0834163e-09
+Total-TG,1.9004234e-07,2.139103e-07
+VLDL-TG,1.0098882e-07,1.2731884e-07
diff --git a/results/PANEL/omega/input_gradients/CHD_3/prote_metab/prote_CHD_surv_res.csv b/results/PANEL/omega/input_gradients/CHD_3/prote_metab/prote_CHD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de1f784b609189f30fcaac55c2f8e0220c60957a
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/CHD_3/prote_metab/prote_CHD_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,4.741201e-08,2.0383695e-06
+A1BG_INVN,3.3339927e-07,1.2447334e-06
+AAMDC_INVN,7.905108e-07,1.2268977e-06
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+ACADSB_INVN,2.755915e-06,1.7094454e-06
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+ACE_INVN,5.5546906e-07,1.2506534e-06
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+ACOT13_INVN,-6.086287e-08,1.3138495e-06
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+TPSAB1_INVN,-2.6974722e-06,1.5808894e-06
+TPSD1_INVN,5.861842e-07,1.255136e-06
+TPSG1_INVN,1.0164152e-06,1.3600016e-06
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+TRDMT1_INVN,1.2138293e-06,1.3985581e-06
+TREH_INVN,4.5939963e-08,1.1869844e-06
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+TREML2_INVN,1.9498723e-06,1.6801258e-06
+TRIAP1_INVN,6.518149e-08,1.1675769e-06
+TRIM21_INVN,8.8321553e-07,1.5683512e-06
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+TRIM25_INVN,7.74129e-07,1.2366999e-06
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+TRIM5_INVN,6.91069e-07,1.2635066e-06
+TRIM58_INVN,1.4033917e-06,1.4203489e-06
+TRPV3_INVN,1.3853663e-06,1.4141657e-06
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+TSC22D1_INVN,9.470306e-07,1.2871316e-06
+TSHB_INVN,1.1973638e-07,1.2097205e-06
+TSLP_INVN,1.1943808e-06,1.2913997e-06
+TSNAX_INVN,1.1751769e-06,1.2634283e-06
+TSPAN1_INVN,-1.23542e-06,1.3113955e-06
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+TSPAN8_INVN,-1.1492435e-06,1.2867681e-06
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+TTN_INVN,-8.7230075e-07,1.2949165e-06
+TTR_INVN,6.6270155e-07,1.344128e-06
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+TXNDC5_INVN,-2.2434374e-06,1.7803924e-06
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+UROD_INVN,-7.908861e-07,1.4934013e-06
+UROS_INVN,-2.0345213e-07,1.2591628e-06
+USO1_INVN,-2.0174946e-06,1.4558925e-06
+USP25_INVN,2.1186036e-06,1.5639142e-06
+USP28_INVN,1.2756979e-06,1.3320922e-06
+USP47_INVN,1.3496291e-06,1.3552782e-06
+USP8_INVN,-1.492672e-06,1.5143683e-06
+UXS1_INVN,-9.759756e-07,1.3692601e-06
+VAMP5_INVN,1.5043984e-06,1.3762602e-06
+VAMP8_INVN,-4.2238227e-07,1.2125304e-06
+VASH1_INVN,1.5832227e-06,1.3416883e-06
+VASN_INVN,1.4366152e-06,1.5054612e-06
+VASP_INVN,2.3543885e-06,1.6987655e-06
+VAT1_INVN,1.5908225e-06,1.279513e-06
+VAV3_INVN,-3.5262218e-07,1.3475474e-06
+VCAM1_INVN,2.0908622e-06,1.5759665e-06
+VCAN_INVN,-1.8518305e-07,1.3538368e-06
+VCPKMT_INVN,-7.778454e-07,1.2322296e-06
+VEGFA_INVN,-9.402866e-07,1.3073566e-06
+VEGFB_INVN,-1.0233813e-06,1.3978955e-06
+VEGFC_INVN,1.0465695e-06,1.3220663e-06
+VEGFD_INVN,4.696872e-07,1.2886861e-06
+VGF_INVN,-1.7283249e-07,1.3204519e-06
+VIM_INVN,-1.3323059e-06,1.3458408e-06
+VIPR1_INVN,7.8627025e-08,1.3111664e-06
+VIT_INVN,-1.4825421e-08,1.3102581e-06
+VMO1_INVN,-4.508781e-07,1.1587445e-06
+VNN1_INVN,-1.206101e-06,1.3693505e-06
+VNN2_INVN,9.612799e-07,1.1542555e-06
+VPS28_INVN,1.867007e-06,1.4315452e-06
+VPS37A_INVN,1.4881264e-06,1.3194667e-06
+VPS4B_INVN,2.0695315e-07,1.404174e-06
+VPS53_INVN,-1.6477288e-06,1.6276986e-06
+VSIG10_INVN,-8.3280065e-07,1.1576711e-06
+VSIG10L_INVN,1.0650012e-06,1.2610836e-06
+VSIG2_INVN,5.835799e-07,1.6629393e-06
+VSIG4_INVN,2.5241616e-07,1.4119388e-06
+VSIR_INVN,2.9788862e-07,1.1388876e-06
+VSNL1_INVN,5.393228e-07,1.1612949e-06
+VSTM1_INVN,-1.0210831e-06,1.4521707e-06
+VSTM2B_INVN,1.7808716e-06,1.6126124e-06
+VSTM2L_INVN,9.671154e-07,1.274786e-06
+VTA1_INVN,1.1916175e-07,1.225897e-06
+VTCN1_INVN,3.2666514e-07,1.2003943e-06
+VTI1A_INVN,1.1053351e-06,1.4048427e-06
+VWA1_INVN,9.355688e-07,1.3665782e-06
+VWA5A_INVN,-4.0027808e-07,1.1954595e-06
+VWC2_INVN,8.60446e-08,1.3454029e-06
+VWC2L_INVN,7.40434e-07,1.2933239e-06
+VWF_INVN,-8.5436574e-07,1.2703282e-06
+WARS_INVN,9.954456e-07,1.4248521e-06
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+WASF3_INVN,6.2789877e-07,1.2896728e-06
+WASHC3_INVN,5.4653253e-07,1.1946136e-06
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+WFDC1_INVN,2.4311572e-07,1.2685821e-06
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+XCL1_INVN,5.14055e-07,1.1569733e-06
+XG_INVN,1.1314021e-06,1.3831911e-06
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+YAP1_INVN,2.0446762e-06,1.5092405e-06
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+YES1_INVN,4.932934e-07,1.291548e-06
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+YOD1_INVN,-8.437822e-07,1.336842e-06
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+ZBTB16_INVN,1.8629026e-06,1.4134731e-06
+ZBTB17_INVN,2.0524137e-06,1.4781926e-06
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+ZHX2_INVN,1.8680693e-06,1.6072884e-06
+ZNF174_INVN,1.4476802e-06,1.4097345e-06
+ZNF75D_INVN,-3.2314588e-07,1.3413753e-06
+ZNF830_INVN,-1.803246e-07,1.5879771e-06
+ZNRD2_INVN,-3.7881514e-07,1.1293728e-06
+ZNRF4_INVN,1.3832541e-06,1.3282628e-06
+ZP3_INVN,3.3804398e-08,1.1984386e-06
+ZP4_INVN,6.041212e-08,1.242795e-06
+ZPR1_INVN,5.0403635e-08,1.3124089e-06
diff --git a/results/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res.csv b/results/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24c984a6c069ae9f493df6e050867d46f72b97e0
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,4.370582e-07,5.146605e-07
+Gln,1.1712099e-07,1.3953422e-07
+Gly,-7.7136136e-08,1.0834881e-07
+His,-1.6552763e-08,2.0582853e-08
+Ile,1.33389e-07,1.4499959e-07
+Leu,1.10867106e-07,1.2161519e-07
+Total BCAA,-1.8292274e-08,5.102613e-08
+Val,5.703918e-09,2.3414971e-08
+Phe,-2.6350401e-08,3.1833657e-08
+Tyr,-2.8130105e-09,1.36139695e-08
+ApoA1,3.7510807e-07,3.9763282e-07
+ApoB,7.2106656e-07,7.121132e-07
+Clinical LDL-C,1.7915578e-06,2.0141633e-06
+HDL-C,-7.732204e-07,7.4687864e-07
+LDL-C,-6.7387174e-07,7.294393e-07
+non-HDL-C,2.2239687e-06,2.4945907e-06
+Remnant-C,-2.6114174e-06,2.6982143e-06
+Total-C,-4.1949106e-06,4.4772805e-06
+VLDL-C,6.79201e-07,6.864496e-07
+HDL-CE,3.8763977e-07,4.134768e-07
+LDL-CE,1.8149528e-07,2.6259244e-07
+Total-CE,1.5012282e-06,1.6595601e-06
+VLDL-CE,-3.718967e-07,3.7645216e-07
+DHA,9.97319e-08,1.11857865e-07
+LA,6.301422e-07,8.7666126e-07
+MUFA,-1.5986573e-06,1.8513769e-06
+Omega-3,-3.2395945e-07,3.7048642e-07
+Omega-6,-4.892676e-07,6.512553e-07
+PUFA,1.1258885e-06,1.1751487e-06
+SFA,1.5129751e-06,1.6174816e-06
+Total-FA,-7.824205e-06,7.608479e-06
+Unsaturation,-6.243544e-07,6.942129e-07
+Albumin,-4.2767642e-06,5.366601e-06
+Creatinine,-9.643804e-10,7.5559985e-09
+HDL-FC,-3.292372e-07,3.0183622e-07
+LDL-FC,-1.4496722e-07,1.7624097e-07
+Total-FC,-1.7029822e-07,2.3160642e-07
+VLDL-FC,1.4945607e-07,1.7912362e-07
+Citrate,-6.022297e-08,6.1013225e-08
+Glucose,5.8604332e-06,4.552975e-06
+Lactate,2.9676153e-06,3.1184204e-06
+Pyruvate,-4.0558845e-08,4.891697e-08
+GlycA,-4.089076e-07,4.6949367e-07
+Acetate,-3.1519104e-08,2.3393914e-08
+Acetoacetate,-1.7352093e-08,2.1491733e-08
+Acetone,-1.2362065e-08,1.1223838e-08
+bOHbutyrate,-2.3356375e-08,3.583811e-08
+HDL-P,7.023106e-09,7.262389e-09
+LDL-P,-1.3008936e-10,2.4337973e-10
+Total-P,5.723789e-09,5.944144e-09
+VLDL-P,5.9595134e-11,6.204199e-11
+HDL size,2.5635137e-07,3.1539892e-07
+LDL size,3.1088948e-07,3.3460148e-07
+VLDL size,-2.1986534e-06,2.428405e-06
+XXL-VLDL-L,-7.061332e-08,1.6391475e-07
+XXL-VLDL-P,6.1852346e-13,1.0966433e-12
+XL-VLDL-C,7.295243e-08,7.047906e-08
+XL-VLDL-CE,-2.929057e-08,3.115943e-08
+XL-VLDL-L,6.4160196e-07,6.1409776e-07
+XL-VLDL-P,-9.574703e-13,1.531048e-12
+XL-VLDL-TG,-9.6534365e-08,1.1520361e-07
+L-VLDL-C,-7.631724e-08,7.505406e-08
+L-VLDL-CE,-2.1423585e-08,2.5467816e-08
+L-VLDL-FC,-5.4300973e-08,5.727697e-08
+L-VLDL-L,3.3938814e-08,1.1132505e-07
+L-VLDL-P,-9.925974e-12,1.0741543e-11
+L-VLDL-PL,4.1779526e-08,4.8101807e-08
+L-VLDL-TG,8.345992e-08,1.01108164e-07
+M-VLDL-C,4.723246e-10,3.37291e-08
+M-VLDL-CE,5.070931e-08,5.59241e-08
+M-VLDL-FC,-5.0055515e-08,5.0447444e-08
+M-VLDL-L,1.3345614e-07,1.8028493e-07
+M-VLDL-P,3.0341243e-11,2.9156736e-11
+M-VLDL-PL,4.913327e-08,4.984834e-08
+M-VLDL-TG,-4.787292e-08,9.95463e-08
+S-VLDL-C,-7.798962e-08,7.602035e-08
+S-VLDL-CE,8.841616e-09,1.8197836e-08
+S-VLDL-FC,-1.0388352e-08,1.4166023e-08
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+S-VLDL-P,-2.742462e-11,2.627721e-11
+S-VLDL-PL,-1.8824752e-08,2.2564539e-08
+S-VLDL-TG,-4.4227924e-08,6.7667294e-08
+XS-VLDL-C,-6.2931655e-08,6.902495e-08
+XS-VLDL-CE,-5.99125e-08,6.422081e-08
+XS-VLDL-FC,3.7780854e-08,3.8657728e-08
+XS-VLDL-L,-5.0905015e-07,5.1611494e-07
+XS-VLDL-P,-3.26174e-11,3.3854943e-11
+XS-VLDL-PL,2.3798894e-08,3.718311e-08
+XS-VLDL-TG,-3.0033855e-09,2.7383438e-08
+IDL-C,-1.7632155e-07,2.2365455e-07
+IDL-CE,4.5373096e-07,5.243942e-07
+IDL-FC,1.5640772e-08,4.662196e-08
+IDL-L,3.2030638e-07,4.420747e-07
+IDL-P,-4.6127901e-10,5.0406646e-10
+IDL-PL,2.1495991e-07,2.301925e-07
+IDL-TG,5.6867236e-08,6.653315e-08
+L-LDL-C,3.5337496e-07,4.4319796e-07
+L-LDL-CE,-7.4521915e-07,7.851575e-07
+L-LDL-FC,-1.917754e-07,2.2038665e-07
+L-LDL-L,-1.0642382e-06,1.1358011e-06
+L-LDL-P,9.429982e-10,9.80783e-10
+L-LDL-PL,-3.5021867e-07,3.802464e-07
+L-LDL-TG,-2.993032e-08,3.6867217e-08
+M-LDL-C,-2.1932597e-07,2.333108e-07
+M-LDL-CE,-2.6338805e-07,2.570213e-07
+M-LDL-FC,2.710166e-09,2.6764894e-08
+M-LDL-L,-2.2078082e-09,1.2582666e-07
+M-LDL-P,6.806742e-11,9.5524456e-11
+M-LDL-PL,1.3713007e-07,1.3561142e-07
+M-LDL-TG,6.412213e-09,9.619889e-09
+S-LDL-C,-3.438087e-08,4.640135e-08
+S-LDL-CE,2.5906928e-08,2.9393833e-08
+S-LDL-FC,5.6401635e-08,6.263824e-08
+S-LDL-L,1.16892565e-07,1.16256224e-07
+S-LDL-P,4.186069e-11,4.226547e-11
+S-LDL-PL,3.63399e-08,3.9332605e-08
+XL-HDL-C,3.875213e-08,4.103841e-08
+XL-HDL-CE,-7.1716045e-08,6.934729e-08
+XL-HDL-FC,3.1076112e-08,2.9192984e-08
+XL-HDL-L,-3.2781162e-09,3.6353462e-08
+XL-HDL-P,2.586393e-11,6.52946e-11
+XL-HDL-PL,2.6018637e-07,2.3178346e-07
+L-HDL-C,-7.833223e-07,7.3052587e-07
+L-HDL-CE,-1.5530996e-07,1.736093e-07
+L-HDL-FC,-5.1259736e-08,4.9677407e-08
+L-HDL-L,8.984189e-07,8.150857e-07
+L-HDL-P,-1.6544395e-09,1.520276e-09
+L-HDL-PL,1.8734812e-07,1.8086097e-07
+L-HDL-TG,-5.311656e-08,5.3639464e-08
+M-HDL-C,5.9835315e-07,5.827473e-07
+M-HDL-CE,5.6141783e-07,5.580834e-07
+M-HDL-FC,-5.442821e-08,5.1850087e-08
+M-HDL-L,-3.2847498e-07,3.2256622e-07
+M-HDL-P,2.7307467e-09,2.736035e-09
+M-HDL-PL,9.210046e-08,1.13055506e-07
+M-HDL-TG,-1.330445e-08,1.911679e-08
+S-HDL-C,-1.4056562e-07,1.5573391e-07
+S-HDL-CE,1.5659758e-07,1.7139644e-07
+S-HDL-FC,-3.4482344e-08,3.6911285e-08
+S-HDL-L,1.9676118e-07,2.356425e-07
+S-HDL-P,3.4933818e-09,4.0145336e-09
+S-HDL-PL,-4.2157666e-07,4.498952e-07
+S-HDL-TG,8.015128e-08,8.931457e-08
+Cholines,1.3161199e-06,1.3310178e-06
+Phosphatidylc,-1.1383498e-07,2.0898001e-07
+Phosphoglyc,6.74962e-07,7.060426e-07
+Sphingomyelins,-8.9628756e-08,1.0186833e-07
+HDL-PL,-4.956656e-07,5.059405e-07
+LDL-PL,5.6161474e-07,5.8997307e-07
+Total-PL,-9.942478e-07,1.0841923e-06
+VLDL-PL,-2.6493325e-08,8.999715e-08
+HDL-L,2.8958225e-06,2.6418022e-06
+LDL-L,-9.099751e-07,1.1085413e-06
+Total-L,7.897326e-06,7.8783405e-06
+VLDL-L,-1.2359774e-06,1.3153748e-06
+HDL-TG,-1.7903484e-07,2.0809397e-07
+LDL-TG,1.9162314e-07,2.0074955e-07
+Total-TG,-1.7905717e-06,1.8197619e-06
+VLDL-TG,1.0367168e-06,1.0187853e-06
diff --git a/results/PANEL/omega/input_gradients/COPD_4/prote_metab/metab_COPD_surv_res.csv b/results/PANEL/omega/input_gradients/COPD_4/prote_metab/metab_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c548e5e3c43558abf86115a3bd738fbb19f1aa42
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/COPD_4/prote_metab/metab_COPD_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-9.15203e-09,1.4054938e-08
+Gln,7.215042e-09,1.1233383e-08
+Gly,6.906198e-10,7.614369e-09
+His,-8.054975e-10,1.0828481e-09
+Ile,-7.598772e-10,1.6973989e-09
+Leu,1.1710103e-09,7.089862e-09
+Total BCAA,5.7619256e-09,3.5162937e-08
+Val,6.6875355e-10,1.2628673e-08
+Phe,1.1368385e-09,1.5507691e-09
+Tyr,-1.0908805e-09,3.53934e-09
+ApoA1,2.0614008e-08,6.7859325e-08
+ApoB,-5.818189e-08,7.457026e-08
+Clinical LDL-C,-1.1226916e-07,2.7771728e-07
+HDL-C,2.9713966e-08,1.3414112e-07
+LDL-C,-8.7355204e-08,1.8916873e-07
+non-HDL-C,1.9455594e-08,1.9701294e-07
+Remnant-C,-6.028678e-08,2.4823953e-07
+Total-C,-6.3441936e-09,1.3191301e-07
+VLDL-C,-2.802348e-08,6.1378195e-08
+HDL-CE,-3.3631476e-08,4.3561418e-08
+LDL-CE,-1.914118e-08,1.6070211e-07
+Total-CE,-9.405955e-09,8.149084e-08
+VLDL-CE,-3.3509515e-09,1.0936003e-08
+DHA,-6.4942784e-09,1.2577639e-08
+LA,-2.1948942e-07,6.011597e-07
+MUFA,4.814655e-08,1.8867766e-07
+Omega-3,-2.4833732e-08,4.7989765e-08
+Omega-6,4.2116508e-08,1.1332758e-07
+PUFA,1.7038348e-08,2.7299495e-07
+SFA,1.7851964e-07,2.6557163e-07
+Total-FA,3.2456107e-08,3.7689858e-07
+Unsaturation,-7.194684e-09,1.517942e-08
+Albumin,-1.2710896e-06,3.7310642e-06
+Creatinine,1.2118093e-09,2.1273123e-09
+HDL-FC,1.4668781e-09,1.033011e-08
+LDL-FC,4.2784834e-10,9.474949e-09
+Total-FC,2.0616902e-08,3.413297e-08
+VLDL-FC,-3.213724e-08,4.9085997e-08
+Citrate,-4.090579e-10,1.0626762e-09
+Glucose,3.7993746e-07,1.4617041e-06
+Lactate,8.730467e-08,3.9878654e-07
+Pyruvate,-6.397701e-10,2.5695974e-09
+GlycA,-3.1342333e-09,2.55304e-08
+Acetate,-1.0770054e-09,1.4602884e-09
+Acetoacetate,-2.701804e-10,3.0750988e-09
+Acetone,-1.1213218e-09,1.6698893e-09
+bOHbutyrate,3.4438956e-09,6.6258674e-09
+HDL-P,1.4234079e-10,1.7755045e-10
+LDL-P,6.3260515e-11,7.3027945e-11
+Total-P,5.32743e-11,1.1205411e-09
+VLDL-P,-1.3033367e-12,4.467887e-12
+HDL size,2.0593069e-08,1.13518524e-07
+LDL size,2.1694031e-08,6.331632e-08
+VLDL size,2.39991e-07,7.0707324e-07
+XXL-VLDL-L,-2.626313e-08,3.5714546e-08
+XXL-VLDL-P,1.2386035e-13,3.4316324e-13
+XL-VLDL-C,-4.0885373e-10,4.1979322e-09
+XL-VLDL-CE,-8.272749e-10,1.108738e-09
+XL-VLDL-L,-1.354943e-08,3.7918408e-08
+XL-VLDL-P,6.432595e-14,2.148429e-13
+XL-VLDL-TG,-2.5864225e-10,1.5628265e-08
+L-VLDL-C,1.532089e-09,2.6380984e-09
+L-VLDL-CE,2.1869395e-09,4.394079e-09
+L-VLDL-FC,-5.2316715e-09,9.396405e-09
+L-VLDL-L,-1.6178056e-08,7.11543e-08
+L-VLDL-P,-5.162518e-14,4.511899e-13
+L-VLDL-PL,-3.671263e-09,4.6984763e-09
+L-VLDL-TG,2.3250224e-09,2.592497e-08
+M-VLDL-C,-8.917356e-09,2.213983e-08
+M-VLDL-CE,-1.2835685e-09,3.4072154e-09
+M-VLDL-FC,-9.942047e-10,1.7064177e-09
+M-VLDL-L,-2.3999368e-08,6.1175726e-08
+M-VLDL-P,3.5079863e-13,2.1164535e-12
+M-VLDL-PL,-3.7813624e-10,4.4890505e-09
+M-VLDL-TG,3.996696e-09,8.946535e-09
+S-VLDL-C,1.1188247e-09,7.81484e-09
+S-VLDL-CE,-8.268615e-10,2.0870958e-09
+S-VLDL-FC,-1.8241014e-09,1.9594029e-09
+S-VLDL-L,2.7348697e-09,1.0364776e-08
+S-VLDL-P,1.9895953e-12,3.1431552e-12
+S-VLDL-PL,-4.2521275e-09,1.1421823e-08
+S-VLDL-TG,-1.32265745e-08,3.5929393e-08
+XS-VLDL-C,-4.4647264e-09,6.22474e-09
+XS-VLDL-CE,1.2092738e-09,3.0050356e-09
+XS-VLDL-FC,-2.7495325e-10,2.1709097e-09
+XS-VLDL-L,-1.3596227e-08,3.8668038e-08
+XS-VLDL-P,-8.914122e-13,2.5874415e-12
+XS-VLDL-PL,-2.3744668e-09,5.9928404e-09
+XS-VLDL-TG,5.5082666e-10,1.5838544e-09
+IDL-C,-1.9376662e-08,3.541781e-08
+IDL-CE,3.283295e-09,7.978634e-09
+IDL-FC,-1.2154835e-09,5.817223e-09
+IDL-L,-3.277522e-08,1.0175857e-07
+IDL-P,-8.47393e-12,3.20424e-11
+IDL-PL,-3.5385768e-09,7.4229143e-09
+IDL-TG,4.3048374e-09,7.1486217e-09
+L-LDL-C,-5.938143e-08,9.802473e-08
+L-LDL-CE,1.2568421e-08,1.4867492e-08
+L-LDL-FC,-2.9569256e-09,5.993437e-09
+L-LDL-L,4.3949697e-08,6.326179e-08
+L-LDL-P,1.541958e-11,1.731099e-11
+L-LDL-PL,-7.48058e-09,3.39226e-08
+L-LDL-TG,-1.8367038e-09,3.2450307e-09
+M-LDL-C,7.330728e-10,2.114063e-08
+M-LDL-CE,-1.751426e-08,3.7793765e-08
+M-LDL-FC,-4.9450016e-10,4.007016e-09
+M-LDL-L,-2.258792e-08,3.9054047e-08
+M-LDL-P,-4.4585422e-14,3.532772e-12
+M-LDL-PL,-9.728022e-10,1.960524e-09
+M-LDL-TG,-2.5184804e-10,2.0057405e-09
+S-LDL-C,-8.107365e-09,1.8125943e-08
+S-LDL-CE,-3.3874055e-09,4.7420907e-09
+S-LDL-FC,-4.4880535e-10,6.69197e-10
+S-LDL-L,2.0727739e-10,2.8162737e-09
+S-LDL-P,-2.3745617e-12,2.9598956e-12
+S-LDL-PL,-9.169563e-10,4.641938e-09
+XL-HDL-C,4.531127e-09,1.3687622e-08
+XL-HDL-CE,-7.3197415e-10,1.3833145e-09
+XL-HDL-FC,-5.8265853e-10,1.1623913e-09
+XL-HDL-L,-6.203549e-09,8.240229e-09
+XL-HDL-P,-1.2999764e-12,1.8527341e-11
+XL-HDL-PL,2.751262e-10,1.5655935e-08
+L-HDL-C,1.5778806e-09,3.727385e-08
+L-HDL-CE,1.5102087e-08,5.5415494e-08
+L-HDL-FC,7.548588e-10,1.9585655e-09
+L-HDL-L,6.357001e-08,1.4617025e-07
+L-HDL-P,1.1683123e-10,1.8186311e-10
+L-HDL-PL,1.1999171e-08,1.4153646e-08
+L-HDL-TG,-5.6541605e-10,8.8699e-10
+M-HDL-C,8.316698e-09,1.1944409e-08
+M-HDL-CE,8.004322e-09,1.8154187e-08
+M-HDL-FC,-7.709359e-10,3.576143e-09
+M-HDL-L,1.9317485e-08,3.992749e-08
+M-HDL-P,3.579512e-11,1.0770961e-10
+M-HDL-PL,-9.848446e-09,3.588259e-08
+M-HDL-TG,-4.8332744e-11,1.8401046e-09
+S-HDL-C,-7.3366246e-09,7.99247e-09
+S-HDL-CE,4.0748563e-10,8.803365e-09
+S-HDL-FC,1.6966675e-09,3.72652e-09
+S-HDL-L,-1.9559676e-09,5.5413327e-08
+S-HDL-P,-1.5354222e-10,2.0342679e-10
+S-HDL-PL,-1.3785263e-08,2.6448328e-08
+S-HDL-TG,2.089801e-09,4.4290287e-09
+Cholines,1.5581703e-08,5.6273297e-08
+Phosphatidylc,7.928303e-09,8.556324e-08
+Phosphoglyc,5.978164e-08,1.6483698e-07
+Sphingomyelins,3.3115106e-09,4.3876267e-09
+HDL-PL,4.3343773e-09,1.2734678e-07
+LDL-PL,-4.3873682e-09,6.125818e-08
+Total-PL,7.910827e-08,1.8180714e-07
+VLDL-PL,9.8353246e-09,1.6096216e-08
+HDL-L,2.2931609e-07,6.2931525e-07
+LDL-L,-5.2557613e-08,2.1423119e-07
+Total-L,-7.170035e-08,3.717146e-07
+VLDL-L,-1.7000166e-07,6.264101e-07
+HDL-TG,-4.9213333e-10,5.573394e-09
+LDL-TG,-5.312264e-09,1.12673595e-08
+Total-TG,1.8259732e-08,4.0128768e-08
+VLDL-TG,-1.9196028e-08,4.7113225e-08
diff --git a/results/PANEL/omega/input_gradients/COPD_4/prote_metab/prote_COPD_surv_res.csv b/results/PANEL/omega/input_gradients/COPD_4/prote_metab/prote_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e70f264735016f586f49a777bfcba53d62b499a
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/COPD_4/prote_metab/prote_COPD_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,-2.0546943e-07,3.3363829e-06
+A1BG_INVN,7.9366583e-07,2.62229e-06
+AAMDC_INVN,-3.0097914e-07,2.121245e-06
+AARSD1_INVN,-4.5084863e-07,2.2530323e-06
+ABCA2_INVN,3.271321e-06,3.8725966e-06
+ABHD14B_INVN,-1.6528103e-06,3.3634683e-06
+ABL1_INVN,-3.0123857e-07,1.8588704e-06
+ABO_INVN,9.4962763e-07,2.7089834e-06
+ABRAXAS2_INVN,7.713514e-08,2.399491e-06
+ACAA1_INVN,-1.2210747e-07,1.9794866e-06
+ACADM_INVN,1.6953301e-06,2.879964e-06
+ACADSB_INVN,4.2521773e-08,2.0257196e-06
+ACAN_INVN,1.1682076e-06,2.4087842e-06
+ACE_INVN,7.261661e-07,2.2694458e-06
+ACE2_INVN,-4.54565e-07,2.6084742e-06
+ACHE_INVN,1.3130608e-07,2.5765894e-06
+ACOT13_INVN,-1.1041294e-06,2.6307123e-06
+ACOX1_INVN,1.2758571e-06,2.7033323e-06
+ACP1_INVN,9.681957e-09,2.4798896e-06
+ACP5_INVN,2.1579199e-06,3.724153e-06
+ACP6_INVN,-2.886008e-06,4.2251754e-06
+ACRBP_INVN,6.3985505e-07,2.2499016e-06
+ACRV1_INVN,2.669532e-06,3.9736783e-06
+ACSL1_INVN,-2.5991056e-07,1.9815313e-06
+ACTA2_INVN,-5.792898e-07,2.5781203e-06
+ACTN2_INVN,8.308008e-07,2.5097302e-06
+ACTN4_INVN,4.5532244e-07,2.3494797e-06
+ACVRL1_INVN,5.4258027e-07,2.4016242e-06
+ACY1_INVN,8.723452e-07,2.3357036e-06
+ACY3_INVN,5.9809935e-07,2.6769433e-06
+ACYP1_INVN,-1.8373187e-06,3.6307968e-06
+ADA_INVN,-2.6498288e-08,2.0252262e-06
+ADA2_INVN,2.393765e-06,3.6397032e-06
+ADAM12_INVN,-3.603758e-07,2.1523329e-06
+ADAM15_INVN,-2.2979872e-07,2.2736835e-06
+ADAM22_INVN,-3.0786155e-06,4.6697264e-06
+ADAM23_INVN,1.8037962e-06,3.3260917e-06
+ADAM8_INVN,3.2170508e-06,4.368388e-06
+ADAM9_INVN,-5.800018e-07,2.6829325e-06
+ADAMTS1_INVN,-1.9087422e-06,3.6598026e-06
+ADAMTS13_INVN,2.0861362e-06,3.827438e-06
+ADAMTS15_INVN,2.7212848e-06,3.608301e-06
+ADAMTS16_INVN,1.8468055e-06,3.2057874e-06
+ADAMTS4_INVN,-1.6092711e-06,2.7478798e-06
+ADAMTS8_INVN,-2.9199796e-06,3.840211e-06
+ADAMTSL2_INVN,-7.6086593e-07,2.2647612e-06
+ADAMTSL4_INVN,-1.345841e-06,2.4291003e-06
+ADAMTSL5_INVN,8.5398483e-07,2.533456e-06
+ADCYAP1R1_INVN,7.815568e-07,2.2462118e-06
+ADD1_INVN,-3.6674219e-06,5.3795866e-06
+ADGRB3_INVN,-1.171775e-07,2.0287355e-06
+ADGRD1_INVN,2.2153401e-06,3.6940032e-06
+ADGRE1_INVN,4.5049717e-07,2.534407e-06
+ADGRE2_INVN,-1.1272153e-06,2.477742e-06
+ADGRE5_INVN,-1.1783948e-06,2.7308433e-06
+ADGRF5_INVN,4.3732385e-07,2.567208e-06
+ADGRG1_INVN,1.8660252e-06,2.8683442e-06
+ADGRG2_INVN,8.461982e-07,3.0081678e-06
+ADGRV1_INVN,-1.5267783e-06,2.728217e-06
+ADH1B_INVN,-6.958316e-07,2.4916994e-06
+ADH4_INVN,-6.0993284e-07,2.3038601e-06
+ADIPOQ_INVN,2.5975794e-06,3.7406305e-06
+ADM_INVN,-1.3005697e-06,2.768217e-06
+ADRA2A_INVN,9.575314e-07,2.8947286e-06
+AFAP1_INVN,4.3484488e-07,2.4613041e-06
+AFM_INVN,1.7092434e-06,2.9953978e-06
+AFP_INVN,3.0599333e-06,4.1245726e-06
+AGBL2_INVN,5.902071e-07,2.8205532e-06
+AGER_INVN,-3.0345204e-06,4.48914e-06
+AGR2_INVN,1.0950669e-06,2.75585e-06
+AGR3_INVN,1.577132e-06,3.0446688e-06
+AGRN_INVN,-1.0527003e-06,2.292076e-06
+AGRP_INVN,-2.487581e-06,3.7130683e-06
+AGT_INVN,9.529315e-07,2.7295541e-06
+AGXT_INVN,-5.0315003e-07,2.3432506e-06
+AHCY_INVN,1.7454362e-06,3.5695316e-06
+AHNAK_INVN,8.7028994e-08,2.0680077e-06
+AHNAK2_INVN,4.4789754e-06,5.6244394e-06
+AHSA1_INVN,9.967902e-07,2.1319906e-06
+AHSG_INVN,-7.2604917e-07,2.3118182e-06
+AHSP_INVN,2.5682646e-06,4.279592e-06
+AIDA_INVN,1.4299233e-06,2.8763623e-06
+AIF1_INVN,5.949621e-07,1.9224412e-06
+AIF1L_INVN,-9.78461e-07,2.775359e-06
+AIFM1_INVN,-6.0185124e-07,2.4243564e-06
+AK1_INVN,-1.03702504e-07,2.3691227e-06
+AK2_INVN,5.459601e-08,2.1323629e-06
+AKAP12_INVN,2.8756904e-07,2.3688508e-06
+AKR1B1_INVN,-4.5954633e-07,2.2764991e-06
+AKR1B10_INVN,1.4134148e-06,2.9531154e-06
+AKR1C4_INVN,2.9830976e-06,4.4287053e-06
+AKR7L_INVN,-4.3127432e-07,2.4706808e-06
+AKT1S1_INVN,-8.3005364e-07,2.6420737e-06
+AKT2_INVN,-1.1216822e-06,2.4112019e-06
+AKT3_INVN,2.2598365e-06,3.6567649e-06
+ALCAM_INVN,3.677204e-06,4.668929e-06
+ALDH1A1_INVN,-7.267147e-07,2.52849e-06
+ALDH2_INVN,1.3571523e-08,2.3135137e-06
+ALDH3A1_INVN,1.1015026e-06,2.4887304e-06
+ALDH5A1_INVN,3.8432023e-07,2.0796315e-06
+ALMS1_INVN,3.0364546e-07,2.183295e-06
+ALPI_INVN,1.9451825e-06,3.161778e-06
+ALPP_INVN,-2.6418522e-07,2.6048938e-06
+AMBN_INVN,-1.1138119e-07,2.2500858e-06
+AMBP_INVN,-1.2669927e-06,3.204718e-06
+AMDHD2_INVN,1.1639152e-06,2.5286927e-06
+AMFR_INVN,-6.2677225e-07,2.3578468e-06
+AMIGO1_INVN,-2.7700355e-06,4.3545942e-06
+AMIGO2_INVN,-8.0572414e-07,2.4900494e-06
+AMN_INVN,1.2977142e-06,2.8478992e-06
+AMOT_INVN,5.8468754e-07,2.7096976e-06
+AMOTL2_INVN,-2.6565901e-06,4.723285e-06
+AMPD3_INVN,2.4407154e-07,1.9837678e-06
+AMY1A_AMY1B_AMY1C_INVN,-1.9065482e-06,3.1541008e-06
+AMY2A_INVN,-1.3652322e-06,2.8954282e-06
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diff --git a/results/PANEL/omega/input_gradients/Cataracts_1/prote_metab/metab_Cataracts_surv_res.csv b/results/PANEL/omega/input_gradients/Cataracts_1/prote_metab/metab_Cataracts_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e96a14aaa9fc7797817dade0b85bc5a0e365250
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Cataracts_1/prote_metab/metab_Cataracts_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,6.407732e-08,9.5830686e-08
+Gln,-1.2504319e-07,1.8729838e-07
+Gly,3.8330036e-08,5.073068e-08
+His,5.8851097e-09,7.75542e-09
+Ile,-1.0131618e-08,1.5585712e-08
+Leu,2.086661e-08,3.185816e-08
+Total BCAA,2.1177788e-08,4.656489e-08
+Val,-7.448916e-08,1.0015488e-07
+Phe,8.480412e-10,4.650576e-09
+Tyr,-2.4535641e-08,3.384181e-08
+ApoA1,1.3533955e-09,5.8179463e-08
+ApoB,2.2409054e-07,3.4352723e-07
+Clinical LDL-C,-9.788035e-07,1.5425887e-06
+HDL-C,-2.611323e-07,3.9105933e-07
+LDL-C,4.851975e-07,7.6373396e-07
+non-HDL-C,-8.472788e-07,1.2964679e-06
+Remnant-C,-5.217025e-07,7.937721e-07
+Total-C,6.525188e-07,1.082651e-06
+VLDL-C,-6.152582e-08,1.1858026e-07
+HDL-CE,2.7472132e-07,4.3338926e-07
+LDL-CE,3.3682113e-07,4.8989364e-07
+Total-CE,3.7373698e-07,6.1156067e-07
+VLDL-CE,-9.177738e-08,1.526485e-07
+DHA,4.1495756e-08,5.709236e-08
+LA,1.7694533e-07,3.0517663e-07
+MUFA,2.7555615e-07,4.228216e-07
+Omega-3,-1.07477184e-07,1.384283e-07
+Omega-6,-7.854095e-07,1.1477115e-06
+PUFA,4.3741025e-08,2.9164104e-07
+SFA,5.226277e-07,7.289184e-07
+Total-FA,1.4026232e-06,1.8616507e-06
+Unsaturation,1.8958799e-08,4.0551434e-08
+Albumin,5.5557376e-07,1.2027016e-06
+Creatinine,8.32878e-09,9.867916e-09
+HDL-FC,9.442002e-08,1.351027e-07
+LDL-FC,1.5446245e-08,4.6327607e-08
+Total-FC,-3.3504872e-09,8.0841254e-08
+VLDL-FC,-1.1504136e-07,1.8301985e-07
+Citrate,2.4295801e-08,3.4839008e-08
+Glucose,-1.5180541e-07,3.20364e-07
+Lactate,5.924542e-07,9.869166e-07
+Pyruvate,-3.7176184e-09,8.758624e-09
+GlycA,-1.16596006e-07,1.6012207e-07
+Acetate,-7.910408e-09,7.198722e-09
+Acetoacetate,7.8920974e-11,4.425854e-09
+Acetone,1.4641477e-09,3.4729246e-09
+bOHbutyrate,9.3362544e-08,2.0244137e-07
+HDL-P,-1.8931146e-09,2.7725557e-09
+LDL-P,-9.12316e-11,1.5263558e-10
+Total-P,-3.25649e-10,1.4864363e-09
+VLDL-P,2.6166848e-11,4.4603418e-11
+HDL size,-1.4163133e-07,1.876781e-07
+LDL size,1.1080658e-07,1.4669591e-07
+VLDL size,-9.045462e-07,1.3893033e-06
+XXL-VLDL-L,-7.1276456e-09,6.760156e-08
+XXL-VLDL-P,1.8614942e-12,2.9332565e-12
+XL-VLDL-C,5.2731015e-09,1.2756259e-08
+XL-VLDL-CE,-2.9931935e-09,6.2891043e-09
+XL-VLDL-L,-3.267016e-07,5.1850844e-07
+XL-VLDL-P,-3.662373e-12,5.7401007e-12
+XL-VLDL-TG,-2.2515525e-08,3.8513036e-08
+L-VLDL-C,2.0458724e-09,1.6305572e-08
+L-VLDL-CE,-1.8485904e-08,3.0624776e-08
+L-VLDL-FC,3.5749341e-09,1.0266877e-08
+L-VLDL-L,-1.1167362e-07,1.9187343e-07
+L-VLDL-P,5.533771e-12,9.031761e-12
+L-VLDL-PL,6.779615e-08,1.09180895e-07
+L-VLDL-TG,7.815869e-08,1.2727956e-07
+M-VLDL-C,-4.054478e-08,7.0158876e-08
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+M-VLDL-FC,3.202318e-08,5.287181e-08
+M-VLDL-L,3.8547813e-07,5.993898e-07
+M-VLDL-P,-9.239813e-12,1.407312e-11
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+M-VLDL-TG,3.4409368e-08,6.997404e-08
+S-VLDL-C,-2.7510666e-08,4.4713435e-08
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+S-VLDL-P,1.731855e-11,2.7822529e-11
+S-VLDL-PL,2.7186825e-08,4.16943e-08
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+XS-VLDL-C,8.2735355e-08,1.3281557e-07
+XS-VLDL-CE,-2.5530824e-08,4.118621e-08
+XS-VLDL-FC,2.0280156e-08,3.272962e-08
+XS-VLDL-L,-2.9856167e-08,5.9403668e-08
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+IDL-C,1.2034148e-07,2.0314276e-07
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+IDL-TG,-1.7766435e-08,2.8133273e-08
+L-LDL-C,1.7355063e-07,2.9461177e-07
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+L-LDL-FC,2.0025102e-08,3.6530185e-08
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+M-LDL-C,-8.0394294e-08,1.2458962e-07
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+XL-HDL-PL,4.4300766e-08,6.152778e-08
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+L-HDL-CE,1.8011929e-07,2.6007106e-07
+L-HDL-FC,3.805103e-08,5.6569135e-08
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+M-HDL-C,5.1750625e-08,8.5915616e-08
+M-HDL-CE,-5.201451e-08,8.882567e-08
+M-HDL-FC,-1.0309718e-08,1.61103e-08
+M-HDL-L,-4.261956e-07,5.870843e-07
+M-HDL-P,-2.973056e-11,2.4240643e-10
+M-HDL-PL,1.9350605e-08,3.8555036e-08
+M-HDL-TG,-9.606298e-09,1.4597971e-08
+S-HDL-C,-5.9679245e-08,8.174424e-08
+S-HDL-CE,-3.421977e-09,1.4723407e-08
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+S-HDL-PL,-6.092539e-08,8.365974e-08
+S-HDL-TG,-2.4052007e-08,3.705507e-08
+Cholines,5.4154435e-07,7.4584636e-07
+Phosphatidylc,1.8096524e-07,2.7122428e-07
+Phosphoglyc,1.8031187e-07,2.4603315e-07
+Sphingomyelins,9.031243e-08,1.3940404e-07
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+Total-PL,-3.9577495e-07,5.4135404e-07
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+LDL-L,-5.549857e-07,8.717255e-07
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+VLDL-L,-1.5199166e-07,3.313903e-07
+HDL-TG,1.2937456e-08,2.0090395e-08
+LDL-TG,-1.3652908e-08,2.3509308e-08
+Total-TG,5.5536043e-07,8.9261704e-07
+VLDL-TG,-6.5718183e-07,1.0487825e-06
diff --git a/results/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res.csv b/results/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e16e213e9174af6ba3510d8628334e2fe5e86923
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
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+VIPR1_INVN,-7.2155916e-07,1.9456743e-06
+VIT_INVN,8.200226e-07,2.2034947e-06
+VMO1_INVN,-9.727503e-07,2.0779692e-06
+VNN1_INVN,2.1138105e-06,3.5471721e-06
+VNN2_INVN,4.6254502e-07,1.9478155e-06
+VPS28_INVN,-1.115732e-06,2.1917008e-06
+VPS37A_INVN,1.358578e-06,2.4433618e-06
+VPS4B_INVN,1.3047413e-06,2.6778578e-06
+VPS53_INVN,7.3808457e-07,2.0901698e-06
+VSIG10_INVN,-7.040836e-07,2.2025558e-06
+VSIG10L_INVN,4.176113e-07,1.8688515e-06
+VSIG2_INVN,-1.688443e-06,3.2778396e-06
+VSIG4_INVN,1.1527715e-06,2.5787015e-06
+VSIR_INVN,3.95025e-07,1.8177458e-06
+VSNL1_INVN,7.265183e-07,2.5543445e-06
+VSTM1_INVN,6.0937873e-07,2.1805217e-06
+VSTM2B_INVN,7.989265e-07,2.0066277e-06
+VSTM2L_INVN,-2.1361077e-06,3.4583168e-06
+VTA1_INVN,-4.945555e-07,1.6655155e-06
+VTCN1_INVN,-2.6627727e-06,4.4482304e-06
+VTI1A_INVN,2.8664758e-07,1.7094627e-06
+VWA1_INVN,-3.8022753e-07,2.4475805e-06
+VWA5A_INVN,3.981688e-07,1.7011048e-06
+VWC2_INVN,1.0028642e-06,2.5928207e-06
+VWC2L_INVN,-9.866794e-07,2.3894102e-06
+VWF_INVN,-9.656119e-07,2.7809765e-06
+WARS_INVN,-1.4542774e-06,3.260303e-06
+WAS_INVN,1.1524373e-06,2.3923992e-06
+WASF1_INVN,-2.514862e-07,1.682339e-06
+WASF3_INVN,-1.1007752e-06,2.7614997e-06
+WASHC3_INVN,-1.0215298e-06,2.0968505e-06
+WASL_INVN,-8.3007234e-07,2.2374904e-06
+WDR46_INVN,1.0118334e-06,2.150106e-06
+WFDC1_INVN,-1.2437259e-06,2.5108418e-06
+WFDC12_INVN,4.204775e-07,1.8762149e-06
+WFDC2_INVN,2.0053797e-06,3.7711422e-06
+WFIKKN1_INVN,-8.2662956e-07,2.152137e-06
+WFIKKN2_INVN,-8.693432e-07,2.0242674e-06
+WIF1_INVN,-6.6004776e-07,2.3712685e-06
+WNT9A_INVN,-7.158642e-07,1.9262966e-06
+WWP2_INVN,2.5572592e-07,1.5678363e-06
+XCL1_INVN,5.0952264e-07,1.7879149e-06
+XG_INVN,-1.4916557e-07,1.9016961e-06
+XIAP_INVN,-9.739989e-10,1.6551852e-06
+XPNPEP2_INVN,-6.374656e-07,1.8793444e-06
+XRCC4_INVN,-1.0955092e-06,2.4875828e-06
+YAP1_INVN,-1.3013246e-06,2.381356e-06
+YARS1_INVN,-8.89409e-07,2.1812564e-06
+YES1_INVN,-7.728243e-08,1.5296392e-06
+YJU2_INVN,3.0921169e-07,1.8494648e-06
+YOD1_INVN,5.0211703e-08,1.6831362e-06
+YTHDF3_INVN,-9.114671e-07,2.303943e-06
+YWHAQ_INVN,6.0637825e-07,2.0430425e-06
+YY1_INVN,2.479441e-08,1.6950063e-06
+ZBP1_INVN,1.4601076e-06,2.9346736e-06
+ZBTB16_INVN,-1.9773024e-07,1.7841008e-06
+ZBTB17_INVN,-6.4500233e-07,1.7690868e-06
+ZCCHC8_INVN,6.4371784e-07,2.4820663e-06
+ZFYVE19_INVN,-1.093685e-06,2.5627019e-06
+ZHX2_INVN,-8.8546494e-07,2.152651e-06
+ZNF174_INVN,-3.4382643e-07,1.7835016e-06
+ZNF75D_INVN,3.7678547e-07,1.989502e-06
+ZNF830_INVN,-4.6962376e-07,2.0026253e-06
+ZNRD2_INVN,-3.0096749e-07,1.9961253e-06
+ZNRF4_INVN,-2.8395772e-07,1.8283746e-06
+ZP3_INVN,1.0692352e-06,2.470721e-06
+ZP4_INVN,-2.1747562e-06,5.158735e-06
+ZPR1_INVN,-2.5327705e-07,1.9546871e-06
diff --git a/results/PANEL/omega/input_gradients/Dementia_4/prote_metab/metab_Dementia_surv_res.csv b/results/PANEL/omega/input_gradients/Dementia_4/prote_metab/metab_Dementia_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d75ce241b8fb6d9a1761ab7c07cddfc2b83c0c0
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Dementia_4/prote_metab/metab_Dementia_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,2.8851296e-08,6.9382054e-08
+Gln,4.761209e-07,3.7572232e-07
+Gly,2.361379e-07,2.1244817e-07
+His,3.871714e-09,9.082133e-09
+Ile,-9.371591e-08,8.236277e-08
+Leu,8.2352116e-08,7.432226e-08
+Total BCAA,1.8958178e-07,1.6857857e-07
+Val,8.7705466e-08,7.3701976e-08
+Phe,-3.582918e-08,3.2248753e-08
+Tyr,3.8758163e-08,3.6600127e-08
+ApoA1,-5.5362716e-07,5.424909e-07
+ApoB,1.7244702e-07,2.6217953e-07
+Clinical LDL-C,4.8125294e-06,3.923021e-06
+HDL-C,-7.382948e-07,6.8662257e-07
+LDL-C,-4.2462125e-07,5.1604644e-07
+non-HDL-C,-5.137284e-06,4.1993885e-06
+Remnant-C,3.5111382e-06,2.9670202e-06
+Total-C,-4.9442165e-06,4.0235705e-06
+VLDL-C,3.5586788e-07,3.726926e-07
+HDL-CE,1.3693164e-06,1.2149701e-06
+LDL-CE,9.252224e-07,7.8378105e-07
+Total-CE,2.4817164e-06,2.058157e-06
+VLDL-CE,9.783718e-07,8.6461233e-07
+DHA,5.34075e-07,4.8365206e-07
+LA,2.1628118e-06,1.92652e-06
+MUFA,-3.258956e-07,8.469777e-07
+Omega-3,-2.6687843e-07,2.8587627e-07
+Omega-6,7.607993e-07,8.7526854e-07
+PUFA,-3.3881363e-06,2.739633e-06
+SFA,7.587297e-06,6.197511e-06
+Total-FA,-5.960247e-07,1.6052879e-06
+Unsaturation,1.7504934e-07,1.5564058e-07
+Albumin,2.5343154e-06,3.2603273e-06
+Creatinine,6.60422e-08,6.786184e-08
+HDL-FC,6.0483217e-07,5.134367e-07
+LDL-FC,9.7833215e-08,1.3170516e-07
+Total-FC,-1.1469233e-06,9.785692e-07
+VLDL-FC,4.927067e-07,4.4838433e-07
+Citrate,-1.19491546e-08,1.4773464e-08
+Glucose,3.199097e-06,3.141171e-06
+Lactate,-1.9113027e-06,1.8745308e-06
+Pyruvate,-2.3535398e-07,1.8511369e-07
+GlycA,4.3757117e-07,3.9714115e-07
+Acetate,1.9683071e-08,1.5170015e-08
+Acetoacetate,-1.5226664e-08,1.5835534e-08
+Acetone,3.8604423e-08,3.3188407e-08
+bOHbutyrate,-2.1189717e-07,1.6750874e-07
+HDL-P,-9.4740145e-09,8.62025e-09
+LDL-P,-2.2322e-10,3.6649933e-10
+Total-P,-3.5385284e-09,3.3952607e-09
+VLDL-P,-3.794414e-11,5.2024243e-11
+HDL size,-3.4674702e-07,3.54047e-07
+LDL size,-2.3173347e-07,2.1890256e-07
+VLDL size,1.1227107e-06,1.5823991e-06
+XXL-VLDL-L,1.3825098e-06,1.197681e-06
+XXL-VLDL-P,-2.8483813e-12,2.6400754e-12
+XL-VLDL-C,-7.7360674e-08,7.647242e-08
+XL-VLDL-CE,-1.737565e-08,2.2268258e-08
+XL-VLDL-L,2.5528712e-07,2.6028255e-07
+XL-VLDL-P,6.2893527e-12,5.8379725e-12
+XL-VLDL-TG,-1.6117083e-07,1.5186632e-07
+L-VLDL-C,7.5976686e-08,7.99485e-08
+L-VLDL-CE,4.5494943e-08,4.4790266e-08
+L-VLDL-FC,-3.0644e-08,3.232436e-08
+L-VLDL-L,1.5221607e-06,1.394816e-06
+L-VLDL-P,9.749618e-12,9.842138e-12
+L-VLDL-PL,-3.139512e-07,2.8415437e-07
+L-VLDL-TG,-7.927131e-07,7.1347296e-07
+M-VLDL-C,2.7842353e-07,2.4201867e-07
+M-VLDL-CE,-2.5536298e-07,2.2042325e-07
+M-VLDL-FC,5.394488e-08,5.172668e-08
+M-VLDL-L,-7.308853e-07,6.6821934e-07
+M-VLDL-P,-2.7549703e-12,1.0783942e-11
+M-VLDL-PL,2.5349303e-07,2.274023e-07
+M-VLDL-TG,5.9981e-07,5.545345e-07
+S-VLDL-C,-3.7461305e-07,3.2284154e-07
+S-VLDL-CE,-2.2840783e-07,1.9914937e-07
+S-VLDL-FC,5.026227e-09,1.3381984e-08
+S-VLDL-L,-7.7389494e-08,1.2424385e-07
+S-VLDL-P,3.090977e-11,2.8521501e-11
+S-VLDL-PL,-1.27637865e-08,2.7629026e-08
+S-VLDL-TG,6.3355735e-08,6.881234e-08
+XS-VLDL-C,-1.2577088e-07,1.1363513e-07
+XS-VLDL-CE,-3.9939017e-08,4.3444185e-08
+XS-VLDL-FC,4.373915e-08,4.1514358e-08
+XS-VLDL-L,1.9242228e-07,1.7778343e-07
+XS-VLDL-P,-2.2850417e-13,1.536011e-11
+XS-VLDL-PL,5.7145982e-08,5.7707727e-08
+XS-VLDL-TG,1.733183e-08,2.2142194e-08
+IDL-C,-4.592792e-07,3.9949654e-07
+IDL-CE,6.692498e-08,1.9434604e-07
+IDL-FC,-1.93905e-08,5.1484704e-08
+IDL-L,9.571921e-07,8.372892e-07
+IDL-P,4.1427192e-10,3.5885145e-10
+IDL-PL,2.6046172e-07,2.1522989e-07
+IDL-TG,1.9176548e-08,2.8549104e-08
+L-LDL-C,1.2808042e-06,1.0695642e-06
+L-LDL-CE,8.273909e-07,7.107246e-07
+L-LDL-FC,-4.4376375e-07,3.6044213e-07
+L-LDL-L,6.267533e-07,5.751904e-07
+L-LDL-P,-1.708829e-09,1.4671498e-09
+L-LDL-PL,1.1746481e-07,1.2216292e-07
+L-LDL-TG,-7.139156e-08,6.806425e-08
+M-LDL-C,4.8091573e-07,4.2266052e-07
+M-LDL-CE,-1.5439666e-07,1.5152077e-07
+M-LDL-FC,8.116552e-08,6.574389e-08
+M-LDL-L,-5.294046e-07,4.403824e-07
+M-LDL-P,-4.0861253e-10,3.486456e-10
+M-LDL-PL,-3.5900817e-07,2.9185088e-07
+M-LDL-TG,2.1520146e-08,2.0059986e-08
+S-LDL-C,-1.4769475e-08,3.72495e-08
+S-LDL-CE,-1.8299421e-07,1.5639938e-07
+S-LDL-FC,-8.105539e-09,1.1650154e-08
+S-LDL-L,2.9393573e-07,2.5039122e-07
+S-LDL-P,1.7898835e-11,3.870669e-11
+S-LDL-PL,2.5826397e-08,2.7222258e-08
+XL-HDL-C,-1.264616e-07,1.13966074e-07
+XL-HDL-CE,4.33595e-08,4.481648e-08
+XL-HDL-FC,1.4155829e-09,1.1849122e-08
+XL-HDL-L,-2.8818998e-09,7.361268e-08
+XL-HDL-P,-4.4596699e-10,4.4011053e-10
+XL-HDL-PL,-9.6643475e-09,4.2531003e-08
+L-HDL-C,1.1173588e-08,1.766928e-07
+L-HDL-CE,-2.9824923e-07,2.9452676e-07
+L-HDL-FC,-1.4813168e-07,1.3268267e-07
+L-HDL-L,7.040812e-07,6.5485915e-07
+L-HDL-P,-1.9081963e-09,1.8110042e-09
+L-HDL-PL,3.020345e-07,2.8369797e-07
+L-HDL-TG,2.0124064e-08,1.9889377e-08
+M-HDL-C,1.5268999e-07,1.7219386e-07
+M-HDL-CE,1.0987091e-07,1.315654e-07
+M-HDL-FC,-1.0435343e-07,9.056988e-08
+M-HDL-L,5.595798e-07,5.54548e-07
+M-HDL-P,-3.9356527e-09,3.4677998e-09
+M-HDL-PL,6.1337687e-07,5.3226603e-07
+M-HDL-TG,-1.13306506e-07,9.192187e-08
+S-HDL-C,-1.9400778e-07,1.8180582e-07
+S-HDL-CE,1.2437215e-07,1.2137454e-07
+S-HDL-FC,4.1435005e-08,3.613723e-08
+S-HDL-L,8.2096994e-07,7.3067895e-07
+S-HDL-P,3.6679335e-10,1.410064e-09
+S-HDL-PL,4.7506066e-07,4.0826862e-07
+S-HDL-TG,2.1586734e-08,2.3276309e-08
+Cholines,6.107177e-07,6.0297367e-07
+Phosphatidylc,1.06867894e-07,4.0636985e-07
+Phosphoglyc,-2.8112127e-06,2.3175483e-06
+Sphingomyelins,7.221767e-07,5.917322e-07
+HDL-PL,-1.6430468e-09,2.921267e-07
+LDL-PL,6.1296294e-07,5.0899337e-07
+Total-PL,-2.358986e-06,1.9122294e-06
+VLDL-PL,-7.564157e-08,1.7727547e-07
+HDL-L,-1.9375486e-07,5.4413573e-07
+LDL-L,-1.5199065e-06,1.4363798e-06
+Total-L,-3.3947063e-06,3.2906087e-06
+VLDL-L,-1.7667564e-06,1.7281703e-06
+HDL-TG,-9.816983e-09,3.8754816e-08
+LDL-TG,-1.3945599e-07,1.2098404e-07
+Total-TG,-1.6231176e-06,1.4671572e-06
+VLDL-TG,4.3928634e-07,6.786038e-07
diff --git a/results/PANEL/omega/input_gradients/Fractures_3/prote_metab/metab_Fractures_surv_res.csv b/results/PANEL/omega/input_gradients/Fractures_3/prote_metab/metab_Fractures_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b5371c05f3aa60f995b8801b332c08533d897f13
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Fractures_3/prote_metab/metab_Fractures_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,4.227722e-07,1.8265486e-06
+Gln,-3.8792217e-07,1.253141e-06
+Gly,8.2928705e-07,2.4383899e-06
+His,-8.947778e-08,2.2215622e-07
+Ile,3.889459e-08,1.6496033e-07
+Leu,-3.2915878e-08,1.7522399e-07
+Total BCAA,5.7883494e-07,2.034235e-06
+Val,5.4744554e-08,2.764108e-07
+Phe,-9.147806e-08,1.6169915e-07
+Tyr,1.7048737e-07,5.213974e-07
+ApoA1,-4.3745467e-07,2.3737057e-06
+ApoB,1.3928083e-06,3.7197767e-06
+Clinical LDL-C,2.9305515e-06,9.387639e-06
+HDL-C,-6.0853995e-07,2.5853867e-06
+LDL-C,-2.224278e-06,6.5052504e-06
+non-HDL-C,6.1469177e-06,1.6418762e-05
+Remnant-C,2.6193447e-07,1.7330567e-06
+Total-C,-5.588703e-06,1.9945477e-05
+VLDL-C,2.4715013e-07,8.1218803e-07
+HDL-CE,1.969266e-06,1.0299847e-05
+LDL-CE,-2.3867365e-06,6.4425044e-06
+Total-CE,3.9856184e-07,2.7560482e-06
+VLDL-CE,5.1364157e-08,2.5600113e-07
+DHA,1.6207744e-07,1.274074e-06
+LA,1.6222716e-06,5.3293397e-06
+MUFA,-1.3656979e-06,1.6645566e-06
+Omega-3,-3.1970749e-06,2.0770554e-05
+Omega-6,-1.2058315e-05,3.0272242e-05
+PUFA,4.5295205e-06,1.3514239e-05
+SFA,-7.3415117e-06,9.052551e-06
+Total-FA,-1.1491829e-05,1.7409655e-05
+Unsaturation,1.6850261e-07,8.9860424e-07
+Albumin,7.781314e-07,2.5719713e-05
+Creatinine,-6.6156176e-08,2.560163e-07
+HDL-FC,6.2681335e-07,2.671396e-06
+LDL-FC,8.9103844e-07,3.0090278e-06
+Total-FC,1.7198971e-07,8.486283e-07
+VLDL-FC,-1.075125e-06,2.3238763e-06
+Citrate,-4.190419e-09,1.2987024e-07
+Glucose,-8.962989e-07,3.929702e-06
+Lactate,9.324218e-06,3.8092658e-05
+Pyruvate,3.2987754e-07,1.2352023e-06
+GlycA,-1.4099259e-06,3.757488e-06
+Acetate,-7.812177e-09,6.857813e-08
+Acetoacetate,1.5783763e-07,5.5000856e-07
+Acetone,-3.52768e-08,1.2645745e-07
+bOHbutyrate,2.6922558e-07,9.2254027e-07
+HDL-P,3.5967506e-08,1.7060368e-07
+LDL-P,-3.0354624e-10,1.5070325e-09
+Total-P,-1.1092672e-08,4.369546e-08
+VLDL-P,3.5426767e-10,7.477515e-10
+HDL size,-3.3469987e-06,1.4065052e-05
+LDL size,-1.7453489e-07,6.8703986e-07
+VLDL size,6.1003775e-06,2.0705394e-05
+XXL-VLDL-L,1.6353591e-06,4.223371e-06
+XXL-VLDL-P,1.6615268e-11,3.8811312e-11
+XL-VLDL-C,-2.4534168e-07,6.2319276e-07
+XL-VLDL-CE,-1.0374048e-07,2.1587465e-07
+XL-VLDL-L,-9.7726e-07,2.2467798e-06
+XL-VLDL-P,-1.36818135e-11,4.007343e-11
+XL-VLDL-TG,6.463215e-07,1.4313476e-06
+L-VLDL-C,-3.7177468e-08,1.7291276e-07
+L-VLDL-CE,1.7665794e-08,7.434071e-08
+L-VLDL-FC,-1.14379546e-07,2.9934372e-07
+L-VLDL-L,-4.9058e-07,1.2453363e-06
+L-VLDL-P,-3.142365e-11,8.0032654e-11
+L-VLDL-PL,-4.2553182e-07,1.0837383e-06
+L-VLDL-TG,-3.5350705e-08,3.5871363e-07
+M-VLDL-C,-6.660003e-07,1.787996e-06
+M-VLDL-CE,-2.029116e-07,6.399367e-07
+M-VLDL-FC,-3.2986514e-07,7.328825e-07
+M-VLDL-L,-2.2116356e-07,9.5356484e-07
+M-VLDL-P,3.155461e-11,6.862175e-11
+M-VLDL-PL,1.842606e-07,4.23963e-07
+M-VLDL-TG,2.3694508e-08,3.771104e-07
+S-VLDL-C,-1.2094888e-07,3.7713315e-07
+S-VLDL-CE,4.3286042e-07,1.0720478e-06
+S-VLDL-FC,9.297643e-08,2.3657701e-07
+S-VLDL-L,-1.0460377e-06,1.9403742e-06
+S-VLDL-P,5.2167246e-11,9.934191e-11
+S-VLDL-PL,-2.4431804e-07,5.4800256e-07
+S-VLDL-TG,6.5214397e-07,1.6219972e-06
+XS-VLDL-C,1.2480186e-07,3.649256e-07
+XS-VLDL-CE,1.049228e-07,2.8968157e-07
+XS-VLDL-FC,2.774669e-08,8.579178e-08
+XS-VLDL-L,6.4619695e-07,1.9522752e-06
+XS-VLDL-P,-8.1889696e-11,2.066982e-10
+XS-VLDL-PL,-3.1742985e-07,8.95032e-07
+XS-VLDL-TG,-9.5237425e-08,2.187438e-07
+IDL-C,1.2623975e-06,4.2716733e-06
+IDL-CE,2.9065615e-07,1.6782199e-06
+IDL-FC,1.8833468e-07,6.520469e-07
+IDL-L,-1.3395846e-06,4.6802093e-06
+IDL-P,-7.187981e-10,2.546749e-09
+IDL-PL,2.6951747e-07,8.662649e-07
+IDL-TG,-1.18214935e-07,2.5334546e-07
+L-LDL-C,8.9912004e-07,2.8851898e-06
+L-LDL-CE,-5.703151e-07,1.569895e-06
+L-LDL-FC,2.317339e-07,8.5359676e-07
+L-LDL-L,2.5054862e-06,7.902899e-06
+L-LDL-P,-5.7289495e-10,1.6725045e-09
+L-LDL-PL,-8.779912e-07,2.647462e-06
+L-LDL-TG,-4.5778265e-07,7.575995e-07
+M-LDL-C,8.742184e-08,6.600216e-07
+M-LDL-CE,-6.9955814e-07,1.6186145e-06
+M-LDL-FC,-2.35976e-07,7.472698e-07
+M-LDL-L,1.3353474e-06,3.456727e-06
+M-LDL-P,-5.86087e-11,2.5234362e-10
+M-LDL-PL,-2.6707394e-08,1.5306158e-07
+M-LDL-TG,-2.5601408e-09,2.9888152e-08
+S-LDL-C,2.1289242e-07,6.564408e-07
+S-LDL-CE,1.588941e-07,4.2936628e-07
+S-LDL-FC,-5.5908917e-08,2.0269026e-07
+S-LDL-L,1.2823908e-06,3.6295994e-06
+S-LDL-P,1.0635471e-10,2.615568e-10
+S-LDL-PL,-1.2897213e-07,4.2695928e-07
+XL-HDL-C,9.2372936e-08,3.4311228e-07
+XL-HDL-CE,2.0093695e-07,7.3980476e-07
+XL-HDL-FC,3.8472745e-09,4.2455454e-08
+XL-HDL-L,4.003427e-07,1.6520147e-06
+XL-HDL-P,9.405007e-10,3.6752412e-09
+XL-HDL-PL,1.4378976e-08,1.732978e-07
+L-HDL-C,-9.997816e-07,4.122715e-06
+L-HDL-CE,1.341212e-06,5.8612277e-06
+L-HDL-FC,7.094562e-08,4.673062e-07
+L-HDL-L,3.858758e-06,1.7644476e-05
+L-HDL-P,-3.1121958e-09,1.33195535e-08
+L-HDL-PL,6.2387477e-07,2.7178337e-06
+L-HDL-TG,4.7791673e-08,1.9864956e-07
+M-HDL-C,3.1090997e-07,1.6346409e-06
+M-HDL-CE,-4.790497e-07,2.2416345e-06
+M-HDL-FC,9.670009e-08,4.0206638e-07
+M-HDL-L,-3.7710915e-06,1.705867e-05
+M-HDL-P,-2.3628193e-09,1.0895139e-08
+M-HDL-PL,2.192332e-06,9.570403e-06
+M-HDL-TG,8.198134e-08,2.2789867e-07
+S-HDL-C,-6.47809e-07,2.68005e-06
+S-HDL-CE,-8.898159e-07,3.5762862e-06
+S-HDL-FC,-1.0714266e-07,3.8681785e-07
+S-HDL-L,4.4697984e-08,6.7455363e-07
+S-HDL-P,-1.0578438e-08,3.696321e-08
+S-HDL-PL,2.9950564e-07,9.50325e-07
+S-HDL-TG,1.0453811e-07,2.550403e-07
+Cholines,2.1355775e-06,6.9341513e-06
+Phosphatidylc,-2.412694e-07,1.2004815e-06
+Phosphoglyc,1.0290165e-06,3.941249e-06
+Sphingomyelins,3.1542763e-07,1.231257e-06
+HDL-PL,-2.462415e-06,1.0889579e-05
+LDL-PL,7.9622296e-08,8.708485e-07
+Total-PL,3.4737634e-06,1.0475637e-05
+VLDL-PL,-1.2445629e-06,2.7085623e-06
+HDL-L,1.0874498e-05,4.979218e-05
+LDL-L,-3.785447e-06,1.2391642e-05
+Total-L,6.635301e-06,1.7648654e-05
+VLDL-L,-1.5979925e-06,4.0863392e-06
+HDL-TG,-1.3709608e-07,3.1452365e-07
+LDL-TG,2.8229838e-08,7.1987095e-08
+Total-TG,-1.2239211e-06,2.8011323e-06
+VLDL-TG,7.088667e-06,1.5748405e-05
diff --git a/results/PANEL/omega/input_gradients/Glaucoma_1/prote_metab/metab_Glaucoma_surv_res.csv b/results/PANEL/omega/input_gradients/Glaucoma_1/prote_metab/metab_Glaucoma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c424a986379329323e5341ce95fcb80bea954fc2
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Glaucoma_1/prote_metab/metab_Glaucoma_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.1141592e-09,5.139421e-09
+Gln,-7.3212586e-10,2.9616296e-09
+Gly,-4.1828563e-09,1.7245164e-08
+His,-7.643033e-11,3.6749356e-10
+Ile,-1.2198499e-10,4.8022125e-10
+Leu,-5.082667e-10,2.4465237e-09
+Total BCAA,-8.7520144e-11,2.827737e-09
+Val,1.6909143e-09,6.3315135e-09
+Phe,1.886027e-10,8.564259e-10
+Tyr,2.7425204e-11,4.1392875e-10
+ApoA1,2.9823015e-09,1.4197995e-08
+ApoB,-1.2351454e-08,5.2837375e-08
+Clinical LDL-C,-1.12848184e-07,4.83225e-07
+HDL-C,5.0278164e-09,2.2879073e-08
+LDL-C,-1.8212415e-08,8.451293e-08
+non-HDL-C,-1.2145951e-07,5.2004276e-07
+Remnant-C,-3.723932e-08,1.6100627e-07
+Total-C,-1.1788874e-07,5.0803686e-07
+VLDL-C,-1.3061821e-08,5.8563028e-08
+HDL-CE,-2.6971214e-09,1.30472575e-08
+LDL-CE,-1.2870976e-08,5.9386654e-08
+Total-CE,-6.206519e-08,2.6744718e-07
+VLDL-CE,-3.4752345e-09,1.6434175e-08
+DHA,3.255794e-09,1.4444503e-08
+LA,2.2787473e-08,9.332199e-08
+MUFA,-7.492536e-09,4.8497544e-08
+Omega-3,2.1482697e-08,9.2195975e-08
+Omega-6,2.7934622e-08,1.2512763e-07
+PUFA,8.347914e-08,3.5705688e-07
+SFA,2.1626523e-08,8.401551e-08
+Total-FA,2.401271e-07,1.0155032e-06
+Unsaturation,2.3411657e-09,1.0212003e-08
+Albumin,-7.6016896e-08,4.4118897e-07
+Creatinine,-4.4394025e-10,1.627279e-09
+HDL-FC,-5.1632093e-10,2.978916e-09
+LDL-FC,-3.2814798e-10,3.9649395e-09
+Total-FC,-1.2300817e-08,5.4652553e-08
+VLDL-FC,-1.1924481e-09,5.5800755e-09
+Citrate,-9.265276e-11,4.3785398e-10
+Glucose,2.719511e-07,1.1838473e-06
+Lactate,4.4958277e-08,1.841653e-07
+Pyruvate,-9.095948e-10,3.764496e-09
+GlycA,6.0237957e-09,2.5452618e-08
+Acetate,2.7807723e-10,1.1520321e-09
+Acetoacetate,6.9478576e-11,3.982203e-10
+Acetone,1.5122504e-11,1.00362614e-10
+bOHbutyrate,2.288412e-09,9.535189e-09
+HDL-P,4.1342927e-12,7.314224e-11
+LDL-P,2.5237833e-12,1.411534e-11
+Total-P,2.0766008e-12,4.8801102e-11
+VLDL-P,-1.9739386e-12,8.11022e-12
+HDL size,-1.5555022e-09,9.5686445e-09
+LDL size,-6.9060646e-10,3.418996e-09
+VLDL size,3.9770708e-08,1.9997395e-07
+XXL-VLDL-L,-2.2297804e-09,1.228643e-08
+XXL-VLDL-P,-2.1437408e-14,9.217128e-14
+XL-VLDL-C,2.6841085e-10,1.5352086e-09
+XL-VLDL-CE,-3.135955e-10,1.4298999e-09
+XL-VLDL-L,3.1141085e-09,1.3755599e-08
+XL-VLDL-P,-1.2518434e-14,1.12680054e-13
+XL-VLDL-TG,3.4045808e-10,1.8610062e-09
+L-VLDL-C,1.4805217e-09,5.738954e-09
+L-VLDL-CE,6.46121e-10,2.8171483e-09
+L-VLDL-FC,-1.6350794e-10,9.728367e-10
+L-VLDL-L,2.6321656e-09,1.3001843e-08
+L-VLDL-P,1.1181136e-13,5.048732e-13
+L-VLDL-PL,1.1086884e-10,9.845637e-10
+L-VLDL-TG,-1.140394e-09,4.719786e-09
+M-VLDL-C,-4.461143e-10,2.614972e-09
+M-VLDL-CE,-9.1385893e-10,4.025983e-09
+M-VLDL-FC,-9.978777e-10,4.058896e-09
+M-VLDL-L,-3.168482e-09,1.6065272e-08
+M-VLDL-P,-1.84116e-13,1.0390149e-12
+M-VLDL-PL,-1.0411985e-09,5.0184057e-09
+M-VLDL-TG,2.08078e-09,9.423097e-09
+S-VLDL-C,-5.6895233e-10,3.1042098e-09
+S-VLDL-CE,-2.8589622e-10,1.5075069e-09
+S-VLDL-FC,-5.9419725e-10,2.605378e-09
+S-VLDL-L,2.5037294e-09,1.2924176e-08
+S-VLDL-P,9.112904e-14,3.7244535e-13
+S-VLDL-PL,5.7574837e-11,8.97275e-10
+S-VLDL-TG,1.3909668e-09,5.6266423e-09
+XS-VLDL-C,-2.0330995e-09,8.2086595e-09
+XS-VLDL-CE,-3.210451e-10,1.4402626e-09
+XS-VLDL-FC,-2.3041738e-10,1.2063062e-09
+XS-VLDL-L,-3.533991e-09,1.3644882e-08
+XS-VLDL-P,-8.3485505e-14,6.190745e-13
+XS-VLDL-PL,-5.300487e-10,2.6105644e-09
+XS-VLDL-TG,-5.553007e-10,2.3908042e-09
+IDL-C,-1.2089732e-08,5.1768456e-08
+IDL-CE,-7.6608835e-09,3.3763193e-08
+IDL-FC,-1.0181184e-09,4.1527803e-09
+IDL-L,-1.2033739e-08,5.59463e-08
+IDL-P,-9.347825e-13,4.9216464e-12
+IDL-PL,-1.2938937e-09,5.5430895e-09
+IDL-TG,2.1919427e-10,1.6349809e-09
+L-LDL-C,-1.4230912e-08,6.094791e-08
+L-LDL-CE,-7.454453e-09,3.2623802e-08
+L-LDL-FC,-4.7393766e-11,1.8088433e-09
+L-LDL-L,-1.7590185e-08,7.625049e-08
+L-LDL-P,-1.4738358e-13,4.615771e-12
+L-LDL-PL,-1.0414624e-09,4.7215507e-09
+L-LDL-TG,-6.553725e-11,6.419204e-10
+M-LDL-C,-3.062073e-09,1.4108855e-08
+M-LDL-CE,-1.2922441e-09,5.8183023e-09
+M-LDL-FC,-4.3422527e-10,2.3877986e-09
+M-LDL-L,-2.4669344e-09,1.0470283e-08
+M-LDL-P,1.238583e-12,6.517919e-12
+M-LDL-PL,3.3514402e-10,2.6743765e-09
+M-LDL-TG,-2.336075e-10,1.1432661e-09
+S-LDL-C,6.2643524e-10,2.3585558e-09
+S-LDL-CE,-1.2774931e-09,5.892742e-09
+S-LDL-FC,-8.221298e-11,5.230456e-10
+S-LDL-L,3.5962489e-10,1.9642605e-09
+S-LDL-P,2.2453666e-13,1.384247e-12
+S-LDL-PL,5.0656458e-11,7.5362916e-10
+XL-HDL-C,-1.1025896e-09,4.844384e-09
+XL-HDL-CE,1.08360924e-11,9.249027e-10
+XL-HDL-FC,-8.281281e-12,1.976217e-10
+XL-HDL-L,-1.774573e-09,9.006713e-09
+XL-HDL-P,-1.971163e-12,8.339804e-12
+XL-HDL-PL,-2.7457026e-10,1.9087185e-09
+L-HDL-C,-9.97404e-10,6.7570123e-09
+L-HDL-CE,1.3932676e-09,7.932949e-09
+L-HDL-FC,6.514311e-10,2.8367524e-09
+L-HDL-L,4.879424e-10,1.2011024e-08
+L-HDL-P,1.0471994e-11,5.3531082e-11
+L-HDL-PL,-1.9872604e-09,8.740406e-09
+L-HDL-TG,3.0962485e-10,1.4200298e-09
+M-HDL-C,1.3358185e-09,8.102355e-09
+M-HDL-CE,-2.952265e-09,1.0957073e-08
+M-HDL-FC,2.2985563e-10,8.9961183e-10
+M-HDL-L,1.13018155e-08,4.4539053e-08
+M-HDL-P,9.012272e-12,4.284109e-11
+M-HDL-PL,2.5469267e-09,1.0034701e-08
+M-HDL-TG,4.5342664e-11,3.3068812e-10
+S-HDL-C,2.576467e-10,1.9601851e-09
+S-HDL-CE,-6.592475e-10,2.7952582e-09
+S-HDL-FC,-2.7381916e-10,1.2016862e-09
+S-HDL-L,6.560903e-09,2.8106728e-08
+S-HDL-P,3.2870276e-12,3.508305e-11
+S-HDL-PL,2.2506925e-09,1.0999274e-08
+S-HDL-TG,3.2596248e-10,1.547457e-09
+Cholines,-2.7507023e-09,2.0897911e-08
+Phosphatidylc,7.734147e-09,3.259595e-08
+Phosphoglyc,9.973313e-09,4.351575e-08
+Sphingomyelins,-6.2788713e-10,3.0832512e-09
+HDL-PL,8.602147e-09,3.8540215e-08
+LDL-PL,-3.6618506e-09,1.7326679e-08
+Total-PL,-1.598454e-08,7.6711665e-08
+VLDL-PL,-3.6843883e-09,1.718599e-08
+HDL-L,2.880503e-08,1.3055252e-07
+LDL-L,-3.8208647e-08,1.6413144e-07
+Total-L,-1.7106525e-07,7.5556005e-07
+VLDL-L,-1.5329528e-08,8.0720866e-08
+HDL-TG,1.062839e-09,3.5235566e-09
+LDL-TG,4.3248518e-13,1.6494731e-09
+Total-TG,1.8793095e-08,8.9173646e-08
+VLDL-TG,1.2289253e-08,5.915882e-08
diff --git a/results/PANEL/omega/input_gradients/Glaucoma_2/prote_metab/metab_Glaucoma_surv_res.csv b/results/PANEL/omega/input_gradients/Glaucoma_2/prote_metab/metab_Glaucoma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66b86b1a1c1d0e20238cb95caf26387fc345b5c2
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Glaucoma_2/prote_metab/metab_Glaucoma_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,4.890531e-08,4.6415224e-08
+Gln,-3.311821e-08,3.0217606e-08
+Gly,4.6064137e-08,4.0880067e-08
+His,2.8858544e-09,2.5823619e-09
+Ile,1.0119863e-09,3.616807e-09
+Leu,1.6280918e-08,1.4322531e-08
+Total BCAA,-6.6324525e-08,5.812072e-08
+Val,-5.6440236e-08,4.968802e-08
+Phe,4.201879e-09,3.740147e-09
+Tyr,-8.398734e-09,7.5186035e-09
+ApoA1,-9.41109e-08,9.4180145e-08
+ApoB,-8.891955e-08,8.3985675e-08
+Clinical LDL-C,9.7803785e-08,1.301377e-07
+HDL-C,-1.190832e-08,3.708272e-08
+LDL-C,8.036209e-08,9.3016205e-08
+non-HDL-C,1.6296815e-07,1.8673649e-07
+Remnant-C,-1.4458602e-07,1.357201e-07
+Total-C,-3.2635901e-07,2.9111288e-07
+VLDL-C,7.9692335e-08,8.739417e-08
+HDL-CE,-2.8957066e-07,2.7321977e-07
+LDL-CE,7.9854516e-08,7.855596e-08
+Total-CE,1.2608875e-07,1.7000747e-07
+VLDL-CE,-1.984667e-08,2.8663543e-08
+DHA,1.26449216e-08,1.8243702e-08
+LA,-1.4732642e-07,1.5190965e-07
+MUFA,2.2400022e-07,2.3623471e-07
+Omega-3,-2.6881287e-08,4.5042643e-08
+Omega-6,1.7186157e-07,1.734983e-07
+PUFA,-2.9039697e-07,2.545586e-07
+SFA,4.5819417e-07,4.0593682e-07
+Total-FA,9.213006e-07,8.220003e-07
+Unsaturation,6.225174e-08,5.383482e-08
+Albumin,1.6088295e-07,4.4532956e-07
+Creatinine,-1.2144507e-08,1.0904513e-08
+HDL-FC,-8.934359e-08,7.914265e-08
+LDL-FC,-3.3734008e-08,3.547801e-08
+Total-FC,-1.9169315e-07,1.704916e-07
+VLDL-FC,8.86288e-08,8.020042e-08
+Citrate,-1.5207512e-09,2.2454079e-09
+Glucose,-1.2116075e-06,1.2444503e-06
+Lactate,1.1570938e-06,1.0209401e-06
+Pyruvate,-2.0906568e-09,3.731021e-09
+GlycA,-5.1873094e-08,4.925878e-08
+Acetate,-3.4263967e-09,2.389695e-09
+Acetoacetate,1.4614118e-09,1.8678088e-09
+Acetone,-9.069977e-11,7.327146e-10
+bOHbutyrate,4.72005e-08,3.8087634e-08
+HDL-P,-7.660982e-10,7.3690687e-10
+LDL-P,1.3362846e-10,1.2537968e-10
+Total-P,7.509151e-11,4.0865136e-10
+VLDL-P,1.0750903e-11,1.3097359e-11
+HDL size,-1.4725439e-08,2.9368556e-08
+LDL size,2.286285e-08,2.264825e-08
+VLDL size,-3.2159764e-07,3.3847064e-07
+XXL-VLDL-L,1.2797112e-07,1.1337007e-07
+XXL-VLDL-P,7.4066675e-13,6.525987e-13
+XL-VLDL-C,5.9480643e-09,7.014961e-09
+XL-VLDL-CE,2.7103595e-09,2.951034e-09
+XL-VLDL-L,9.1837265e-08,8.630712e-08
+XL-VLDL-P,7.326294e-14,2.6880145e-13
+XL-VLDL-TG,4.9770804e-08,4.608373e-08
+L-VLDL-C,2.8370005e-08,2.663121e-08
+L-VLDL-CE,-1.2839316e-09,3.5293517e-09
+L-VLDL-FC,8.945454e-09,8.563278e-09
+L-VLDL-L,-1.9036048e-09,3.5204252e-08
+L-VLDL-P,8.214047e-13,1.0786597e-12
+L-VLDL-PL,-2.1685088e-08,2.0907677e-08
+L-VLDL-TG,5.3273848e-08,4.9421875e-08
+M-VLDL-C,2.4860931e-08,2.3359334e-08
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+Cholines,2.8071995e-07,2.5170343e-07
+Phosphatidylc,4.323719e-08,5.0256514e-08
+Phosphoglyc,-1.8950934e-07,1.6066824e-07
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+Total-TG,7.711025e-08,1.3592673e-07
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diff --git a/results/PANEL/omega/input_gradients/Glaucoma_2/prote_metab/prote_Glaucoma_surv_res.csv b/results/PANEL/omega/input_gradients/Glaucoma_2/prote_metab/prote_Glaucoma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2fe51b8adec9cfcae9133e89a7207be0b578575
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Glaucoma_2/prote_metab/prote_Glaucoma_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
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+UMOD_INVN,1.0426386e-06,1.3452549e-06
+UNC5D_INVN,-1.1443678e-06,1.4695299e-06
+UNC79_INVN,4.9769064e-08,1.0570604e-06
+UNG_INVN,2.0523723e-06,2.0162909e-06
+UPB1_INVN,-2.0914096e-07,1.1597356e-06
+UPK3A_INVN,9.290878e-07,1.2858391e-06
+UPK3BL1_INVN,-2.1488251e-08,1.0141366e-06
+UROD_INVN,-3.8952487e-07,1.1759961e-06
+UROS_INVN,-1.3989597e-06,1.6656811e-06
+USO1_INVN,1.1200059e-06,1.319063e-06
+USP25_INVN,-9.983191e-07,1.3671508e-06
+USP28_INVN,3.8863058e-07,9.948718e-07
+USP47_INVN,1.1967805e-06,1.6465826e-06
+USP8_INVN,-6.995495e-07,1.1455787e-06
+UXS1_INVN,-7.015632e-08,1.0215986e-06
+VAMP5_INVN,9.580045e-07,1.298394e-06
+VAMP8_INVN,-2.6485074e-07,1.0073738e-06
+VASH1_INVN,-3.4087847e-07,1.051837e-06
+VASN_INVN,1.6719333e-06,1.7892154e-06
+VASP_INVN,-1.1622452e-06,1.4376129e-06
+VAT1_INVN,8.6800827e-07,1.4292385e-06
+VAV3_INVN,-5.223783e-07,1.1329844e-06
+VCAM1_INVN,-2.5926518e-08,1.1851574e-06
+VCAN_INVN,-2.1880703e-07,9.8846e-07
+VCPKMT_INVN,2.626686e-07,1.2126194e-06
+VEGFA_INVN,1.2351333e-06,1.5513389e-06
+VEGFB_INVN,4.6418666e-07,1.0797858e-06
+VEGFC_INVN,9.804725e-07,1.4539223e-06
+VEGFD_INVN,3.828275e-08,1.0486683e-06
+VGF_INVN,7.886935e-07,1.3767319e-06
+VIM_INVN,-3.1595945e-07,9.826665e-07
+VIPR1_INVN,2.8227862e-07,1.148591e-06
+VIT_INVN,3.319467e-07,1.2333338e-06
+VMO1_INVN,1.1989873e-07,9.671714e-07
+VNN1_INVN,6.369943e-07,1.1753458e-06
+VNN2_INVN,-4.9878355e-07,1.1350852e-06
+VPS28_INVN,-1.2128916e-06,1.45961e-06
+VPS37A_INVN,5.387471e-07,1.1124832e-06
+VPS4B_INVN,1.3989871e-06,1.6287315e-06
+VPS53_INVN,-2.2447912e-07,1.1945729e-06
+VSIG10_INVN,-6.608084e-07,1.1164244e-06
+VSIG10L_INVN,9.411991e-07,1.474578e-06
+VSIG2_INVN,-5.937213e-07,1.097471e-06
+VSIG4_INVN,4.7681075e-07,1.1682588e-06
+VSIR_INVN,2.50017e-07,1.0450971e-06
+VSNL1_INVN,3.341393e-07,9.998578e-07
+VSTM1_INVN,1.3063908e-06,1.6616514e-06
+VSTM2B_INVN,1.3371225e-06,1.5237483e-06
+VSTM2L_INVN,-3.7993303e-07,9.4568856e-07
+VTA1_INVN,-1.2159137e-07,1.1156143e-06
+VTCN1_INVN,1.1319227e-06,1.4348204e-06
+VTI1A_INVN,1.1857023e-06,1.5197293e-06
+VWA1_INVN,1.5752803e-06,1.768688e-06
+VWA5A_INVN,2.13669e-07,1.1181038e-06
+VWC2_INVN,4.459152e-07,1.1901265e-06
+VWC2L_INVN,-7.114852e-07,1.1966803e-06
+VWF_INVN,-1.227738e-06,1.4922718e-06
+WARS_INVN,9.436866e-08,1.1439795e-06
+WAS_INVN,6.0003777e-07,1.3650975e-06
+WASF1_INVN,3.42605e-08,1.0173802e-06
+WASF3_INVN,2.3290617e-07,1.0959625e-06
+WASHC3_INVN,3.344489e-07,1.0488776e-06
+WASL_INVN,9.614809e-08,1.322765e-06
+WDR46_INVN,-5.9569726e-07,1.2218292e-06
+WFDC1_INVN,-6.3857914e-07,1.2073932e-06
+WFDC12_INVN,2.0048533e-06,1.9042934e-06
+WFDC2_INVN,-1.9220556e-06,1.9695465e-06
+WFIKKN1_INVN,-6.360799e-07,1.1905117e-06
+WFIKKN2_INVN,-1.5348504e-06,1.7965559e-06
+WIF1_INVN,6.394245e-07,1.2667039e-06
+WNT9A_INVN,1.090709e-06,1.3796866e-06
+WWP2_INVN,-4.4989554e-07,1.0580255e-06
+XCL1_INVN,-8.6412643e-07,1.2664793e-06
+XG_INVN,2.5545235e-08,9.869816e-07
+XIAP_INVN,-1.6006768e-06,1.7346894e-06
+XPNPEP2_INVN,-2.2294624e-07,9.880433e-07
+XRCC4_INVN,2.0986289e-07,1.0461274e-06
+YAP1_INVN,-2.4439507e-07,1.1137741e-06
+YARS1_INVN,5.00918e-07,1.2945983e-06
+YES1_INVN,-5.730357e-07,1.1524183e-06
+YJU2_INVN,7.384407e-07,1.224591e-06
+YOD1_INVN,4.697946e-07,1.1082706e-06
+YTHDF3_INVN,1.446977e-07,9.316698e-07
+YWHAQ_INVN,7.4916517e-07,1.2250557e-06
+YY1_INVN,3.6077654e-07,1.0365852e-06
+ZBP1_INVN,1.8902497e-07,1.0131188e-06
+ZBTB16_INVN,1.029614e-06,1.5096944e-06
+ZBTB17_INVN,-6.085382e-07,1.1811384e-06
+ZCCHC8_INVN,1.8482181e-07,1.2771079e-06
+ZFYVE19_INVN,-3.9004654e-08,1.0754444e-06
+ZHX2_INVN,1.5906389e-07,1.0583676e-06
+ZNF174_INVN,2.2647923e-07,1.0159873e-06
+ZNF75D_INVN,5.8257996e-07,1.1558843e-06
+ZNF830_INVN,-9.61524e-07,1.5068413e-06
+ZNRD2_INVN,-4.296751e-08,1.107424e-06
+ZNRF4_INVN,-5.2910927e-08,1.1629248e-06
+ZP3_INVN,-2.4023964e-07,1.1454551e-06
+ZP4_INVN,-1.2385793e-06,1.6659393e-06
+ZPR1_INVN,-5.1434165e-07,1.263015e-06
diff --git a/results/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/metab_Glaucoma_surv_res.csv b/results/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/metab_Glaucoma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9be3ae72d7cb9489708796ea470be354fcb4a55c
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/metab_Glaucoma_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.4745227e-09,4.4202344e-09
+Gln,-3.2119202e-10,3.712057e-09
+Gly,1.0831603e-09,7.4301414e-09
+His,-1.3753455e-12,1.7958066e-10
+Ile,3.8688383e-10,1.3057233e-09
+Leu,-4.1787224e-10,2.857441e-09
+Total BCAA,3.0122646e-10,2.3565832e-09
+Val,8.4588037e-10,3.4032932e-09
+Phe,-1.1082752e-11,1.8939253e-10
+Tyr,1.4905074e-10,4.1330364e-10
+ApoA1,-6.161122e-09,3.39067e-08
+ApoB,5.1285807e-09,2.6041189e-08
+Clinical LDL-C,6.215414e-08,2.8423824e-07
+HDL-C,3.4252483e-09,1.405218e-08
+LDL-C,2.251303e-08,5.963106e-08
+non-HDL-C,5.564602e-08,2.7407725e-07
+Remnant-C,2.6442676e-08,8.33737e-08
+Total-C,4.635544e-08,1.8319821e-07
+VLDL-C,2.3260012e-09,6.3255414e-09
+HDL-CE,-2.4848978e-09,9.198172e-09
+LDL-CE,5.542494e-10,7.2585813e-09
+Total-CE,3.1627774e-08,1.7134658e-07
+VLDL-CE,1.6850839e-10,3.9816173e-09
+DHA,-4.3854356e-09,1.9908455e-08
+LA,2.7261162e-09,3.5435e-08
+MUFA,3.0457117e-09,4.5303313e-08
+Omega-3,-2.02596e-08,7.7994905e-08
+Omega-6,-5.4058873e-09,2.1496538e-08
+PUFA,-5.6336628e-08,2.1269202e-07
+SFA,-1.577891e-08,6.955726e-08
+Total-FA,-1.9055564e-07,8.6881846e-07
+Unsaturation,-1.2415794e-09,6.2061867e-09
+Albumin,2.7928556e-07,1.1678183e-06
+Creatinine,6.318243e-11,2.908339e-10
+HDL-FC,2.77013e-09,6.223909e-09
+LDL-FC,1.9402138e-09,1.06337374e-08
+Total-FC,2.687383e-09,1.3925664e-08
+VLDL-FC,3.1014835e-09,1.6117532e-08
+Citrate,5.0915494e-10,1.9575699e-09
+Glucose,-2.7426717e-07,1.2812175e-06
+Lactate,1.7697555e-08,5.9404456e-08
+Pyruvate,7.837243e-12,5.164984e-10
+GlycA,-4.5231956e-09,1.9405165e-08
+Acetate,-1.1507118e-10,3.0418829e-10
+Acetoacetate,-4.158389e-10,2.041026e-09
+Acetone,6.690247e-11,4.3512138e-10
+bOHbutyrate,-2.3143051e-10,3.0510923e-09
+HDL-P,-1.8442267e-11,1.4717759e-10
+LDL-P,3.6309413e-12,2.0913556e-11
+Total-P,-2.0064918e-11,1.7013471e-10
+VLDL-P,-4.6009464e-13,2.9272726e-12
+HDL size,4.791379e-09,1.1939545e-08
+LDL size,-9.606423e-09,3.3073615e-08
+VLDL size,-1.30390925e-08,9.4429815e-08
+XXL-VLDL-L,1.0856315e-08,4.4229164e-08
+XXL-VLDL-P,-1.3577543e-14,8.4917845e-14
+XL-VLDL-C,7.6551643e-10,2.9096576e-09
+XL-VLDL-CE,-1.9932272e-10,6.3410216e-10
+XL-VLDL-L,1.6309365e-09,3.1598384e-09
+XL-VLDL-P,3.151191e-14,5.379277e-14
+XL-VLDL-TG,1.2531686e-09,4.048141e-09
+L-VLDL-C,4.1317633e-10,4.5797437e-09
+L-VLDL-CE,1.10119205e-10,6.478165e-10
+L-VLDL-FC,2.4173052e-10,7.2360673e-10
+L-VLDL-L,1.022243e-09,7.2879978e-09
+L-VLDL-P,1.2689532e-13,2.3593548e-13
+L-VLDL-PL,2.3026069e-10,1.3262259e-09
+L-VLDL-TG,-4.1109166e-10,2.287303e-09
+M-VLDL-C,-2.1109924e-10,3.765836e-09
+M-VLDL-CE,1.7282403e-09,5.476778e-09
+M-VLDL-FC,-5.2034658e-11,1.6718966e-09
+M-VLDL-L,5.6681517e-09,1.36548e-08
+M-VLDL-P,2.332877e-13,6.40236e-13
+M-VLDL-PL,1.5307104e-09,6.3139205e-09
+M-VLDL-TG,1.9860201e-10,4.784749e-09
+S-VLDL-C,3.1050082e-10,2.422652e-09
+S-VLDL-CE,-9.995421e-10,4.7742423e-09
+S-VLDL-FC,6.98837e-10,2.5395444e-09
+S-VLDL-L,-3.351978e-10,8.049032e-09
+S-VLDL-P,1.3236227e-13,2.7158004e-13
+S-VLDL-PL,-5.150567e-10,2.9184932e-09
+S-VLDL-TG,-2.175101e-09,7.992689e-09
+XS-VLDL-C,-7.740148e-10,4.5631863e-09
+XS-VLDL-CE,7.506348e-10,2.5190807e-09
+XS-VLDL-FC,-3.4299974e-10,1.5982118e-09
+XS-VLDL-L,-1.5109185e-10,3.0001779e-09
+XS-VLDL-P,5.2044583e-13,1.8490543e-12
+XS-VLDL-PL,-8.4207263e-10,3.3673828e-09
+XS-VLDL-TG,-3.213189e-10,1.5714251e-09
+IDL-C,2.674802e-09,1.0471815e-08
+IDL-CE,3.2066882e-09,1.5038857e-08
+IDL-FC,6.4742833e-10,1.226304e-09
+IDL-L,1.2351921e-08,5.465393e-08
+IDL-P,-1.1606149e-12,6.3670935e-12
+IDL-PL,1.4479622e-10,1.6924553e-09
+IDL-TG,4.9705773e-10,6.7908273e-10
+L-LDL-C,7.154128e-09,3.0789717e-08
+L-LDL-CE,9.669217e-09,3.147076e-08
+L-LDL-FC,2.1069957e-09,5.556653e-09
+L-LDL-L,1.0562592e-08,4.1670265e-08
+L-LDL-P,-7.989695e-14,3.4933423e-12
+L-LDL-PL,-7.9421786e-10,1.4707571e-09
+L-LDL-TG,-1.842383e-10,5.923363e-10
+M-LDL-C,1.1065115e-09,2.0830582e-09
+M-LDL-CE,-1.1335246e-09,5.7656218e-09
+M-LDL-FC,-1.8746198e-10,2.487896e-09
+M-LDL-L,7.233237e-09,1.623979e-08
+M-LDL-P,-2.4106596e-12,1.0487418e-11
+M-LDL-PL,7.846732e-10,3.8897734e-09
+M-LDL-TG,1.1567108e-10,1.8011871e-10
+S-LDL-C,4.0137504e-10,1.452697e-09
+S-LDL-CE,-3.0289887e-10,1.5204488e-09
+S-LDL-FC,3.0344435e-10,5.278959e-10
+S-LDL-L,-5.7354904e-10,1.6677837e-09
+S-LDL-P,1.6477114e-13,6.605542e-13
+S-LDL-PL,6.8743816e-11,4.1052067e-10
+XL-HDL-C,5.040875e-10,1.7471566e-09
+XL-HDL-CE,-5.391266e-10,1.0002933e-09
+XL-HDL-FC,1.5632202e-10,8.143194e-10
+XL-HDL-L,3.5367516e-09,1.10919585e-08
+XL-HDL-P,-3.80871e-12,1.4008017e-11
+XL-HDL-PL,-1.0233072e-09,2.8722733e-09
+L-HDL-C,2.7604696e-09,1.2276781e-08
+L-HDL-CE,1.1730916e-09,5.163999e-09
+L-HDL-FC,1.2276473e-10,2.966192e-09
+L-HDL-L,6.9899952e-09,1.6801863e-08
+L-HDL-P,-2.7881933e-12,4.088779e-11
+L-HDL-PL,-2.4254612e-09,6.670099e-09
+L-HDL-TG,2.505673e-10,7.2593836e-10
+M-HDL-C,-3.7176806e-10,3.796294e-09
+M-HDL-CE,2.9614406e-09,9.664819e-09
+M-HDL-FC,-3.2890665e-10,1.6352077e-09
+M-HDL-L,2.1901192e-09,4.182446e-09
+M-HDL-P,-5.9900344e-12,8.222554e-11
+M-HDL-PL,-3.4378673e-09,6.2156844e-09
+M-HDL-TG,4.8319815e-10,1.5618861e-09
+S-HDL-C,1.4277006e-09,5.367827e-09
+S-HDL-CE,5.6694943e-10,4.631351e-09
+S-HDL-FC,-1.5872863e-10,3.0164685e-10
+S-HDL-L,-4.703196e-09,1.3099121e-08
+S-HDL-P,1.0108683e-12,3.6008696e-11
+S-HDL-PL,-2.0151687e-10,5.2698907e-09
+S-HDL-TG,-4.722894e-10,5.9419364e-10
+Cholines,1.6607838e-09,1.1402994e-08
+Phosphatidylc,-5.372594e-09,1.9878721e-08
+Phosphoglyc,-1.7385209e-09,1.7929429e-08
+Sphingomyelins,3.3068601e-09,1.0605588e-08
+HDL-PL,-1.0346833e-09,1.2652193e-08
+LDL-PL,-1.8907185e-09,4.7982565e-09
+Total-PL,-5.4595395e-09,2.1261007e-08
+VLDL-PL,4.166662e-09,8.865056e-09
+HDL-L,6.082873e-09,2.321835e-08
+LDL-L,1.7315363e-08,6.3304185e-08
+Total-L,7.794465e-08,2.911725e-07
+VLDL-L,1.8387693e-08,8.8132076e-08
+HDL-TG,-5.765253e-10,1.666918e-09
+LDL-TG,-4.6261914e-10,1.9418205e-09
+Total-TG,-1.34162566e-08,4.5684555e-08
+VLDL-TG,6.9583885e-09,4.315656e-08
diff --git a/results/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/metab_Heart_Failure_surv_res.csv b/results/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/metab_Heart_Failure_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ebd29488026136c35ad3dd4956ae08bb832d2dca
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/metab_Heart_Failure_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,2.0081018e-07,2.2163556e-07
+Gln,-9.845714e-08,1.0295079e-07
+Gly,-6.750434e-08,7.171453e-08
+His,1.275648e-08,1.2475997e-08
+Ile,-2.762052e-08,3.3579507e-08
+Leu,-2.2842869e-08,2.918315e-08
+Total BCAA,-1.7678989e-08,5.290573e-08
+Val,1.5531112e-08,2.8551787e-08
+Phe,-2.3351898e-08,2.6438787e-08
+Tyr,2.0888795e-08,2.2615618e-08
+ApoA1,-2.1703049e-07,2.6744885e-07
+ApoB,1.2840513e-07,1.58163e-07
+Clinical LDL-C,-1.6861036e-06,2.0214259e-06
+HDL-C,7.892669e-07,8.548063e-07
+LDL-C,-2.1275292e-07,3.0352228e-07
+non-HDL-C,-1.562921e-07,3.3765713e-07
+Remnant-C,-5.369609e-07,6.0379966e-07
+Total-C,-5.0405356e-07,7.475691e-07
+VLDL-C,3.476043e-07,3.8814974e-07
+HDL-CE,1.2020794e-07,1.6609086e-07
+LDL-CE,1.0827531e-06,1.2374894e-06
+Total-CE,3.7054957e-07,4.9882186e-07
+VLDL-CE,-4.057984e-08,6.9942594e-08
+DHA,3.242552e-08,4.676914e-08
+LA,1.9231543e-06,2.087951e-06
+MUFA,8.9452186e-07,1.1048005e-06
+Omega-3,2.0916168e-07,2.1129162e-07
+Omega-6,4.2863644e-07,5.451589e-07
+PUFA,-1.1257661e-06,1.2056292e-06
+SFA,6.318835e-07,7.769189e-07
+Total-FA,1.5045005e-06,1.9543838e-06
+Unsaturation,-1.2229897e-07,1.3648138e-07
+Albumin,-3.1814593e-06,3.989862e-06
+Creatinine,2.8628786e-08,3.028049e-08
+HDL-FC,7.213367e-08,8.6572165e-08
+LDL-FC,-1.0131724e-07,1.3841601e-07
+Total-FC,-3.153875e-08,1.0155127e-07
+VLDL-FC,-4.7029936e-08,6.661224e-08
+Citrate,6.0361276e-09,7.655407e-09
+Glucose,2.9769635e-06,2.386225e-06
+Lactate,2.8892015e-07,7.9979253e-07
+Pyruvate,-3.9445106e-10,1.0173738e-08
+GlycA,-1.8870415e-08,4.37386e-08
+Acetate,2.9515283e-08,2.608814e-08
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diff --git a/results/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/prote_Heart_Failure_surv_res.csv b/results/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/prote_Heart_Failure_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d1739876867e0cd3ed71a1455f316771c70f151
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/prote_Heart_Failure_surv_res.csv
@@ -0,0 +1,2918 @@
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+TSPAN15_INVN,-4.1683361e-07,1.4626125e-06
+TSPAN7_INVN,-2.1997731e-07,1.2682839e-06
+TSPAN8_INVN,6.7027304e-07,1.4378135e-06
+TSPYL1_INVN,1.0829311e-06,1.6282596e-06
+TST_INVN,-5.044887e-07,1.4206395e-06
+TTF2_INVN,-7.165908e-08,1.6536953e-06
+TTN_INVN,1.7816481e-07,1.3635208e-06
+TTR_INVN,-5.1664014e-08,1.3636904e-06
+TUBB3_INVN,8.846423e-07,1.6051149e-06
+TWF2_INVN,3.1829296e-07,1.4878106e-06
+TXK_INVN,1.1343631e-06,1.6357099e-06
+TXLNA_INVN,-4.5524206e-07,1.2582764e-06
+TXN_INVN,1.629682e-06,2.0599782e-06
+TXNDC15_INVN,-1.2579733e-06,1.9489842e-06
+TXNDC5_INVN,1.042689e-06,1.5901845e-06
+TXNDC9_INVN,8.004094e-07,1.6548904e-06
+TXNL1_INVN,-1.1938613e-07,1.3461915e-06
+TXNRD1_INVN,-8.076544e-07,1.4184645e-06
+TYMP_INVN,-2.3912173e-07,1.1728515e-06
+TYRO3_INVN,-1.5504141e-06,2.0942387e-06
+TYRP1_INVN,-3.4705582e-07,1.4894399e-06
+UBAC1_INVN,1.2230738e-07,1.1401812e-06
+UBE2B_INVN,-1.10886205e-07,1.2317055e-06
+UBE2L6_INVN,1.7854677e-06,2.5113627e-06
+UBE2Z_INVN,7.8493565e-07,1.5474125e-06
+UBQLN3_INVN,-3.921966e-08,1.5886769e-06
+UBXN1_INVN,1.0082356e-06,1.5534878e-06
+UFD1_INVN,6.55365e-07,1.6718386e-06
+UGDH_INVN,2.3802093e-07,1.4938464e-06
+UHRF2_INVN,-6.5945244e-08,1.2859451e-06
+ULBP2_INVN,5.5421427e-09,1.3754234e-06
+UMOD_INVN,-1.4965485e-07,1.3266365e-06
+UNC5D_INVN,-1.1475053e-06,1.7762719e-06
+UNC79_INVN,5.087732e-07,1.3572986e-06
+UNG_INVN,-9.335399e-07,1.5901691e-06
+UPB1_INVN,-7.6657005e-07,1.5381664e-06
+UPK3A_INVN,1.3850021e-06,2.0185314e-06
+UPK3BL1_INVN,-2.611845e-07,1.4101587e-06
+UROD_INVN,-6.4910274e-08,1.3756529e-06
+UROS_INVN,-2.513882e-08,1.3544501e-06
+USO1_INVN,7.611195e-07,1.7463755e-06
+USP25_INVN,-1.1906259e-06,1.986556e-06
+USP28_INVN,-1.5997247e-06,2.0495174e-06
+USP47_INVN,9.602674e-07,1.6606995e-06
+USP8_INVN,1.2279139e-06,2.300147e-06
+UXS1_INVN,1.147612e-06,1.7719732e-06
+VAMP5_INVN,1.1096803e-06,1.9951947e-06
+VAMP8_INVN,1.0826348e-06,1.711313e-06
+VASH1_INVN,-1.00453e-06,1.5777323e-06
+VASN_INVN,-3.7413534e-07,1.3166529e-06
+VASP_INVN,-4.7904666e-07,1.4335276e-06
+VAT1_INVN,-7.5062e-07,1.6162408e-06
+VAV3_INVN,5.965257e-07,1.4709996e-06
+VCAM1_INVN,1.0849201e-06,1.8143473e-06
+VCAN_INVN,7.551161e-07,1.5329375e-06
+VCPKMT_INVN,7.6823835e-07,1.5890421e-06
+VEGFA_INVN,-1.1635751e-07,1.2394105e-06
+VEGFB_INVN,2.6869327e-07,1.3840405e-06
+VEGFC_INVN,-8.1429295e-07,1.5175351e-06
+VEGFD_INVN,-4.0596127e-08,1.2465609e-06
+VGF_INVN,-2.9442174e-07,1.3445676e-06
+VIM_INVN,9.165907e-07,1.5930145e-06
+VIPR1_INVN,-3.1143e-07,1.3740932e-06
+VIT_INVN,-1.7905318e-06,2.4370866e-06
+VMO1_INVN,-1.2386453e-06,1.8822521e-06
+VNN1_INVN,1.6139424e-07,1.2384753e-06
+VNN2_INVN,-2.8467215e-07,1.3803171e-06
+VPS28_INVN,1.3256882e-06,1.9294678e-06
+VPS37A_INVN,2.1450694e-07,1.7937036e-06
+VPS4B_INVN,-5.892585e-07,1.4105793e-06
+VPS53_INVN,7.0306584e-07,1.6389419e-06
+VSIG10_INVN,-1.3793413e-06,1.7724686e-06
+VSIG10L_INVN,-2.7349337e-08,1.4493603e-06
+VSIG2_INVN,-1.1591831e-06,1.9420563e-06
+VSIG4_INVN,-5.200463e-07,1.3846688e-06
+VSIR_INVN,5.3994154e-07,1.5482477e-06
+VSNL1_INVN,2.1228782e-07,1.5589883e-06
+VSTM1_INVN,-4.8905224e-07,1.4632694e-06
+VSTM2B_INVN,1.0310911e-06,1.8161953e-06
+VSTM2L_INVN,-2.137617e-06,2.684725e-06
+VTA1_INVN,2.3534596e-06,2.688372e-06
+VTCN1_INVN,-6.2449044e-07,1.4143793e-06
+VTI1A_INVN,2.3830316e-07,1.3420135e-06
+VWA1_INVN,-2.229556e-07,1.2136071e-06
+VWA5A_INVN,-2.0705602e-07,1.3823789e-06
+VWC2_INVN,7.420142e-08,1.4162703e-06
+VWC2L_INVN,2.3889203e-07,1.2479344e-06
+VWF_INVN,-4.0264615e-07,1.6143251e-06
+WARS_INVN,8.7410626e-07,1.5076232e-06
+WAS_INVN,-3.6702727e-07,1.3064538e-06
+WASF1_INVN,-1.797352e-06,2.3142265e-06
+WASF3_INVN,-2.8582045e-07,1.4646985e-06
+WASHC3_INVN,1.1277315e-06,1.8883837e-06
+WASL_INVN,-5.56019e-07,1.5313955e-06
+WDR46_INVN,6.56573e-07,1.5199453e-06
+WFDC1_INVN,-5.058909e-07,1.4709337e-06
+WFDC12_INVN,1.6344877e-06,2.0540695e-06
+WFDC2_INVN,-3.9526202e-07,1.3269521e-06
+WFIKKN1_INVN,-2.3109226e-07,1.2573363e-06
+WFIKKN2_INVN,-5.6148104e-07,1.353154e-06
+WIF1_INVN,-1.6273519e-07,1.2878548e-06
+WNT9A_INVN,1.0379664e-06,1.6988565e-06
+WWP2_INVN,4.7323155e-07,1.4354775e-06
+XCL1_INVN,1.699465e-06,2.2105314e-06
+XG_INVN,-2.8980169e-06,3.6226916e-06
+XIAP_INVN,-2.4425736e-07,1.459861e-06
+XPNPEP2_INVN,6.6512047e-07,1.3261729e-06
+XRCC4_INVN,1.7826569e-06,2.318524e-06
+YAP1_INVN,6.4403906e-08,1.8348688e-06
+YARS1_INVN,1.0031275e-06,1.616774e-06
+YES1_INVN,-3.4520934e-07,1.4047937e-06
+YJU2_INVN,1.8046741e-08,1.2445358e-06
+YOD1_INVN,-7.3709305e-07,1.5616782e-06
+YTHDF3_INVN,1.8145872e-06,2.3810674e-06
+YWHAQ_INVN,2.1057342e-06,2.409046e-06
+YY1_INVN,1.0213753e-06,1.6758657e-06
+ZBP1_INVN,-1.116337e-06,1.963524e-06
+ZBTB16_INVN,-1.3126644e-06,1.9172717e-06
+ZBTB17_INVN,-8.537464e-07,1.6547583e-06
+ZCCHC8_INVN,-5.193439e-07,1.2998621e-06
+ZFYVE19_INVN,9.4111283e-07,1.6326138e-06
+ZHX2_INVN,-2.8727348e-07,1.5617262e-06
+ZNF174_INVN,2.080205e-07,1.1975919e-06
+ZNF75D_INVN,-6.555337e-07,1.6396691e-06
+ZNF830_INVN,-2.1600938e-06,2.6096063e-06
+ZNRD2_INVN,1.8394463e-06,2.3572748e-06
+ZNRF4_INVN,-4.519242e-07,1.4433825e-06
+ZP3_INVN,-1.1305364e-06,1.9453444e-06
+ZP4_INVN,-6.412447e-08,1.6341742e-06
+ZPR1_INVN,3.1389658e-07,1.4446888e-06
diff --git a/results/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fe3cb5143111d7da6266eaaaa9c3ba5b2e036c83
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-9.122177e-09,4.4015746e-08
+Gln,-4.9041695e-09,2.1930472e-08
+Gly,-6.4445485e-09,3.2474215e-08
+His,1.1755825e-10,2.113872e-09
+Ile,4.785522e-10,2.1504079e-09
+Leu,1.0544992e-09,2.9200995e-09
+Total BCAA,-5.340126e-09,9.807497e-09
+Val,1.455279e-09,4.295832e-09
+Phe,-7.525858e-10,2.1926219e-09
+Tyr,2.1203277e-10,1.1824841e-09
+ApoA1,-8.005977e-09,3.0573847e-08
+ApoB,1.0651087e-08,2.7828383e-08
+Clinical LDL-C,-1.2504186e-08,1.16201875e-07
+HDL-C,-7.3106436e-09,1.733748e-08
+LDL-C,-7.1667756e-08,2.1369223e-07
+non-HDL-C,2.8557013e-08,8.59895e-08
+Remnant-C,1.0927489e-07,2.147299e-07
+Total-C,-2.6251888e-08,2.4147502e-07
+VLDL-C,5.428818e-09,8.296917e-08
+HDL-CE,3.2513168e-09,1.0973231e-08
+LDL-CE,-4.408639e-08,1.0095393e-07
+Total-CE,-1.6177413e-08,1.2316195e-07
+VLDL-CE,-5.6387556e-10,1.9998133e-08
+DHA,-1.1078386e-09,4.7525828e-09
+LA,-1.8114939e-07,5.8302976e-07
+MUFA,2.2883125e-08,6.840749e-08
+Omega-3,3.6613756e-08,1.4014643e-07
+Omega-6,-1.16595025e-07,4.741e-07
+PUFA,2.1620595e-08,5.3367877e-08
+SFA,1.4319355e-07,4.1551175e-07
+Total-FA,1.8151118e-07,7.136635e-07
+Unsaturation,-2.0307112e-09,5.7793104e-09
+Albumin,-1.362737e-07,7.8949e-07
+Creatinine,-1.3172755e-09,2.9064051e-09
+HDL-FC,2.2366986e-09,7.605276e-09
+LDL-FC,2.5054609e-08,7.8490125e-08
+Total-FC,-3.0073018e-08,7.794339e-08
+VLDL-FC,-6.7587327e-09,2.5172955e-08
+Citrate,-9.753217e-10,3.1206422e-09
+Glucose,1.3360476e-07,8.8222345e-07
+Lactate,-2.674412e-07,1.2339544e-06
+Pyruvate,-2.6392768e-09,5.968038e-09
+GlycA,-1.5023207e-09,3.2243552e-08
+Acetate,8.308367e-11,1.0343053e-09
+Acetoacetate,4.5042515e-11,1.3910122e-09
+Acetone,5.286873e-10,1.3468937e-09
+bOHbutyrate,-5.100242e-09,8.751499e-09
+HDL-P,-3.2187367e-11,7.02673e-10
+LDL-P,7.896514e-12,4.028283e-11
+Total-P,-1.5039722e-10,3.3424233e-10
+VLDL-P,-2.9069306e-12,3.892105e-12
+HDL size,4.566294e-08,1.2952059e-07
+LDL size,2.6215996e-08,8.525809e-08
+VLDL size,-2.6755495e-07,8.976752e-07
+XXL-VLDL-L,-4.8104937e-08,1.4489973e-07
+XXL-VLDL-P,1.6887765e-13,5.460886e-13
+XL-VLDL-C,-1.6183606e-09,4.4632715e-09
+XL-VLDL-CE,-1.9184837e-10,1.5749921e-09
+XL-VLDL-L,4.6187103e-09,1.6298996e-08
+XL-VLDL-P,-1.2046099e-13,4.4272702e-13
+XL-VLDL-TG,-7.594823e-09,3.3428375e-08
+L-VLDL-C,4.462825e-09,1.3325231e-08
+L-VLDL-CE,-4.9413185e-10,3.5568968e-09
+L-VLDL-FC,-1.9469885e-10,2.6574174e-09
+L-VLDL-L,-5.590174e-09,1.2694051e-08
+L-VLDL-P,7.3909157e-13,3.3520905e-12
+L-VLDL-PL,-2.8960152e-09,4.568936e-09
+L-VLDL-TG,-1.5476042e-08,4.3619988e-08
+M-VLDL-C,-4.3514092e-10,8.451791e-09
+M-VLDL-CE,1.1353234e-09,2.1702478e-09
+M-VLDL-FC,1.5924653e-09,2.7958769e-09
+M-VLDL-L,6.829203e-09,1.7200854e-08
+M-VLDL-P,1.5620074e-13,1.1239949e-12
+M-VLDL-PL,3.984241e-10,4.1282306e-09
+M-VLDL-TG,-1.0571647e-08,1.2533679e-08
+S-VLDL-C,-3.5451037e-10,5.648879e-09
+S-VLDL-CE,1.681616e-09,9.825109e-09
+S-VLDL-FC,-2.0280304e-09,4.898937e-09
+S-VLDL-L,-2.8839182e-09,1.1171293e-08
+S-VLDL-P,-1.2915438e-13,2.2443928e-12
+S-VLDL-PL,1.1066966e-09,4.9415356e-09
+S-VLDL-TG,6.9253643e-09,1.7667817e-08
+XS-VLDL-C,4.0855626e-09,7.168851e-09
+XS-VLDL-CE,-1.4686381e-09,7.2454713e-09
+XS-VLDL-FC,-5.7215222e-11,1.0762929e-09
+XS-VLDL-L,4.18852e-09,2.1713772e-08
+XS-VLDL-P,-2.1746509e-12,5.4147897e-12
+XS-VLDL-PL,7.19492e-11,4.071835e-09
+XS-VLDL-TG,3.1092144e-09,1.0061582e-08
+IDL-C,7.0177015e-09,1.18797026e-08
+IDL-CE,-1.0454924e-08,2.3803695e-08
+IDL-FC,9.146388e-10,1.2380805e-08
+IDL-L,4.051542e-08,1.01633084e-07
+IDL-P,2.7755188e-14,3.3005226e-12
+IDL-PL,6.0957186e-09,2.820753e-08
+IDL-TG,3.897722e-09,1.5120884e-08
+L-LDL-C,1.7608425e-08,5.70637e-08
+L-LDL-CE,3.9805608e-09,1.9902151e-08
+L-LDL-FC,1.3589617e-09,1.5380802e-08
+L-LDL-L,-8.3256335e-09,4.8581267e-08
+L-LDL-P,-3.241854e-11,8.62976e-11
+L-LDL-PL,1.7503508e-09,6.501544e-09
+L-LDL-TG,3.861599e-09,8.254414e-09
+M-LDL-C,1.047093e-08,1.2853936e-08
+M-LDL-CE,-4.113625e-09,1.505957e-08
+M-LDL-FC,-1.2903291e-09,2.457689e-09
+M-LDL-L,5.3086353e-09,1.8742865e-08
+M-LDL-P,5.50049e-12,1.3653957e-11
+M-LDL-PL,2.0189694e-09,6.1782957e-09
+M-LDL-TG,-8.4498025e-10,2.477059e-09
+S-LDL-C,5.4600485e-10,3.5626466e-09
+S-LDL-CE,1.7392017e-09,2.8106248e-09
+S-LDL-FC,-1.5160619e-10,2.0704793e-09
+S-LDL-L,-2.4815359e-09,1.05789235e-08
+S-LDL-P,3.314179e-12,1.1566436e-11
+S-LDL-PL,-6.7091444e-10,1.5954366e-09
+XL-HDL-C,-2.7652685e-09,7.1721207e-09
+XL-HDL-CE,-2.389782e-09,9.343755e-09
+XL-HDL-FC,5.177074e-10,1.4063346e-09
+XL-HDL-L,3.7639327e-09,1.2417765e-08
+XL-HDL-P,-2.8880138e-12,1.8363653e-11
+XL-HDL-PL,-1.2266408e-09,5.2019526e-09
+L-HDL-C,-2.7339275e-09,1.1329906e-08
+L-HDL-CE,-2.353926e-09,1.1344909e-08
+L-HDL-FC,-1.9208841e-09,1.1316501e-08
+L-HDL-L,-6.9537637e-10,4.4107647e-08
+L-HDL-P,1.3579757e-12,5.082904e-11
+L-HDL-PL,7.773133e-09,5.0625577e-08
+L-HDL-TG,-2.3851027e-10,1.9331254e-09
+M-HDL-C,-7.746443e-09,3.7367432e-08
+M-HDL-CE,-9.154599e-09,1.3267759e-08
+M-HDL-FC,-3.0344318e-09,8.108374e-09
+M-HDL-L,-5.3812155e-09,2.7275021e-08
+M-HDL-P,-8.891563e-11,3.779751e-10
+M-HDL-PL,-6.6182975e-09,9.9531166e-09
+M-HDL-TG,1.5730355e-10,1.4398202e-09
+S-HDL-C,5.282588e-10,8.60265e-09
+S-HDL-CE,-6.101775e-09,1.4588802e-08
+S-HDL-FC,-2.2900937e-10,1.7017785e-09
+S-HDL-L,-1.7608098e-08,7.962767e-08
+S-HDL-P,1.336131e-10,3.4837105e-10
+S-HDL-PL,4.2383226e-09,1.533128e-08
+S-HDL-TG,1.617685e-09,6.9888153e-09
+Cholines,-2.3441215e-08,6.061959e-08
+Phosphatidylc,-3.2209922e-08,1.7340403e-07
+Phosphoglyc,-6.595492e-08,1.8069882e-07
+Sphingomyelins,3.2016485e-09,1.24555894e-08
+HDL-PL,2.0681009e-08,5.5261665e-08
+LDL-PL,4.792409e-10,2.3498261e-08
+Total-PL,4.275504e-08,1.4942523e-07
+VLDL-PL,-4.856825e-11,2.4165915e-08
+HDL-L,3.7039555e-08,7.564933e-08
+LDL-L,-2.4774446e-08,4.4848754e-08
+Total-L,1.9490754e-07,3.2112234e-07
+VLDL-L,9.57136e-08,2.914817e-07
+HDL-TG,1.9938557e-09,3.0151877e-09
+LDL-TG,-2.3261693e-09,1.1282146e-08
+Total-TG,-4.5356938e-08,1.5946245e-07
+VLDL-TG,1.6066243e-08,3.353188e-08
diff --git a/results/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/prote_Liver_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/prote_Liver_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff8c4239baed7bd25bd84c603fcf81eed106eb27
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/prote_Liver_Disease_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,-6.6688716e-07,2.3005314e-06
+A1BG_INVN,1.3976172e-06,2.029191e-06
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+YWHAQ_INVN,-3.3847272e-07,1.6330887e-06
+YY1_INVN,-1.4521596e-06,2.0681657e-06
+ZBP1_INVN,-3.676979e-07,1.4832806e-06
+ZBTB16_INVN,1.469112e-07,1.57551e-06
+ZBTB17_INVN,2.4418127e-06,2.998713e-06
+ZCCHC8_INVN,1.0519007e-06,2.164108e-06
+ZFYVE19_INVN,2.589144e-07,1.6958272e-06
+ZHX2_INVN,5.077865e-07,1.4940892e-06
+ZNF174_INVN,-5.50602e-07,1.518592e-06
+ZNF75D_INVN,-1.009249e-07,1.7272059e-06
+ZNF830_INVN,5.1743484e-07,1.92942e-06
+ZNRD2_INVN,-1.7588725e-06,2.3104915e-06
+ZNRF4_INVN,-3.1871775e-07,1.7146e-06
+ZP3_INVN,-1.4796453e-07,1.4863191e-06
+ZP4_INVN,-9.947443e-07,2.0967443e-06
+ZPR1_INVN,-2.0909888e-06,3.0948715e-06
diff --git a/results/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/metab_Liver_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/metab_Liver_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb2a3401ac2ae5424137e58cfa499ca725b13b1d
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/metab_Liver_Disease_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-8.450307e-09,2.6979071e-08
+Gln,2.6844956e-08,4.7673613e-08
+Gly,1.7737186e-08,3.3242987e-08
+His,4.1174622e-10,1.447021e-09
+Ile,-8.22165e-09,8.09181e-09
+Leu,-5.856379e-11,1.0725603e-08
+Total BCAA,-1.2659822e-08,1.6320595e-08
+Val,-4.192608e-09,6.5249868e-09
+Phe,2.154215e-09,3.4339065e-09
+Tyr,8.107747e-10,1.1006543e-09
+ApoA1,-3.858569e-08,7.109542e-08
+ApoB,-3.3554826e-08,5.3817704e-08
+Clinical LDL-C,-4.8469786e-08,4.1925472e-07
+HDL-C,-5.3865374e-08,9.702898e-08
+LDL-C,-4.313875e-09,1.3108631e-07
+non-HDL-C,2.4733157e-07,3.9173634e-07
+Remnant-C,7.290125e-08,2.2217321e-07
+Total-C,9.64973e-08,3.424558e-07
+VLDL-C,1.2893656e-08,5.681514e-08
+HDL-CE,1.07674e-08,1.778501e-08
+LDL-CE,-5.6761205e-09,3.6867096e-08
+Total-CE,-4.8026948e-08,5.4301466e-07
+VLDL-CE,-1.0803493e-08,5.0078942e-08
+DHA,-3.6397303e-09,4.4687393e-08
+LA,1.13175176e-07,4.5232514e-07
+MUFA,-3.181965e-09,1.9063457e-07
+Omega-3,2.5322128e-08,6.970687e-08
+Omega-6,-4.917354e-08,2.9480213e-07
+PUFA,2.3566392e-08,1.7375405e-07
+SFA,5.583241e-09,3.0112307e-07
+Total-FA,-3.6667032e-07,1.5816108e-06
+Unsaturation,7.4641715e-09,2.1648377e-08
+Albumin,-5.225334e-07,1.1505595e-06
+Creatinine,-3.8280934e-09,6.561601e-09
+HDL-FC,-3.6212957e-09,2.3139961e-08
+LDL-FC,3.5221321e-09,1.452641e-08
+Total-FC,-8.1949175e-08,1.040604e-07
+VLDL-FC,8.46519e-09,3.0741457e-08
+Citrate,-5.525052e-10,2.0854662e-09
+Glucose,-1.6970631e-07,1.1880717e-06
+Lactate,1.9059155e-07,1.4584286e-06
+Pyruvate,-4.8938364e-09,1.0553206e-08
+GlycA,-1.1844947e-08,8.85538e-08
+Acetate,3.305518e-10,1.9110196e-09
+Acetoacetate,1.7637317e-09,2.4850701e-09
+Acetone,-2.2160104e-10,5.881319e-10
+bOHbutyrate,2.2788125e-09,1.1340299e-08
+HDL-P,1.5584461e-10,2.3181684e-10
+LDL-P,-3.6735823e-11,5.5720588e-11
+Total-P,4.7164034e-10,4.818859e-10
+VLDL-P,4.0989985e-12,5.4652676e-12
+HDL size,1.5252935e-08,8.5867235e-08
+LDL size,4.0726067e-09,9.778663e-08
+VLDL size,9.9494486e-08,2.7451608e-07
+XXL-VLDL-L,-4.4059107e-08,5.1596356e-08
+XXL-VLDL-P,-1.451744e-15,3.7046128e-13
+XL-VLDL-C,4.9183866e-09,5.2655547e-09
+XL-VLDL-CE,2.2319198e-09,3.0013758e-09
+XL-VLDL-L,2.0129931e-08,2.2442558e-08
+XL-VLDL-P,-4.3102498e-13,5.5000454e-13
+XL-VLDL-TG,-2.2259496e-08,4.1750347e-08
+L-VLDL-C,1.2356658e-08,1.6144192e-08
+L-VLDL-CE,-1.6059652e-09,2.2953182e-09
+L-VLDL-FC,-6.3879786e-09,6.568764e-09
+L-VLDL-L,-1.2373812e-08,7.1999324e-08
+L-VLDL-P,5.379731e-13,1.199818e-12
+L-VLDL-PL,3.0666754e-09,3.8647103e-09
+L-VLDL-TG,4.8624695e-09,1.5237013e-08
+M-VLDL-C,-2.7372928e-09,1.2688455e-08
+M-VLDL-CE,4.957777e-09,1.6804272e-08
+M-VLDL-FC,-1.698734e-09,4.2993333e-09
+M-VLDL-L,2.4792082e-09,3.6158696e-08
+M-VLDL-P,1.6814572e-12,6.0958708e-12
+M-VLDL-PL,6.645602e-10,5.7854335e-09
+M-VLDL-TG,8.854108e-09,1.6722069e-08
+S-VLDL-C,-4.1714756e-09,1.2680236e-08
+S-VLDL-CE,2.928194e-10,1.8287579e-09
+S-VLDL-FC,-9.261733e-10,6.116189e-09
+S-VLDL-L,2.6897716e-08,3.7918078e-08
+S-VLDL-P,-1.8082876e-12,5.388946e-12
+S-VLDL-PL,-2.0931175e-09,6.885822e-09
+S-VLDL-TG,8.18369e-09,1.9599632e-08
+XS-VLDL-C,-8.2955476e-10,1.1433276e-08
+XS-VLDL-CE,4.010966e-09,1.077176e-08
+XS-VLDL-FC,7.909445e-10,2.6534932e-09
+XS-VLDL-L,-2.226213e-10,9.59243e-09
+XS-VLDL-P,6.654822e-13,5.0527876e-12
+XS-VLDL-PL,-9.52479e-10,3.800904e-09
+XS-VLDL-TG,2.1626592e-09,5.772726e-09
+IDL-C,-3.3200966e-08,3.84227e-08
+IDL-CE,8.446545e-10,1.5878717e-08
+IDL-FC,-5.6272316e-09,1.1518419e-08
+IDL-L,-8.104541e-10,2.6428053e-08
+IDL-P,5.0250147e-13,6.238841e-12
+IDL-PL,1.2238071e-08,1.5312397e-08
+IDL-TG,-6.8994127e-10,9.156946e-09
+L-LDL-C,6.165871e-08,1.495777e-07
+L-LDL-CE,-4.5006043e-08,5.7483383e-08
+L-LDL-FC,-1.3986704e-08,2.8244356e-08
+L-LDL-L,-7.636061e-11,1.7746518e-07
+L-LDL-P,2.320606e-12,4.16535e-11
+L-LDL-PL,7.298422e-09,4.1101163e-08
+L-LDL-TG,-3.0715395e-09,5.3078013e-09
+M-LDL-C,-2.3092785e-08,2.555368e-08
+M-LDL-CE,2.5869134e-08,3.2588684e-08
+M-LDL-FC,-9.588758e-10,2.4014657e-09
+M-LDL-L,1.1698021e-08,1.5585988e-08
+M-LDL-P,-2.0981313e-12,2.6008936e-11
+M-LDL-PL,-5.9462355e-09,9.704214e-09
+M-LDL-TG,8.2535795e-10,1.037745e-09
+S-LDL-C,-1.2102077e-08,1.5846252e-08
+S-LDL-CE,3.6032335e-09,1.32185605e-08
+S-LDL-FC,3.1530437e-10,1.2823356e-09
+S-LDL-L,4.513946e-09,1.9672544e-08
+S-LDL-P,-8.734558e-12,1.00686464e-11
+S-LDL-PL,2.1768654e-09,2.7046723e-09
+XL-HDL-C,-8.800005e-09,1.1055206e-08
+XL-HDL-CE,-1.8068095e-09,8.893219e-09
+XL-HDL-FC,3.4138464e-10,2.406768e-09
+XL-HDL-L,-1.1911986e-08,1.2470352e-08
+XL-HDL-P,1.0788968e-11,1.3047894e-11
+XL-HDL-PL,1.3472111e-10,5.8706067e-09
+L-HDL-C,2.0011562e-08,7.247066e-08
+L-HDL-CE,1.6157774e-08,2.3921935e-08
+L-HDL-FC,7.937481e-09,8.284504e-09
+L-HDL-L,-2.0158152e-08,4.0161268e-08
+L-HDL-P,-5.3444048e-11,9.078489e-11
+L-HDL-PL,2.0134163e-08,4.1061277e-08
+L-HDL-TG,4.2082613e-09,4.1691837e-09
+M-HDL-C,-3.1019938e-09,3.1505486e-08
+M-HDL-CE,-1.0867685e-08,2.686137e-08
+M-HDL-FC,1.5749096e-09,2.140401e-09
+M-HDL-L,-1.5145838e-08,7.255089e-08
+M-HDL-P,-7.733501e-11,2.6088082e-10
+M-HDL-PL,3.5796144e-10,6.476639e-09
+M-HDL-TG,-5.711818e-10,4.537677e-09
+S-HDL-C,2.0833829e-08,3.952098e-08
+S-HDL-CE,1.0412426e-08,1.1166151e-08
+S-HDL-FC,-1.5272289e-10,1.2912406e-09
+S-HDL-L,-1.5991182e-09,3.2005747e-08
+S-HDL-P,-2.5524144e-10,3.5738013e-10
+S-HDL-PL,8.574888e-09,1.0494415e-08
+S-HDL-TG,4.479622e-10,1.8475859e-09
+Cholines,3.8710194e-08,7.788605e-08
+Phosphatidylc,-5.6082516e-08,9.3001375e-08
+Phosphoglyc,5.8250713e-08,8.17306e-08
+Sphingomyelins,-3.6537595e-09,8.880723e-09
+HDL-PL,3.2874754e-09,4.584172e-08
+LDL-PL,-1.0030164e-08,1.3827317e-08
+Total-PL,-2.4634884e-08,7.970263e-08
+VLDL-PL,-1.3225979e-08,6.289602e-08
+HDL-L,2.6115652e-07,2.7205914e-07
+LDL-L,-8.083989e-08,1.1813074e-07
+Total-L,2.9061525e-07,6.1071177e-07
+VLDL-L,-9.1816844e-08,1.0634142e-07
+HDL-TG,-2.3867444e-09,4.0500563e-09
+LDL-TG,-5.0564886e-09,8.158567e-09
+Total-TG,-2.5939773e-10,5.2546067e-08
+VLDL-TG,3.6856395e-08,1.1734792e-07
diff --git a/results/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/prote_Liver_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/prote_Liver_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4a764722f1662d3be86e5070e7cc21b823457750
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/prote_Liver_Disease_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,-4.785448e-07,2.6169294e-06
+A1BG_INVN,1.9103222e-06,3.1359743e-06
+AAMDC_INVN,-7.229195e-07,2.055483e-06
+AARSD1_INVN,7.728612e-07,2.0903399e-06
+ABCA2_INVN,1.4678194e-06,2.3866278e-06
+ABHD14B_INVN,-4.912701e-07,1.8965534e-06
+ABL1_INVN,-9.953703e-07,2.2713257e-06
+ABO_INVN,-1.4594691e-06,2.5506952e-06
+ABRAXAS2_INVN,-3.2040823e-06,4.3000255e-06
+ACAA1_INVN,-4.0619784e-07,1.8302877e-06
+ACADM_INVN,9.409147e-07,2.2961435e-06
+ACADSB_INVN,1.5736949e-06,3.1248778e-06
+ACAN_INVN,-2.771963e-07,1.9112317e-06
+ACE_INVN,-2.675635e-06,3.699161e-06
+ACE2_INVN,9.619017e-07,2.7718784e-06
+ACHE_INVN,-5.2274214e-07,1.944367e-06
+ACOT13_INVN,3.929994e-07,2.1239202e-06
+ACOX1_INVN,1.0207167e-06,2.3111274e-06
+ACP1_INVN,-1.8344938e-06,2.6592772e-06
+ACP5_INVN,-5.8680047e-07,2.1129697e-06
+ACP6_INVN,9.519988e-09,2.056807e-06
+ACRBP_INVN,8.714378e-07,2.029593e-06
+ACRV1_INVN,-2.9450505e-06,4.2182814e-06
+ACSL1_INVN,2.2478803e-06,2.9780815e-06
+ACTA2_INVN,3.4861702e-07,2.0981602e-06
+ACTN2_INVN,7.1591234e-07,2.0399668e-06
+ACTN4_INVN,5.236667e-08,1.6362487e-06
+ACVRL1_INVN,-6.598114e-08,1.7767294e-06
+ACY1_INVN,5.9320644e-07,1.9339802e-06
+ACY3_INVN,-9.654127e-07,2.3956388e-06
+ACYP1_INVN,2.366581e-06,3.0913122e-06
+ADA_INVN,1.616098e-07,1.6737293e-06
+ADA2_INVN,1.122931e-06,2.4474905e-06
+ADAM12_INVN,-6.2819885e-07,2.28149e-06
+ADAM15_INVN,1.2990812e-06,2.8717684e-06
+ADAM22_INVN,-9.361723e-07,2.0899224e-06
+ADAM23_INVN,-1.1226639e-06,2.4706067e-06
+ADAM8_INVN,-7.863147e-07,1.9305494e-06
+ADAM9_INVN,-6.904062e-07,1.9457389e-06
+ADAMTS1_INVN,1.8800334e-06,3.0340245e-06
+ADAMTS13_INVN,-4.0404025e-08,2.148193e-06
+ADAMTS15_INVN,-5.46166e-08,1.9046628e-06
+ADAMTS16_INVN,-7.21573e-07,2.3248374e-06
+ADAMTS4_INVN,3.6065012e-07,1.9868335e-06
+ADAMTS8_INVN,6.0047876e-07,2.0751518e-06
+ADAMTSL2_INVN,-6.597905e-07,1.788926e-06
+ADAMTSL4_INVN,-1.103979e-06,2.4182439e-06
+ADAMTSL5_INVN,-1.0346058e-06,2.1058206e-06
+ADCYAP1R1_INVN,1.0063607e-06,2.2930392e-06
+ADD1_INVN,-9.813003e-07,1.7692288e-06
+ADGRB3_INVN,1.6497503e-07,2.0957063e-06
+ADGRD1_INVN,-1.3817477e-06,2.4159528e-06
+ADGRE1_INVN,-3.281795e-07,2.0331258e-06
+ADGRE2_INVN,1.1680918e-06,2.258234e-06
+ADGRE5_INVN,1.0385414e-06,1.9973784e-06
+ADGRF5_INVN,-8.164199e-07,2.2449283e-06
+ADGRG1_INVN,2.7211593e-06,3.331541e-06
+ADGRG2_INVN,-1.4134787e-06,2.271994e-06
+ADGRV1_INVN,-1.0662386e-06,2.3431107e-06
+ADH1B_INVN,4.79696e-07,2.1140652e-06
+ADH4_INVN,-1.7279792e-06,2.6491377e-06
+ADIPOQ_INVN,4.2452064e-07,2.0078742e-06
+ADM_INVN,-3.0440373e-07,1.9561132e-06
+ADRA2A_INVN,-9.2965877e-07,2.3449647e-06
+AFAP1_INVN,-6.802348e-08,1.6225854e-06
+AFM_INVN,9.589393e-07,2.0018172e-06
+AFP_INVN,-3.8015773e-07,2.0724065e-06
+AGBL2_INVN,-8.46982e-07,2.3927378e-06
+AGER_INVN,1.3143077e-06,2.2419483e-06
+AGR2_INVN,-6.9156556e-07,2.0942232e-06
+AGR3_INVN,-1.2473511e-06,2.1116725e-06
+AGRN_INVN,2.4861794e-07,2.0537695e-06
+AGRP_INVN,1.3567095e-06,2.549132e-06
+AGT_INVN,-6.31409e-07,2.212288e-06
+AGXT_INVN,1.0392171e-06,2.3971986e-06
+AHCY_INVN,6.1094465e-07,2.279825e-06
+AHNAK_INVN,-1.3648279e-06,2.830366e-06
+AHNAK2_INVN,1.525755e-06,2.9860369e-06
+AHSA1_INVN,-2.407999e-07,2.1739227e-06
+AHSG_INVN,-9.487434e-07,2.0646708e-06
+AHSP_INVN,3.1317478e-07,1.9979598e-06
+AIDA_INVN,1.0996473e-07,2.2025372e-06
+AIF1_INVN,-7.5113206e-07,1.9033716e-06
+AIF1L_INVN,1.360146e-06,2.8045647e-06
+AIFM1_INVN,2.7140018e-08,1.8803585e-06
+AK1_INVN,4.401064e-07,2.2178738e-06
+AK2_INVN,-9.177748e-08,1.7702163e-06
+AKAP12_INVN,8.551747e-07,2.3126076e-06
+AKR1B1_INVN,1.3784071e-06,2.2112424e-06
+AKR1B10_INVN,-7.734184e-07,2.1710605e-06
+AKR1C4_INVN,1.8132434e-06,2.8846341e-06
+AKR7L_INVN,1.787791e-06,2.8905224e-06
+AKT1S1_INVN,-5.044992e-07,2.021673e-06
+AKT2_INVN,-1.312405e-06,2.796012e-06
+AKT3_INVN,-1.09579744e-07,1.8255416e-06
+ALCAM_INVN,-1.604384e-06,2.7408676e-06
+ALDH1A1_INVN,6.841023e-07,2.2080494e-06
+ALDH2_INVN,-1.6142959e-06,3.0653584e-06
+ALDH3A1_INVN,-1.0959784e-08,1.8354501e-06
+ALDH5A1_INVN,9.0984577e-07,2.1277071e-06
+ALMS1_INVN,1.414697e-07,1.9757838e-06
+ALPI_INVN,4.4173433e-07,1.7544146e-06
+ALPP_INVN,-6.948338e-07,2.2479142e-06
+AMBN_INVN,-2.3781226e-07,1.8889835e-06
+AMBP_INVN,2.3202054e-08,1.953296e-06
+AMDHD2_INVN,5.4507257e-07,1.9806807e-06
+AMFR_INVN,1.7458399e-06,2.8436916e-06
+AMIGO1_INVN,1.8588661e-06,2.7889737e-06
+AMIGO2_INVN,1.8848556e-06,2.6190842e-06
+AMN_INVN,-1.0514324e-06,2.1860067e-06
+AMOT_INVN,1.1948886e-06,2.4376895e-06
+AMOTL2_INVN,1.3633093e-06,2.5322745e-06
+AMPD3_INVN,4.0314146e-07,1.8125575e-06
+AMY1A_AMY1B_AMY1C_INVN,4.3999128e-07,2.0002967e-06
+AMY2A_INVN,-6.954646e-08,2.0033551e-06
+ANG_INVN,2.3809937e-06,3.885194e-06
+ANGPT1_INVN,-4.3672316e-07,2.176938e-06
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diff --git a/results/PANEL/omega/input_gradients/MACE_2/prote_metab/metab_MACE_surv_res.csv b/results/PANEL/omega/input_gradients/MACE_2/prote_metab/metab_MACE_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..712e948f49ae6efb396bde21a42aaa712f2bdbbb
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/MACE_2/prote_metab/metab_MACE_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.0648367e-09,2.476863e-09
+Gln,1.36840645e-08,1.1834481e-08
+Gly,1.0282429e-09,2.0926743e-09
+His,-1.9344073e-09,6.7240136e-10
+Ile,2.1523017e-09,2.0916915e-09
+Leu,3.0296199e-09,2.3090696e-09
+Total BCAA,-8.441554e-09,1.2250954e-08
+Val,3.5594454e-09,8.23168e-09
+Phe,5.2786925e-10,2.0518358e-09
+Tyr,-7.8896656e-10,6.686883e-10
+ApoA1,5.6358074e-10,1.2648068e-08
+ApoB,1.4436117e-08,7.4355886e-09
+Clinical LDL-C,1.05627706e-07,4.9442967e-08
+HDL-C,-5.4463802e-09,2.0822702e-08
+LDL-C,1.06725594e-07,1.1120493e-07
+non-HDL-C,3.1574054e-08,3.0927538e-08
+Remnant-C,-4.79316e-09,2.8573702e-08
+Total-C,2.407946e-07,1.0338611e-07
+VLDL-C,-2.0796534e-08,1.3601473e-08
+HDL-CE,-1.9678547e-08,2.598361e-08
+LDL-CE,-3.1750784e-09,1.7077015e-08
+Total-CE,-3.562009e-08,6.991534e-08
+VLDL-CE,-7.6348136e-11,3.7881915e-09
+DHA,1.3336764e-08,3.6726238e-09
+LA,9.65167e-08,6.204445e-08
+MUFA,-1.9863384e-07,7.8887396e-08
+Omega-3,2.0291202e-08,2.2375998e-08
+Omega-6,4.8455707e-08,5.0280164e-08
+PUFA,6.4497954e-09,4.0163297e-08
+SFA,-1.12682045e-07,9.0912486e-08
+Total-FA,-3.9417264e-07,1.6698397e-07
+Unsaturation,-1.9905906e-09,7.896564e-09
+Albumin,-1.1018468e-06,1.431257e-06
+Creatinine,5.2366966e-10,2.7204472e-09
+HDL-FC,-2.4972548e-09,5.0917066e-09
+LDL-FC,-6.128587e-09,9.161334e-09
+Total-FC,3.5770757e-08,4.2693983e-08
+VLDL-FC,-4.7588813e-09,3.4265093e-09
+Citrate,2.0972415e-09,1.9935011e-09
+Glucose,4.4964796e-07,9.458227e-07
+Lactate,-1.3832938e-07,2.1970988e-07
+Pyruvate,-1.2201296e-09,3.7233523e-09
+GlycA,9.011475e-09,4.174874e-09
+Acetate,1.0216128e-10,4.1753162e-10
+Acetoacetate,-8.757903e-11,4.6525725e-10
+Acetone,-5.0402765e-11,1.60781e-10
+bOHbutyrate,-8.633969e-09,6.0442398e-09
+HDL-P,1.4353299e-10,6.5666216e-11
+LDL-P,-8.342953e-12,9.96426e-12
+Total-P,-1.2213285e-10,2.2510312e-10
+VLDL-P,1.3923589e-12,2.1541432e-12
+HDL size,-2.210085e-08,3.6977646e-08
+LDL size,3.1073867e-08,2.6849964e-08
+VLDL size,1.5786264e-07,3.4159658e-07
+XXL-VLDL-L,-2.1449594e-08,4.9970353e-08
+XXL-VLDL-P,-9.2719215e-14,2.75505e-13
+XL-VLDL-C,1.5494476e-09,8.206435e-10
+XL-VLDL-CE,-1.2275586e-09,1.1487433e-09
+XL-VLDL-L,9.321945e-10,5.080364e-09
+XL-VLDL-P,-1.0496772e-14,7.493974e-14
+XL-VLDL-TG,-1.0191974e-08,3.186494e-09
+L-VLDL-C,3.026739e-09,6.5501906e-09
+L-VLDL-CE,-2.2180275e-09,1.0253649e-09
+L-VLDL-FC,-1.403054e-09,3.165292e-09
+L-VLDL-L,1.3557484e-08,9.966376e-09
+L-VLDL-P,-3.1233927e-13,2.8844158e-13
+L-VLDL-PL,2.9224558e-09,2.1974258e-09
+L-VLDL-TG,1.0362047e-09,4.910325e-09
+M-VLDL-C,2.7272973e-09,8.007303e-09
+M-VLDL-CE,-2.9535565e-09,3.430313e-09
+M-VLDL-FC,4.2994315e-09,5.895957e-09
+M-VLDL-L,1.0392034e-08,2.1998433e-08
+M-VLDL-P,-9.433953e-13,2.911669e-12
+M-VLDL-PL,-5.7667604e-09,5.531476e-09
+M-VLDL-TG,7.915831e-09,7.67387e-09
+S-VLDL-C,3.0067795e-10,1.9917632e-09
+S-VLDL-CE,-3.3186096e-09,5.1861306e-09
+S-VLDL-FC,2.1104198e-09,2.0105027e-09
+S-VLDL-L,-1.821653e-08,5.413096e-09
+S-VLDL-P,6.984334e-13,1.5602241e-12
+S-VLDL-PL,2.5753597e-09,4.139662e-09
+S-VLDL-TG,1.0208212e-08,4.4826685e-09
+XS-VLDL-C,1.6082877e-09,2.5550688e-09
+XS-VLDL-CE,1.5124464e-09,4.0805803e-09
+XS-VLDL-FC,4.6123183e-10,5.03229e-10
+XS-VLDL-L,9.4056425e-09,3.1224772e-09
+XS-VLDL-P,-1.0649151e-12,9.211276e-13
+XS-VLDL-PL,-2.350448e-10,1.8197012e-09
+XS-VLDL-TG,3.9602926e-10,4.963616e-10
+IDL-C,6.923972e-09,1.732211e-08
+IDL-CE,-8.9786285e-09,6.0363416e-09
+IDL-FC,4.342554e-09,3.3228629e-09
+IDL-L,3.1649737e-08,2.4469944e-08
+IDL-P,7.070912e-13,2.1145065e-12
+IDL-PL,1.0859247e-08,5.3697e-09
+IDL-TG,5.6354604e-10,4.677661e-09
+L-LDL-C,2.5098819e-08,1.2517894e-08
+L-LDL-CE,1.107943e-08,6.6671255e-09
+L-LDL-FC,5.469585e-09,3.803726e-09
+L-LDL-L,4.2177497e-08,1.6931825e-08
+L-LDL-P,2.007662e-11,1.4267019e-11
+L-LDL-PL,8.193995e-09,3.348042e-09
+L-LDL-TG,8.27874e-10,1.3190717e-09
+M-LDL-C,8.263765e-09,6.9058577e-09
+M-LDL-CE,-1.0400983e-08,6.171213e-09
+M-LDL-FC,1.1139357e-09,9.319562e-10
+M-LDL-L,1.4386137e-08,5.4941305e-09
+M-LDL-P,-1.0934745e-11,5.8991336e-12
+M-LDL-PL,-7.498678e-09,6.438141e-09
+M-LDL-TG,6.74686e-10,7.670929e-10
+S-LDL-C,4.2742077e-09,8.898035e-09
+S-LDL-CE,-1.0704351e-09,9.363298e-10
+S-LDL-FC,1.0585998e-09,4.0419157e-10
+S-LDL-L,-1.6863863e-08,1.5195635e-08
+S-LDL-P,-2.5399025e-12,4.188274e-12
+S-LDL-PL,-4.560173e-10,6.9411926e-10
+XL-HDL-C,-3.3484917e-09,6.286466e-09
+XL-HDL-CE,-4.387413e-11,1.0535323e-09
+XL-HDL-FC,-8.719456e-12,2.252499e-10
+XL-HDL-L,-4.2371635e-09,1.1384587e-08
+XL-HDL-P,1.5346691e-11,1.7508838e-11
+XL-HDL-PL,-2.4317044e-09,8.564906e-09
+L-HDL-C,9.229964e-09,5.8615837e-09
+L-HDL-CE,-4.206687e-09,1.4937811e-08
+L-HDL-FC,-4.7032978e-09,5.6356444e-09
+L-HDL-L,-1.7238882e-08,2.5896192e-08
+L-HDL-P,-6.0668627e-12,7.7790045e-11
+L-HDL-PL,-3.4022027e-09,7.64309e-09
+L-HDL-TG,-6.71856e-10,4.3152198e-10
+M-HDL-C,1.13178436e-08,3.1957976e-09
+M-HDL-CE,-2.2316152e-11,7.176903e-09
+M-HDL-FC,-5.450046e-10,2.7310592e-09
+M-HDL-L,-1.44982835e-08,1.0128898e-08
+M-HDL-P,9.101868e-11,9.411139e-11
+M-HDL-PL,-1.2681098e-08,1.1625166e-08
+M-HDL-TG,4.361755e-11,1.59206e-09
+S-HDL-C,-2.3748778e-09,6.9625385e-09
+S-HDL-CE,2.7573177e-09,8.542707e-09
+S-HDL-FC,-8.156223e-10,6.46662e-10
+S-HDL-L,-1.4007169e-09,6.517783e-09
+S-HDL-P,-8.3468565e-11,1.01109565e-10
+S-HDL-PL,4.301633e-09,5.739254e-09
+S-HDL-TG,-6.1437616e-10,6.8355777e-10
+Cholines,2.3978643e-08,1.6050562e-08
+Phosphatidylc,-3.772927e-09,3.0809165e-08
+Phosphoglyc,-2.9421262e-08,2.3880025e-08
+Sphingomyelins,2.6111626e-09,8.747472e-09
+HDL-PL,-3.301493e-08,5.195184e-08
+LDL-PL,9.618938e-09,1.539137e-08
+Total-PL,1.5712233e-08,2.2761741e-08
+VLDL-PL,-1.1834914e-08,1.433346e-08
+HDL-L,-7.658387e-09,8.423629e-08
+LDL-L,2.8992625e-08,3.1164426e-08
+Total-L,-3.1793075e-08,1.4442165e-07
+VLDL-L,-4.3456915e-08,3.9918074e-08
+HDL-TG,-1.2251685e-09,6.3774044e-09
+LDL-TG,3.2326275e-09,4.8629984e-09
+Total-TG,-7.7956194e-08,3.288307e-08
+VLDL-TG,5.862368e-08,4.710025e-08
diff --git a/results/PANEL/omega/input_gradients/MACE_3/prote_metab/metab_MACE_surv_res.csv b/results/PANEL/omega/input_gradients/MACE_3/prote_metab/metab_MACE_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c0d17795929a444e83e2b732571c9a9e50f52c4
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/MACE_3/prote_metab/metab_MACE_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.2467924e-08,3.2167666e-08
+Gln,-2.9299596e-08,1.6627153e-07
+Gly,-2.081363e-08,5.9307258e-08
+His,-1.4324971e-09,1.7500508e-08
+Ile,9.212601e-10,3.6882778e-08
+Leu,-1.3574242e-09,7.067652e-08
+Total BCAA,-1.25255735e-08,5.541001e-07
+Val,4.676688e-09,1.2417775e-07
+Phe,-6.963804e-10,1.1530418e-08
+Tyr,-2.162385e-09,1.869221e-08
+ApoA1,-4.981884e-08,1.916186e-07
+ApoB,-1.3441666e-09,1.7672876e-07
+Clinical LDL-C,1.393348e-07,1.3599429e-06
+HDL-C,8.4567695e-09,2.739595e-07
+LDL-C,-1.0199392e-08,7.1373387e-07
+non-HDL-C,-7.8565044e-08,5.233262e-07
+Remnant-C,4.5898105e-08,3.0834715e-07
+Total-C,2.2257328e-08,2.751361e-06
+VLDL-C,2.8925315e-08,3.3893198e-07
+HDL-CE,-8.898187e-08,2.2271969e-07
+LDL-CE,2.52961e-08,1.4990552e-07
+Total-CE,-6.686274e-08,9.513718e-07
+VLDL-CE,7.296125e-09,2.0626055e-07
+DHA,-9.808478e-09,2.0742677e-07
+LA,-1.2392955e-07,1.1810209e-06
+MUFA,6.249771e-08,5.799917e-07
+Omega-3,3.3026005e-08,8.9701e-07
+Omega-6,5.255059e-09,1.0903021e-07
+PUFA,-1.3775897e-07,7.4712153e-07
+SFA,-1.2417628e-07,3.262311e-07
+Total-FA,-7.902839e-08,4.795741e-06
+Unsaturation,-2.62746e-09,7.747006e-08
+Albumin,-7.647536e-07,1.6682392e-05
+Creatinine,2.4887128e-09,1.2502419e-08
+HDL-FC,3.932871e-09,3.1175187e-08
+LDL-FC,-1.31095765e-08,1.9306505e-07
+Total-FC,-5.7740884e-08,3.6042513e-07
+VLDL-FC,-4.2562945e-08,2.0907126e-07
+Citrate,4.258502e-09,1.6744703e-08
+Glucose,3.8649267e-07,7.3908536e-06
+Lactate,-2.6476599e-08,1.731769e-06
+Pyruvate,-2.5624045e-09,6.647035e-08
+GlycA,1.5749299e-08,1.9510367e-08
+Acetate,-2.5830078e-09,1.6194e-08
+Acetoacetate,1.4252893e-09,1.4361133e-08
+Acetone,2.1074731e-10,1.6119127e-09
+bOHbutyrate,1.346575e-08,2.0714044e-08
+HDL-P,1.1153947e-10,2.7533704e-09
+LDL-P,-8.977542e-12,1.0693929e-10
+Total-P,-4.771347e-10,1.2224587e-09
+VLDL-P,1.5959994e-11,7.265347e-11
+HDL size,-3.567688e-08,9.291028e-08
+LDL size,-4.232254e-09,2.3135989e-07
+VLDL size,5.841288e-07,4.6597556e-06
+XXL-VLDL-L,-1.1144959e-10,4.054482e-08
+XXL-VLDL-P,-2.3801145e-14,5.826179e-13
+XL-VLDL-C,-8.77712e-09,3.2784744e-08
+XL-VLDL-CE,2.006046e-09,1.1597711e-08
+XL-VLDL-L,2.8667527e-08,9.5796736e-08
+XL-VLDL-P,3.8875465e-13,1.6552949e-12
+XL-VLDL-TG,1.7931389e-09,2.3680105e-08
+L-VLDL-C,-2.1893956e-09,6.878354e-08
+L-VLDL-CE,5.6778454e-10,3.2243165e-08
+L-VLDL-FC,7.0454864e-09,2.0743823e-08
+L-VLDL-L,1.6610974e-08,1.4732211e-07
+L-VLDL-P,-5.023354e-13,6.3724295e-12
+L-VLDL-PL,-2.0012363e-09,8.736172e-09
+L-VLDL-TG,-3.4475283e-09,1.4184934e-07
+M-VLDL-C,-2.6059864e-08,1.6548913e-07
+M-VLDL-CE,-4.781238e-09,6.279239e-08
+M-VLDL-FC,1.3731201e-09,3.090083e-08
+M-VLDL-L,-4.081162e-08,4.219711e-07
+M-VLDL-P,-4.80451e-12,2.240374e-11
+M-VLDL-PL,1.907139e-08,1.00570595e-07
+M-VLDL-TG,-3.6302579e-09,9.9486925e-08
+S-VLDL-C,9.410536e-09,7.711644e-08
+S-VLDL-CE,-1.2765271e-09,6.627711e-08
+S-VLDL-FC,7.0880796e-10,1.0099187e-08
+S-VLDL-L,-1.0401458e-08,3.4042571e-07
+S-VLDL-P,2.4881802e-12,1.0321359e-11
+S-VLDL-PL,4.576473e-09,5.426284e-08
+S-VLDL-TG,1.9567e-08,8.8953165e-08
+XS-VLDL-C,3.8449093e-09,1.423425e-07
+XS-VLDL-CE,2.0655897e-09,4.2458087e-08
+XS-VLDL-FC,2.8402017e-10,5.0977707e-09
+XS-VLDL-L,1.28482585e-08,9.4087135e-08
+XS-VLDL-P,-1.217506e-13,9.062193e-12
+XS-VLDL-PL,-2.3254785e-09,8.0776196e-08
+XS-VLDL-TG,1.5282248e-09,4.043581e-09
+IDL-C,-9.710922e-09,4.3796453e-07
+IDL-CE,-1.793929e-08,4.7542127e-07
+IDL-FC,8.239716e-09,1.290778e-07
+IDL-L,2.3788083e-09,3.3816835e-07
+IDL-P,2.3364945e-11,2.3658447e-10
+IDL-PL,-4.161142e-09,1.4897361e-07
+IDL-TG,2.1671531e-10,6.338036e-09
+L-LDL-C,1.2891727e-08,2.048001e-07
+L-LDL-CE,-2.023118e-09,5.831411e-08
+L-LDL-FC,1.23789965e-08,8.55592e-08
+L-LDL-L,-4.0622407e-08,5.657326e-07
+L-LDL-P,1.2959197e-11,2.9783884e-10
+L-LDL-PL,1.4002369e-08,1.8422863e-07
+L-LDL-TG,-1.0770698e-09,5.385032e-09
+M-LDL-C,-1.16007035e-08,3.444521e-07
+M-LDL-CE,-6.8259327e-09,2.2455004e-07
+M-LDL-FC,8.9988115e-09,1.0252513e-07
+M-LDL-L,4.027711e-08,2.7514258e-07
+M-LDL-P,-1.2667046e-11,8.3392224e-11
+M-LDL-PL,1.0286868e-09,5.6208282e-08
+M-LDL-TG,2.823984e-09,5.2769558e-09
+S-LDL-C,-1.3724223e-09,8.205076e-09
+S-LDL-CE,-7.0991196e-10,3.12731e-08
+S-LDL-FC,2.4964915e-09,1.8059938e-08
+S-LDL-L,-1.9619318e-08,1.2359777e-07
+S-LDL-P,-1.0578563e-12,8.459431e-12
+S-LDL-PL,2.3093822e-09,2.5745106e-08
+XL-HDL-C,2.502399e-09,7.582274e-09
+XL-HDL-CE,-7.54761e-10,7.568291e-09
+XL-HDL-FC,-2.8140576e-10,2.8261944e-09
+XL-HDL-L,6.346383e-09,2.4744653e-08
+XL-HDL-P,8.74209e-12,5.5338394e-11
+XL-HDL-PL,-8.628101e-09,2.8828577e-08
+L-HDL-C,-3.4013037e-09,2.7726326e-08
+L-HDL-CE,1.0027083e-08,1.9696605e-08
+L-HDL-FC,-7.404079e-09,1.672263e-08
+L-HDL-L,-8.758624e-08,2.8510627e-07
+L-HDL-P,-1.1129095e-10,6.2339117e-10
+L-HDL-PL,2.2794667e-08,1.14385635e-07
+L-HDL-TG,2.8643872e-09,1.1899369e-08
+M-HDL-C,1.2363228e-08,2.3418025e-07
+M-HDL-CE,-2.0181085e-08,7.36636e-08
+M-HDL-FC,-2.3710465e-09,6.41078e-09
+M-HDL-L,-3.7024474e-08,1.8097073e-07
+M-HDL-P,-1.1949679e-10,3.4760028e-10
+M-HDL-PL,2.7539562e-08,1.02914285e-07
+M-HDL-TG,7.0928124e-10,4.756094e-09
+S-HDL-C,9.090417e-09,4.2692573e-08
+S-HDL-CE,-3.2893077e-09,2.660736e-08
+S-HDL-FC,2.4641482e-09,3.6686594e-09
+S-HDL-L,6.271498e-08,3.2724165e-07
+S-HDL-P,-1.6816057e-11,7.703883e-10
+S-HDL-PL,5.7488485e-09,6.421099e-08
+S-HDL-TG,-1.0370195e-09,1.07089635e-08
+Cholines,-2.61284e-08,3.5023496e-07
+Phosphatidylc,-3.6433626e-08,2.2233259e-07
+Phosphoglyc,-1.0499657e-07,2.0129357e-07
+Sphingomyelins,2.1046814e-10,6.441931e-08
+HDL-PL,-6.296679e-08,2.7935144e-07
+LDL-PL,2.8029877e-08,2.6495843e-07
+Total-PL,-3.274731e-08,9.186505e-08
+VLDL-PL,-3.9363954e-08,1.704064e-07
+HDL-L,-1.6232283e-07,7.8262036e-07
+LDL-L,-2.9976096e-08,5.020557e-07
+Total-L,-3.9960267e-07,3.343668e-06
+VLDL-L,1.1104369e-07,5.348183e-07
+HDL-TG,8.317181e-09,3.374987e-08
+LDL-TG,4.632891e-09,3.8878085e-08
+Total-TG,1.6884442e-07,6.1481535e-07
+VLDL-TG,6.389767e-08,3.4391317e-07
diff --git a/results/PANEL/omega/input_gradients/MACE_3/prote_metab/prote_MACE_surv_res.csv b/results/PANEL/omega/input_gradients/MACE_3/prote_metab/prote_MACE_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8e5e45d31bb288922fb216356fb77c84ffef1e9c
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/MACE_3/prote_metab/prote_MACE_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,-2.2562519e-07,2.9325356e-05
+A1BG_INVN,1.0771847e-06,1.140469e-05
+AAMDC_INVN,6.794191e-07,5.508168e-06
+AARSD1_INVN,-1.4967985e-06,1.284996e-05
+ABCA2_INVN,4.375631e-07,8.8569e-06
+ABHD14B_INVN,2.1388753e-06,6.5961226e-06
+ABL1_INVN,1.1389858e-06,5.741921e-06
+ABO_INVN,1.5443279e-06,1.2968567e-05
+ABRAXAS2_INVN,-4.267874e-07,5.272595e-06
+ACAA1_INVN,1.96901e-06,3.7352183e-06
+ACADM_INVN,1.946874e-06,1.2311648e-05
+ACADSB_INVN,-1.7156835e-06,1.4576058e-05
+ACAN_INVN,8.6740476e-07,5.168178e-06
+ACE_INVN,7.307728e-07,1.2577212e-05
+ACE2_INVN,-2.7412982e-06,1.7067572e-05
+ACHE_INVN,1.3387032e-06,7.767637e-06
+ACOT13_INVN,6.1226035e-07,1.1371462e-05
+ACOX1_INVN,3.4285536e-06,2.039046e-05
+ACP1_INVN,-3.739268e-06,7.755365e-06
+ACP5_INVN,-1.5780157e-07,7.00107e-06
+ACP6_INVN,1.4166145e-06,2.5538651e-05
+ACRBP_INVN,2.0003015e-06,8.54939e-06
+ACRV1_INVN,-1.3486854e-07,9.189424e-06
+ACSL1_INVN,-1.2649106e-06,9.898679e-06
+ACTA2_INVN,-1.1820854e-06,1.5405054e-05
+ACTN2_INVN,-7.5977147e-07,4.204599e-06
+ACTN4_INVN,1.4385033e-06,7.300299e-06
+ACVRL1_INVN,1.6058965e-07,5.0125764e-06
+ACY1_INVN,1.07585215e-07,4.166536e-06
+ACY3_INVN,-3.2283106e-07,7.3255687e-06
+ACYP1_INVN,1.5594267e-06,2.201508e-05
+ADA_INVN,1.4563888e-07,4.6804057e-06
+ADA2_INVN,-9.92122e-07,1.3858993e-05
+ADAM12_INVN,-1.2406816e-06,1.0593815e-05
+ADAM15_INVN,-1.0643381e-06,2.7781763e-05
+ADAM22_INVN,1.0358674e-06,8.801784e-06
+ADAM23_INVN,1.8499437e-06,2.2077596e-05
+ADAM8_INVN,-5.1342954e-07,9.169576e-06
+ADAM9_INVN,-1.1702291e-06,7.1453414e-06
+ADAMTS1_INVN,1.6247528e-06,6.8029576e-06
+ADAMTS13_INVN,-1.4383612e-06,5.1959873e-06
+ADAMTS15_INVN,-2.4790716e-06,2.0044803e-05
+ADAMTS16_INVN,5.000508e-07,7.2662033e-06
+ADAMTS4_INVN,1.9137442e-06,2.0332154e-05
+ADAMTS8_INVN,-9.484755e-07,4.066589e-06
+ADAMTSL2_INVN,2.657094e-07,8.1062e-06
+ADAMTSL4_INVN,2.58432e-06,7.2150538e-06
+ADAMTSL5_INVN,5.1742088e-08,1.5891204e-05
+ADCYAP1R1_INVN,-1.6526519e-06,8.107115e-06
+ADD1_INVN,-2.0713574e-06,7.0146216e-06
+ADGRB3_INVN,1.256542e-06,1.3357547e-05
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+ADGRE1_INVN,-2.543029e-07,2.1222266e-05
+ADGRE2_INVN,6.2227485e-07,1.4461291e-05
+ADGRE5_INVN,-4.2124018e-08,1.488175e-05
+ADGRF5_INVN,3.2390307e-07,2.803379e-06
+ADGRG1_INVN,2.5350943e-07,2.7988106e-05
+ADGRG2_INVN,1.5597857e-06,6.847861e-06
+ADGRV1_INVN,1.3313758e-06,1.6543414e-05
+ADH1B_INVN,2.397223e-07,1.3993869e-05
+ADH4_INVN,6.789158e-07,9.127203e-06
+ADIPOQ_INVN,2.9958326e-06,1.6783057e-05
+ADM_INVN,6.6222725e-07,7.334859e-06
+ADRA2A_INVN,6.910838e-07,3.818095e-06
+AFAP1_INVN,-1.2510492e-06,8.008968e-06
+AFM_INVN,-1.7545609e-06,1.0393275e-05
+AFP_INVN,1.77291e-06,8.120775e-06
+AGBL2_INVN,1.3879e-06,2.4803e-05
+AGER_INVN,-1.4837589e-06,1.0926272e-05
+AGR2_INVN,4.0407167e-06,3.550802e-05
+AGR3_INVN,-2.901779e-06,1.9727684e-05
+AGRN_INVN,-2.8486534e-06,1.1253746e-05
+AGRP_INVN,-8.983379e-07,1.3386361e-05
+AGT_INVN,-2.5289043e-07,9.3362805e-06
+AGXT_INVN,-3.7712508e-07,1.0101338e-05
+AHCY_INVN,-4.222241e-07,5.3258964e-06
+AHNAK_INVN,-1.9862394e-07,1.2412045e-05
+AHNAK2_INVN,-2.0425803e-06,1.4368638e-05
+AHSA1_INVN,1.2601416e-06,1.6601762e-05
+AHSG_INVN,9.5506e-07,6.646705e-06
+AHSP_INVN,-7.5983013e-07,8.947681e-06
+AIDA_INVN,8.0058726e-07,1.9120049e-05
+AIF1_INVN,1.4897286e-07,7.3905185e-06
+AIF1L_INVN,-1.0145378e-06,5.824534e-06
+AIFM1_INVN,-1.4960516e-06,1.2075253e-05
+AK1_INVN,2.6832076e-06,1.1786754e-05
+AK2_INVN,2.0477453e-06,1.8435883e-05
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diff --git a/results/PANEL/omega/input_gradients/Prostate_Cancer_1/prote_metab/metab_Prostate_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Prostate_Cancer_1/prote_metab/metab_Prostate_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1772b380e48d7cd8c3d54e8fed97cca00bfb7ead
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Prostate_Cancer_1/prote_metab/metab_Prostate_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-5.0455344e-07,7.379174e-08
+Gln,-2.0524888e-08,5.977506e-08
+Gly,8.9557005e-08,4.4055604e-08
+His,1.00450194e-07,1.20362165e-08
+Ile,-1.9890255e-08,1.5057267e-08
+Leu,-5.48147e-08,2.0908239e-08
+Total BCAA,1.6981504e-07,5.649546e-08
+Val,2.0867887e-07,4.2092015e-08
+Phe,2.6185084e-08,7.947062e-09
+Tyr,-1.1945423e-08,9.8324655e-09
+ApoA1,-9.5400054e-08,1.2129932e-07
+ApoB,-1.0781836e-06,1.7367464e-07
+Clinical LDL-C,-3.1706247e-06,6.6052604e-07
+HDL-C,1.6481979e-06,3.084399e-07
+LDL-C,2.5222976e-06,4.094014e-07
+non-HDL-C,1.8906094e-06,5.1816716e-07
+Remnant-C,-7.7285546e-07,2.2326657e-07
+Total-C,4.4296994e-06,8.789995e-07
+VLDL-C,1.1350747e-06,1.691221e-07
+HDL-CE,1.2316102e-06,2.428467e-07
+LDL-CE,2.28122e-06,3.5332104e-07
+Total-CE,-2.555774e-07,4.2253203e-07
+VLDL-CE,2.9789587e-07,7.282665e-08
+DHA,-1.2937683e-07,4.774775e-08
+LA,-3.490635e-06,5.122413e-07
+MUFA,2.956098e-06,5.304801e-07
+Omega-3,-1.0479864e-06,1.8557006e-07
+Omega-6,1.1152263e-06,5.615425e-07
+PUFA,-1.1029268e-06,5.7495015e-07
+SFA,3.1906368e-06,6.813785e-07
+Total-FA,-3.5796745e-06,1.6704068e-06
+Unsaturation,6.59104e-08,5.7954395e-08
+Albumin,1.312215e-06,2.1669118e-06
+Creatinine,2.676193e-08,1.3219292e-08
+HDL-FC,2.181101e-07,4.5302944e-08
+LDL-FC,9.2357567e-07,1.3865495e-07
+Total-FC,-3.2898174e-07,1.9620614e-07
+VLDL-FC,-1.9768234e-07,6.795286e-08
+Citrate,-7.587659e-08,1.8419996e-08
+Glucose,7.4669003e-07,1.5470296e-06
+Lactate,1.8991179e-06,7.865162e-07
+Pyruvate,7.5903415e-08,1.8188524e-08
+GlycA,7.987535e-07,1.4517892e-07
+Acetate,-1.7618264e-08,6.7032944e-09
+Acetoacetate,2.2504896e-08,7.789344e-09
+Acetone,8.115207e-09,3.1903757e-09
+bOHbutyrate,-7.261532e-08,4.936385e-08
+HDL-P,2.844356e-09,1.9069293e-09
+LDL-P,5.657277e-10,1.8601876e-10
+Total-P,2.1196591e-09,1.620376e-09
+VLDL-P,1.1086907e-10,4.257928e-11
+HDL size,-1.3047086e-06,2.646716e-07
+LDL size,3.3449965e-07,9.6741125e-08
+VLDL size,-1.1454258e-06,1.0100748e-06
+XXL-VLDL-L,-1.1523678e-06,2.1541855e-07
+XXL-VLDL-P,9.6472335e-12,1.8168367e-12
+XL-VLDL-C,-3.3377418e-08,2.2666635e-08
+XL-VLDL-CE,-7.77827e-08,1.5614667e-08
+XL-VLDL-L,-2.7350572e-08,6.880882e-08
+XL-VLDL-P,8.1851144e-13,2.0403202e-12
+XL-VLDL-TG,-4.3546885e-07,9.91222e-08
+L-VLDL-C,-1.2100021e-07,3.3898953e-08
+L-VLDL-CE,1.6815187e-07,2.845615e-08
+L-VLDL-FC,3.0535116e-08,1.4968675e-08
+L-VLDL-L,2.27797e-07,1.5383665e-07
+L-VLDL-P,-1.6063963e-12,4.82251e-12
+L-VLDL-PL,-1.02070736e-07,2.3944764e-08
+L-VLDL-TG,7.1207637e-07,9.6325124e-08
+M-VLDL-C,-2.2563395e-07,6.2300444e-08
+M-VLDL-CE,1.607977e-07,5.8366094e-08
+M-VLDL-FC,-1.4394693e-07,2.0486032e-08
+M-VLDL-L,-3.9879615e-07,1.2847747e-07
+M-VLDL-P,8.161436e-11,1.2539998e-11
+M-VLDL-PL,3.873953e-07,5.0194988e-08
+M-VLDL-TG,4.1479288e-07,8.835973e-08
+S-VLDL-C,-2.5435298e-07,5.192513e-08
+S-VLDL-CE,1.8931024e-08,1.9203103e-08
+S-VLDL-FC,5.511802e-08,1.2399768e-08
+S-VLDL-L,2.9117592e-07,7.9467924e-08
+S-VLDL-P,2.1045653e-11,7.469017e-12
+S-VLDL-PL,-1.2312017e-07,2.3794472e-08
+S-VLDL-TG,1.1296802e-07,5.0550547e-08
+XS-VLDL-C,3.6531387e-07,4.9527696e-08
+XS-VLDL-CE,-1.7117631e-07,2.9087388e-08
+XS-VLDL-FC,1.0193308e-08,8.807799e-09
+XS-VLDL-L,3.6719263e-07,5.9481398e-08
+XS-VLDL-P,-4.1764855e-11,9.114353e-12
+XS-VLDL-PL,-1.3345795e-07,2.0902812e-08
+XS-VLDL-TG,-1.00992104e-07,1.7601238e-08
+IDL-C,-6.037597e-07,1.4552857e-07
+IDL-CE,1.5443229e-07,1.682624e-07
+IDL-FC,-1.4201188e-07,5.633647e-08
+IDL-L,1.16626126e-07,1.9139269e-07
+IDL-P,4.2061868e-10,6.544383e-11
+IDL-PL,2.1310053e-07,7.6340946e-08
+IDL-TG,-1.1985729e-07,1.7726693e-08
+L-LDL-C,-8.9135864e-07,1.9240068e-07
+L-LDL-CE,-1.7365721e-06,2.298865e-07
+L-LDL-FC,-3.761438e-08,6.6554264e-08
+L-LDL-L,7.245362e-07,2.9841482e-07
+L-LDL-P,-9.75807e-11,1.3932222e-10
+L-LDL-PL,3.5558122e-07,6.9735314e-08
+L-LDL-TG,-5.3178702e-08,2.4008365e-08
+M-LDL-C,-4.7463197e-07,1.0095884e-07
+M-LDL-CE,6.597155e-07,1.2154688e-07
+M-LDL-FC,1.5353329e-07,2.7453284e-08
+M-LDL-L,-3.8350643e-07,9.764474e-08
+M-LDL-P,-1.745364e-10,6.264971e-11
+M-LDL-PL,9.36354e-08,3.5138193e-08
+M-LDL-TG,3.388281e-08,8.0739575e-09
+S-LDL-C,2.8418855e-08,2.9417226e-08
+S-LDL-CE,1.2483078e-07,2.2608035e-08
+S-LDL-FC,6.8238806e-09,1.0338601e-08
+S-LDL-L,6.499032e-08,3.6893763e-08
+S-LDL-P,1.1300026e-10,3.4098387e-11
+S-LDL-PL,-1.0086599e-07,1.4086415e-08
+XL-HDL-C,-1.3633395e-07,2.4158831e-08
+XL-HDL-CE,-3.3272556e-08,1.2330042e-08
+XL-HDL-FC,9.469763e-09,4.3714956e-09
+XL-HDL-L,1.139624e-07,4.8040743e-08
+XL-HDL-P,-6.515143e-11,5.5284468e-11
+XL-HDL-PL,-6.0505364e-08,2.6282144e-08
+L-HDL-C,-1.935715e-07,7.802943e-08
+L-HDL-CE,-1.9941177e-07,6.0166535e-08
+L-HDL-FC,-2.6099455e-08,1.9954008e-08
+L-HDL-L,-2.5145712e-07,1.2826025e-07
+L-HDL-P,-3.0045877e-10,4.814796e-10
+L-HDL-PL,2.0506815e-07,8.0021266e-08
+L-HDL-TG,-5.507534e-09,6.726585e-09
+M-HDL-C,6.1570965e-08,6.119767e-08
+M-HDL-CE,1.9619341e-07,7.346604e-08
+M-HDL-FC,-5.193526e-09,1.3234481e-08
+M-HDL-L,2.188501e-07,1.6571408e-07
+M-HDL-P,-8.4584545e-10,5.1733134e-10
+M-HDL-PL,1.5920175e-07,5.492469e-08
+M-HDL-TG,4.9426998e-08,1.3869027e-08
+S-HDL-C,-2.2571041e-07,4.6020823e-08
+S-HDL-CE,1.7310548e-07,4.229996e-08
+S-HDL-FC,1.1105081e-08,1.0100011e-08
+S-HDL-L,7.7914166e-07,1.4999472e-07
+S-HDL-P,9.76768e-09,1.6334141e-09
+S-HDL-PL,2.722123e-08,5.861103e-08
+S-HDL-TG,-7.310568e-08,2.0432415e-08
+Cholines,2.2264846e-06,3.6240016e-07
+Phosphatidylc,-1.30504e-06,2.5960222e-07
+Phosphoglyc,-1.0801868e-06,2.7721546e-07
+Sphingomyelins,-2.2867715e-07,4.6924967e-08
+HDL-PL,1.4398483e-07,1.6265808e-07
+LDL-PL,-3.2303154e-07,1.0161073e-07
+Total-PL,-2.942615e-06,3.6999322e-07
+VLDL-PL,1.1586986e-06,2.0015601e-07
+HDL-L,-1.8222711e-07,4.4150272e-07
+LDL-L,-1.7790936e-06,4.5338462e-07
+Total-L,-2.9426449e-06,9.71771e-07
+VLDL-L,2.2925453e-06,6.6261345e-07
+HDL-TG,5.257318e-08,3.835058e-08
+LDL-TG,-1.8169747e-08,3.619505e-08
+Total-TG,-3.3794786e-06,6.431893e-07
+VLDL-TG,7.968893e-07,2.91527e-07
diff --git a/results/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51ed34c729ddbcb6d56cb6e7ad676ae213b18f42
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-3.1631284e-08,2.4698773e-08
+Gln,1.6842561e-09,2.8467015e-08
+Gly,-8.401806e-08,1.7653035e-08
+His,1.0775717e-08,2.440118e-09
+Ile,-2.1262409e-08,6.0204446e-09
+Leu,-6.674595e-08,1.0738242e-08
+Total BCAA,-2.2514795e-08,2.0708514e-08
+Val,3.5321673e-08,9.807474e-09
+Phe,1.4989073e-08,3.6302334e-09
+Tyr,1.8582744e-08,4.8248454e-09
+ApoA1,8.975782e-08,6.390219e-08
+ApoB,1.8331865e-07,5.4333615e-08
+Clinical LDL-C,8.553664e-07,2.3396255e-07
+HDL-C,6.236184e-08,7.350432e-08
+LDL-C,1.1646819e-06,1.8481045e-07
+non-HDL-C,1.7129433e-06,3.0805833e-07
+Remnant-C,-3.7592878e-07,1.1407594e-07
+Total-C,1.0644383e-06,2.1265086e-07
+VLDL-C,-7.215649e-08,5.517098e-08
+HDL-CE,1.1987842e-07,5.881097e-08
+LDL-CE,3.3848727e-07,8.837626e-08
+Total-CE,-6.777675e-07,1.4697345e-07
+VLDL-CE,1.3897395e-07,3.6125552e-08
+DHA,-1.6052861e-07,2.1342956e-08
+LA,9.377938e-07,1.7952225e-07
+MUFA,3.4027474e-07,2.1856567e-07
+Omega-3,-6.4558685e-07,8.700517e-08
+Omega-6,1.5441147e-07,1.4194241e-07
+PUFA,1.91033e-07,2.0634756e-07
+SFA,2.9277686e-07,2.3366592e-07
+Total-FA,-5.640838e-07,4.196846e-07
+Unsaturation,-1.185794e-07,2.514872e-08
+Albumin,3.7732675e-06,9.338357e-07
+Creatinine,2.5742674e-08,6.012454e-09
+HDL-FC,5.975486e-08,2.0564823e-08
+LDL-FC,2.2510845e-07,4.034719e-08
+Total-FC,1.8643689e-07,5.4037457e-08
+VLDL-FC,1.6476635e-07,3.3937937e-08
+Citrate,1.4071659e-08,3.1966971e-09
+Glucose,-2.1877672e-06,3.3955033e-07
+Lactate,-3.2514083e-07,2.5091205e-07
+Pyruvate,-3.4090153e-08,7.861815e-09
+GlycA,-7.4832286e-08,2.9498912e-08
+Acetate,-2.8263097e-08,1.3534221e-08
+Acetoacetate,-1.6585837e-08,3.6826002e-09
+Acetone,-1.3475156e-08,2.22167e-09
+bOHbutyrate,-4.0943586e-08,1.7038648e-08
+HDL-P,1.1600362e-09,5.336747e-10
+LDL-P,2.3166695e-10,7.0763104e-11
+Total-P,8.928511e-10,7.5276163e-10
+VLDL-P,2.841635e-11,1.2964839e-11
+HDL size,-2.361e-07,3.8120586e-08
+LDL size,-1.1068581e-07,2.329456e-08
+VLDL size,-5.3928698e-08,3.5440127e-07
+XXL-VLDL-L,1.5962382e-07,5.130162e-08
+XXL-VLDL-P,2.3113768e-12,6.02983e-13
+XL-VLDL-C,3.9536022e-08,8.930162e-09
+XL-VLDL-CE,3.9463783e-09,3.937894e-09
+XL-VLDL-L,2.4126768e-07,5.4910625e-08
+XL-VLDL-P,-5.310733e-13,6.08069e-13
+XL-VLDL-TG,-3.6729702e-08,3.2422754e-08
+L-VLDL-C,-1.1372591e-08,9.926188e-09
+L-VLDL-CE,3.3782143e-08,7.578885e-09
+L-VLDL-FC,-3.2086525e-08,1.0964875e-08
+L-VLDL-L,-2.4334102e-07,4.6972215e-08
+L-VLDL-P,-8.672051e-12,1.5266948e-12
+L-VLDL-PL,4.548274e-08,1.1462457e-08
+L-VLDL-TG,4.432834e-09,1.9159986e-08
+M-VLDL-C,-3.5085897e-08,1.6050498e-08
+M-VLDL-CE,5.9271766e-08,1.1173011e-08
+M-VLDL-FC,-4.4304986e-08,7.964683e-09
+M-VLDL-L,6.283507e-08,5.1000267e-08
+M-VLDL-P,-2.820294e-11,4.9832794e-12
+M-VLDL-PL,-1.5715409e-07,2.534637e-08
+M-VLDL-TG,8.6646615e-08,3.351222e-08
+S-VLDL-C,1.384683e-08,9.776779e-09
+S-VLDL-CE,3.723589e-08,8.528582e-09
+S-VLDL-FC,-6.9779044e-10,4.8094786e-09
+S-VLDL-L,4.890085e-07,7.114797e-08
+S-VLDL-P,-2.2969075e-11,4.7251656e-12
+S-VLDL-PL,-5.819734e-09,7.2622366e-09
+S-VLDL-TG,-9.2925376e-08,1.8932248e-08
+XS-VLDL-C,3.5814768e-08,1.3507857e-08
+XS-VLDL-CE,5.3074157e-08,1.1731735e-08
+XS-VLDL-FC,2.4405788e-08,5.2966254e-09
+XS-VLDL-L,3.3296885e-08,2.1470418e-08
+XS-VLDL-P,-5.924232e-12,3.2072513e-12
+XS-VLDL-PL,-4.0980648e-08,9.404919e-09
+XS-VLDL-TG,-7.990208e-09,4.5651123e-09
+IDL-C,-4.2903828e-08,6.034602e-08
+IDL-CE,5.3098876e-08,3.5011432e-08
+IDL-FC,-5.6917518e-08,1.4959681e-08
+IDL-L,-2.331186e-07,9.4127245e-08
+IDL-P,-1.3296886e-10,2.653982e-11
+IDL-PL,1.0388043e-07,2.119498e-08
+IDL-TG,3.608966e-08,9.445607e-09
+L-LDL-C,4.6179576e-07,1.0425392e-07
+L-LDL-CE,-6.247192e-08,6.915483e-08
+L-LDL-FC,-6.212713e-08,2.2710958e-08
+L-LDL-L,-5.712284e-07,1.2995368e-07
+L-LDL-P,-1.4556488e-10,5.873528e-11
+L-LDL-PL,-5.102676e-08,2.1246564e-08
+L-LDL-TG,5.6726734e-10,9.2575325e-09
+M-LDL-C,1.0013747e-07,3.4449872e-08
+M-LDL-CE,1.2264208e-07,2.94488e-08
+M-LDL-FC,2.2184707e-08,7.9864035e-09
+M-LDL-L,-2.3626407e-07,4.1400337e-08
+M-LDL-P,1.571268e-10,3.4493453e-11
+M-LDL-PL,3.782255e-08,1.1535248e-08
+M-LDL-TG,1.4333332e-08,3.3727243e-09
+S-LDL-C,-2.076342e-08,1.0293378e-08
+S-LDL-CE,7.785486e-08,1.2131191e-08
+S-LDL-FC,-1.4479119e-08,2.9111915e-09
+S-LDL-L,-1.6451044e-07,2.6209658e-08
+S-LDL-P,2.6260886e-11,1.031124e-11
+S-LDL-PL,2.9760072e-08,5.688971e-09
+XL-HDL-C,1.7958797e-08,8.176362e-09
+XL-HDL-CE,1.31703715e-08,4.8318602e-09
+XL-HDL-FC,-3.0029117e-09,1.911584e-09
+XL-HDL-L,-8.7945374e-08,2.2296636e-08
+XL-HDL-P,2.3118324e-10,3.1570645e-11
+XL-HDL-PL,5.5814457e-08,9.629877e-09
+L-HDL-C,-3.4062697e-09,3.3873913e-08
+L-HDL-CE,7.4310925e-08,2.3443198e-08
+L-HDL-FC,-3.1715302e-08,6.2610246e-09
+L-HDL-L,6.2714086e-08,7.0741045e-08
+L-HDL-P,3.8815836e-11,1.0818724e-10
+L-HDL-PL,8.510501e-08,2.8132892e-08
+L-HDL-TG,1.2421568e-08,3.500372e-09
+M-HDL-C,3.3850192e-08,3.6454185e-08
+M-HDL-CE,-1.8305139e-08,2.471852e-08
+M-HDL-FC,2.7021471e-08,6.0758976e-09
+M-HDL-L,-1.724103e-09,5.4835528e-08
+M-HDL-P,1.751369e-09,2.657367e-10
+M-HDL-PL,1.1468436e-07,3.968603e-08
+M-HDL-TG,2.9350295e-08,5.928945e-09
+S-HDL-C,-1.4995489e-07,2.482468e-08
+S-HDL-CE,1.3556959e-07,2.0980595e-08
+S-HDL-FC,3.334517e-08,5.6765184e-09
+S-HDL-L,-1.890508e-09,3.6447467e-08
+S-HDL-P,-1.9520678e-09,4.0445886e-10
+S-HDL-PL,-1.4682786e-07,3.408251e-08
+S-HDL-TG,-1.2720692e-08,4.39158e-09
+Cholines,3.5853336e-07,9.325257e-08
+Phosphatidylc,4.2980372e-07,1.0301622e-07
+Phosphoglyc,2.4974176e-07,9.3216435e-08
+Sphingomyelins,7.135743e-08,1.2419199e-08
+HDL-PL,-3.895774e-07,1.5300951e-07
+LDL-PL,-8.18301e-09,2.8191172e-08
+Total-PL,-7.431002e-07,1.4009193e-07
+VLDL-PL,1.4188585e-07,4.6223608e-08
+HDL-L,1.2401344e-07,1.3118445e-07
+LDL-L,-4.1556848e-07,1.5607567e-07
+Total-L,-2.1409678e-06,4.190192e-07
+VLDL-L,-1.0914673e-06,2.6731968e-07
+HDL-TG,-5.594536e-08,1.3062153e-08
+LDL-TG,2.5448646e-08,1.1338895e-08
+Total-TG,-2.2233756e-07,1.6514645e-07
+VLDL-TG,1.1445277e-08,1.1140356e-07
diff --git a/results/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30730d0d5ad7e04b93948caca8e0103b318378d4
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,1.6700667e-06,2.0921968e-06
+A1BG_INVN,-1.3481232e-06,1.2363906e-06
+AAMDC_INVN,1.59688e-06,1.3299762e-06
+AARSD1_INVN,-1.616952e-06,1.389233e-06
+ABCA2_INVN,1.6524931e-06,1.545168e-06
+ABHD14B_INVN,1.885886e-06,1.4222375e-06
+ABL1_INVN,3.8184803e-07,1.5237741e-06
+ABO_INVN,8.454895e-07,1.3143427e-06
+ABRAXAS2_INVN,2.6451016e-07,1.4179384e-06
+ACAA1_INVN,2.9956286e-06,1.5101529e-06
+ACADM_INVN,7.0246455e-07,1.3701092e-06
+ACADSB_INVN,-7.948962e-07,1.3398766e-06
+ACAN_INVN,2.2125757e-06,1.4410925e-06
+ACE_INVN,-1.8720083e-06,1.4174379e-06
+ACE2_INVN,1.0087749e-06,1.2852993e-06
+ACHE_INVN,5.0597986e-08,1.3553102e-06
+ACOT13_INVN,-2.7204368e-07,1.4534573e-06
+ACOX1_INVN,-2.1717435e-06,1.3245266e-06
+ACP1_INVN,-3.0294984e-06,1.5097454e-06
+ACP5_INVN,2.8116287e-07,1.5851231e-06
+ACP6_INVN,1.697293e-06,1.5038217e-06
+ACRBP_INVN,8.000774e-07,1.4805328e-06
+ACRV1_INVN,-4.490994e-07,1.1985851e-06
+ACSL1_INVN,-5.9532135e-07,1.3206184e-06
+ACTA2_INVN,4.4359064e-07,1.4500648e-06
+ACTN2_INVN,-1.4215217e-07,1.5226524e-06
+ACTN4_INVN,9.5506e-07,1.3887534e-06
+ACVRL1_INVN,1.2888025e-06,1.4533827e-06
+ACY1_INVN,1.4756596e-06,1.5006402e-06
+ACY3_INVN,1.183632e-06,1.4915281e-06
+ACYP1_INVN,-1.477889e-07,1.4130209e-06
+ADA_INVN,6.70544e-07,1.3703478e-06
+ADA2_INVN,-1.5152791e-06,1.3800603e-06
+ADAM12_INVN,1.7533481e-06,1.5024059e-06
+ADAM15_INVN,2.21187e-06,1.4570329e-06
+ADAM22_INVN,-1.7319439e-06,1.442918e-06
+ADAM23_INVN,-8.6200697e-07,1.352988e-06
+ADAM8_INVN,-1.8627339e-06,1.4395873e-06
+ADAM9_INVN,2.7317794e-06,1.3953162e-06
+ADAMTS1_INVN,1.3642126e-06,1.4461062e-06
+ADAMTS13_INVN,-4.4420827e-07,1.370179e-06
+ADAMTS15_INVN,-2.2678323e-06,1.399953e-06
+ADAMTS16_INVN,1.12550445e-07,1.4766366e-06
+ADAMTS4_INVN,8.422522e-07,1.4046888e-06
+ADAMTS8_INVN,-8.739125e-07,1.5862693e-06
+ADAMTSL2_INVN,-4.6744432e-07,1.4193047e-06
+ADAMTSL4_INVN,6.5005037e-07,1.2721475e-06
+ADAMTSL5_INVN,-1.8864523e-06,1.508435e-06
+ADCYAP1R1_INVN,1.2891776e-06,1.2876602e-06
+ADD1_INVN,-1.810286e-06,1.4365919e-06
+ADGRB3_INVN,2.9034103e-07,1.3050773e-06
+ADGRD1_INVN,-3.404643e-07,1.4737968e-06
+ADGRE1_INVN,-1.3311343e-07,1.4259974e-06
+ADGRE2_INVN,-9.935947e-07,1.3848277e-06
+ADGRE5_INVN,6.869364e-07,1.3024846e-06
+ADGRF5_INVN,1.5055331e-06,1.2584171e-06
+ADGRG1_INVN,2.3859147e-06,1.7212526e-06
+ADGRG2_INVN,7.45757e-07,1.256634e-06
+ADGRV1_INVN,1.452716e-06,1.4155504e-06
+ADH1B_INVN,-1.0504966e-06,1.5420397e-06
+ADH4_INVN,-2.6937776e-06,1.4021439e-06
+ADIPOQ_INVN,-1.4067199e-07,1.3478194e-06
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diff --git a/results/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/metab_Prostate_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/metab_Prostate_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..842a231d761c1b0f7c51648c1f1830d50c8f07ee
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/metab_Prostate_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-3.3829192e-08,3.4164778e-08
+Gln,-2.8479408e-07,5.518984e-08
+Gly,1.7649828e-07,3.1233725e-08
+His,7.753518e-09,3.7004306e-09
+Ile,-2.0574014e-08,1.0800312e-08
+Leu,-4.41347e-08,1.3428987e-08
+Total BCAA,1.9943146e-08,4.8182425e-08
+Val,-1.1977491e-07,2.5244383e-08
+Phe,-3.4226225e-08,5.598856e-09
+Tyr,-2.1228244e-09,6.8864527e-09
+ApoA1,1.9984445e-07,8.553279e-08
+ApoB,-5.352853e-07,1.0518347e-07
+Clinical LDL-C,-1.8806463e-06,3.2188834e-07
+HDL-C,-1.6765158e-08,1.2259402e-07
+LDL-C,5.760584e-07,2.2939977e-07
+non-HDL-C,-8.8639655e-07,4.128937e-07
+Remnant-C,-1.5379105e-06,2.6314655e-07
+Total-C,5.4234175e-07,4.1644523e-07
+VLDL-C,2.1121342e-09,9.787089e-08
+HDL-CE,1.6423078e-07,7.294351e-08
+LDL-CE,2.640128e-07,1.6312572e-07
+Total-CE,2.7354813e-06,3.977282e-07
+VLDL-CE,5.0996253e-08,5.9015882e-08
+DHA,-4.8072728e-08,3.18288e-08
+LA,-2.1135663e-06,3.691381e-07
+MUFA,4.650226e-07,3.5148662e-07
+Omega-3,-6.0926754e-07,1.2533746e-07
+Omega-6,-7.2042525e-07,3.210296e-07
+PUFA,-9.79068e-07,3.6116447e-07
+SFA,7.854197e-07,4.5844337e-07
+Total-FA,-6.323514e-06,1.5156513e-06
+Unsaturation,1.2767244e-07,3.774968e-08
+Albumin,7.977773e-07,1.8320563e-06
+Creatinine,-2.1827308e-08,7.2919084e-09
+HDL-FC,-1.3165447e-07,3.3144488e-08
+LDL-FC,5.459818e-07,6.858934e-08
+Total-FC,-6.051224e-07,1.0851795e-07
+VLDL-FC,-1.3918107e-07,4.0065075e-08
+Citrate,-2.4064935e-08,5.75952e-09
+Glucose,2.1611497e-06,5.424696e-07
+Lactate,-9.973456e-07,5.2912696e-07
+Pyruvate,-7.043147e-08,1.554453e-08
+GlycA,-2.1539262e-07,5.1327344e-08
+Acetate,6.2636953e-09,5.2866946e-09
+Acetoacetate,-2.7683933e-08,4.5195883e-09
+Acetone,-7.474271e-09,2.470223e-09
+bOHbutyrate,4.5436256e-08,3.14632e-08
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+Cholines,1.7312269e-07,1.6619082e-07
+Phosphatidylc,8.793102e-07,1.8915539e-07
+Phosphoglyc,-1.9161117e-08,2.1440201e-07
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+Total-TG,-1.5956334e-07,2.2924938e-07
+VLDL-TG,8.61122e-08,2.9832688e-07
diff --git a/results/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/prote_Prostate_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/prote_Prostate_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4b391fa2e700c5b50e435d276dac8987399f684d
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/prote_Prostate_Cancer_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
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+TSPAN7_INVN,-8.5993105e-07,1.5539703e-06
+TSPAN8_INVN,-1.3497326e-07,1.2977154e-06
+TSPYL1_INVN,2.2738277e-06,1.3719433e-06
+TST_INVN,-8.691318e-07,1.3409683e-06
+TTF2_INVN,1.989504e-06,1.4974869e-06
+TTN_INVN,4.2352906e-07,1.3846799e-06
+TTR_INVN,-9.219549e-07,1.4910554e-06
+TUBB3_INVN,-1.3231514e-07,1.473816e-06
+TWF2_INVN,-1.1929311e-06,1.4412851e-06
+TXK_INVN,-1.8616146e-06,1.4175222e-06
+TXLNA_INVN,-5.992514e-08,1.3832623e-06
+TXN_INVN,-3.9283074e-07,1.3198154e-06
+TXNDC15_INVN,1.4555524e-06,1.3442419e-06
+TXNDC5_INVN,-1.4717438e-06,1.5478543e-06
+TXNDC9_INVN,-2.0407756e-06,1.5334624e-06
+TXNL1_INVN,-2.536083e-07,1.3724404e-06
+TXNRD1_INVN,-1.4601031e-06,1.376226e-06
+TYMP_INVN,2.566864e-06,1.5760833e-06
+TYRO3_INVN,1.788048e-06,1.471517e-06
+TYRP1_INVN,1.1253634e-06,1.2877576e-06
+UBAC1_INVN,1.2089497e-06,1.3873331e-06
+UBE2B_INVN,-4.9886655e-08,1.3256515e-06
+UBE2L6_INVN,1.945307e-06,1.3930119e-06
+UBE2Z_INVN,1.3561806e-06,1.3389639e-06
+UBQLN3_INVN,-9.2642284e-07,1.3844545e-06
+UBXN1_INVN,1.18302346e-07,1.3250208e-06
+UFD1_INVN,9.419593e-07,1.5051914e-06
+UGDH_INVN,-1.5244798e-06,1.3502457e-06
+UHRF2_INVN,-2.224455e-07,1.4283894e-06
+ULBP2_INVN,2.7292986e-06,1.531375e-06
+UMOD_INVN,-1.3603457e-08,1.1765684e-06
+UNC5D_INVN,-6.640796e-07,1.2950738e-06
+UNC79_INVN,-7.0734865e-07,1.4013735e-06
+UNG_INVN,-1.3080818e-06,1.3558151e-06
+UPB1_INVN,9.965245e-07,1.3191162e-06
+UPK3A_INVN,1.469898e-07,1.3125488e-06
+UPK3BL1_INVN,-1.0248406e-06,1.4978568e-06
+UROD_INVN,-2.53628e-06,1.3904713e-06
+UROS_INVN,2.1986082e-06,1.4016562e-06
+USO1_INVN,-1.9515305e-08,1.4987684e-06
+USP25_INVN,1.8791039e-06,1.4178299e-06
+USP28_INVN,1.7184838e-06,1.3974841e-06
+USP47_INVN,1.3365511e-06,1.2839932e-06
+USP8_INVN,-1.3185032e-06,1.3293968e-06
+UXS1_INVN,2.181054e-06,1.526343e-06
+VAMP5_INVN,4.4169244e-07,1.2829722e-06
+VAMP8_INVN,1.6189165e-06,1.3631261e-06
+VASH1_INVN,1.7079471e-06,1.6133587e-06
+VASN_INVN,1.7779256e-07,1.4063156e-06
+VASP_INVN,-1.4189555e-06,1.5196131e-06
+VAT1_INVN,1.7795002e-06,1.4251244e-06
+VAV3_INVN,-2.7950402e-06,1.6518504e-06
+VCAM1_INVN,-1.4945671e-06,1.6337842e-06
+VCAN_INVN,6.3865724e-07,1.3330126e-06
+VCPKMT_INVN,-6.3295624e-07,1.3979413e-06
+VEGFA_INVN,-1.5680046e-06,1.340313e-06
+VEGFB_INVN,5.6470697e-08,1.2488924e-06
+VEGFC_INVN,1.3931812e-06,1.4043356e-06
+VEGFD_INVN,1.7676073e-06,1.4242278e-06
+VGF_INVN,1.904033e-06,1.3924864e-06
+VIM_INVN,1.543037e-06,1.3549728e-06
+VIPR1_INVN,-1.9851645e-06,1.510702e-06
+VIT_INVN,-1.3689809e-06,1.4666231e-06
+VMO1_INVN,8.3588316e-07,1.7630898e-06
+VNN1_INVN,-8.020099e-07,1.3598205e-06
+VNN2_INVN,-4.1622886e-07,1.3996307e-06
+VPS28_INVN,-1.5797855e-06,1.4200708e-06
+VPS37A_INVN,-1.7156088e-06,1.3916691e-06
+VPS4B_INVN,1.4729801e-06,1.3738614e-06
+VPS53_INVN,-1.9990505e-06,1.3841727e-06
+VSIG10_INVN,-1.1049354e-06,1.3909623e-06
+VSIG10L_INVN,1.4640395e-06,1.4438613e-06
+VSIG2_INVN,5.0564313e-07,1.3436348e-06
+VSIG4_INVN,5.8892258e-08,1.3584663e-06
+VSIR_INVN,-1.205215e-06,1.4286053e-06
+VSNL1_INVN,2.2460424e-07,1.404205e-06
+VSTM1_INVN,4.8609485e-07,1.4238918e-06
+VSTM2B_INVN,-1.9438971e-07,1.3720899e-06
+VSTM2L_INVN,-1.5698932e-07,1.3550272e-06
+VTA1_INVN,-1.1145356e-06,1.4556649e-06
+VTCN1_INVN,-1.5137533e-06,1.4371894e-06
+VTI1A_INVN,-2.228668e-06,1.3291466e-06
+VWA1_INVN,-2.2282072e-06,1.4062995e-06
+VWA5A_INVN,-9.5128047e-07,1.6358542e-06
+VWC2_INVN,1.4759077e-06,1.4394143e-06
+VWC2L_INVN,3.4394984e-06,1.5987342e-06
+VWF_INVN,-2.624828e-06,1.5003353e-06
+WARS_INVN,3.7865658e-07,1.3884064e-06
+WAS_INVN,-1.6972425e-06,1.2925716e-06
+WASF1_INVN,2.6212779e-06,1.5142202e-06
+WASF3_INVN,-1.1079303e-06,1.4150047e-06
+WASHC3_INVN,1.8870249e-07,1.5415868e-06
+WASL_INVN,3.5644376e-07,1.4226224e-06
+WDR46_INVN,-9.445395e-08,1.3758504e-06
+WFDC1_INVN,-1.8745973e-06,1.693421e-06
+WFDC12_INVN,-1.5054256e-06,1.4447749e-06
+WFDC2_INVN,6.575646e-07,1.6061528e-06
+WFIKKN1_INVN,-5.2981596e-07,1.6138439e-06
+WFIKKN2_INVN,4.6623163e-07,1.2988523e-06
+WIF1_INVN,2.9067792e-07,1.3056836e-06
+WNT9A_INVN,2.387817e-07,1.4002205e-06
+WWP2_INVN,-1.1335278e-06,1.345783e-06
+XCL1_INVN,1.5252482e-07,1.3671074e-06
+XG_INVN,9.95082e-07,1.0725337e-06
+XIAP_INVN,-3.6717753e-07,1.303951e-06
+XPNPEP2_INVN,2.420866e-06,1.5628688e-06
+XRCC4_INVN,1.0052187e-06,1.3169534e-06
+YAP1_INVN,1.8444061e-06,1.3897212e-06
+YARS1_INVN,-4.4480163e-07,1.4130728e-06
+YES1_INVN,5.8718973e-07,1.489601e-06
+YJU2_INVN,2.7061557e-07,1.3717759e-06
+YOD1_INVN,1.8080028e-06,1.584151e-06
+YTHDF3_INVN,1.1139718e-06,1.558155e-06
+YWHAQ_INVN,-9.632737e-07,1.4453135e-06
+YY1_INVN,2.1849542e-07,1.5612522e-06
+ZBP1_INVN,-1.1252964e-06,1.4171842e-06
+ZBTB16_INVN,3.5097887e-06,1.622246e-06
+ZBTB17_INVN,-3.0711535e-06,1.6200835e-06
+ZCCHC8_INVN,-9.117629e-07,1.5178997e-06
+ZFYVE19_INVN,2.0113575e-06,1.5202146e-06
+ZHX2_INVN,1.3687893e-06,1.4676091e-06
+ZNF174_INVN,1.642313e-06,1.3781829e-06
+ZNF75D_INVN,2.0252578e-06,1.5289219e-06
+ZNF830_INVN,1.9331865e-06,1.4216384e-06
+ZNRD2_INVN,-7.481873e-07,1.4006177e-06
+ZNRF4_INVN,-8.2104003e-07,1.4181164e-06
+ZP3_INVN,1.9075806e-06,1.3856489e-06
+ZP4_INVN,-4.5831706e-07,1.3719206e-06
+ZPR1_INVN,-7.50342e-07,1.3309924e-06
diff --git a/results/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/metab_Renal_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/metab_Renal_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b3d02c6abf95f4f738fa617f73ee293d1c5a847
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/metab_Renal_Disease_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.3649486e-08,2.6601688e-08
+Gln,7.3364963e-09,1.4344918e-08
+Gly,-3.411429e-08,4.745377e-08
+His,-6.4602645e-10,1.9280875e-09
+Ile,-7.5900297e-10,4.943367e-09
+Leu,-6.0864935e-09,1.3258446e-08
+Total BCAA,-1.3369526e-08,4.098619e-08
+Val,1.0741662e-09,7.8732825e-09
+Phe,-1.5705452e-09,5.0637485e-09
+Tyr,-2.5452247e-09,4.6723065e-09
+ApoA1,-2.7018944e-08,6.706456e-08
+ApoB,1.1320285e-08,6.689791e-08
+Clinical LDL-C,1.5061872e-07,5.921291e-07
+HDL-C,2.42688e-08,5.4911894e-08
+LDL-C,-1.814552e-07,2.5040143e-07
+non-HDL-C,9.447017e-08,7.9325616e-07
+Remnant-C,1.4135723e-07,2.541059e-07
+Total-C,-3.0489656e-07,1.1303974e-06
+VLDL-C,6.583948e-08,1.0300155e-07
+HDL-CE,4.6754863e-08,9.7325916e-08
+LDL-CE,1.8168272e-07,2.8586507e-07
+Total-CE,2.4574524e-07,4.885278e-07
+VLDL-CE,-1.3187799e-08,2.2641457e-08
+DHA,1.8440964e-08,2.6874927e-08
+LA,2.2347889e-07,4.0495354e-07
+MUFA,-9.057756e-08,3.8221964e-07
+Omega-3,-1.3739489e-08,3.491913e-08
+Omega-6,1.6256107e-07,2.9996858e-07
+PUFA,8.313768e-08,1.7368326e-07
+SFA,1.5269306e-07,2.969622e-07
+Total-FA,3.9362473e-07,1.0093905e-06
+Unsaturation,-3.6135002e-09,1.9061577e-08
+Albumin,4.531038e-07,1.70387e-06
+Creatinine,1.2351775e-09,4.7497575e-09
+HDL-FC,1.6135427e-08,2.4283539e-08
+LDL-FC,-6.699562e-09,1.5723366e-08
+Total-FC,4.920082e-08,2.0675282e-07
+VLDL-FC,1.9256376e-08,3.0343944e-08
+Citrate,6.629439e-10,1.7106003e-09
+Glucose,3.0901188e-07,2.8701525e-06
+Lactate,2.6613435e-07,6.6223924e-07
+Pyruvate,3.1063496e-09,7.498814e-09
+GlycA,-1.3327438e-08,6.795947e-08
+Acetate,-3.131733e-09,3.03405e-09
+Acetoacetate,3.0929587e-10,1.014061e-09
+Acetone,6.3893363e-10,8.624476e-10
+bOHbutyrate,-4.947931e-10,7.5039575e-09
+HDL-P,4.0141446e-10,6.409135e-10
+LDL-P,-5.9454774e-11,1.4184759e-10
+Total-P,1.8782537e-10,8.428151e-10
+VLDL-P,-2.465965e-12,7.944626e-12
+HDL size,-2.9613556e-08,4.3461796e-08
+LDL size,3.8105945e-09,1.474632e-08
+VLDL size,-4.827044e-07,1.0763148e-06
+XXL-VLDL-L,6.185928e-08,7.943106e-08
+XXL-VLDL-P,4.392428e-14,1.9676459e-13
+XL-VLDL-C,-6.739979e-09,1.1542403e-08
+XL-VLDL-CE,3.1678458e-09,4.7759396e-09
+XL-VLDL-L,-1.2820851e-08,2.153998e-08
+XL-VLDL-P,3.6691855e-14,3.6334314e-13
+XL-VLDL-TG,9.088041e-09,2.1150518e-08
+L-VLDL-C,-2.541923e-09,5.0517617e-09
+L-VLDL-CE,-6.986805e-09,1.515449e-08
+L-VLDL-FC,-9.2304864e-10,6.5395533e-09
+L-VLDL-L,-5.3542546e-08,7.410537e-08
+L-VLDL-P,-7.668814e-13,1.1351076e-12
+L-VLDL-PL,-1.7401183e-08,2.5161086e-08
+L-VLDL-TG,-7.408441e-10,9.02369e-09
+M-VLDL-C,1.440725e-08,2.4576309e-08
+M-VLDL-CE,-9.558224e-09,1.32677e-08
+M-VLDL-FC,-2.7079676e-09,4.3622927e-09
+M-VLDL-L,-3.4695073e-08,9.943209e-08
+M-VLDL-P,3.634004e-12,6.0211445e-12
+M-VLDL-PL,1.5609798e-08,3.3410757e-08
+M-VLDL-TG,-9.766398e-09,4.007301e-08
+S-VLDL-C,-1.4218825e-08,1.9500083e-08
+S-VLDL-CE,5.303599e-09,7.688364e-09
+S-VLDL-FC,4.1622847e-09,8.6225755e-09
+S-VLDL-L,-1.969461e-08,4.073535e-08
+S-VLDL-P,1.37881e-12,2.7959083e-12
+S-VLDL-PL,-2.0292408e-09,6.73635e-09
+S-VLDL-TG,-8.896567e-09,1.6222042e-08
+XS-VLDL-C,-1.5526073e-08,1.9030594e-08
+XS-VLDL-CE,-7.571888e-09,1.1776092e-08
+XS-VLDL-FC,-2.457844e-09,3.585267e-09
+XS-VLDL-L,-1.2776784e-08,1.727899e-08
+XS-VLDL-P,-3.9785527e-12,5.64225e-12
+XS-VLDL-PL,-4.575766e-09,8.29185e-09
+XS-VLDL-TG,-4.782532e-09,6.853753e-09
+IDL-C,-3.4252636e-08,7.461704e-08
+IDL-CE,-5.5019034e-09,1.2707627e-08
+IDL-FC,3.1884806e-08,4.400501e-08
+IDL-L,-1.6365233e-10,6.72235e-08
+IDL-P,-1.8736679e-11,3.926116e-11
+IDL-PL,-1.6276456e-08,2.9468753e-08
+IDL-TG,-1.3147125e-08,1.7933043e-08
+L-LDL-C,1.2513189e-07,1.7415817e-07
+L-LDL-CE,1.2279115e-07,1.63818e-07
+L-LDL-FC,4.1818083e-08,6.142717e-08
+L-LDL-L,1.09086024e-07,1.468069e-07
+L-LDL-P,-7.2383514e-12,3.5044776e-11
+L-LDL-PL,-2.6230557e-08,3.7714738e-08
+L-LDL-TG,-2.2635351e-09,3.813741e-09
+M-LDL-C,-2.1218444e-08,4.1038973e-08
+M-LDL-CE,-2.3633698e-08,3.770814e-08
+M-LDL-FC,2.0217321e-09,1.2656425e-08
+M-LDL-L,-1.9239934e-08,2.7776442e-08
+M-LDL-P,7.0922287e-12,1.506487e-11
+M-LDL-PL,-2.0820727e-09,1.3021292e-08
+M-LDL-TG,-1.4012544e-09,2.9178344e-09
+S-LDL-C,-1.185238e-08,1.8049619e-08
+S-LDL-CE,-1.1143255e-08,2.1959098e-08
+S-LDL-FC,1.549936e-10,9.770764e-10
+S-LDL-L,1.8849056e-08,2.9507184e-08
+S-LDL-P,1.00363355e-11,1.5979152e-11
+S-LDL-PL,7.399683e-10,2.570188e-09
+XL-HDL-C,-1.0309569e-08,1.2635297e-08
+XL-HDL-CE,-2.0088207e-09,3.851558e-09
+XL-HDL-FC,2.1374963e-11,6.1028166e-10
+XL-HDL-L,-1.5740477e-09,2.2496188e-08
+XL-HDL-P,8.522751e-12,2.2819493e-11
+XL-HDL-PL,-1.4205317e-08,1.7664957e-08
+L-HDL-C,2.2981787e-08,6.9256885e-08
+L-HDL-CE,-2.4866015e-10,3.5834372e-08
+L-HDL-FC,-4.934953e-09,9.930299e-09
+L-HDL-L,6.0778994e-08,8.334761e-08
+L-HDL-P,-9.8838666e-11,1.4742495e-10
+L-HDL-PL,-5.546385e-08,8.331394e-08
+L-HDL-TG,-3.9487238e-10,1.1914704e-09
+M-HDL-C,2.2903452e-08,4.020212e-08
+M-HDL-CE,-6.6043597e-09,1.800443e-08
+M-HDL-FC,1.833356e-09,4.242983e-09
+M-HDL-L,-8.819027e-08,1.1371589e-07
+M-HDL-P,-5.9668986e-10,7.720833e-10
+M-HDL-PL,2.5673804e-08,3.964193e-08
+M-HDL-TG,-3.2271648e-09,4.4913886e-09
+S-HDL-C,-3.999568e-09,8.166781e-09
+S-HDL-CE,-2.1376332e-08,3.4464563e-08
+S-HDL-FC,4.2890296e-09,6.0772156e-09
+S-HDL-L,5.9670398e-09,1.7657309e-08
+S-HDL-P,8.1384656e-11,1.6445928e-10
+S-HDL-PL,-2.671591e-08,3.6859287e-08
+S-HDL-TG,4.8956603e-09,6.5149393e-09
+Cholines,-2.0113862e-07,2.4334045e-07
+Phosphatidylc,-1.3871768e-07,1.6558892e-07
+Phosphoglyc,-8.8424315e-08,1.107317e-07
+Sphingomyelins,-8.823115e-09,1.28024364e-08
+HDL-PL,1.17038255e-07,1.4068141e-07
+LDL-PL,-8.552246e-10,4.1784073e-08
+Total-PL,-7.979044e-09,8.3917215e-08
+VLDL-PL,4.5276587e-09,3.9960817e-08
+HDL-L,4.249114e-07,5.25975e-07
+LDL-L,-2.1572895e-08,1.8691856e-07
+Total-L,2.8605274e-07,8.0722015e-07
+VLDL-L,-1.7035997e-07,2.6343417e-07
+HDL-TG,-9.52863e-10,8.993638e-09
+LDL-TG,9.204533e-09,1.4451612e-08
+Total-TG,2.7787125e-08,3.8739347e-07
+VLDL-TG,9.91112e-09,2.0717862e-07
diff --git a/results/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/prote_Renal_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/prote_Renal_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc14641b614435e2065e681f98d792f134f7d05e
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/prote_Renal_Disease_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,3.1514787e-06,6.7278697e-06
+A1BG_INVN,1.4276663e-06,3.4260406e-06
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diff --git a/results/PANEL/omega/input_gradients/Renal_Disease_4/prote_metab/prote_Renal_Disease_surv_res.csv b/results/PANEL/omega/input_gradients/Renal_Disease_4/prote_metab/prote_Renal_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4d913f20fca2e38c8fa6f6ee0af878129c2da458
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Renal_Disease_4/prote_metab/prote_Renal_Disease_surv_res.csv
@@ -0,0 +1,2918 @@
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+XIAP_INVN,-5.98895e-07,3.683087e-06
+XPNPEP2_INVN,6.686684e-07,3.6145912e-06
+XRCC4_INVN,3.0215023e-07,3.619153e-06
+YAP1_INVN,5.8196645e-07,3.6595634e-06
+YARS1_INVN,-9.914148e-07,3.3220826e-06
+YES1_INVN,1.998744e-06,4.172941e-06
+YJU2_INVN,-2.4688973e-07,3.3538067e-06
+YOD1_INVN,1.0149638e-06,4.1141893e-06
+YTHDF3_INVN,1.8692523e-06,3.7188806e-06
+YWHAQ_INVN,-2.8112588e-06,5.3471927e-06
+YY1_INVN,1.6697811e-06,5.537522e-06
+ZBP1_INVN,7.517198e-07,4.144936e-06
+ZBTB16_INVN,-1.9455342e-06,4.4645867e-06
+ZBTB17_INVN,3.094433e-06,5.5850282e-06
+ZCCHC8_INVN,-1.5123846e-06,3.8993153e-06
+ZFYVE19_INVN,3.5658124e-07,3.3453723e-06
+ZHX2_INVN,-2.0097973e-06,3.5502237e-06
+ZNF174_INVN,6.83436e-07,4.359158e-06
+ZNF75D_INVN,-3.9089113e-07,3.196238e-06
+ZNF830_INVN,-1.4580171e-06,3.580663e-06
+ZNRD2_INVN,2.7273572e-06,5.4391544e-06
+ZNRF4_INVN,1.7784556e-07,3.3552406e-06
+ZP3_INVN,3.453148e-07,2.8856114e-06
+ZP4_INVN,-7.359475e-07,3.912911e-06
+ZPR1_INVN,-3.0701492e-06,6.5838044e-06
diff --git a/results/PANEL/omega/input_gradients/Skin_Cancer_1/prote_metab/metab_Skin_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Skin_Cancer_1/prote_metab/metab_Skin_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..91c701c6f4d8faff794696a058df6181d81fe104
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Skin_Cancer_1/prote_metab/metab_Skin_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.5767859e-10,5.005329e-09
+Gln,-5.8045596e-11,2.3244129e-09
+Gly,-2.7615796e-09,2.165989e-08
+His,-9.7284444e-11,8.87003e-10
+Ile,3.919204e-11,7.3856243e-10
+Leu,-3.0565236e-10,2.3232032e-09
+Total BCAA,-7.5137835e-10,4.1940025e-09
+Val,3.8265016e-10,1.6796121e-09
+Phe,2.3733947e-11,4.1651363e-10
+Tyr,2.2929367e-10,1.224261e-09
+ApoA1,-8.768748e-10,8.367376e-09
+ApoB,3.3692567e-09,2.4566923e-08
+Clinical LDL-C,2.6094169e-08,1.8359104e-07
+HDL-C,-7.9597e-09,3.4410792e-08
+LDL-C,-3.1416185e-09,1.8219112e-08
+non-HDL-C,1.2914459e-08,1.1564321e-07
+Remnant-C,5.0035385e-09,5.563009e-08
+Total-C,3.1276635e-08,1.4168916e-07
+VLDL-C,-2.5299427e-09,2.5636572e-08
+HDL-CE,5.1826465e-10,8.152384e-09
+LDL-CE,2.6669118e-09,1.31876465e-08
+Total-CE,1.4075882e-08,9.2040395e-08
+VLDL-CE,-9.2760694e-10,1.0263612e-08
+DHA,3.3088683e-09,2.3133664e-08
+LA,-4.5177977e-08,2.9082267e-07
+MUFA,-6.002565e-08,4.1897596e-07
+Omega-3,1.6962302e-08,1.423078e-07
+Omega-6,-3.332023e-08,2.2760143e-07
+PUFA,3.6043836e-08,1.9039237e-07
+SFA,4.4690516e-08,2.625131e-07
+Total-FA,8.198159e-08,6.6641746e-07
+Unsaturation,1.0979525e-09,3.744673e-09
+Albumin,-1.0524099e-07,1.0795666e-06
+Creatinine,2.8309569e-10,2.389644e-09
+HDL-FC,-2.422146e-10,2.470181e-09
+LDL-FC,4.5925406e-09,2.5238341e-08
+Total-FC,3.5126546e-09,2.114738e-08
+VLDL-FC,-8.269481e-10,3.4044532e-09
+Citrate,2.1188674e-10,1.7047018e-09
+Glucose,-8.960795e-08,5.167242e-07
+Lactate,4.1821675e-08,3.6621626e-07
+Pyruvate,-9.762964e-11,1.2123899e-09
+GlycA,-2.2807976e-09,1.2357228e-08
+Acetate,-2.6303634e-10,8.972322e-10
+Acetoacetate,4.3040818e-10,1.8368786e-09
+Acetone,-1.8308083e-12,1.7917993e-10
+bOHbutyrate,-7.457761e-10,1.8666184e-09
+HDL-P,-3.1753246e-11,2.2879998e-10
+LDL-P,-6.9395065e-13,7.0036637e-12
+Total-P,1.9113024e-11,1.211541e-10
+VLDL-P,-7.5637223e-13,7.0571227e-12
+HDL size,-6.965895e-09,3.0339084e-08
+LDL size,-2.1867348e-09,2.1029228e-08
+VLDL size,5.53003e-08,4.6285885e-07
+XXL-VLDL-L,1.6777548e-09,6.5225776e-09
+XXL-VLDL-P,3.5325723e-14,1.4128786e-13
+XL-VLDL-C,-2.0897378e-10,1.3570838e-09
+XL-VLDL-CE,-3.6760045e-10,2.0265531e-09
+XL-VLDL-L,1.5533629e-09,9.852708e-09
+XL-VLDL-P,-1.1774636e-14,1.0870532e-13
+XL-VLDL-TG,-2.797066e-11,1.8819637e-09
+L-VLDL-C,1.6089696e-09,6.4041523e-09
+L-VLDL-CE,2.2841196e-10,2.215874e-09
+L-VLDL-FC,1.7326637e-11,6.3821226e-10
+L-VLDL-L,4.1370765e-09,1.4523369e-08
+L-VLDL-P,-1.2947879e-14,2.2414485e-13
+L-VLDL-PL,-3.5460035e-10,1.8591928e-09
+L-VLDL-TG,2.8638494e-10,3.6293097e-09
+M-VLDL-C,9.52555e-10,5.9715184e-09
+M-VLDL-CE,2.8189112e-10,2.3476687e-09
+M-VLDL-FC,-2.1261436e-10,9.8078e-10
+M-VLDL-L,1.1478297e-09,1.1536193e-08
+M-VLDL-P,1.345828e-13,4.1855224e-13
+M-VLDL-PL,-1.1063762e-11,1.9225919e-09
+M-VLDL-TG,1.6714222e-09,1.26514825e-08
+S-VLDL-C,9.190185e-10,3.406607e-09
+S-VLDL-CE,4.5964882e-10,5.6973044e-09
+S-VLDL-FC,-2.625203e-10,1.6441882e-09
+S-VLDL-L,-1.5681562e-09,9.690964e-09
+S-VLDL-P,-2.3148448e-13,1.1161575e-12
+S-VLDL-PL,5.005654e-10,2.365299e-09
+S-VLDL-TG,-1.2207801e-09,7.612653e-09
+XS-VLDL-C,-8.0227935e-10,2.9890836e-09
+XS-VLDL-CE,-1.3349347e-10,1.4420045e-09
+XS-VLDL-FC,5.269034e-10,2.1469309e-09
+XS-VLDL-L,-1.7362295e-09,7.9019395e-09
+XS-VLDL-P,-1.0534756e-14,4.9036496e-13
+XS-VLDL-PL,-1.4540473e-10,2.8279075e-09
+XS-VLDL-TG,-2.975401e-11,5.7966826e-10
+IDL-C,4.546716e-09,1.9419218e-08
+IDL-CE,2.8996738e-09,1.1455808e-08
+IDL-FC,1.0177779e-09,7.608964e-09
+IDL-L,4.392793e-09,3.908869e-08
+IDL-P,-8.9838434e-13,9.398527e-12
+IDL-PL,-9.625417e-10,2.1583004e-09
+IDL-TG,-1.9958381e-10,7.828883e-10
+L-LDL-C,1.5371477e-09,1.0959546e-08
+L-LDL-CE,2.7533507e-09,8.9744745e-09
+L-LDL-FC,5.3988747e-10,3.998252e-09
+L-LDL-L,-2.825412e-09,1.9867011e-08
+L-LDL-P,1.8117829e-12,8.624608e-12
+L-LDL-PL,2.514723e-10,3.1432086e-09
+L-LDL-TG,5.533293e-10,3.053706e-09
+M-LDL-C,-6.6738287e-10,3.6293144e-09
+M-LDL-CE,6.727155e-10,4.026024e-09
+M-LDL-FC,5.758914e-10,2.3631843e-09
+M-LDL-L,-3.980384e-09,1.2341784e-08
+M-LDL-P,-1.2951567e-12,8.430649e-12
+M-LDL-PL,-5.614397e-10,3.523634e-09
+M-LDL-TG,-2.6693364e-10,1.083291e-09
+S-LDL-C,-4.1706227e-10,3.9198587e-09
+S-LDL-CE,3.0721173e-10,1.6889407e-09
+S-LDL-FC,9.7333856e-11,6.249548e-10
+S-LDL-L,-4.9978414e-11,4.510677e-09
+S-LDL-P,-1.2312196e-12,3.4487732e-12
+S-LDL-PL,3.36026e-10,1.2074615e-09
+XL-HDL-C,-5.198301e-10,2.530234e-09
+XL-HDL-CE,-2.6888447e-10,1.484182e-09
+XL-HDL-FC,-1.201139e-10,5.171106e-10
+XL-HDL-L,1.1145419e-10,2.3264939e-09
+XL-HDL-P,-1.007668e-12,3.540109e-12
+XL-HDL-PL,7.599556e-10,2.467579e-09
+L-HDL-C,-2.1076668e-10,6.287578e-09
+L-HDL-CE,2.7393496e-10,5.446671e-09
+L-HDL-FC,6.07916e-10,2.1539204e-09
+L-HDL-L,-5.130354e-09,3.533565e-08
+L-HDL-P,2.1824816e-12,3.0396453e-11
+L-HDL-PL,-2.9604617e-09,2.6143825e-08
+L-HDL-TG,1.5404691e-10,1.360112e-09
+M-HDL-C,-3.0745309e-09,9.21202e-09
+M-HDL-CE,-3.0295426e-09,1.7291999e-08
+M-HDL-FC,-2.611548e-10,1.0785095e-09
+M-HDL-L,-1.9738264e-09,2.4517455e-08
+M-HDL-P,-6.979723e-13,2.3142295e-11
+M-HDL-PL,3.7203568e-10,4.080991e-09
+M-HDL-TG,4.3938145e-10,1.863109e-09
+S-HDL-C,1.6996633e-09,5.5074145e-09
+S-HDL-CE,-1.9453527e-11,3.3313912e-09
+S-HDL-FC,-1.430794e-10,5.2883303e-10
+S-HDL-L,3.241032e-09,1.9529645e-08
+S-HDL-P,4.2856076e-11,1.9506438e-10
+S-HDL-PL,8.991502e-10,3.5518593e-09
+S-HDL-TG,-6.709088e-11,1.1616667e-09
+Cholines,-8.888843e-10,3.422045e-08
+Phosphatidylc,7.1875146e-09,3.927854e-08
+Phosphoglyc,-9.944046e-09,2.1675385e-08
+Sphingomyelins,-9.96597e-10,8.541851e-09
+HDL-PL,2.6200289e-09,1.8788196e-08
+LDL-PL,7.154165e-10,6.637173e-09
+Total-PL,-8.414568e-09,2.8290065e-08
+VLDL-PL,5.9705246e-10,6.127121e-09
+HDL-L,-1.2197229e-08,6.604529e-08
+LDL-L,1.8257136e-08,1.1820607e-07
+Total-L,1.7000405e-08,2.0655304e-07
+VLDL-L,2.5600398e-08,1.4042048e-07
+HDL-TG,9.0616914e-10,4.3653796e-09
+LDL-TG,4.373446e-10,3.2914416e-09
+Total-TG,7.042405e-09,7.462167e-08
+VLDL-TG,5.9533414e-09,5.4058187e-08
diff --git a/results/PANEL/omega/input_gradients/Skin_Cancer_3/prote_metab/metab_Skin_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Skin_Cancer_3/prote_metab/metab_Skin_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..554c86b9438908a5545b52dbc37e595ea60a6511
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Skin_Cancer_3/prote_metab/metab_Skin_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-3.216028e-10,2.3488032e-09
+Gln,-8.985701e-10,9.4094394e-09
+Gly,3.609167e-10,1.799023e-08
+His,-6.025212e-12,2.816773e-10
+Ile,2.2994581e-10,2.1179096e-09
+Leu,-4.2806161e-10,2.1617963e-09
+Total BCAA,8.3565116e-10,4.451437e-09
+Val,7.183993e-10,5.2056235e-09
+Phe,-2.6436534e-10,2.2632938e-09
+Tyr,-3.867629e-10,7.528125e-10
+ApoA1,4.4423482e-10,1.0353941e-08
+ApoB,-4.3747885e-09,7.624965e-09
+Clinical LDL-C,1.3162842e-08,6.812999e-08
+HDL-C,2.8936868e-09,1.4311261e-08
+LDL-C,2.222609e-09,2.1747821e-08
+non-HDL-C,3.4141865e-09,6.3345695e-08
+Remnant-C,-3.0520994e-10,3.3536587e-08
+Total-C,4.841545e-08,2.5069187e-07
+VLDL-C,-3.2775946e-09,1.26500375e-08
+HDL-CE,4.643184e-09,1.3279228e-08
+LDL-CE,-2.9900344e-09,1.0016262e-08
+Total-CE,-2.3121322e-08,7.657049e-08
+VLDL-CE,-4.4796664e-09,2.3505402e-08
+DHA,-3.908272e-09,2.8301772e-08
+LA,4.4046388e-08,3.2630697e-07
+MUFA,3.0182587e-08,2.841486e-07
+Omega-3,-9.91312e-09,1.0736004e-07
+Omega-6,2.907536e-08,2.9346313e-07
+PUFA,-1.2982036e-08,7.547442e-08
+SFA,-4.8672774e-08,3.7362364e-07
+Total-FA,-6.416174e-08,8.7896296e-07
+Unsaturation,-2.7869707e-09,1.7282819e-08
+Albumin,2.1037728e-07,6.861112e-07
+Creatinine,-7.91447e-11,7.2577816e-10
+HDL-FC,5.5539495e-10,6.8396186e-09
+LDL-FC,-1.5268918e-09,1.2209218e-08
+Total-FC,3.6632508e-09,1.0232154e-08
+VLDL-FC,-1.2414014e-10,5.127504e-09
+Citrate,-1.8234636e-10,7.4017453e-10
+Glucose,5.965857e-08,3.2897933e-07
+Lactate,-5.273619e-08,4.695193e-07
+Pyruvate,-1.0320706e-10,1.0810653e-09
+GlycA,1.5764648e-09,2.9210762e-08
+Acetate,-9.785866e-12,1.0964961e-09
+Acetoacetate,7.277132e-11,1.9489341e-09
+Acetone,8.0176005e-11,4.940705e-10
+bOHbutyrate,9.442929e-10,5.629472e-09
+HDL-P,5.2012873e-11,3.9835377e-10
+LDL-P,7.814579e-13,1.5633078e-11
+Total-P,6.462701e-11,4.7032594e-10
+VLDL-P,1.878979e-13,5.2053062e-12
+HDL size,-1.6676014e-09,1.9674504e-08
+LDL size,5.490556e-09,4.544437e-08
+VLDL size,-1.1726914e-07,4.7186415e-07
+XXL-VLDL-L,-5.01083e-09,3.4605076e-08
+XXL-VLDL-P,-3.365812e-14,6.301129e-14
+XL-VLDL-C,-5.775784e-10,2.3246203e-09
+XL-VLDL-CE,-3.0474463e-11,5.826602e-10
+XL-VLDL-L,1.8576768e-10,1.3459822e-08
+XL-VLDL-P,1.499792e-14,1.4147781e-13
+XL-VLDL-TG,-5.166333e-09,2.5007985e-08
+L-VLDL-C,-2.4000857e-10,7.3709883e-09
+L-VLDL-CE,5.937806e-11,7.6471773e-10
+L-VLDL-FC,1.7428382e-11,8.0102136e-10
+L-VLDL-L,-6.351821e-09,2.8573938e-08
+L-VLDL-P,-2.2595153e-14,9.722169e-13
+L-VLDL-PL,2.6241832e-11,1.6038916e-09
+L-VLDL-TG,-2.9601974e-09,1.353242e-08
+M-VLDL-C,-3.1513453e-10,2.9713279e-09
+M-VLDL-CE,-6.464072e-12,3.251016e-09
+M-VLDL-FC,1.9499544e-10,1.6322166e-09
+M-VLDL-L,-1.0740924e-09,6.80386e-09
+M-VLDL-P,1.7473437e-13,6.996831e-13
+M-VLDL-PL,-6.07905e-10,5.454075e-09
+M-VLDL-TG,2.851494e-09,5.1610427e-09
+S-VLDL-C,-1.7336745e-09,1.2272382e-08
+S-VLDL-CE,1.4430672e-10,6.2618124e-09
+S-VLDL-FC,-1.9160111e-10,1.3185576e-09
+S-VLDL-L,-3.80649e-09,3.2557164e-08
+S-VLDL-P,-1.02893686e-13,4.3523225e-13
+S-VLDL-PL,-4.6258228e-10,1.2728391e-09
+S-VLDL-TG,-2.1261233e-09,1.1482445e-08
+XS-VLDL-C,-5.9875094e-10,2.931313e-09
+XS-VLDL-CE,-2.4808786e-10,3.4772456e-09
+XS-VLDL-FC,4.3831094e-10,6.1175565e-10
+XS-VLDL-L,-3.7817882e-10,5.976654e-09
+XS-VLDL-P,-2.1865994e-13,8.2513217e-13
+XS-VLDL-PL,-2.284086e-10,1.4929052e-09
+XS-VLDL-TG,-6.441555e-11,4.026586e-09
+IDL-C,1.2200337e-09,1.2255423e-08
+IDL-CE,-3.0939165e-09,1.1186704e-08
+IDL-FC,-8.1089774e-10,4.035826e-09
+IDL-L,2.156146e-09,7.824842e-09
+IDL-P,2.3157795e-12,4.1881923e-12
+IDL-PL,-1.3257728e-10,3.9577825e-09
+IDL-TG,-2.508936e-10,1.4147435e-09
+L-LDL-C,4.5175352e-09,1.0179447e-08
+L-LDL-CE,-4.4003277e-09,1.6954456e-08
+L-LDL-FC,-1.9576209e-10,9.720955e-09
+L-LDL-L,-4.5193982e-10,4.15085e-08
+L-LDL-P,3.1353858e-12,8.639548e-12
+L-LDL-PL,8.1137055e-11,2.1351307e-09
+L-LDL-TG,-2.5861102e-10,1.3068672e-09
+M-LDL-C,2.6079463e-09,1.7472123e-08
+M-LDL-CE,9.477896e-10,1.10946115e-08
+M-LDL-FC,-1.6825323e-10,1.0034666e-09
+M-LDL-L,1.9910101e-10,5.446185e-09
+M-LDL-P,1.7498118e-12,2.5643897e-12
+M-LDL-PL,3.7265224e-10,2.8753377e-09
+M-LDL-TG,1.8731112e-10,1.2217093e-09
+S-LDL-C,9.02966e-10,2.194846e-09
+S-LDL-CE,1.105487e-09,2.2700446e-09
+S-LDL-FC,2.6815017e-10,1.948235e-09
+S-LDL-L,3.8154496e-10,4.162043e-09
+S-LDL-P,-7.9485013e-13,6.8703693e-12
+S-LDL-PL,1.8181508e-10,7.697158e-10
+XL-HDL-C,1.252974e-10,2.5371316e-09
+XL-HDL-CE,5.3365945e-10,3.302508e-09
+XL-HDL-FC,1.3531076e-10,9.749184e-10
+XL-HDL-L,-1.0236623e-10,2.24456e-09
+XL-HDL-P,2.1784681e-12,1.06824445e-11
+XL-HDL-PL,-1.008763e-09,3.869392e-09
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diff --git a/results/PANEL/omega/input_gradients/Skin_Cancer_3/prote_metab/prote_Skin_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Skin_Cancer_3/prote_metab/prote_Skin_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..25eea477bd6d4ab57775a716776c5ab9a4ad02ff
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Skin_Cancer_3/prote_metab/prote_Skin_Cancer_surv_res.csv
@@ -0,0 +1,2918 @@
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+VSIG10L_INVN,1.1734645e-06,2.4865767e-06
+VSIG2_INVN,-1.4051973e-06,2.4271026e-06
+VSIG4_INVN,-1.0913492e-06,2.3174202e-06
+VSIR_INVN,-9.823642e-07,2.5590127e-06
+VSNL1_INVN,-1.4450806e-06,2.9515943e-06
+VSTM1_INVN,3.3122856e-07,2.0255106e-06
+VSTM2B_INVN,3.2829752e-07,1.7050347e-06
+VSTM2L_INVN,-2.0930058e-06,2.8358932e-06
+VTA1_INVN,1.6553313e-08,1.8182086e-06
+VTCN1_INVN,9.2874245e-08,1.8266982e-06
+VTI1A_INVN,5.565731e-07,1.7574597e-06
+VWA1_INVN,-6.395269e-07,1.7650626e-06
+VWA5A_INVN,-2.8057693e-07,1.9669817e-06
+VWC2_INVN,7.6784136e-07,2.1750432e-06
+VWC2L_INVN,6.554293e-07,2.2439676e-06
+VWF_INVN,-2.5411094e-07,2.1021772e-06
+WARS_INVN,4.7067812e-07,1.9077004e-06
+WAS_INVN,2.2561962e-06,3.2842065e-06
+WASF1_INVN,1.94374e-07,2.143803e-06
+WASF3_INVN,-2.814729e-07,2.0101136e-06
+WASHC3_INVN,8.1394165e-07,2.0356908e-06
+WASL_INVN,-7.810842e-07,1.9541487e-06
+WDR46_INVN,1.4319418e-06,2.8301308e-06
+WFDC1_INVN,7.7543103e-07,1.689118e-06
+WFDC12_INVN,1.890509e-06,3.2279752e-06
+WFDC2_INVN,5.5030296e-07,1.8565705e-06
+WFIKKN1_INVN,-4.131122e-07,2.001297e-06
+WFIKKN2_INVN,-3.089167e-07,2.092079e-06
+WIF1_INVN,-9.778917e-07,2.5179365e-06
+WNT9A_INVN,2.5427633e-08,1.8739676e-06
+WWP2_INVN,1.4052463e-06,2.411977e-06
+XCL1_INVN,7.402268e-07,2.2092718e-06
+XG_INVN,-2.857845e-07,1.899674e-06
+XIAP_INVN,-9.02382e-07,1.9688591e-06
+XPNPEP2_INVN,-1.1521572e-07,2.0372895e-06
+XRCC4_INVN,-5.1312645e-07,1.962993e-06
+YAP1_INVN,6.066433e-07,2.2233646e-06
+YARS1_INVN,1.0668493e-06,2.4353685e-06
+YES1_INVN,-9.907634e-07,2.3354987e-06
+YJU2_INVN,-4.289229e-07,2.2029874e-06
+YOD1_INVN,8.4364245e-08,1.8290134e-06
+YTHDF3_INVN,-1.4146644e-06,2.7966794e-06
+YWHAQ_INVN,7.8998704e-07,1.9249014e-06
+YY1_INVN,-3.0482763e-06,4.017869e-06
+ZBP1_INVN,1.1409351e-06,1.9944205e-06
+ZBTB16_INVN,-1.3355153e-06,2.9560056e-06
+ZBTB17_INVN,6.005538e-07,1.9405295e-06
+ZCCHC8_INVN,-7.24371e-08,1.8464204e-06
+ZFYVE19_INVN,3.5951697e-07,1.6059034e-06
+ZHX2_INVN,-1.5512294e-06,2.7332567e-06
+ZNF174_INVN,5.054069e-07,1.9034051e-06
+ZNF75D_INVN,-9.836559e-07,2.079625e-06
+ZNF830_INVN,-7.516045e-07,1.7169465e-06
+ZNRD2_INVN,1.102501e-06,2.28367e-06
+ZNRF4_INVN,2.518166e-06,3.6067966e-06
+ZP3_INVN,-2.847559e-06,4.214565e-06
+ZP4_INVN,3.21921e-06,4.9650084e-06
+ZPR1_INVN,-6.4661475e-07,2.0136642e-06
diff --git a/results/PANEL/omega/input_gradients/Skin_Cancer_4/prote_metab/metab_Skin_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Skin_Cancer_4/prote_metab/metab_Skin_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..20693e2c2a303a9c69541641ece56819d5ae2529
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Skin_Cancer_4/prote_metab/metab_Skin_Cancer_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.559439e-08,2.9608726e-08
+Gln,-3.558799e-08,3.793889e-08
+Gly,4.677893e-09,1.1624899e-08
+His,-2.9987648e-09,2.8385054e-09
+Ile,-6.943847e-09,8.808126e-09
+Leu,-1.1456339e-09,2.7846174e-09
+Total BCAA,1.1062234e-08,1.6052464e-08
+Val,6.097398e-10,3.7377346e-09
+Phe,3.1687173e-09,3.6112182e-09
+Tyr,-3.6152663e-09,4.206016e-09
+ApoA1,8.692163e-08,9.094843e-08
+ApoB,-2.1139284e-08,2.828762e-08
+Clinical LDL-C,-1.0149875e-07,1.5108449e-07
+HDL-C,6.080953e-08,7.889293e-08
+LDL-C,-5.869731e-08,7.771429e-08
+non-HDL-C,2.5732476e-07,2.9957755e-07
+Remnant-C,1.5591591e-07,1.8258697e-07
+Total-C,-5.2271986e-08,1.0103935e-07
+VLDL-C,-7.324973e-08,8.8055955e-08
+HDL-CE,-1.657023e-08,2.9467842e-08
+LDL-CE,6.860081e-08,7.770422e-08
+Total-CE,-2.3167588e-07,2.5447648e-07
+VLDL-CE,-3.70452e-08,4.2263835e-08
+DHA,-2.0067064e-08,2.2298694e-08
+LA,-1.0548904e-07,1.177394e-07
+MUFA,2.1239697e-07,2.3714506e-07
+Omega-3,-1.1202694e-08,2.0982686e-08
+Omega-6,-1.8297418e-07,1.9841012e-07
+PUFA,-4.444273e-07,4.7051344e-07
+SFA,5.2285596e-08,1.16381926e-07
+Total-FA,-4.2279902e-07,4.8415865e-07
+Unsaturation,-2.5311403e-08,2.655469e-08
+Albumin,1.953352e-06,1.995556e-06
+Creatinine,-9.1645924e-10,1.7314895e-09
+HDL-FC,1.7072221e-08,1.996213e-08
+LDL-FC,-2.0554596e-08,2.2433428e-08
+Total-FC,-1.01654464e-07,1.14238254e-07
+VLDL-FC,3.094043e-08,3.6606632e-08
+Citrate,1.1988822e-09,1.447588e-09
+Glucose,-4.8897952e-08,1.86628e-07
+Lactate,-9.389193e-08,1.4363512e-07
+Pyruvate,-5.6555063e-09,6.59427e-09
+GlycA,6.639741e-08,6.570847e-08
+Acetate,3.6230394e-09,3.9846406e-09
+Acetoacetate,5.4787836e-09,7.850344e-09
+Acetone,-6.51651e-10,1.2592192e-09
+bOHbutyrate,6.097198e-08,8.397325e-08
+HDL-P,-5.2352284e-10,5.494479e-10
+LDL-P,6.2945614e-11,7.353838e-11
+Total-P,2.848539e-11,2.1819634e-10
+VLDL-P,-1.5059839e-11,1.7968934e-11
+HDL size,2.74998e-08,3.867744e-08
+LDL size,-2.9413643e-08,3.2368714e-08
+VLDL size,-5.103087e-07,5.405456e-07
+XXL-VLDL-L,6.582589e-08,7.559927e-08
+XXL-VLDL-P,-2.7152922e-13,2.9863945e-13
+XL-VLDL-C,-1.489648e-10,1.8267723e-09
+XL-VLDL-CE,-1.6603805e-09,2.4562032e-09
+XL-VLDL-L,-3.391703e-08,3.903221e-08
+XL-VLDL-P,-3.2854568e-13,3.7246784e-13
+XL-VLDL-TG,-2.0574243e-08,2.2489063e-08
+L-VLDL-C,-8.145648e-09,1.03237925e-08
+L-VLDL-CE,5.295966e-11,2.6504652e-09
+L-VLDL-FC,-3.1639844e-09,3.9237227e-09
+L-VLDL-L,-6.349882e-08,6.960621e-08
+L-VLDL-P,2.2886912e-13,6.851107e-13
+L-VLDL-PL,4.4408437e-09,6.029624e-09
+L-VLDL-TG,-4.9810303e-08,5.4601518e-08
+M-VLDL-C,-1.5008295e-08,1.7421744e-08
+M-VLDL-CE,-4.907826e-09,5.909639e-09
+M-VLDL-FC,-3.4662384e-09,4.879226e-09
+M-VLDL-L,-5.7967878e-08,6.677221e-08
+M-VLDL-P,-1.3101074e-12,1.7119022e-12
+M-VLDL-PL,1.2976735e-08,1.4987142e-08
+M-VLDL-TG,1.0848817e-08,1.4944828e-08
+S-VLDL-C,6.5185084e-09,8.661703e-09
+S-VLDL-CE,-6.5139214e-09,8.14915e-09
+S-VLDL-FC,1.6583145e-09,2.2721667e-09
+S-VLDL-L,-3.527049e-08,4.0054893e-08
+S-VLDL-P,2.5553626e-13,1.3598865e-12
+S-VLDL-PL,-8.677642e-09,9.887796e-09
+S-VLDL-TG,-3.7505284e-08,4.1233264e-08
+XS-VLDL-C,-4.1882267e-09,8.216183e-09
+XS-VLDL-CE,1.3520498e-08,1.7221874e-08
+XS-VLDL-FC,-4.6446385e-09,5.5903726e-09
+XS-VLDL-L,3.271721e-08,3.978184e-08
+XS-VLDL-P,-5.8620942e-12,6.7775408e-12
+XS-VLDL-PL,5.607806e-09,7.320048e-09
+XS-VLDL-TG,-1.3218039e-09,2.4177809e-09
+IDL-C,3.8148936e-08,4.599251e-08
+IDL-CE,2.7891705e-08,3.836933e-08
+IDL-FC,4.547784e-09,8.480253e-09
+IDL-L,1.2900587e-07,1.4484628e-07
+IDL-P,-2.3160176e-12,6.0241725e-12
+IDL-PL,2.6829355e-08,2.9478654e-08
+IDL-TG,8.7139246e-10,3.1665204e-09
+L-LDL-C,2.2746196e-08,3.7138353e-08
+L-LDL-CE,-6.34396e-08,7.143129e-08
+L-LDL-FC,2.8249778e-08,3.1396997e-08
+L-LDL-L,4.3734525e-07,4.749691e-07
+L-LDL-P,-9.133545e-12,1.7396586e-11
+L-LDL-PL,5.740604e-09,1.1270808e-08
+L-LDL-TG,-5.149687e-09,6.2513195e-09
+M-LDL-C,5.9601297e-09,1.0677587e-08
+M-LDL-CE,-5.997986e-09,9.052058e-09
+M-LDL-FC,-7.713256e-09,8.4051885e-09
+M-LDL-L,-1.0184152e-07,1.0924769e-07
+M-LDL-P,-8.234394e-12,1.2463482e-11
+M-LDL-PL,-5.8090714e-09,7.242993e-09
+M-LDL-TG,3.3309278e-09,3.7979397e-09
+S-LDL-C,1.0303629e-08,1.1626515e-08
+S-LDL-CE,9.999666e-09,1.1295291e-08
+S-LDL-FC,9.188058e-09,9.734271e-09
+S-LDL-L,1.520133e-08,1.7253905e-08
+S-LDL-P,2.4617803e-12,4.7219047e-12
+S-LDL-PL,1.3898839e-09,1.9395836e-09
+XL-HDL-C,-5.7190768e-09,6.7811525e-09
+XL-HDL-CE,4.693327e-09,6.895743e-09
+XL-HDL-FC,-1.0716437e-09,1.2469873e-09
+XL-HDL-L,2.0506452e-09,6.402416e-09
+XL-HDL-P,9.446717e-11,9.804095e-11
+XL-HDL-PL,3.2615276e-08,3.4334874e-08
+L-HDL-C,-1.0334213e-07,1.1318799e-07
+L-HDL-CE,9.194467e-09,1.620468e-08
+L-HDL-FC,-1.0954554e-08,1.16259775e-08
+L-HDL-L,-3.4471954e-09,2.6836833e-08
+L-HDL-P,-2.3170638e-10,2.662341e-10
+L-HDL-PL,-2.1183665e-08,2.5249133e-08
+L-HDL-TG,-1.228195e-09,1.7146832e-09
+M-HDL-C,3.2092263e-08,3.5077168e-08
+M-HDL-CE,-1.6320488e-08,1.9660474e-08
+M-HDL-FC,-5.2631104e-09,5.7712977e-09
+M-HDL-L,4.715279e-09,4.0283485e-08
+M-HDL-P,3.138992e-11,7.505277e-11
+M-HDL-PL,1.0526037e-08,1.8622936e-08
+M-HDL-TG,4.7856883e-09,5.8146696e-09
+S-HDL-C,1.19940085e-08,1.3084575e-08
+S-HDL-CE,-1.1306203e-08,1.2388225e-08
+S-HDL-FC,-5.8725274e-09,5.839963e-09
+S-HDL-L,5.0815952e-08,4.982998e-08
+S-HDL-P,-2.9185807e-10,3.1709257e-10
+S-HDL-PL,-5.1537916e-09,9.872677e-09
+S-HDL-TG,-3.60731e-09,4.270499e-09
+Cholines,-1.1278172e-08,3.911124e-08
+Phosphatidylc,3.1962372e-08,7.391154e-08
+Phosphoglyc,1.3375858e-07,1.4464457e-07
+Sphingomyelins,-2.210194e-08,2.3614376e-08
+HDL-PL,-6.1178305e-08,6.6594076e-08
+LDL-PL,-5.7147812e-08,6.220689e-08
+Total-PL,-1.5061892e-07,1.7270139e-07
+VLDL-PL,2.98836e-08,4.432053e-08
+HDL-L,-2.9014867e-08,7.8755996e-08
+LDL-L,-2.2995127e-07,2.6172535e-07
+Total-L,6.3683774e-07,7.152038e-07
+VLDL-L,2.3427742e-07,2.814726e-07
+HDL-TG,4.9488778e-09,7.493392e-09
+LDL-TG,1.8648125e-08,2.0879183e-08
+Total-TG,1.076e-07,1.2301516e-07
+VLDL-TG,1.5333099e-07,1.7247261e-07
diff --git a/results/PANEL/omega/input_gradients/Skin_Cancer_4/prote_metab/prote_Skin_Cancer_surv_res.csv b/results/PANEL/omega/input_gradients/Skin_Cancer_4/prote_metab/prote_Skin_Cancer_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa5850aeb3143b6f8501aacecfb1109b772a5154
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/Skin_Cancer_4/prote_metab/prote_Skin_Cancer_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,2.8361595e-07,1.8896928e-06
+A1BG_INVN,-1.0169022e-06,1.666681e-06
+AAMDC_INVN,-2.4747042e-08,1.048657e-06
+AARSD1_INVN,-5.736346e-08,1.2593465e-06
+ABCA2_INVN,6.858103e-07,1.4333074e-06
+ABHD14B_INVN,3.1242772e-07,1.2840321e-06
+ABL1_INVN,-6.0613837e-07,1.2987767e-06
+ABO_INVN,-7.029731e-07,1.3675402e-06
+ABRAXAS2_INVN,5.486902e-08,1.2379285e-06
+ACAA1_INVN,-6.821073e-07,1.6607662e-06
+ACADM_INVN,-1.144548e-07,1.6234944e-06
+ACADSB_INVN,5.800302e-07,1.5651868e-06
+ACAN_INVN,1.9030809e-07,1.2660589e-06
+ACE_INVN,9.113548e-07,1.5627148e-06
+ACE2_INVN,-5.2074415e-07,1.450759e-06
+ACHE_INVN,-6.58751e-07,1.5362166e-06
+ACOT13_INVN,-8.880875e-07,1.7273818e-06
+ACOX1_INVN,5.486526e-07,1.284138e-06
+ACP1_INVN,-1.1599382e-07,1.2993354e-06
+ACP5_INVN,2.1834232e-07,1.4594045e-06
+ACP6_INVN,-4.312227e-08,1.1086022e-06
+ACRBP_INVN,6.026725e-07,1.4352286e-06
+ACRV1_INVN,3.5298564e-07,1.3121113e-06
+ACSL1_INVN,1.1615981e-06,1.9943016e-06
+ACTA2_INVN,-5.53746e-07,1.4828188e-06
+ACTN2_INVN,-1.1217421e-06,1.820548e-06
+ACTN4_INVN,-8.3345844e-07,1.603645e-06
+ACVRL1_INVN,3.4634546e-08,1.2139132e-06
+ACY1_INVN,-5.742472e-07,1.3897937e-06
+ACY3_INVN,-1.8305105e-06,2.4600445e-06
+ACYP1_INVN,1.7333188e-07,1.2690601e-06
+ADA_INVN,-1.8909682e-07,1.346714e-06
+ADA2_INVN,-4.0305107e-08,1.2973619e-06
+ADAM12_INVN,-5.2860014e-07,1.416922e-06
+ADAM15_INVN,1.3836917e-07,1.266338e-06
+ADAM22_INVN,9.2085094e-07,1.6569203e-06
+ADAM23_INVN,3.224572e-07,1.3264387e-06
+ADAM8_INVN,6.0912355e-09,1.3185493e-06
+ADAM9_INVN,-1.9961227e-08,1.2621229e-06
+ADAMTS1_INVN,2.1670435e-06,2.663463e-06
+ADAMTS13_INVN,7.258858e-07,1.5477327e-06
+ADAMTS15_INVN,-7.794577e-07,1.4164307e-06
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+ADAMTS4_INVN,-1.3678296e-06,1.9260924e-06
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+AGT_INVN,-2.488801e-07,1.4111308e-06
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+ZNF75D_INVN,6.1882207e-07,1.3675121e-06
+ZNF830_INVN,8.642115e-07,1.7310056e-06
+ZNRD2_INVN,1.0971482e-06,1.5893366e-06
+ZNRF4_INVN,4.023734e-07,1.4751295e-06
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+ZP4_INVN,4.7505833e-07,1.5511803e-06
+ZPR1_INVN,-8.7155826e-07,1.4585193e-06
diff --git a/results/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res.csv b/results/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5cd2a1905ac3a9c13036ad43338622e4752a1468
--- /dev/null
+++ b/results/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,8.481887e-08,1.7802162e-07
+Gln,2.9255455e-08,7.418106e-08
+Gly,1.3395486e-08,5.344569e-08
+His,-1.104569e-09,5.4717475e-09
+Ile,-1.3965668e-08,4.3309615e-08
+Leu,-1.8457127e-08,6.272369e-08
+Total BCAA,-2.0787283e-08,7.512518e-08
+Val,4.0019785e-08,1.4481975e-07
+Phe,2.2573385e-09,7.244333e-09
+Tyr,-1.7472026e-08,4.7541658e-08
+ApoA1,-9.099708e-08,2.9255284e-07
+ApoB,2.4044706e-07,5.880753e-07
+Clinical LDL-C,-2.747793e-07,1.0183729e-06
+HDL-C,5.4967906e-08,1.6677066e-07
+LDL-C,-9.746608e-08,5.318939e-07
+non-HDL-C,3.3970937e-07,1.2747474e-06
+Remnant-C,-5.9171725e-08,2.0328937e-07
+Total-C,1.141897e-07,1.1204918e-06
+VLDL-C,-9.7021e-08,2.6103388e-07
+HDL-CE,-3.929789e-08,1.3287789e-07
+LDL-CE,-4.5780658e-07,1.2448904e-06
+Total-CE,-2.0957192e-07,6.7146243e-07
+VLDL-CE,-5.4900397e-08,1.3778276e-07
+DHA,3.4341618e-08,7.2654466e-08
+LA,-2.42417e-07,7.409454e-07
+MUFA,-7.8217155e-08,7.9331215e-07
+Omega-3,-5.2664937e-08,2.1523435e-07
+Omega-6,-1.0954241e-07,4.5040733e-07
+PUFA,-1.6260243e-07,5.369572e-07
+SFA,9.848455e-07,3.6988693e-06
+Total-FA,5.6485067e-07,2.6539844e-06
+Unsaturation,-7.483701e-08,2.5189271e-07
+Albumin,-1.985486e-06,6.786442e-06
+Creatinine,-2.344242e-09,1.3367683e-08
+HDL-FC,2.1902544e-08,7.851194e-08
+LDL-FC,-1.233765e-07,4.1933882e-07
+Total-FC,8.8310266e-08,2.5490684e-07
+VLDL-FC,-2.6192298e-08,8.4395694e-08
+Citrate,-1.0795559e-08,4.2471918e-08
+Glucose,4.3636405e-07,5.3095096e-06
+Lactate,-1.6675911e-07,2.3824182e-06
+Pyruvate,-9.998254e-09,5.9532038e-08
+GlycA,-9.511378e-09,7.495136e-08
+Acetate,1.7952554e-09,6.965599e-09
+Acetoacetate,-6.448174e-09,1.8448498e-08
+Acetone,2.8567122e-09,6.233354e-09
+bOHbutyrate,-3.5791246e-09,2.9020862e-08
+HDL-P,-2.6296911e-09,8.295416e-09
+LDL-P,1.3510684e-10,3.311406e-10
+Total-P,-2.9328635e-09,9.174494e-09
+VLDL-P,1.4337249e-11,4.9664214e-11
+HDL size,-3.440343e-08,9.803009e-08
+LDL size,1.4508843e-08,7.4711544e-08
+VLDL size,7.0698854e-07,2.648635e-06
+XXL-VLDL-L,1.8236855e-07,7.6421014e-07
+XXL-VLDL-P,-1.7744032e-12,7.1965923e-12
+XL-VLDL-C,2.1801979e-08,7.154634e-08
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diff --git a/results/PANEL/omega/results/Asthma_4.csv b/results/PANEL/omega/results/Asthma_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f4e6afe4449718ff5991d30652c8199cc53b21a1
--- /dev/null
+++ b/results/PANEL/omega/results/Asthma_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Asthma_surv_res,0.04309460990784903
diff --git a/results/PANEL/omega/results/Asthma_5.csv b/results/PANEL/omega/results/Asthma_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a83f1001fcc73573a8179a9903d42ab2402860eb
--- /dev/null
+++ b/results/PANEL/omega/results/Asthma_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Asthma_surv_res,0.03879162995038762
diff --git a/results/PANEL/omega/results/Atrial_Fibrillation_5.csv b/results/PANEL/omega/results/Atrial_Fibrillation_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c522bfb87f4f075acf05d568d0cb0517a8df18f0
--- /dev/null
+++ b/results/PANEL/omega/results/Atrial_Fibrillation_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Atrial_Fibrillation_surv_res,0.0460874320650198
diff --git a/results/PANEL/omega/results/Breast_Cancer_1.csv b/results/PANEL/omega/results/Breast_Cancer_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc9b6bca747747c8cb9e7caa1cb40fb4b72c3f63
--- /dev/null
+++ b/results/PANEL/omega/results/Breast_Cancer_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.0548593809519313
diff --git a/results/PANEL/omega/results/Breast_Cancer_2.csv b/results/PANEL/omega/results/Breast_Cancer_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2300124acbd51a1a709bafa2208a6c64f6b9ee9f
--- /dev/null
+++ b/results/PANEL/omega/results/Breast_Cancer_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.052242578402284995
diff --git a/results/PANEL/omega/results/Breast_Cancer_3.csv b/results/PANEL/omega/results/Breast_Cancer_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..492f40073c3677c2f54b7a94f718209995648d3c
--- /dev/null
+++ b/results/PANEL/omega/results/Breast_Cancer_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.05728415990664733
diff --git a/results/PANEL/omega/results/Breast_Cancer_5.csv b/results/PANEL/omega/results/Breast_Cancer_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..96ab12ea23327b45d7329420926aa9ccd0719ed0
--- /dev/null
+++ b/results/PANEL/omega/results/Breast_Cancer_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
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diff --git a/results/PANEL/omega/results/COPD_1.csv b/results/PANEL/omega/results/COPD_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50efe0030e444b44c3d68f74863e688e28ae02d9
--- /dev/null
+++ b/results/PANEL/omega/results/COPD_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+COPD_surv_res,0.04287643787009324
diff --git a/results/PANEL/omega/results/COPD_2.csv b/results/PANEL/omega/results/COPD_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2307dbcd58f4c55b7e7f464efa15320963e60da6
--- /dev/null
+++ b/results/PANEL/omega/results/COPD_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
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diff --git a/results/PANEL/omega/results/COPD_3.csv b/results/PANEL/omega/results/COPD_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf6f80c4befc9ef0ff4c594ae2d7732742eae8e5
--- /dev/null
+++ b/results/PANEL/omega/results/COPD_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+COPD_surv_res,0.03609216287539338
diff --git a/results/PANEL/omega/results/COPD_5.csv b/results/PANEL/omega/results/COPD_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6a0086047f5346f040c250d4146bbf6033648385
--- /dev/null
+++ b/results/PANEL/omega/results/COPD_5.csv
@@ -0,0 +1,2 @@
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diff --git a/results/PANEL/omega/results/Cataracts_1.csv b/results/PANEL/omega/results/Cataracts_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb93848dc3b89aadbfa696f0b9f68a7d59ce5231
--- /dev/null
+++ b/results/PANEL/omega/results/Cataracts_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Cataracts_surv_res,0.03120654667105754
diff --git a/results/PANEL/omega/results/Cataracts_4.csv b/results/PANEL/omega/results/Cataracts_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..83e3dfe20aab8416079492a36b66027129793b3a
--- /dev/null
+++ b/results/PANEL/omega/results/Cataracts_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Cataracts_surv_res,0.047113399974072774
diff --git a/results/PANEL/omega/results/Dementia_2.csv b/results/PANEL/omega/results/Dementia_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3efb947dda1f4a793dfbd899b3ae618f25767cec
--- /dev/null
+++ b/results/PANEL/omega/results/Dementia_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Dementia_surv_res,0.13266998392198592
diff --git a/results/PANEL/omega/results/Dementia_4.csv b/results/PANEL/omega/results/Dementia_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0213f6b09d039808c1aba779daeac2cfb6e41bd7
--- /dev/null
+++ b/results/PANEL/omega/results/Dementia_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Dementia_surv_res,0.09112705779830901
diff --git a/results/PANEL/omega/results/Fractures_2.csv b/results/PANEL/omega/results/Fractures_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1762bd72b8f79a353976cc4a39025fe0e095a9a6
--- /dev/null
+++ b/results/PANEL/omega/results/Fractures_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Fractures_surv_res,0.02925708080454288
diff --git a/results/PANEL/omega/results/Fractures_5.csv b/results/PANEL/omega/results/Fractures_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7e2ffafa4497d1494e590432659208964e1192a4
--- /dev/null
+++ b/results/PANEL/omega/results/Fractures_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Fractures_surv_res,0.03179006726872174
diff --git a/results/PANEL/omega/results/Glaucoma_1.csv b/results/PANEL/omega/results/Glaucoma_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b4f95e2cbafd39f58bdd1dd6005df0e440eefc1
--- /dev/null
+++ b/results/PANEL/omega/results/Glaucoma_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Glaucoma_surv_res,0.03378905300033768
diff --git a/results/PANEL/omega/results/Liver_Disease_1.csv b/results/PANEL/omega/results/Liver_Disease_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ae9dae0d5869f8b85ca8c99eeefae0d85e26272a
--- /dev/null
+++ b/results/PANEL/omega/results/Liver_Disease_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Liver_Disease_surv_res,0.04983299843748185
diff --git a/results/PANEL/omega/results/MACE_1.csv b/results/PANEL/omega/results/MACE_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6999ae97497b8f9e24a2110c9fcd56e021c5dc99
--- /dev/null
+++ b/results/PANEL/omega/results/MACE_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+MACE_surv_res,0.060893254338318346
diff --git a/results/PANEL/omega/results/MACE_3.csv b/results/PANEL/omega/results/MACE_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..387d85f7302835381b0b2ec02c4a0576f7d2ba54
--- /dev/null
+++ b/results/PANEL/omega/results/MACE_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+MACE_surv_res,0.052870760966563
diff --git a/results/PANEL/omega/results/MACE_5.csv b/results/PANEL/omega/results/MACE_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..949fba27fac15c7cd9f7132571de033bc0af0ebf
--- /dev/null
+++ b/results/PANEL/omega/results/MACE_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
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diff --git a/results/PANEL/omega/results/PAD_2.csv b/results/PANEL/omega/results/PAD_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c1214761ec1bb1d0164c3d3bc2b3ac9720d0d6e9
--- /dev/null
+++ b/results/PANEL/omega/results/PAD_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+PAD_surv_res,0.04912540459585466
diff --git a/results/PANEL/omega/results/Prostate_Cancer_1.csv b/results/PANEL/omega/results/Prostate_Cancer_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5dde2ab6d3d338e1fb733903a7e1998b85af0924
--- /dev/null
+++ b/results/PANEL/omega/results/Prostate_Cancer_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Prostate_Cancer_surv_res,0.06953729618061275
diff --git a/results/PANEL/omega/results/Prostate_Cancer_2.csv b/results/PANEL/omega/results/Prostate_Cancer_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d306592ab5a40f6ac2f21239654ba64e65bf743
--- /dev/null
+++ b/results/PANEL/omega/results/Prostate_Cancer_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
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diff --git a/results/PANEL/omega/results/Prostate_Cancer_3.csv b/results/PANEL/omega/results/Prostate_Cancer_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9747ad4ea92324ac69dde6f5830434382e22caa0
--- /dev/null
+++ b/results/PANEL/omega/results/Prostate_Cancer_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
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diff --git a/results/PANEL/omega/results/Renal_Disease_1.csv b/results/PANEL/omega/results/Renal_Disease_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..504436f5e65bb5faf2f0907685a5ed3dff9d956a
--- /dev/null
+++ b/results/PANEL/omega/results/Renal_Disease_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Renal_Disease_surv_res,0.05796951872542148
diff --git a/results/PANEL/omega/results/Renal_Disease_4.csv b/results/PANEL/omega/results/Renal_Disease_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..49d75b1cfb74e154396c571e72fd10ec7bc9eaee
--- /dev/null
+++ b/results/PANEL/omega/results/Renal_Disease_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
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diff --git a/results/PANEL/omega/results/Skin_Cancer_1.csv b/results/PANEL/omega/results/Skin_Cancer_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a3fafb65180125f156e7cf209f1b543d0aa5393
--- /dev/null
+++ b/results/PANEL/omega/results/Skin_Cancer_1.csv
@@ -0,0 +1,2 @@
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diff --git a/results/PANEL/omega/results/Skin_Cancer_4.csv b/results/PANEL/omega/results/Skin_Cancer_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8626cd6fd9bd539928743c067939a18820198013
--- /dev/null
+++ b/results/PANEL/omega/results/Skin_Cancer_4.csv
@@ -0,0 +1,2 @@
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diff --git a/results/PANEL/omega/results/T2_Diabetes_3.csv b/results/PANEL/omega/results/T2_Diabetes_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bf9a19d153dd460bde1c5e8ac4745b4c372e956f
--- /dev/null
+++ b/results/PANEL/omega/results/T2_Diabetes_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
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