diff --git a/.gitattributes b/.gitattributes
index 1ef325f1b111266a6b26e0196871bd78baa8c2f3..7d9f6a9db465387d2c49ed898f0f93f1f50f6934 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -57,3 +57,18 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Cataracts_1/prote_metab/metab_Cataracts_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Atrial_Fibrillation_4/prote_metab/metab_Atrial_Fibrillation_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Glaucoma_2/prote_metab/metab_Glaucoma_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Cataracts_4/prote_metab/metab_Cataracts_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/metab_Renal_Disease_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Atrial_Fibrillation_3/prote_metab/metab_Atrial_Fibrillation_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/MACE_2/prote_metab/metab_MACE_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/COPD_4/prote_metab/metab_COPD_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/prote_Prostate_Cancer_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Fractures_3/prote_metab/metab_Fractures_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/metab_Liver_Disease_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Dementia_4/prote_metab/metab_Dementia_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
+PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res_individual_grads.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res.csv b/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01fba243cb843109d202bf7c5ef1ff213acc9d29
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,6.583642e-08,2.908591e-07
+Gln,2.5517355e-08,1.2726379e-07
+Gly,-4.6528108e-08,2.5138493e-07
+His,5.350251e-09,1.9259513e-08
+Ile,5.699705e-10,1.7353448e-08
+Leu,4.7766743e-08,2.0883444e-07
+Total BCAA,6.7611e-08,2.7845311e-07
+Val,-4.33003e-10,2.6033135e-08
+Phe,-3.7110368e-09,2.1502954e-08
+Tyr,-1.5641033e-08,7.116104e-08
+ApoA1,-4.797309e-07,1.672852e-06
+ApoB,-1.5547949e-08,9.72035e-08
+Clinical LDL-C,3.1469372e-07,1.3810632e-06
+HDL-C,2.378821e-07,9.407845e-07
+LDL-C,-3.8074742e-07,1.180933e-06
+non-HDL-C,-6.0346923e-07,2.1339824e-06
+Remnant-C,1.3152905e-07,5.282468e-07
+Total-C,1.1566439e-08,4.760002e-07
+VLDL-C,-6.297697e-08,2.8821628e-07
+HDL-CE,-2.660662e-07,1.0438063e-06
+LDL-CE,-5.2476344e-07,1.487725e-06
+Total-CE,9.800608e-07,2.8598342e-06
+VLDL-CE,-4.330166e-08,2.3609414e-07
+DHA,1.3046035e-07,4.908309e-07
+LA,-1.5774249e-06,7.14508e-06
+MUFA,7.861215e-07,1.9053252e-06
+Omega-3,9.4007085e-08,3.4613262e-07
+Omega-6,5.038653e-07,2.2104914e-06
+PUFA,4.8099885e-08,7.541776e-07
+SFA,-1.2423924e-07,3.2384563e-07
+Total-FA,3.8897424e-06,1.0029877e-05
+Unsaturation,-1.9395708e-08,5.7304707e-08
+Albumin,6.951314e-07,4.4736234e-06
+Creatinine,2.489935e-08,7.827511e-08
+HDL-FC,2.5553943e-08,1.1946723e-07
+LDL-FC,4.9783576e-08,2.3332085e-07
+Total-FC,5.4666507e-09,9.441408e-08
+VLDL-FC,7.0074876e-08,2.8924921e-07
+Citrate,-1.6721927e-08,7.1991195e-08
+Glucose,-1.5480384e-06,2.1618957e-06
+Lactate,-5.0137277e-07,1.8308806e-06
+Pyruvate,1.4610734e-08,4.9692805e-08
+GlycA,2.8945964e-08,5.7085096e-08
+Acetate,2.8779852e-09,3.807387e-09
+Acetoacetate,-2.7571193e-08,4.957154e-08
+Acetone,-5.3591003e-09,2.6166337e-08
+bOHbutyrate,1.0931272e-07,1.2455408e-07
+HDL-P,-1.3146328e-09,4.0935046e-09
+LDL-P,-3.01547e-10,9.789569e-10
+Total-P,-4.8627014e-10,2.2807685e-09
+VLDL-P,-2.6010048e-11,9.881692e-11
+HDL size,3.4892338e-07,1.224547e-06
+LDL size,-4.507454e-08,1.5238497e-07
+VLDL size,-1.1216837e-07,1.0245138e-06
+XXL-VLDL-L,-1.3597884e-07,4.7165202e-07
+XXL-VLDL-P,-1.0513013e-12,3.9931535e-12
+XL-VLDL-C,8.8902725e-09,3.458752e-08
+XL-VLDL-CE,4.604868e-09,2.4423835e-08
+XL-VLDL-L,-1.1685334e-07,4.1391664e-07
+XL-VLDL-P,8.94454e-14,1.511394e-12
+XL-VLDL-TG,1.0811215e-07,3.3246883e-07
+L-VLDL-C,6.364253e-08,2.5640603e-07
+L-VLDL-CE,1.1501614e-08,5.207729e-08
+L-VLDL-FC,-4.1618367e-09,1.893819e-08
+L-VLDL-L,1.1484888e-07,4.1817165e-07
+L-VLDL-P,7.2033638e-12,2.5816155e-11
+L-VLDL-PL,-6.984349e-08,2.5973927e-07
+L-VLDL-TG,6.684563e-09,7.951897e-08
+M-VLDL-C,1.2777088e-08,6.704407e-08
+M-VLDL-CE,5.5742984e-08,2.3920973e-07
+M-VLDL-FC,2.893472e-08,1.1703341e-07
+M-VLDL-L,-1.9873576e-07,7.214538e-07
+M-VLDL-P,3.7903938e-12,1.5761156e-11
+M-VLDL-PL,4.8614993e-08,1.8163908e-07
+M-VLDL-TG,-4.2879634e-08,1.8929452e-07
+S-VLDL-C,9.421606e-08,3.6750671e-07
+S-VLDL-CE,-1.9039334e-08,8.1000444e-08
+S-VLDL-FC,-2.0798737e-08,8.117592e-08
+S-VLDL-L,2.9800256e-07,1.0878686e-06
+S-VLDL-P,-2.9256635e-11,1.1059136e-10
+S-VLDL-PL,-5.0757447e-09,2.8584697e-08
+S-VLDL-TG,-3.611002e-08,1.3858909e-07
+XS-VLDL-C,-4.674782e-08,1.690459e-07
+XS-VLDL-CE,6.509663e-09,3.5363595e-08
+XS-VLDL-FC,2.9896746e-08,1.0807135e-07
+XS-VLDL-L,1.8791066e-07,6.5654376e-07
+XS-VLDL-P,1.182377e-11,3.781006e-11
+XS-VLDL-PL,-3.7784453e-08,1.4068317e-07
+XS-VLDL-TG,2.7671787e-08,9.236252e-08
+IDL-C,2.200444e-07,8.5181324e-07
+IDL-CE,-2.3312595e-08,1.4203677e-07
+IDL-FC,-4.8501423e-08,1.7400994e-07
+IDL-L,-2.1163967e-07,7.2475e-07
+IDL-P,1.6680997e-11,1.0216743e-10
+IDL-PL,-1.0655838e-07,3.7237933e-07
+IDL-TG,2.5530055e-08,7.2478535e-08
+L-LDL-C,1.579882e-08,1.2756165e-07
+L-LDL-CE,2.3667438e-07,6.7498416e-07
+L-LDL-FC,-1.2675855e-07,4.2482492e-07
+L-LDL-L,-3.2267124e-07,9.921206e-07
+L-LDL-P,-2.7019898e-11,1.1243574e-10
+L-LDL-PL,-3.8739962e-08,1.581676e-07
+L-LDL-TG,5.2921123e-08,1.221934e-07
+M-LDL-C,-4.8567554e-08,1.4157379e-07
+M-LDL-CE,-1.02678996e-07,3.0147325e-07
+M-LDL-FC,2.6833849e-08,9.402244e-08
+M-LDL-L,1.5995006e-07,5.082685e-07
+M-LDL-P,-1.251808e-10,4.0121642e-10
+M-LDL-PL,-2.7946948e-08,9.055658e-08
+M-LDL-TG,-3.1229115e-09,1.2072415e-08
+S-LDL-C,3.1639726e-08,1.0263696e-07
+S-LDL-CE,3.5903243e-09,2.5893787e-08
+S-LDL-FC,6.495262e-09,3.1170973e-08
+S-LDL-L,-1.0704678e-07,3.4878374e-07
+S-LDL-P,1.2641394e-11,4.2752656e-11
+S-LDL-PL,1.635166e-08,6.571241e-08
+XL-HDL-C,-6.2289103e-09,4.500867e-08
+XL-HDL-CE,1.2264035e-08,5.028222e-08
+XL-HDL-FC,-3.9908503e-09,1.3704073e-08
+XL-HDL-L,1.4267322e-07,5.216563e-07
+XL-HDL-P,4.7736915e-11,1.7884225e-10
+XL-HDL-PL,6.1131495e-08,2.1972967e-07
+L-HDL-C,-2.0829647e-07,7.8420135e-07
+L-HDL-CE,1.3382207e-07,4.904611e-07
+L-HDL-FC,-4.8904752e-08,1.6928735e-07
+L-HDL-L,-2.1832165e-08,2.2479468e-07
+L-HDL-P,-6.9517886e-10,2.4421694e-09
+L-HDL-PL,2.3985692e-07,8.7957625e-07
+L-HDL-TG,-1.2370238e-08,5.88788e-08
+M-HDL-C,1.1437599e-07,4.666798e-07
+M-HDL-CE,-4.134303e-07,1.5725473e-06
+M-HDL-FC,1.804348e-08,6.7050316e-08
+M-HDL-L,8.153306e-08,3.9301258e-07
+M-HDL-P,2.5526084e-10,1.0686844e-09
+M-HDL-PL,9.546338e-08,3.7464824e-07
+M-HDL-TG,4.2632724e-08,1.9860225e-07
+S-HDL-C,-7.396765e-08,2.43808e-07
+S-HDL-CE,-9.3062404e-08,3.2850534e-07
+S-HDL-FC,2.5925177e-08,7.107343e-08
+S-HDL-L,-1.9164009e-08,1.2653786e-07
+S-HDL-P,-1.5561562e-10,9.881762e-10
+S-HDL-PL,-5.9831905e-08,2.499178e-07
+S-HDL-TG,-2.2583393e-08,8.4202235e-08
+Cholines,-9.210785e-07,2.3654063e-06
+Phosphatidylc,-1.3296129e-07,3.5663385e-07
+Phosphoglyc,-6.2696336e-07,1.5188944e-06
+Sphingomyelins,-2.9451984e-08,7.7856406e-08
+HDL-PL,-3.864835e-07,1.4837634e-06
+LDL-PL,-1.1425512e-07,4.2433683e-07
+Total-PL,-6.9817e-07,1.7470426e-06
+VLDL-PL,-8.2459316e-08,3.4730934e-07
+HDL-L,-3.714167e-07,1.4728382e-06
+LDL-L,-8.0329535e-08,3.156522e-07
+Total-L,-6.589288e-07,1.5185212e-06
+VLDL-L,-6.125405e-08,7.393393e-07
+HDL-TG,-5.136263e-08,2.2609805e-07
+LDL-TG,-2.708505e-08,6.155678e-08
+Total-TG,5.5675923e-07,1.9156266e-06
+VLDL-TG,8.675635e-07,2.8488255e-06
diff --git a/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..01fba243cb843109d202bf7c5ef1ff213acc9d29
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res_mean_std_grads.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,6.583642e-08,2.908591e-07
+Gln,2.5517355e-08,1.2726379e-07
+Gly,-4.6528108e-08,2.5138493e-07
+His,5.350251e-09,1.9259513e-08
+Ile,5.699705e-10,1.7353448e-08
+Leu,4.7766743e-08,2.0883444e-07
+Total BCAA,6.7611e-08,2.7845311e-07
+Val,-4.33003e-10,2.6033135e-08
+Phe,-3.7110368e-09,2.1502954e-08
+Tyr,-1.5641033e-08,7.116104e-08
+ApoA1,-4.797309e-07,1.672852e-06
+ApoB,-1.5547949e-08,9.72035e-08
+Clinical LDL-C,3.1469372e-07,1.3810632e-06
+HDL-C,2.378821e-07,9.407845e-07
+LDL-C,-3.8074742e-07,1.180933e-06
+non-HDL-C,-6.0346923e-07,2.1339824e-06
+Remnant-C,1.3152905e-07,5.282468e-07
+Total-C,1.1566439e-08,4.760002e-07
+VLDL-C,-6.297697e-08,2.8821628e-07
+HDL-CE,-2.660662e-07,1.0438063e-06
+LDL-CE,-5.2476344e-07,1.487725e-06
+Total-CE,9.800608e-07,2.8598342e-06
+VLDL-CE,-4.330166e-08,2.3609414e-07
+DHA,1.3046035e-07,4.908309e-07
+LA,-1.5774249e-06,7.14508e-06
+MUFA,7.861215e-07,1.9053252e-06
+Omega-3,9.4007085e-08,3.4613262e-07
+Omega-6,5.038653e-07,2.2104914e-06
+PUFA,4.8099885e-08,7.541776e-07
+SFA,-1.2423924e-07,3.2384563e-07
+Total-FA,3.8897424e-06,1.0029877e-05
+Unsaturation,-1.9395708e-08,5.7304707e-08
+Albumin,6.951314e-07,4.4736234e-06
+Creatinine,2.489935e-08,7.827511e-08
+HDL-FC,2.5553943e-08,1.1946723e-07
+LDL-FC,4.9783576e-08,2.3332085e-07
+Total-FC,5.4666507e-09,9.441408e-08
+VLDL-FC,7.0074876e-08,2.8924921e-07
+Citrate,-1.6721927e-08,7.1991195e-08
+Glucose,-1.5480384e-06,2.1618957e-06
+Lactate,-5.0137277e-07,1.8308806e-06
+Pyruvate,1.4610734e-08,4.9692805e-08
+GlycA,2.8945964e-08,5.7085096e-08
+Acetate,2.8779852e-09,3.807387e-09
+Acetoacetate,-2.7571193e-08,4.957154e-08
+Acetone,-5.3591003e-09,2.6166337e-08
+bOHbutyrate,1.0931272e-07,1.2455408e-07
+HDL-P,-1.3146328e-09,4.0935046e-09
+LDL-P,-3.01547e-10,9.789569e-10
+Total-P,-4.8627014e-10,2.2807685e-09
+VLDL-P,-2.6010048e-11,9.881692e-11
+HDL size,3.4892338e-07,1.224547e-06
+LDL size,-4.507454e-08,1.5238497e-07
+VLDL size,-1.1216837e-07,1.0245138e-06
+XXL-VLDL-L,-1.3597884e-07,4.7165202e-07
+XXL-VLDL-P,-1.0513013e-12,3.9931535e-12
+XL-VLDL-C,8.8902725e-09,3.458752e-08
+XL-VLDL-CE,4.604868e-09,2.4423835e-08
+XL-VLDL-L,-1.1685334e-07,4.1391664e-07
+XL-VLDL-P,8.94454e-14,1.511394e-12
+XL-VLDL-TG,1.0811215e-07,3.3246883e-07
+L-VLDL-C,6.364253e-08,2.5640603e-07
+L-VLDL-CE,1.1501614e-08,5.207729e-08
+L-VLDL-FC,-4.1618367e-09,1.893819e-08
+L-VLDL-L,1.1484888e-07,4.1817165e-07
+L-VLDL-P,7.2033638e-12,2.5816155e-11
+L-VLDL-PL,-6.984349e-08,2.5973927e-07
+L-VLDL-TG,6.684563e-09,7.951897e-08
+M-VLDL-C,1.2777088e-08,6.704407e-08
+M-VLDL-CE,5.5742984e-08,2.3920973e-07
+M-VLDL-FC,2.893472e-08,1.1703341e-07
+M-VLDL-L,-1.9873576e-07,7.214538e-07
+M-VLDL-P,3.7903938e-12,1.5761156e-11
+M-VLDL-PL,4.8614993e-08,1.8163908e-07
+M-VLDL-TG,-4.2879634e-08,1.8929452e-07
+S-VLDL-C,9.421606e-08,3.6750671e-07
+S-VLDL-CE,-1.9039334e-08,8.1000444e-08
+S-VLDL-FC,-2.0798737e-08,8.117592e-08
+S-VLDL-L,2.9800256e-07,1.0878686e-06
+S-VLDL-P,-2.9256635e-11,1.1059136e-10
+S-VLDL-PL,-5.0757447e-09,2.8584697e-08
+S-VLDL-TG,-3.611002e-08,1.3858909e-07
+XS-VLDL-C,-4.674782e-08,1.690459e-07
+XS-VLDL-CE,6.509663e-09,3.5363595e-08
+XS-VLDL-FC,2.9896746e-08,1.0807135e-07
+XS-VLDL-L,1.8791066e-07,6.5654376e-07
+XS-VLDL-P,1.182377e-11,3.781006e-11
+XS-VLDL-PL,-3.7784453e-08,1.4068317e-07
+XS-VLDL-TG,2.7671787e-08,9.236252e-08
+IDL-C,2.200444e-07,8.5181324e-07
+IDL-CE,-2.3312595e-08,1.4203677e-07
+IDL-FC,-4.8501423e-08,1.7400994e-07
+IDL-L,-2.1163967e-07,7.2475e-07
+IDL-P,1.6680997e-11,1.0216743e-10
+IDL-PL,-1.0655838e-07,3.7237933e-07
+IDL-TG,2.5530055e-08,7.2478535e-08
+L-LDL-C,1.579882e-08,1.2756165e-07
+L-LDL-CE,2.3667438e-07,6.7498416e-07
+L-LDL-FC,-1.2675855e-07,4.2482492e-07
+L-LDL-L,-3.2267124e-07,9.921206e-07
+L-LDL-P,-2.7019898e-11,1.1243574e-10
+L-LDL-PL,-3.8739962e-08,1.581676e-07
+L-LDL-TG,5.2921123e-08,1.221934e-07
+M-LDL-C,-4.8567554e-08,1.4157379e-07
+M-LDL-CE,-1.02678996e-07,3.0147325e-07
+M-LDL-FC,2.6833849e-08,9.402244e-08
+M-LDL-L,1.5995006e-07,5.082685e-07
+M-LDL-P,-1.251808e-10,4.0121642e-10
+M-LDL-PL,-2.7946948e-08,9.055658e-08
+M-LDL-TG,-3.1229115e-09,1.2072415e-08
+S-LDL-C,3.1639726e-08,1.0263696e-07
+S-LDL-CE,3.5903243e-09,2.5893787e-08
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diff --git a/PANEL/omega/input_gradients/Asthma_1/prote_metab/prote_Asthma_surv_res.csv b/PANEL/omega/input_gradients/Asthma_1/prote_metab/prote_Asthma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df8c3d3a40eeb2ad0a9cf25a41157dfe29dfb669
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_1/prote_metab/prote_Asthma_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
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diff --git a/PANEL/omega/input_gradients/Asthma_1/prote_metab/prote_Asthma_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Asthma_1/prote_metab/prote_Asthma_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df8c3d3a40eeb2ad0a9cf25a41157dfe29dfb669
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_1/prote_metab/prote_Asthma_surv_res_mean_std_grads.csv
@@ -0,0 +1,2918 @@
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+VNN2_INVN,-1.6476239e-06,8.498109e-06
+VPS28_INVN,-1.5847118e-07,3.741975e-06
+VPS37A_INVN,3.4984275e-06,1.865942e-05
+VPS4B_INVN,-1.835334e-07,4.898399e-06
+VPS53_INVN,4.643168e-07,5.8655596e-06
+VSIG10_INVN,-1.3980022e-06,7.799966e-06
+VSIG10L_INVN,6.135291e-07,3.166349e-06
+VSIG2_INVN,-6.411592e-07,4.391069e-06
+VSIG4_INVN,-2.8398495e-07,5.6816343e-06
+VSIR_INVN,-3.954798e-08,4.819774e-06
+VSNL1_INVN,1.3212417e-06,7.3553842e-06
+VSTM1_INVN,1.5457447e-06,5.038111e-06
+VSTM2B_INVN,2.1071996e-06,1.0096687e-05
+VSTM2L_INVN,-1.2763791e-06,8.087868e-06
+VTA1_INVN,-1.8914731e-07,6.361494e-06
+VTCN1_INVN,-1.9045923e-06,9.107878e-06
+VTI1A_INVN,-1.3229021e-06,9.2123755e-06
+VWA1_INVN,-4.52736e-07,4.280489e-06
+VWA5A_INVN,1.2094857e-07,5.089878e-06
+VWC2_INVN,1.1221113e-06,6.746365e-06
+VWC2L_INVN,-1.2128544e-07,3.9607316e-06
+VWF_INVN,7.3583146e-07,5.712339e-06
+WARS_INVN,3.4880094e-07,3.0120048e-06
+WAS_INVN,1.3687896e-06,8.450949e-06
+WASF1_INVN,-1.9155611e-06,6.2073264e-06
+WASF3_INVN,4.7506646e-07,6.7274377e-06
+WASHC3_INVN,-1.8939736e-06,7.969784e-06
+WASL_INVN,6.580086e-08,3.802814e-06
+WDR46_INVN,-1.1051925e-06,6.851144e-06
+WFDC1_INVN,2.032948e-07,3.908076e-06
+WFDC12_INVN,-1.4849934e-06,4.3895766e-06
+WFDC2_INVN,-1.1336452e-06,5.779347e-06
+WFIKKN1_INVN,-1.7359808e-06,5.791936e-06
+WFIKKN2_INVN,-5.6218227e-07,4.4896046e-06
+WIF1_INVN,-9.344862e-07,2.090447e-06
+WNT9A_INVN,1.7067655e-06,9.8292485e-06
+WWP2_INVN,1.2638042e-06,5.8630562e-06
+XCL1_INVN,7.3932307e-07,6.3456782e-06
+XG_INVN,-3.5904765e-07,4.414233e-06
+XIAP_INVN,1.4187859e-06,5.9395134e-06
+XPNPEP2_INVN,2.5091336e-07,2.3133816e-06
+XRCC4_INVN,2.2116924e-07,8.010202e-06
+YAP1_INVN,7.796517e-07,5.295711e-06
+YARS1_INVN,-5.91437e-07,4.5700735e-06
+YES1_INVN,1.8044602e-07,4.5579054e-06
+YJU2_INVN,1.5026499e-06,7.845209e-06
+YOD1_INVN,-5.165572e-07,4.31872e-06
+YTHDF3_INVN,-2.7433052e-06,1.5834192e-05
+YWHAQ_INVN,-1.3989327e-06,7.640764e-06
+YY1_INVN,8.222761e-07,4.126106e-06
+ZBP1_INVN,6.1414227e-07,4.6749574e-06
+ZBTB16_INVN,6.6827255e-07,7.760881e-06
+ZBTB17_INVN,1.2302307e-07,4.360328e-06
+ZCCHC8_INVN,-3.192602e-07,3.0018482e-06
+ZFYVE19_INVN,7.931597e-08,3.5637158e-06
+ZHX2_INVN,1.0637594e-06,6.9780695e-06
+ZNF174_INVN,1.389698e-07,4.5377533e-06
+ZNF75D_INVN,5.865016e-07,3.3007175e-06
+ZNF830_INVN,-4.827745e-07,4.5913966e-06
+ZNRD2_INVN,2.915755e-06,1.2805259e-05
+ZNRF4_INVN,1.2496072e-06,6.904072e-06
+ZP3_INVN,1.5390324e-07,3.1222464e-06
+ZP4_INVN,-7.452447e-07,3.0732742e-06
+ZPR1_INVN,-5.3311516e-07,4.966747e-06
diff --git a/PANEL/omega/input_gradients/Asthma_4/prote_metab/metab_Asthma_surv_res.csv b/PANEL/omega/input_gradients/Asthma_4/prote_metab/metab_Asthma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..586415dd7fbbb7c35fb3a250e5e3a0da06f5130c
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_4/prote_metab/metab_Asthma_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,4.166863e-08,2.89182e-08
+Gln,2.1387928e-08,3.4584314e-08
+Gly,7.92087e-08,2.4493026e-08
+His,-3.0179796e-09,4.4699338e-09
+Ile,2.3683588e-09,6.4940826e-09
+Leu,-7.262853e-08,1.434385e-08
+Total BCAA,-1.1652098e-07,3.571864e-08
+Val,7.9397374e-08,1.6449242e-08
+Phe,1.054652e-08,4.4869792e-09
+Tyr,-3.412386e-08,8.062118e-09
+ApoA1,3.5555902e-07,1.00715475e-07
+ApoB,-3.8161167e-07,8.7388734e-08
+Clinical LDL-C,-2.2301144e-06,3.692069e-07
+HDL-C,1.7651506e-07,1.0612702e-07
+LDL-C,1.3924141e-06,2.1647855e-07
+non-HDL-C,-6.8565924e-07,4.2665636e-07
+Remnant-C,4.5141326e-07,1.6505628e-07
+Total-C,1.5739835e-06,4.0784275e-07
+VLDL-C,7.198997e-07,1.2290742e-07
+HDL-CE,-7.6098374e-08,8.388328e-08
+LDL-CE,-2.4991522e-07,1.3196934e-07
+Total-CE,-1.9146294e-06,2.8575803e-07
+VLDL-CE,-7.8141575e-08,7.2275725e-08
+DHA,1.6805379e-07,3.223071e-08
+LA,-1.1142616e-06,4.0309868e-07
+MUFA,1.9533483e-07,2.8455304e-07
+Omega-3,3.2332275e-07,8.908133e-08
+Omega-6,3.1869618e-07,3.3553448e-07
+PUFA,3.1889692e-07,3.1686125e-07
+SFA,1.0933484e-07,5.539387e-07
+Total-FA,6.9721987e-06,1.8909097e-06
+Unsaturation,-8.960213e-08,3.0589394e-08
+Albumin,2.5796114e-06,1.4208315e-06
+Creatinine,-5.0719514e-08,8.593203e-09
+HDL-FC,-6.989184e-08,3.2175564e-08
+LDL-FC,-2.0130761e-07,4.624893e-08
+Total-FC,5.8299213e-07,1.462013e-07
+VLDL-FC,9.289599e-08,3.5702055e-08
+Citrate,3.8285165e-08,6.9223702e-09
+Glucose,5.470794e-07,4.2575846e-07
+Lactate,-2.3260886e-06,4.6064952e-07
+Pyruvate,-1.3430593e-08,9.3003845e-09
+GlycA,6.919021e-08,5.5664454e-08
+Acetate,-6.117108e-08,3.0388005e-08
+Acetoacetate,7.138736e-09,4.5221107e-09
+Acetone,-1.16274785e-08,1.883583e-09
+bOHbutyrate,1.11689275e-07,2.7719175e-08
+HDL-P,-3.4653285e-09,1.0151028e-09
+LDL-P,-1.3228728e-09,1.700344e-10
+Total-P,3.0563638e-09,8.623687e-10
+VLDL-P,1.2586295e-10,2.3437611e-11
+HDL size,6.2097575e-07,9.359388e-08
+LDL size,-4.2567866e-08,3.1786467e-08
+VLDL size,-1.8833184e-06,4.7533447e-07
+XXL-VLDL-L,1.0092453e-08,7.4215365e-08
+XXL-VLDL-P,-4.1350213e-12,7.9901006e-13
+XL-VLDL-C,1.4528554e-07,2.0650534e-08
+XL-VLDL-CE,8.532463e-10,6.1680727e-09
+XL-VLDL-L,7.177801e-08,4.9806168e-08
+XL-VLDL-P,4.3756674e-12,9.348064e-13
+XL-VLDL-TG,1.0384197e-07,2.929067e-08
+L-VLDL-C,1.2949177e-07,2.4887607e-08
+L-VLDL-CE,4.7601265e-09,7.511044e-09
+L-VLDL-FC,9.3539e-09,8.528846e-09
+L-VLDL-L,-1.0374398e-07,7.183173e-08
+L-VLDL-P,-5.5264647e-12,2.23089e-12
+L-VLDL-PL,-9.588751e-08,1.8222662e-08
+L-VLDL-TG,1.0013135e-07,4.1637094e-08
+M-VLDL-C,2.2693744e-07,3.4917953e-08
+M-VLDL-CE,1.12873366e-07,1.9558769e-08
+M-VLDL-FC,-2.7684758e-08,1.5403135e-08
+M-VLDL-L,-1.8318724e-08,9.229012e-08
+M-VLDL-P,3.1250072e-11,7.9196285e-12
+M-VLDL-PL,1.10586925e-07,2.3135312e-08
+M-VLDL-TG,3.0701105e-07,5.3055007e-08
+S-VLDL-C,-7.1346435e-08,2.0878863e-08
+S-VLDL-CE,1.0782056e-07,1.8177268e-08
+S-VLDL-FC,4.0664073e-08,7.654627e-09
+S-VLDL-L,3.453738e-07,6.41602e-08
+S-VLDL-P,-2.8467909e-11,5.3876235e-12
+S-VLDL-PL,-6.3076875e-08,1.2127527e-08
+S-VLDL-TG,-2.6744466e-08,2.570123e-08
+XS-VLDL-C,1.2948182e-07,2.3761213e-08
+XS-VLDL-CE,6.799396e-08,1.920512e-08
+XS-VLDL-FC,-5.3789767e-10,5.5234026e-09
+XS-VLDL-L,-2.865691e-08,2.7577215e-08
+XS-VLDL-P,-2.8005615e-11,5.5170733e-12
+XS-VLDL-PL,4.5113538e-08,1.0424933e-08
+XS-VLDL-TG,7.2589714e-08,1.0317371e-08
+IDL-C,3.0574473e-08,8.156975e-08
+IDL-CE,-2.2458025e-07,6.134885e-08
+IDL-FC,-1.2194312e-07,2.5399721e-08
+IDL-L,-1.7538564e-07,1.4489326e-07
+IDL-P,7.675133e-11,2.7581415e-11
+IDL-PL,1.5887558e-07,2.558686e-08
+IDL-TG,-1.6820805e-09,1.0952452e-08
+L-LDL-C,1.0418613e-06,1.6601895e-07
+L-LDL-CE,-6.5635015e-07,1.0243657e-07
+L-LDL-FC,-2.1737516e-07,3.7755555e-08
+L-LDL-L,3.8987187e-07,1.5258682e-07
+L-LDL-P,-1.6055099e-10,5.6873273e-11
+L-LDL-PL,-5.1095768e-08,3.564813e-08
+L-LDL-TG,-3.0040336e-08,1.2729529e-08
+M-LDL-C,-1.7296614e-07,5.396401e-08
+M-LDL-CE,-1.9005292e-07,3.7577273e-08
+M-LDL-FC,3.650864e-08,1.27811255e-08
+M-LDL-L,1.706567e-07,7.890869e-08
+M-LDL-P,-1.2798135e-10,3.7342313e-11
+M-LDL-PL,1.2931137e-07,2.2458408e-08
+M-LDL-TG,-5.0661924e-09,5.670332e-09
+S-LDL-C,-6.733957e-08,1.7597596e-08
+S-LDL-CE,1.8140957e-08,1.458076e-08
+S-LDL-FC,-8.342648e-09,5.6062377e-09
+S-LDL-L,1.6426607e-07,3.1310435e-08
+S-LDL-P,7.4094744e-11,1.429151e-11
+S-LDL-PL,-2.7334948e-09,7.377833e-09
+XL-HDL-C,-6.711369e-08,1.2214452e-08
+XL-HDL-CE,-8.2593354e-10,1.1869391e-08
+XL-HDL-FC,-3.789273e-09,3.5555574e-09
+XL-HDL-L,-4.7905456e-08,2.6047802e-08
+XL-HDL-P,-2.780669e-10,6.324024e-11
+XL-HDL-PL,-1.780929e-08,1.4179518e-08
+L-HDL-C,2.6002252e-07,9.338038e-08
+L-HDL-CE,5.136831e-07,9.5164026e-08
+L-HDL-FC,-8.6916145e-08,1.5256283e-08
+L-HDL-L,-2.8369305e-07,1.8562764e-07
+L-HDL-P,1.0211949e-09,4.5845217e-10
+L-HDL-PL,9.307425e-08,5.5639543e-08
+L-HDL-TG,1.7984318e-08,4.960398e-09
+M-HDL-C,-4.366706e-09,5.0481475e-08
+M-HDL-CE,-6.496636e-08,4.464239e-08
+M-HDL-FC,-1.5092995e-08,8.21776e-09
+M-HDL-L,2.9410174e-07,9.626096e-08
+M-HDL-P,-1.1675483e-09,5.7531946e-10
+M-HDL-PL,-9.871173e-10,4.4448136e-08
+M-HDL-TG,-2.2339834e-10,1.0115288e-08
+S-HDL-C,2.8768554e-08,2.85358e-08
+S-HDL-CE,8.349127e-08,1.9116495e-08
+S-HDL-FC,-2.3914717e-08,6.9795147e-09
+S-HDL-L,1.9282592e-08,6.301966e-08
+S-HDL-P,6.6718826e-09,7.9925255e-10
+S-HDL-PL,-4.160135e-07,5.4828053e-08
+S-HDL-TG,6.22386e-08,9.0664685e-09
+Cholines,-1.8697318e-06,2.4882266e-07
+Phosphatidylc,1.6572226e-07,1.2814289e-07
+Phosphoglyc,1.01171935e-07,1.2894775e-07
+Sphingomyelins,-1.199931e-07,2.562944e-08
+HDL-PL,7.220952e-07,1.465409e-07
+LDL-PL,-7.6009625e-09,4.3659057e-08
+Total-PL,1.7827224e-06,2.1008366e-07
+VLDL-PL,-6.04088e-08,6.862361e-08
+HDL-L,-1.24061e-07,2.4977507e-07
+LDL-L,-1.3621116e-06,2.8859097e-07
+Total-L,-2.4099495e-06,7.023021e-07
+VLDL-L,1.0223455e-06,2.9663232e-07
+HDL-TG,7.1043593e-09,2.0429503e-08
+LDL-TG,-7.6056594e-08,2.2266343e-08
+Total-TG,-1.9773936e-06,3.192046e-07
+VLDL-TG,-1.7045628e-06,2.423708e-07
diff --git a/PANEL/omega/input_gradients/Asthma_4/prote_metab/metab_Asthma_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Asthma_4/prote_metab/metab_Asthma_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..586415dd7fbbb7c35fb3a250e5e3a0da06f5130c
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_4/prote_metab/metab_Asthma_surv_res_mean_std_grads.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,4.166863e-08,2.89182e-08
+Gln,2.1387928e-08,3.4584314e-08
+Gly,7.92087e-08,2.4493026e-08
+His,-3.0179796e-09,4.4699338e-09
+Ile,2.3683588e-09,6.4940826e-09
+Leu,-7.262853e-08,1.434385e-08
+Total BCAA,-1.1652098e-07,3.571864e-08
+Val,7.9397374e-08,1.6449242e-08
+Phe,1.054652e-08,4.4869792e-09
+Tyr,-3.412386e-08,8.062118e-09
+ApoA1,3.5555902e-07,1.00715475e-07
+ApoB,-3.8161167e-07,8.7388734e-08
+Clinical LDL-C,-2.2301144e-06,3.692069e-07
+HDL-C,1.7651506e-07,1.0612702e-07
+LDL-C,1.3924141e-06,2.1647855e-07
+non-HDL-C,-6.8565924e-07,4.2665636e-07
+Remnant-C,4.5141326e-07,1.6505628e-07
+Total-C,1.5739835e-06,4.0784275e-07
+VLDL-C,7.198997e-07,1.2290742e-07
+HDL-CE,-7.6098374e-08,8.388328e-08
+LDL-CE,-2.4991522e-07,1.3196934e-07
+Total-CE,-1.9146294e-06,2.8575803e-07
+VLDL-CE,-7.8141575e-08,7.2275725e-08
+DHA,1.6805379e-07,3.223071e-08
+LA,-1.1142616e-06,4.0309868e-07
+MUFA,1.9533483e-07,2.8455304e-07
+Omega-3,3.2332275e-07,8.908133e-08
+Omega-6,3.1869618e-07,3.3553448e-07
+PUFA,3.1889692e-07,3.1686125e-07
+SFA,1.0933484e-07,5.539387e-07
+Total-FA,6.9721987e-06,1.8909097e-06
+Unsaturation,-8.960213e-08,3.0589394e-08
+Albumin,2.5796114e-06,1.4208315e-06
+Creatinine,-5.0719514e-08,8.593203e-09
+HDL-FC,-6.989184e-08,3.2175564e-08
+LDL-FC,-2.0130761e-07,4.624893e-08
+Total-FC,5.8299213e-07,1.462013e-07
+VLDL-FC,9.289599e-08,3.5702055e-08
+Citrate,3.8285165e-08,6.9223702e-09
+Glucose,5.470794e-07,4.2575846e-07
+Lactate,-2.3260886e-06,4.6064952e-07
+Pyruvate,-1.3430593e-08,9.3003845e-09
+GlycA,6.919021e-08,5.5664454e-08
+Acetate,-6.117108e-08,3.0388005e-08
+Acetoacetate,7.138736e-09,4.5221107e-09
+Acetone,-1.16274785e-08,1.883583e-09
+bOHbutyrate,1.11689275e-07,2.7719175e-08
+HDL-P,-3.4653285e-09,1.0151028e-09
+LDL-P,-1.3228728e-09,1.700344e-10
+Total-P,3.0563638e-09,8.623687e-10
+VLDL-P,1.2586295e-10,2.3437611e-11
+HDL size,6.2097575e-07,9.359388e-08
+LDL size,-4.2567866e-08,3.1786467e-08
+VLDL size,-1.8833184e-06,4.7533447e-07
+XXL-VLDL-L,1.0092453e-08,7.4215365e-08
+XXL-VLDL-P,-4.1350213e-12,7.9901006e-13
+XL-VLDL-C,1.4528554e-07,2.0650534e-08
+XL-VLDL-CE,8.532463e-10,6.1680727e-09
+XL-VLDL-L,7.177801e-08,4.9806168e-08
+XL-VLDL-P,4.3756674e-12,9.348064e-13
+XL-VLDL-TG,1.0384197e-07,2.929067e-08
+L-VLDL-C,1.2949177e-07,2.4887607e-08
+L-VLDL-CE,4.7601265e-09,7.511044e-09
+L-VLDL-FC,9.3539e-09,8.528846e-09
+L-VLDL-L,-1.0374398e-07,7.183173e-08
+L-VLDL-P,-5.5264647e-12,2.23089e-12
+L-VLDL-PL,-9.588751e-08,1.8222662e-08
+L-VLDL-TG,1.0013135e-07,4.1637094e-08
+M-VLDL-C,2.2693744e-07,3.4917953e-08
+M-VLDL-CE,1.12873366e-07,1.9558769e-08
+M-VLDL-FC,-2.7684758e-08,1.5403135e-08
+M-VLDL-L,-1.8318724e-08,9.229012e-08
+M-VLDL-P,3.1250072e-11,7.9196285e-12
+M-VLDL-PL,1.10586925e-07,2.3135312e-08
+M-VLDL-TG,3.0701105e-07,5.3055007e-08
+S-VLDL-C,-7.1346435e-08,2.0878863e-08
+S-VLDL-CE,1.0782056e-07,1.8177268e-08
+S-VLDL-FC,4.0664073e-08,7.654627e-09
+S-VLDL-L,3.453738e-07,6.41602e-08
+S-VLDL-P,-2.8467909e-11,5.3876235e-12
+S-VLDL-PL,-6.3076875e-08,1.2127527e-08
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+Phosphoglyc,1.01171935e-07,1.2894775e-07
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+LDL-PL,-7.6009625e-09,4.3659057e-08
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+Total-TG,-1.9773936e-06,3.192046e-07
+VLDL-TG,-1.7045628e-06,2.423708e-07
diff --git a/PANEL/omega/input_gradients/Asthma_4/prote_metab/prote_Asthma_surv_res.csv b/PANEL/omega/input_gradients/Asthma_4/prote_metab/prote_Asthma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2022fd48bda0b5700e3144f8202631c8f2a0f8b
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_4/prote_metab/prote_Asthma_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
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diff --git a/PANEL/omega/input_gradients/Asthma_4/prote_metab/prote_Asthma_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Asthma_4/prote_metab/prote_Asthma_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2022fd48bda0b5700e3144f8202631c8f2a0f8b
--- /dev/null
+++ b/PANEL/omega/input_gradients/Asthma_4/prote_metab/prote_Asthma_surv_res_mean_std_grads.csv
@@ -0,0 +1,2918 @@
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diff --git a/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res_individual_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d4bacba36429794584a5e00dc7aa6d78ab71f85
--- /dev/null
+++ b/PANEL/omega/input_gradients/Breast_Cancer_3/prote_metab/prote_Breast_Cancer_surv_res_individual_grads.csv
@@ -0,0 +1,3 @@
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diff --git a/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res.csv b/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..172576d942ec43c7bbdc3074babb943b73a52cd5
--- /dev/null
+++ b/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res.csv
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diff --git a/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..172576d942ec43c7bbdc3074babb943b73a52cd5
--- /dev/null
+++ b/PANEL/omega/input_gradients/CHD_1/prote_metab/metab_CHD_surv_res_mean_std_grads.csv
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diff --git a/PANEL/omega/input_gradients/CHD_1/prote_metab/prote_CHD_surv_res.csv b/PANEL/omega/input_gradients/CHD_1/prote_metab/prote_CHD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8051153b657c4ed1e6b57b5301a49a03d70edb50
--- /dev/null
+++ b/PANEL/omega/input_gradients/CHD_1/prote_metab/prote_CHD_surv_res.csv
@@ -0,0 +1,2918 @@
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diff --git a/PANEL/omega/input_gradients/CHD_1/prote_metab/prote_CHD_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/CHD_1/prote_metab/prote_CHD_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8051153b657c4ed1e6b57b5301a49a03d70edb50
--- /dev/null
+++ b/PANEL/omega/input_gradients/CHD_1/prote_metab/prote_CHD_surv_res_mean_std_grads.csv
@@ -0,0 +1,2918 @@
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+VIT_INVN,2.674955e-07,1.371825e-06
+VMO1_INVN,-2.234793e-06,1.5601241e-06
+VNN1_INVN,-8.6614125e-07,1.4599262e-06
+VNN2_INVN,1.1631308e-06,1.533059e-06
+VPS28_INVN,-2.8401107e-07,1.616771e-06
+VPS37A_INVN,-4.769321e-07,1.4261665e-06
+VPS4B_INVN,6.759558e-07,1.498385e-06
+VPS53_INVN,1.0557718e-06,1.440971e-06
+VSIG10_INVN,-4.2483086e-07,1.3817864e-06
+VSIG10L_INVN,-7.2719627e-07,1.5343179e-06
+VSIG2_INVN,-2.0377999e-07,1.3428872e-06
+VSIG4_INVN,-8.015481e-07,1.4397032e-06
+VSIR_INVN,4.3048502e-07,1.3003134e-06
+VSNL1_INVN,1.8811237e-07,1.3507915e-06
+VSTM1_INVN,-7.140042e-07,1.3809452e-06
+VSTM2B_INVN,5.8173634e-07,1.3834741e-06
+VSTM2L_INVN,3.6137027e-07,1.3581318e-06
+VTA1_INVN,1.4903601e-06,1.3992121e-06
+VTCN1_INVN,-9.962366e-07,1.5677039e-06
+VTI1A_INVN,-1.189436e-06,1.4242542e-06
+VWA1_INVN,5.497867e-07,1.4222951e-06
+VWA5A_INVN,-1.0101122e-06,1.4428243e-06
+VWC2_INVN,4.9968503e-07,1.6269076e-06
+VWC2L_INVN,1.3953489e-06,1.4918414e-06
+VWF_INVN,2.0833475e-06,1.7541055e-06
+WARS_INVN,5.246994e-07,1.4263194e-06
+WAS_INVN,-4.130458e-06,2.2851032e-06
+WASF1_INVN,-2.3827921e-07,1.3718133e-06
+WASF3_INVN,-1.8568194e-06,1.7751803e-06
+WASHC3_INVN,7.8749383e-07,1.3546821e-06
+WASL_INVN,-2.0473125e-09,1.3122965e-06
+WDR46_INVN,1.2207128e-06,1.351102e-06
+WFDC1_INVN,-5.797519e-07,1.7316783e-06
+WFDC12_INVN,-3.4014076e-06,1.8991099e-06
+WFDC2_INVN,2.3047099e-07,1.3622746e-06
+WFIKKN1_INVN,-9.575745e-07,1.570653e-06
+WFIKKN2_INVN,8.3685217e-07,1.4105002e-06
+WIF1_INVN,3.9623603e-07,1.3996967e-06
+WNT9A_INVN,-1.941171e-06,1.369597e-06
+WWP2_INVN,7.289119e-07,1.3334072e-06
+XCL1_INVN,-1.6642298e-07,1.4085972e-06
+XG_INVN,-6.1683906e-08,1.3889164e-06
+XIAP_INVN,9.883654e-07,1.5053199e-06
+XPNPEP2_INVN,2.2351721e-06,1.5643978e-06
+XRCC4_INVN,1.0187107e-06,1.5974409e-06
+YAP1_INVN,1.2184973e-06,1.511006e-06
+YARS1_INVN,-2.3203038e-06,1.7332669e-06
+YES1_INVN,7.581794e-08,1.5187894e-06
+YJU2_INVN,-1.1429952e-06,1.4275929e-06
+YOD1_INVN,2.3729443e-07,1.3096158e-06
+YTHDF3_INVN,1.9034218e-07,1.3111351e-06
+YWHAQ_INVN,3.8921888e-07,1.5064865e-06
+YY1_INVN,-1.8914827e-06,1.6115107e-06
+ZBP1_INVN,-2.636958e-06,1.8771071e-06
+ZBTB16_INVN,1.3241354e-06,1.5441449e-06
+ZBTB17_INVN,1.3044466e-06,1.4969944e-06
+ZCCHC8_INVN,1.3605434e-07,1.7449274e-06
+ZFYVE19_INVN,1.0754142e-06,1.5171297e-06
+ZHX2_INVN,-1.5181093e-06,1.4788317e-06
+ZNF174_INVN,-2.1965518e-07,1.3525093e-06
+ZNF75D_INVN,2.351174e-06,1.6391301e-06
+ZNF830_INVN,-1.7542432e-06,1.5123429e-06
+ZNRD2_INVN,6.6872656e-07,1.4139242e-06
+ZNRF4_INVN,2.883659e-06,1.7013156e-06
+ZP3_INVN,-1.2950535e-06,1.4862617e-06
+ZP4_INVN,2.0216428e-06,1.7224731e-06
+ZPR1_INVN,9.3286013e-07,1.3203633e-06
diff --git a/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res.csv b/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24c984a6c069ae9f493df6e050867d46f72b97e0
--- /dev/null
+++ b/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
+S-VLDL-L,-4.2180946e-07,4.1542577e-07
+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/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..24c984a6c069ae9f493df6e050867d46f72b97e0
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_1/prote_metab/metab_COPD_surv_res_mean_std_grads.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
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diff --git a/PANEL/omega/input_gradients/COPD_1/prote_metab/prote_COPD_surv_res.csv b/PANEL/omega/input_gradients/COPD_1/prote_metab/prote_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5fd4b0d87e305a8464352f8f232df43f7e3c905
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_1/prote_metab/prote_COPD_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
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diff --git a/PANEL/omega/input_gradients/COPD_1/prote_metab/prote_COPD_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/COPD_1/prote_metab/prote_COPD_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5fd4b0d87e305a8464352f8f232df43f7e3c905
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_1/prote_metab/prote_COPD_surv_res_mean_std_grads.csv
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+TSPAN7_INVN,-5.171461e-07,1.672064e-06
+TSPAN8_INVN,-1.7525433e-07,1.9378772e-06
+TSPYL1_INVN,2.1622423e-06,3.322161e-06
+TST_INVN,-1.6294466e-06,2.7213835e-06
+TTF2_INVN,-6.6217154e-07,1.9323331e-06
+TTN_INVN,2.2119486e-06,3.1510447e-06
+TTR_INVN,-1.6628904e-07,1.7745477e-06
+TUBB3_INVN,-6.75506e-07,2.146236e-06
+TWF2_INVN,6.4116483e-07,1.9966305e-06
+TXK_INVN,-9.807497e-07,2.1918545e-06
+TXLNA_INVN,-1.8100593e-06,2.779473e-06
+TXN_INVN,5.423907e-08,1.6476016e-06
+TXNDC15_INVN,-9.85292e-07,1.9651895e-06
+TXNDC5_INVN,4.2706102e-07,1.898312e-06
+TXNDC9_INVN,2.641364e-07,1.8725002e-06
+TXNL1_INVN,3.763502e-07,1.9636886e-06
+TXNRD1_INVN,-1.3469283e-07,1.8368218e-06
+TYMP_INVN,-5.8374707e-07,1.837887e-06
+TYRO3_INVN,1.4786903e-06,2.4373821e-06
+TYRP1_INVN,1.4855194e-06,2.61011e-06
+UBAC1_INVN,-4.7559988e-07,2.0845614e-06
+UBE2B_INVN,-1.8993388e-06,2.843615e-06
+UBE2L6_INVN,-7.233195e-07,1.8890081e-06
+UBE2Z_INVN,5.5503403e-07,1.9640956e-06
+UBQLN3_INVN,2.5845686e-06,3.6813972e-06
+UBXN1_INVN,2.0866435e-07,1.9396248e-06
+UFD1_INVN,1.8462066e-06,2.9578969e-06
+UGDH_INVN,-1.9885608e-06,3.267421e-06
+UHRF2_INVN,-3.367745e-08,1.8085896e-06
+ULBP2_INVN,-7.7666584e-07,1.8522295e-06
+UMOD_INVN,-8.045485e-07,2.075981e-06
+UNC5D_INVN,1.2802736e-06,2.0675054e-06
+UNC79_INVN,5.9075656e-08,1.907518e-06
+UNG_INVN,3.3773542e-09,1.6266879e-06
+UPB1_INVN,-2.7765768e-07,2.0278383e-06
+UPK3A_INVN,7.8999676e-07,1.922404e-06
+UPK3BL1_INVN,9.924601e-07,2.204107e-06
+UROD_INVN,1.6718474e-07,1.8942246e-06
+UROS_INVN,-7.33525e-07,2.1781275e-06
+USO1_INVN,1.5357587e-06,2.735643e-06
+USP25_INVN,1.1130624e-06,2.7199096e-06
+USP28_INVN,-3.7447433e-07,1.9790168e-06
+USP47_INVN,1.2083223e-06,2.5812192e-06
+USP8_INVN,-1.4274495e-06,2.348533e-06
+UXS1_INVN,7.1703215e-07,1.8195759e-06
+VAMP5_INVN,4.7888755e-09,1.857518e-06
+VAMP8_INVN,-7.4273964e-07,2.3163109e-06
+VASH1_INVN,-1.6539052e-07,1.967562e-06
+VASN_INVN,3.2786954e-07,1.8649654e-06
+VASP_INVN,3.4993622e-07,1.9008596e-06
+VAT1_INVN,1.7478527e-06,2.459671e-06
+VAV3_INVN,-1.1799489e-06,2.0746588e-06
+VCAM1_INVN,-1.1259939e-06,2.1276937e-06
+VCAN_INVN,4.5889857e-07,2.041079e-06
+VCPKMT_INVN,1.935813e-06,2.7327844e-06
+VEGFA_INVN,-1.5563334e-06,2.2425322e-06
+VEGFB_INVN,1.2059716e-06,2.200644e-06
+VEGFC_INVN,1.6259816e-06,2.4455842e-06
+VEGFD_INVN,-6.501081e-08,1.8009234e-06
+VGF_INVN,-2.3684797e-06,3.7190068e-06
+VIM_INVN,-1.1475211e-06,2.1083088e-06
+VIPR1_INVN,1.3185303e-08,1.8609767e-06
+VIT_INVN,-5.178567e-07,1.830183e-06
+VMO1_INVN,1.2426565e-07,1.6583033e-06
+VNN1_INVN,6.3725395e-08,1.7769962e-06
+VNN2_INVN,9.96766e-07,2.0679431e-06
+VPS28_INVN,6.407559e-07,1.9530441e-06
+VPS37A_INVN,6.942072e-07,2.2233917e-06
+VPS4B_INVN,1.5720221e-06,2.5062363e-06
+VPS53_INVN,1.0317953e-06,2.1433268e-06
+VSIG10_INVN,3.0966195e-08,1.5352299e-06
+VSIG10L_INVN,9.82112e-07,2.134372e-06
+VSIG2_INVN,9.379892e-07,2.2584318e-06
+VSIG4_INVN,1.5854488e-06,2.4987319e-06
+VSIR_INVN,-2.2477502e-06,3.0006752e-06
+VSNL1_INVN,-5.7630905e-07,2.1757328e-06
+VSTM1_INVN,-2.0431713e-08,1.7321235e-06
+VSTM2B_INVN,4.818061e-07,1.8269767e-06
+VSTM2L_INVN,1.3144687e-07,1.802328e-06
+VTA1_INVN,1.549216e-07,1.7759261e-06
+VTCN1_INVN,1.1159705e-06,2.3808666e-06
+VTI1A_INVN,1.612061e-06,2.3387647e-06
+VWA1_INVN,5.329627e-07,2.1454314e-06
+VWA5A_INVN,-7.4402084e-07,1.7751483e-06
+VWC2_INVN,-6.351418e-08,1.837445e-06
+VWC2L_INVN,-2.1321061e-06,3.118119e-06
+VWF_INVN,-2.0042974e-06,3.204268e-06
+WARS_INVN,1.4258902e-07,1.9053613e-06
+WAS_INVN,1.4334585e-06,2.3255122e-06
+WASF1_INVN,9.62792e-07,2.2185825e-06
+WASF3_INVN,-3.7196418e-07,1.9999397e-06
+WASHC3_INVN,-3.944078e-08,1.7296138e-06
+WASL_INVN,-2.9171124e-06,3.6377398e-06
+WDR46_INVN,-7.207937e-07,1.9946533e-06
+WFDC1_INVN,-7.8558486e-07,1.9236602e-06
+WFDC12_INVN,-1.2721911e-07,1.828036e-06
+WFDC2_INVN,3.2582775e-06,3.7262225e-06
+WFIKKN1_INVN,-6.719621e-07,1.8477493e-06
+WFIKKN2_INVN,-5.8835216e-08,1.546084e-06
+WIF1_INVN,3.5044624e-07,1.9509935e-06
+WNT9A_INVN,-1.539216e-06,2.1067317e-06
+WWP2_INVN,1.2184981e-06,2.35091e-06
+XCL1_INVN,-4.3586817e-07,1.9018131e-06
+XG_INVN,-1.5464885e-06,2.670465e-06
+XIAP_INVN,-9.3387706e-07,2.092521e-06
+XPNPEP2_INVN,-1.2659379e-07,1.6687563e-06
+XRCC4_INVN,-1.3015634e-06,2.2005604e-06
+YAP1_INVN,-1.5231715e-06,2.7344845e-06
+YARS1_INVN,1.0627393e-06,2.3229559e-06
+YES1_INVN,-6.9275944e-07,1.9713993e-06
+YJU2_INVN,-2.182721e-06,2.9314033e-06
+YOD1_INVN,1.270817e-06,2.2081656e-06
+YTHDF3_INVN,-2.2115897e-08,1.7465942e-06
+YWHAQ_INVN,2.1043243e-06,3.006792e-06
+YY1_INVN,1.1516852e-07,1.8742596e-06
+ZBP1_INVN,-1.08014035e-07,1.6734083e-06
+ZBTB16_INVN,-1.9806585e-06,2.7971691e-06
+ZBTB17_INVN,2.6342877e-06,3.5887902e-06
+ZCCHC8_INVN,5.295582e-07,1.869695e-06
+ZFYVE19_INVN,-1.039267e-06,1.9527126e-06
+ZHX2_INVN,1.8799283e-06,2.7060962e-06
+ZNF174_INVN,-5.614664e-07,1.7618556e-06
+ZNF75D_INVN,-2.448196e-06,3.4041047e-06
+ZNF830_INVN,4.790734e-07,1.6310655e-06
+ZNRD2_INVN,-1.2445568e-06,1.9717727e-06
+ZNRF4_INVN,8.7252766e-07,1.8868003e-06
+ZP3_INVN,-1.8668323e-06,3.0162655e-06
+ZP4_INVN,-5.479115e-07,2.1190765e-06
+ZPR1_INVN,4.040382e-07,2.3766102e-06
diff --git a/PANEL/omega/input_gradients/COPD_2/prote_metab/metab_COPD_surv_res.csv b/PANEL/omega/input_gradients/COPD_2/prote_metab/metab_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..613e952d01394c0ab572c4048868d0173533fbbb
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_2/prote_metab/metab_COPD_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.9294074e-08,3.488686e-08
+Gln,-2.8914672e-08,4.0544403e-08
+Gly,-6.5841625e-08,8.401948e-08
+His,-1.0298829e-08,1.3670653e-08
+Ile,4.1480895e-08,4.9146117e-08
+Leu,-1.6154134e-08,2.2023238e-08
+Total BCAA,-6.0812596e-08,8.312556e-08
+Val,4.721205e-10,1.4966771e-08
+Phe,-1.0533917e-08,1.3739908e-08
+Tyr,-1.5708036e-08,2.119164e-08
+ApoA1,-3.3690069e-09,1.0255553e-07
+ApoB,-2.6369543e-07,3.53447e-07
+Clinical LDL-C,6.7505766e-07,8.638019e-07
+HDL-C,-5.4317852e-09,1.6186057e-07
+LDL-C,-9.125386e-07,1.1447555e-06
+non-HDL-C,3.4976182e-07,5.068961e-07
+Remnant-C,-1.1691442e-06,1.5104173e-06
+Total-C,1.0282745e-06,1.316375e-06
+VLDL-C,-6.189372e-08,1.3699781e-07
+HDL-CE,-3.5435477e-07,4.1880227e-07
+LDL-CE,8.373365e-08,1.5378149e-07
+Total-CE,-1.4436861e-07,2.7951452e-07
+VLDL-CE,-1.7629092e-07,2.4541208e-07
+DHA,4.5269104e-08,6.98473e-08
+LA,-6.868477e-07,8.8114047e-07
+MUFA,1.458864e-06,2.0333637e-06
+Omega-3,-1.2158601e-07,1.794042e-07
+Omega-6,-4.350415e-07,5.9045624e-07
+PUFA,-7.2666387e-07,9.555627e-07
+SFA,3.6532322e-07,5.863027e-07
+Total-FA,1.967862e-06,2.5769566e-06
+Unsaturation,-9.1438736e-08,1.3836905e-07
+Albumin,-3.740013e-06,4.6979994e-06
+Creatinine,-2.846563e-08,2.9437363e-08
+HDL-FC,-7.461339e-08,8.9543455e-08
+LDL-FC,5.7868576e-08,9.0582816e-08
+Total-FC,1.208954e-07,1.7010112e-07
+VLDL-FC,6.115668e-08,9.0796775e-08
+Citrate,2.438285e-08,3.3945586e-08
+Glucose,7.7796886e-07,1.131696e-06
+Lactate,-4.4018628e-07,7.28828e-07
+Pyruvate,4.2926285e-08,6.517852e-08
+GlycA,1.703377e-07,2.2538292e-07
+Acetate,1.1991977e-09,3.0130605e-09
+Acetoacetate,-1.4104752e-08,1.7287471e-08
+Acetone,-6.445118e-09,7.517023e-09
+bOHbutyrate,4.0897183e-09,1.9306178e-08
+HDL-P,-6.075836e-09,7.713988e-09
+LDL-P,3.0649638e-10,3.9727438e-10
+Total-P,1.8241766e-10,1.094624e-09
+VLDL-P,-4.7440375e-11,6.636726e-11
+HDL size,-1.0231814e-07,1.3036e-07
+LDL size,-1.2557251e-08,3.0650543e-08
+VLDL size,1.8635454e-06,2.5119455e-06
+XXL-VLDL-L,-2.1171198e-07,2.9983082e-07
+XXL-VLDL-P,-2.75439e-12,3.979243e-12
+XL-VLDL-C,3.7958728e-08,5.6272786e-08
+XL-VLDL-CE,7.6308195e-09,1.2421887e-08
+XL-VLDL-L,2.1585193e-07,3.031159e-07
+XL-VLDL-P,-5.3393874e-14,1.178412e-12
+XL-VLDL-TG,-1.00740984e-07,1.4125918e-07
+L-VLDL-C,-5.4814485e-08,7.7321786e-08
+L-VLDL-CE,9.82158e-09,1.7187489e-08
+L-VLDL-FC,-1.4427027e-08,2.3390626e-08
+L-VLDL-L,-2.106967e-08,6.785919e-08
+L-VLDL-P,-6.518722e-13,2.5161145e-12
+L-VLDL-PL,7.944514e-09,1.9097854e-08
+L-VLDL-TG,-6.9142985e-08,1.0618474e-07
+M-VLDL-C,1.08861684e-07,1.4254002e-07
+M-VLDL-CE,-6.1230104e-08,7.8486494e-08
+M-VLDL-FC,-2.0891535e-09,9.76774e-09
+M-VLDL-L,8.3039616e-08,1.311784e-07
+M-VLDL-P,7.780535e-12,1.2535834e-11
+M-VLDL-PL,-8.383745e-08,1.1649181e-07
+M-VLDL-TG,-6.924461e-08,1.0960865e-07
+S-VLDL-C,3.2418572e-09,1.780222e-08
+S-VLDL-CE,6.207186e-10,1.736933e-08
+S-VLDL-FC,4.6204773e-09,1.0828865e-08
+S-VLDL-L,7.919613e-08,1.2556892e-07
+S-VLDL-P,-1.9551442e-11,2.8805448e-11
+S-VLDL-PL,-3.3746993e-08,4.752189e-08
+S-VLDL-TG,4.078568e-08,6.227206e-08
+XS-VLDL-C,-2.0721662e-09,1.6626455e-08
+XS-VLDL-CE,1.8755506e-08,2.4553438e-08
+XS-VLDL-FC,-2.5705407e-09,6.2689383e-09
+XS-VLDL-L,-1.2833198e-07,1.7202709e-07
+XS-VLDL-P,-1.9541225e-11,2.5953519e-11
+XS-VLDL-PL,-2.2373488e-08,3.2085e-08
+XS-VLDL-TG,-3.5454665e-08,5.525159e-08
+IDL-C,-1.6245139e-08,7.117844e-08
+IDL-CE,2.495594e-08,8.339555e-08
+IDL-FC,-7.267839e-08,9.125483e-08
+IDL-L,3.088595e-07,3.8085108e-07
+IDL-P,-2.9110256e-11,4.3423477e-11
+IDL-PL,-1.2594593e-07,1.5007265e-07
+IDL-TG,-3.9363684e-08,5.858345e-08
+L-LDL-C,-1.8181015e-07,2.360548e-07
+L-LDL-CE,5.17983e-07,6.31665e-07
+L-LDL-FC,-1.5637046e-07,1.9143027e-07
+L-LDL-L,-3.5995788e-07,4.490551e-07
+L-LDL-P,-4.0387993e-10,5.1690796e-10
+L-LDL-PL,-1.6214341e-07,2.0350525e-07
+L-LDL-TG,-2.0391367e-08,3.2457656e-08
+M-LDL-C,-2.1297838e-07,2.75564e-07
+M-LDL-CE,-3.3663433e-08,6.496062e-08
+M-LDL-FC,-3.558138e-09,1.1807408e-08
+M-LDL-L,3.666202e-07,4.6852472e-07
+M-LDL-P,7.705831e-11,1.0199837e-10
+M-LDL-PL,1.0738479e-07,1.3509221e-07
+M-LDL-TG,3.918842e-09,8.271798e-09
+S-LDL-C,-5.3949346e-08,6.878482e-08
+S-LDL-CE,6.339276e-08,8.200921e-08
+S-LDL-FC,-1.3638265e-08,1.818282e-08
+S-LDL-L,4.515927e-08,6.3669e-08
+S-LDL-P,7.782273e-12,2.0218006e-11
+S-LDL-PL,1.7552258e-08,2.2748345e-08
+XL-HDL-C,5.286826e-08,5.724985e-08
+XL-HDL-CE,-2.036053e-08,2.2894936e-08
+XL-HDL-FC,-5.124429e-09,5.6839764e-09
+XL-HDL-L,-2.6464184e-08,3.656808e-08
+XL-HDL-P,7.1888974e-11,7.872884e-11
+XL-HDL-PL,-9.188408e-09,1.8428748e-08
+L-HDL-C,6.3304704e-08,8.9054346e-08
+L-HDL-CE,8.194187e-08,1.07195945e-07
+L-HDL-FC,-2.2903452e-08,2.6817776e-08
+L-HDL-L,6.521751e-08,1.4764603e-07
+L-HDL-P,9.433365e-10,1.0245499e-09
+L-HDL-PL,1.0329807e-07,1.4006048e-07
+L-HDL-TG,1.4854834e-08,2.0072424e-08
+M-HDL-C,-2.794696e-07,3.5822669e-07
+M-HDL-CE,7.657175e-08,9.734934e-08
+M-HDL-FC,3.681052e-08,4.6487337e-08
+M-HDL-L,1.7003772e-07,2.3150167e-07
+M-HDL-P,5.0811116e-10,6.8490164e-10
+M-HDL-PL,2.298392e-07,3.0460868e-07
+M-HDL-TG,-7.783802e-09,1.5034693e-08
+S-HDL-C,6.83292e-08,8.8908166e-08
+S-HDL-CE,-6.618414e-09,1.991008e-08
+S-HDL-FC,-7.745263e-09,1.1270984e-08
+S-HDL-L,2.5597807e-08,7.143502e-08
+S-HDL-P,-1.6529602e-09,2.15914e-09
+S-HDL-PL,1.4151796e-07,1.9097303e-07
+S-HDL-TG,4.6368602e-09,9.755229e-09
+Cholines,-3.3492088e-07,4.4778793e-07
+Phosphatidylc,3.8052252e-07,5.050797e-07
+Phosphoglyc,-2.2826323e-07,3.402874e-07
+Sphingomyelins,6.2625716e-08,7.6176e-08
+HDL-PL,-3.5953065e-07,4.4850526e-07
+LDL-PL,4.256432e-08,6.999547e-08
+Total-PL,-5.2024694e-07,6.423908e-07
+VLDL-PL,-1.5996308e-07,2.4773772e-07
+HDL-L,5.971116e-07,7.938206e-07
+LDL-L,-5.8443004e-07,7.4303915e-07
+Total-L,-5.1116376e-07,8.344803e-07
+VLDL-L,-9.376251e-07,1.3652648e-06
+HDL-TG,-7.1389415e-08,1.0146951e-07
+LDL-TG,-1.1850817e-08,2.5448468e-08
+Total-TG,7.371357e-07,1.1054244e-06
+VLDL-TG,-3.475351e-08,2.4540125e-07
diff --git a/PANEL/omega/input_gradients/COPD_2/prote_metab/metab_COPD_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/COPD_2/prote_metab/metab_COPD_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..613e952d01394c0ab572c4048868d0173533fbbb
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_2/prote_metab/metab_COPD_surv_res_mean_std_grads.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.9294074e-08,3.488686e-08
+Gln,-2.8914672e-08,4.0544403e-08
+Gly,-6.5841625e-08,8.401948e-08
+His,-1.0298829e-08,1.3670653e-08
+Ile,4.1480895e-08,4.9146117e-08
+Leu,-1.6154134e-08,2.2023238e-08
+Total BCAA,-6.0812596e-08,8.312556e-08
+Val,4.721205e-10,1.4966771e-08
+Phe,-1.0533917e-08,1.3739908e-08
+Tyr,-1.5708036e-08,2.119164e-08
+ApoA1,-3.3690069e-09,1.0255553e-07
+ApoB,-2.6369543e-07,3.53447e-07
+Clinical LDL-C,6.7505766e-07,8.638019e-07
+HDL-C,-5.4317852e-09,1.6186057e-07
+LDL-C,-9.125386e-07,1.1447555e-06
+non-HDL-C,3.4976182e-07,5.068961e-07
+Remnant-C,-1.1691442e-06,1.5104173e-06
+Total-C,1.0282745e-06,1.316375e-06
+VLDL-C,-6.189372e-08,1.3699781e-07
+HDL-CE,-3.5435477e-07,4.1880227e-07
+LDL-CE,8.373365e-08,1.5378149e-07
+Total-CE,-1.4436861e-07,2.7951452e-07
+VLDL-CE,-1.7629092e-07,2.4541208e-07
+DHA,4.5269104e-08,6.98473e-08
+LA,-6.868477e-07,8.8114047e-07
+MUFA,1.458864e-06,2.0333637e-06
+Omega-3,-1.2158601e-07,1.794042e-07
+Omega-6,-4.350415e-07,5.9045624e-07
+PUFA,-7.2666387e-07,9.555627e-07
+SFA,3.6532322e-07,5.863027e-07
+Total-FA,1.967862e-06,2.5769566e-06
+Unsaturation,-9.1438736e-08,1.3836905e-07
+Albumin,-3.740013e-06,4.6979994e-06
+Creatinine,-2.846563e-08,2.9437363e-08
+HDL-FC,-7.461339e-08,8.9543455e-08
+LDL-FC,5.7868576e-08,9.0582816e-08
+Total-FC,1.208954e-07,1.7010112e-07
+VLDL-FC,6.115668e-08,9.0796775e-08
+Citrate,2.438285e-08,3.3945586e-08
+Glucose,7.7796886e-07,1.131696e-06
+Lactate,-4.4018628e-07,7.28828e-07
+Pyruvate,4.2926285e-08,6.517852e-08
+GlycA,1.703377e-07,2.2538292e-07
+Acetate,1.1991977e-09,3.0130605e-09
+Acetoacetate,-1.4104752e-08,1.7287471e-08
+Acetone,-6.445118e-09,7.517023e-09
+bOHbutyrate,4.0897183e-09,1.9306178e-08
+HDL-P,-6.075836e-09,7.713988e-09
+LDL-P,3.0649638e-10,3.9727438e-10
+Total-P,1.8241766e-10,1.094624e-09
+VLDL-P,-4.7440375e-11,6.636726e-11
+HDL size,-1.0231814e-07,1.3036e-07
+LDL size,-1.2557251e-08,3.0650543e-08
+VLDL size,1.8635454e-06,2.5119455e-06
+XXL-VLDL-L,-2.1171198e-07,2.9983082e-07
+XXL-VLDL-P,-2.75439e-12,3.979243e-12
+XL-VLDL-C,3.7958728e-08,5.6272786e-08
+XL-VLDL-CE,7.6308195e-09,1.2421887e-08
+XL-VLDL-L,2.1585193e-07,3.031159e-07
+XL-VLDL-P,-5.3393874e-14,1.178412e-12
+XL-VLDL-TG,-1.00740984e-07,1.4125918e-07
+L-VLDL-C,-5.4814485e-08,7.7321786e-08
+L-VLDL-CE,9.82158e-09,1.7187489e-08
+L-VLDL-FC,-1.4427027e-08,2.3390626e-08
+L-VLDL-L,-2.106967e-08,6.785919e-08
+L-VLDL-P,-6.518722e-13,2.5161145e-12
+L-VLDL-PL,7.944514e-09,1.9097854e-08
+L-VLDL-TG,-6.9142985e-08,1.0618474e-07
+M-VLDL-C,1.08861684e-07,1.4254002e-07
+M-VLDL-CE,-6.1230104e-08,7.8486494e-08
+M-VLDL-FC,-2.0891535e-09,9.76774e-09
+M-VLDL-L,8.3039616e-08,1.311784e-07
+M-VLDL-P,7.780535e-12,1.2535834e-11
+M-VLDL-PL,-8.383745e-08,1.1649181e-07
+M-VLDL-TG,-6.924461e-08,1.0960865e-07
+S-VLDL-C,3.2418572e-09,1.780222e-08
+S-VLDL-CE,6.207186e-10,1.736933e-08
+S-VLDL-FC,4.6204773e-09,1.0828865e-08
+S-VLDL-L,7.919613e-08,1.2556892e-07
+S-VLDL-P,-1.9551442e-11,2.8805448e-11
+S-VLDL-PL,-3.3746993e-08,4.752189e-08
+S-VLDL-TG,4.078568e-08,6.227206e-08
+XS-VLDL-C,-2.0721662e-09,1.6626455e-08
+XS-VLDL-CE,1.8755506e-08,2.4553438e-08
+XS-VLDL-FC,-2.5705407e-09,6.2689383e-09
+XS-VLDL-L,-1.2833198e-07,1.7202709e-07
+XS-VLDL-P,-1.9541225e-11,2.5953519e-11
+XS-VLDL-PL,-2.2373488e-08,3.2085e-08
+XS-VLDL-TG,-3.5454665e-08,5.525159e-08
+IDL-C,-1.6245139e-08,7.117844e-08
+IDL-CE,2.495594e-08,8.339555e-08
+IDL-FC,-7.267839e-08,9.125483e-08
+IDL-L,3.088595e-07,3.8085108e-07
+IDL-P,-2.9110256e-11,4.3423477e-11
+IDL-PL,-1.2594593e-07,1.5007265e-07
+IDL-TG,-3.9363684e-08,5.858345e-08
+L-LDL-C,-1.8181015e-07,2.360548e-07
+L-LDL-CE,5.17983e-07,6.31665e-07
+L-LDL-FC,-1.5637046e-07,1.9143027e-07
+L-LDL-L,-3.5995788e-07,4.490551e-07
+L-LDL-P,-4.0387993e-10,5.1690796e-10
+L-LDL-PL,-1.6214341e-07,2.0350525e-07
+L-LDL-TG,-2.0391367e-08,3.2457656e-08
+M-LDL-C,-2.1297838e-07,2.75564e-07
+M-LDL-CE,-3.3663433e-08,6.496062e-08
+M-LDL-FC,-3.558138e-09,1.1807408e-08
+M-LDL-L,3.666202e-07,4.6852472e-07
+M-LDL-P,7.705831e-11,1.0199837e-10
+M-LDL-PL,1.0738479e-07,1.3509221e-07
+M-LDL-TG,3.918842e-09,8.271798e-09
+S-LDL-C,-5.3949346e-08,6.878482e-08
+S-LDL-CE,6.339276e-08,8.200921e-08
+S-LDL-FC,-1.3638265e-08,1.818282e-08
+S-LDL-L,4.515927e-08,6.3669e-08
+S-LDL-P,7.782273e-12,2.0218006e-11
+S-LDL-PL,1.7552258e-08,2.2748345e-08
+XL-HDL-C,5.286826e-08,5.724985e-08
+XL-HDL-CE,-2.036053e-08,2.2894936e-08
+XL-HDL-FC,-5.124429e-09,5.6839764e-09
+XL-HDL-L,-2.6464184e-08,3.656808e-08
+XL-HDL-P,7.1888974e-11,7.872884e-11
+XL-HDL-PL,-9.188408e-09,1.8428748e-08
+L-HDL-C,6.3304704e-08,8.9054346e-08
+L-HDL-CE,8.194187e-08,1.07195945e-07
+L-HDL-FC,-2.2903452e-08,2.6817776e-08
+L-HDL-L,6.521751e-08,1.4764603e-07
+L-HDL-P,9.433365e-10,1.0245499e-09
+L-HDL-PL,1.0329807e-07,1.4006048e-07
+L-HDL-TG,1.4854834e-08,2.0072424e-08
+M-HDL-C,-2.794696e-07,3.5822669e-07
+M-HDL-CE,7.657175e-08,9.734934e-08
+M-HDL-FC,3.681052e-08,4.6487337e-08
+M-HDL-L,1.7003772e-07,2.3150167e-07
+M-HDL-P,5.0811116e-10,6.8490164e-10
+M-HDL-PL,2.298392e-07,3.0460868e-07
+M-HDL-TG,-7.783802e-09,1.5034693e-08
+S-HDL-C,6.83292e-08,8.8908166e-08
+S-HDL-CE,-6.618414e-09,1.991008e-08
+S-HDL-FC,-7.745263e-09,1.1270984e-08
+S-HDL-L,2.5597807e-08,7.143502e-08
+S-HDL-P,-1.6529602e-09,2.15914e-09
+S-HDL-PL,1.4151796e-07,1.9097303e-07
+S-HDL-TG,4.6368602e-09,9.755229e-09
+Cholines,-3.3492088e-07,4.4778793e-07
+Phosphatidylc,3.8052252e-07,5.050797e-07
+Phosphoglyc,-2.2826323e-07,3.402874e-07
+Sphingomyelins,6.2625716e-08,7.6176e-08
+HDL-PL,-3.5953065e-07,4.4850526e-07
+LDL-PL,4.256432e-08,6.999547e-08
+Total-PL,-5.2024694e-07,6.423908e-07
+VLDL-PL,-1.5996308e-07,2.4773772e-07
+HDL-L,5.971116e-07,7.938206e-07
+LDL-L,-5.8443004e-07,7.4303915e-07
+Total-L,-5.1116376e-07,8.344803e-07
+VLDL-L,-9.376251e-07,1.3652648e-06
+HDL-TG,-7.1389415e-08,1.0146951e-07
+LDL-TG,-1.1850817e-08,2.5448468e-08
+Total-TG,7.371357e-07,1.1054244e-06
+VLDL-TG,-3.475351e-08,2.4540125e-07
diff --git a/PANEL/omega/input_gradients/COPD_2/prote_metab/prote_COPD_surv_res.csv b/PANEL/omega/input_gradients/COPD_2/prote_metab/prote_COPD_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31ee46e46e613ed1310da96ec4daffa6b6628873
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_2/prote_metab/prote_COPD_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,5.341329e-07,3.2106254e-06
+A1BG_INVN,-1.7490748e-06,2.8842298e-06
+AAMDC_INVN,-2.4626345e-06,3.7289212e-06
+AARSD1_INVN,1.3314475e-07,1.5679668e-06
+ABCA2_INVN,-1.5605949e-06,2.9602322e-06
+ABHD14B_INVN,-9.593134e-07,2.0094583e-06
+ABL1_INVN,5.451141e-07,1.945087e-06
+ABO_INVN,-3.8149147e-07,2.1329292e-06
+ABRAXAS2_INVN,-1.8870803e-07,1.7126657e-06
+ACAA1_INVN,5.0381135e-07,1.7941953e-06
+ACADM_INVN,-1.830606e-06,2.8696988e-06
+ACADSB_INVN,1.4588991e-07,1.7003581e-06
+ACAN_INVN,1.5306579e-06,2.5635502e-06
+ACE_INVN,3.4387006e-07,1.9948695e-06
+ACE2_INVN,-7.1354737e-07,2.2151291e-06
+ACHE_INVN,6.4410966e-07,2.2382546e-06
+ACOT13_INVN,-2.1055389e-07,2.1063074e-06
+ACOX1_INVN,-1.8372945e-06,2.8520085e-06
+ACP1_INVN,-1.6033213e-06,2.7016479e-06
+ACP5_INVN,-2.79578e-07,2.0828838e-06
+ACP6_INVN,3.414317e-08,1.8621812e-06
+ACRBP_INVN,-1.4270956e-06,2.423752e-06
+ACRV1_INVN,-1.338263e-06,2.5434674e-06
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diff --git a/PANEL/omega/input_gradients/COPD_2/prote_metab/prote_COPD_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/COPD_2/prote_metab/prote_COPD_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31ee46e46e613ed1310da96ec4daffa6b6628873
--- /dev/null
+++ b/PANEL/omega/input_gradients/COPD_2/prote_metab/prote_COPD_surv_res_mean_std_grads.csv
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diff --git a/PANEL/omega/input_gradients/Cataracts_1/prote_metab/metab_Cataracts_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/Cataracts_1/prote_metab/metab_Cataracts_surv_res_individual_grads.csv
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diff --git a/PANEL/omega/input_gradients/Dementia_1/prote_metab/metab_Dementia_surv_res.csv b/PANEL/omega/input_gradients/Dementia_1/prote_metab/metab_Dementia_surv_res.csv
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+M-VLDL-TG,-4.2572816e-09,1.5864055e-08
+S-VLDL-C,-2.0373618e-09,7.6777065e-09
+S-VLDL-CE,6.3226824e-10,2.5550777e-09
+S-VLDL-FC,4.094936e-10,1.648403e-09
+S-VLDL-L,-1.0933555e-09,4.67318e-09
+S-VLDL-P,-5.767266e-13,2.1505777e-12
+S-VLDL-PL,-2.8483121e-10,1.6618897e-09
+S-VLDL-TG,5.0096727e-10,2.2041837e-09
+XS-VLDL-C,2.7446618e-09,9.624036e-09
+XS-VLDL-CE,4.9522625e-10,2.0970647e-09
+XS-VLDL-FC,1.5197442e-10,8.366512e-10
+XS-VLDL-L,-1.2518035e-10,2.993633e-09
+XS-VLDL-P,2.562924e-13,1.0032248e-12
+XS-VLDL-PL,2.3777735e-10,1.0624823e-09
+XS-VLDL-TG,-8.800987e-10,3.5883796e-09
+IDL-C,9.658551e-10,8.898439e-09
+IDL-CE,6.104815e-09,2.4695062e-08
+IDL-FC,5.8037564e-10,2.7406688e-09
+IDL-L,8.922926e-09,3.5419117e-08
+IDL-P,1.8932393e-12,7.411902e-12
+IDL-PL,-1.8561118e-11,2.3745887e-09
+IDL-TG,-7.6665024e-10,3.1406917e-09
+L-LDL-C,-5.752086e-09,2.632454e-08
+L-LDL-CE,4.973206e-10,6.9819377e-09
+L-LDL-FC,-1.8085355e-09,7.726273e-09
+L-LDL-L,8.655898e-09,3.346253e-08
+L-LDL-P,-3.3401268e-12,1.3594475e-11
+L-LDL-PL,3.5041876e-09,1.3669938e-08
+L-LDL-TG,1.292386e-10,5.981407e-10
+M-LDL-C,-1.9702735e-09,8.958384e-09
+M-LDL-CE,1.8360204e-09,7.470146e-09
+M-LDL-FC,7.899985e-10,3.0358764e-09
+M-LDL-L,-2.489044e-09,8.977777e-09
+M-LDL-P,1.3164562e-12,5.0835525e-12
+M-LDL-PL,3.5479286e-10,1.6120344e-09
+M-LDL-TG,-9.334487e-11,4.99078e-10
+S-LDL-C,-1.3083413e-09,5.168368e-09
+S-LDL-CE,2.5667973e-10,1.3274695e-09
+S-LDL-FC,4.265492e-10,1.7298929e-09
+S-LDL-L,9.657991e-10,4.5975077e-09
+S-LDL-P,1.4333396e-12,5.4631933e-12
+S-LDL-PL,5.760347e-10,2.1358237e-09
+XL-HDL-C,2.9760824e-10,1.861881e-09
+XL-HDL-CE,1.9949549e-09,7.84015e-09
+XL-HDL-FC,4.613726e-11,2.687426e-10
+XL-HDL-L,4.162616e-09,1.59617e-08
+XL-HDL-P,-3.3381097e-13,2.8861067e-12
+XL-HDL-PL,2.3311337e-09,8.318076e-09
+L-HDL-C,5.34745e-10,4.1415693e-09
+L-HDL-CE,4.5124726e-09,1.8697582e-08
+L-HDL-FC,6.6649497e-10,2.796295e-09
+L-HDL-L,1.4515199e-08,4.8391936e-08
+L-HDL-P,-1.0953543e-12,1.9043786e-11
+L-HDL-PL,3.8231986e-09,1.6346783e-08
+L-HDL-TG,3.603573e-10,1.3521244e-09
+M-HDL-C,-1.8178837e-09,7.293863e-09
+M-HDL-CE,-5.766965e-10,4.182861e-09
+M-HDL-FC,4.0681322e-10,1.4694495e-09
+M-HDL-L,7.090535e-09,2.6903724e-08
+M-HDL-P,9.995065e-13,2.8501972e-11
+M-HDL-PL,1.2684177e-09,3.9065235e-09
+M-HDL-TG,-9.35272e-10,3.3657654e-09
+S-HDL-C,-8.21032e-10,3.6067587e-09
+S-HDL-CE,3.4649233e-10,1.8033999e-09
+S-HDL-FC,-5.1536986e-11,4.7157805e-10
+S-HDL-L,-2.4072253e-10,6.1573253e-09
+S-HDL-P,1.28282315e-11,9.283633e-11
+S-HDL-PL,6.833388e-10,3.5744865e-09
+S-HDL-TG,1.3632392e-10,5.631837e-10
+Cholines,2.6298556e-08,9.999808e-08
+Phosphatidylc,1.6164554e-08,6.3748516e-08
+Phosphoglyc,6.4999655e-09,3.214378e-08
+Sphingomyelins,-4.7220733e-10,2.3080011e-09
+HDL-PL,7.978447e-09,3.385321e-08
+LDL-PL,6.178374e-10,7.503741e-09
+Total-PL,1.1343649e-08,3.8210036e-08
+VLDL-PL,2.2668862e-09,8.268877e-09
+HDL-L,9.7377955e-09,4.6639514e-08
+LDL-L,-8.5217156e-10,2.8526186e-08
+Total-L,9.9631144e-08,4.0049187e-07
+VLDL-L,8.982741e-09,4.976721e-08
+HDL-TG,5.773865e-10,2.6861386e-09
+LDL-TG,-1.6573966e-09,6.667766e-09
+Total-TG,-2.7343884e-08,1.08652756e-07
+VLDL-TG,-1.8965556e-08,6.912923e-08
diff --git a/PANEL/omega/input_gradients/Dementia_1/prote_metab/metab_Dementia_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Dementia_1/prote_metab/metab_Dementia_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8ef7591f0da8b5b8d18e247de301ee59861fa04
--- /dev/null
+++ b/PANEL/omega/input_gradients/Dementia_1/prote_metab/metab_Dementia_surv_res_mean_std_grads.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.6820457e-09,7.1986177e-09
+Gln,4.2194097e-09,1.6408308e-08
+Gly,9.686947e-10,4.6654614e-09
+His,1.9766314e-11,3.4131473e-10
+Ile,8.311123e-10,3.0329828e-09
+Leu,7.009952e-10,2.809157e-09
+Total BCAA,4.960633e-09,1.790664e-08
+Val,4.8004134e-10,2.6099907e-09
+Phe,4.542595e-10,1.8028475e-09
+Tyr,2.3568186e-10,1.0918192e-09
+ApoA1,5.2519034e-09,1.8678364e-08
+ApoB,-6.0025074e-10,7.360171e-09
+Clinical LDL-C,1.2381323e-08,6.011059e-08
+HDL-C,1.7482542e-08,7.4605815e-08
+LDL-C,-9.319832e-09,3.6667974e-08
+non-HDL-C,3.321304e-08,1.3867306e-07
+Remnant-C,1.5838086e-08,6.15592e-08
+Total-C,6.508866e-08,2.6194908e-07
+VLDL-C,1.2606504e-09,6.4858323e-09
+HDL-CE,1.1575542e-08,4.9941445e-08
+LDL-CE,9.369289e-09,3.7117488e-08
+Total-CE,3.0343802e-08,1.2490538e-07
+VLDL-CE,-1.0278663e-09,5.6610983e-09
+DHA,-7.428764e-09,2.7229234e-08
+LA,1.5134897e-07,5.777206e-07
+MUFA,-2.3373689e-08,9.339697e-08
+Omega-3,-2.1799528e-08,8.110993e-08
+Omega-6,7.499514e-08,2.8868664e-07
+PUFA,3.3062967e-08,1.2739892e-07
+SFA,-6.43856e-08,2.4448644e-07
+Total-FA,-2.279648e-07,8.722321e-07
+Unsaturation,-3.2774043e-09,1.223414e-08
+Albumin,2.8089633e-07,1.2207511e-06
+Creatinine,-4.0574832e-10,1.5119348e-09
+HDL-FC,-1.3539394e-09,5.525478e-09
+LDL-FC,5.19336e-09,2.0530207e-08
+Total-FC,1.7545476e-09,1.0021207e-08
+VLDL-FC,-1.6135882e-10,2.9071072e-09
+Citrate,-8.5956836e-10,3.0385532e-09
+Glucose,-7.801133e-07,2.9661496e-06
+Lactate,9.83472e-08,4.0020737e-07
+Pyruvate,1.0247512e-10,1.0301682e-09
+GlycA,-9.743834e-09,3.8126213e-08
+Acetate,-1.1670574e-10,5.1800114e-10
+Acetoacetate,-6.3755154e-11,6.0246064e-10
+Acetone,-3.579223e-11,2.1656883e-10
+bOHbutyrate,-4.0489123e-09,1.827607e-08
+HDL-P,-1.1268632e-11,6.6425976e-11
+LDL-P,-5.111875e-12,2.2535937e-11
+Total-P,1.12684785e-10,4.1590845e-10
+VLDL-P,-1.3336713e-12,5.4250506e-12
+HDL size,2.4453222e-09,1.1309494e-08
+LDL size,-3.3952718e-10,5.361161e-09
+VLDL size,-1.0376038e-07,3.999586e-07
+XXL-VLDL-L,-2.3923887e-09,1.1776444e-08
+XXL-VLDL-P,8.940086e-15,5.7519216e-14
+XL-VLDL-C,-4.5985044e-10,1.5977686e-09
+XL-VLDL-CE,-4.3135256e-10,1.6580614e-09
+XL-VLDL-L,4.474397e-09,1.7926556e-08
+XL-VLDL-P,-8.354442e-15,8.950278e-14
+XL-VLDL-TG,-2.1333627e-10,2.6675522e-09
+L-VLDL-C,9.858676e-10,4.0933354e-09
+L-VLDL-CE,1.5708471e-09,5.89232e-09
+L-VLDL-FC,2.518261e-10,1.0426523e-09
+L-VLDL-L,-3.5240584e-09,1.5269835e-08
+L-VLDL-P,-1.4694409e-13,5.526214e-13
+L-VLDL-PL,-1.4037316e-09,5.444089e-09
+L-VLDL-TG,-1.6064035e-09,6.7479116e-09
+M-VLDL-C,1.3846954e-10,2.552321e-09
+M-VLDL-CE,2.1096051e-10,1.4575093e-09
+M-VLDL-FC,1.06417e-09,4.1733923e-09
+M-VLDL-L,9.425186e-10,7.569e-09
+M-VLDL-P,2.2659644e-13,8.5078667e-13
+M-VLDL-PL,1.3844944e-09,5.4559393e-09
+M-VLDL-TG,-4.2572816e-09,1.5864055e-08
+S-VLDL-C,-2.0373618e-09,7.6777065e-09
+S-VLDL-CE,6.3226824e-10,2.5550777e-09
+S-VLDL-FC,4.094936e-10,1.648403e-09
+S-VLDL-L,-1.0933555e-09,4.67318e-09
+S-VLDL-P,-5.767266e-13,2.1505777e-12
+S-VLDL-PL,-2.8483121e-10,1.6618897e-09
+S-VLDL-TG,5.0096727e-10,2.2041837e-09
+XS-VLDL-C,2.7446618e-09,9.624036e-09
+XS-VLDL-CE,4.9522625e-10,2.0970647e-09
+XS-VLDL-FC,1.5197442e-10,8.366512e-10
+XS-VLDL-L,-1.2518035e-10,2.993633e-09
+XS-VLDL-P,2.562924e-13,1.0032248e-12
+XS-VLDL-PL,2.3777735e-10,1.0624823e-09
+XS-VLDL-TG,-8.800987e-10,3.5883796e-09
+IDL-C,9.658551e-10,8.898439e-09
+IDL-CE,6.104815e-09,2.4695062e-08
+IDL-FC,5.8037564e-10,2.7406688e-09
+IDL-L,8.922926e-09,3.5419117e-08
+IDL-P,1.8932393e-12,7.411902e-12
+IDL-PL,-1.8561118e-11,2.3745887e-09
+IDL-TG,-7.6665024e-10,3.1406917e-09
+L-LDL-C,-5.752086e-09,2.632454e-08
+L-LDL-CE,4.973206e-10,6.9819377e-09
+L-LDL-FC,-1.8085355e-09,7.726273e-09
+L-LDL-L,8.655898e-09,3.346253e-08
+L-LDL-P,-3.3401268e-12,1.3594475e-11
+L-LDL-PL,3.5041876e-09,1.3669938e-08
+L-LDL-TG,1.292386e-10,5.981407e-10
+M-LDL-C,-1.9702735e-09,8.958384e-09
+M-LDL-CE,1.8360204e-09,7.470146e-09
+M-LDL-FC,7.899985e-10,3.0358764e-09
+M-LDL-L,-2.489044e-09,8.977777e-09
+M-LDL-P,1.3164562e-12,5.0835525e-12
+M-LDL-PL,3.5479286e-10,1.6120344e-09
+M-LDL-TG,-9.334487e-11,4.99078e-10
+S-LDL-C,-1.3083413e-09,5.168368e-09
+S-LDL-CE,2.5667973e-10,1.3274695e-09
+S-LDL-FC,4.265492e-10,1.7298929e-09
+S-LDL-L,9.657991e-10,4.5975077e-09
+S-LDL-P,1.4333396e-12,5.4631933e-12
+S-LDL-PL,5.760347e-10,2.1358237e-09
+XL-HDL-C,2.9760824e-10,1.861881e-09
+XL-HDL-CE,1.9949549e-09,7.84015e-09
+XL-HDL-FC,4.613726e-11,2.687426e-10
+XL-HDL-L,4.162616e-09,1.59617e-08
+XL-HDL-P,-3.3381097e-13,2.8861067e-12
+XL-HDL-PL,2.3311337e-09,8.318076e-09
+L-HDL-C,5.34745e-10,4.1415693e-09
+L-HDL-CE,4.5124726e-09,1.8697582e-08
+L-HDL-FC,6.6649497e-10,2.796295e-09
+L-HDL-L,1.4515199e-08,4.8391936e-08
+L-HDL-P,-1.0953543e-12,1.9043786e-11
+L-HDL-PL,3.8231986e-09,1.6346783e-08
+L-HDL-TG,3.603573e-10,1.3521244e-09
+M-HDL-C,-1.8178837e-09,7.293863e-09
+M-HDL-CE,-5.766965e-10,4.182861e-09
+M-HDL-FC,4.0681322e-10,1.4694495e-09
+M-HDL-L,7.090535e-09,2.6903724e-08
+M-HDL-P,9.995065e-13,2.8501972e-11
+M-HDL-PL,1.2684177e-09,3.9065235e-09
+M-HDL-TG,-9.35272e-10,3.3657654e-09
+S-HDL-C,-8.21032e-10,3.6067587e-09
+S-HDL-CE,3.4649233e-10,1.8033999e-09
+S-HDL-FC,-5.1536986e-11,4.7157805e-10
+S-HDL-L,-2.4072253e-10,6.1573253e-09
+S-HDL-P,1.28282315e-11,9.283633e-11
+S-HDL-PL,6.833388e-10,3.5744865e-09
+S-HDL-TG,1.3632392e-10,5.631837e-10
+Cholines,2.6298556e-08,9.999808e-08
+Phosphatidylc,1.6164554e-08,6.3748516e-08
+Phosphoglyc,6.4999655e-09,3.214378e-08
+Sphingomyelins,-4.7220733e-10,2.3080011e-09
+HDL-PL,7.978447e-09,3.385321e-08
+LDL-PL,6.178374e-10,7.503741e-09
+Total-PL,1.1343649e-08,3.8210036e-08
+VLDL-PL,2.2668862e-09,8.268877e-09
+HDL-L,9.7377955e-09,4.6639514e-08
+LDL-L,-8.5217156e-10,2.8526186e-08
+Total-L,9.9631144e-08,4.0049187e-07
+VLDL-L,8.982741e-09,4.976721e-08
+HDL-TG,5.773865e-10,2.6861386e-09
+LDL-TG,-1.6573966e-09,6.667766e-09
+Total-TG,-2.7343884e-08,1.08652756e-07
+VLDL-TG,-1.8965556e-08,6.912923e-08
diff --git a/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res.csv b/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e16e213e9174af6ba3510d8628334e2fe5e86923
--- /dev/null
+++ b/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,-5.9754836e-07,3.0630763e-06
+A1BG_INVN,6.808519e-07,2.3307362e-06
+AAMDC_INVN,-4.169714e-07,1.7070261e-06
+AARSD1_INVN,-8.4964235e-08,1.4611118e-06
+ABCA2_INVN,2.6711891e-08,1.6465114e-06
+ABHD14B_INVN,2.3714856e-07,1.724897e-06
+ABL1_INVN,1.3935909e-06,2.6105458e-06
+ABO_INVN,-8.3389483e-07,1.9238785e-06
+ABRAXAS2_INVN,1.0721861e-06,2.3488428e-06
+ACAA1_INVN,-2.392776e-07,1.4599603e-06
+ACADM_INVN,1.650439e-06,3.6962053e-06
+ACADSB_INVN,-3.8268985e-07,2.1079775e-06
+ACAN_INVN,7.7700406e-07,2.320776e-06
+ACE_INVN,-6.720888e-07,1.890884e-06
+ACE2_INVN,-1.2652612e-06,2.0090229e-06
+ACHE_INVN,2.8630427e-07,1.5351836e-06
+ACOT13_INVN,-2.7839528e-07,1.6098531e-06
+ACOX1_INVN,-9.4766597e-07,1.9716192e-06
+ACP1_INVN,-3.835995e-07,1.8610914e-06
+ACP5_INVN,-2.3905787e-07,1.8037712e-06
+ACP6_INVN,1.1939248e-07,1.5933565e-06
+ACRBP_INVN,1.7265121e-06,3.5230491e-06
+ACRV1_INVN,-7.875294e-07,2.0145735e-06
+ACSL1_INVN,1.384385e-06,3.1456696e-06
+ACTA2_INVN,1.1910296e-06,3.4154978e-06
+ACTN2_INVN,1.1647194e-06,2.269237e-06
+ACTN4_INVN,5.4351193e-07,2.0612993e-06
+ACVRL1_INVN,-1.2896312e-07,1.418867e-06
+ACY1_INVN,-1.3215338e-06,2.8046873e-06
+ACY3_INVN,1.0312323e-06,2.217559e-06
+ACYP1_INVN,-1.5747945e-07,1.7392716e-06
+ADA_INVN,7.551582e-08,2.0651473e-06
+ADA2_INVN,-3.1682788e-07,1.8439342e-06
+ADAM12_INVN,5.214911e-07,1.9842562e-06
+ADAM15_INVN,-2.8345656e-08,2.0736288e-06
+ADAM22_INVN,-7.850348e-07,2.2536428e-06
+ADAM23_INVN,-1.3811136e-06,3.1815966e-06
+ADAM8_INVN,3.2801483e-07,1.7237417e-06
+ADAM9_INVN,-1.2325797e-06,2.3555208e-06
+ADAMTS1_INVN,1.3206399e-06,2.3725077e-06
+ADAMTS13_INVN,1.9595261e-06,3.646632e-06
+ADAMTS15_INVN,6.456952e-07,1.7447479e-06
+ADAMTS16_INVN,4.2887814e-07,2.1169847e-06
+ADAMTS4_INVN,9.640275e-07,2.5129914e-06
+ADAMTS8_INVN,1.4744069e-07,1.7090802e-06
+ADAMTSL2_INVN,2.0603807e-06,3.6588417e-06
+ADAMTSL4_INVN,1.1387241e-06,2.34662e-06
+ADAMTSL5_INVN,-2.426109e-07,1.7124512e-06
+ADCYAP1R1_INVN,-2.6515852e-06,4.530901e-06
+ADD1_INVN,-1.1026466e-06,2.9398714e-06
+ADGRB3_INVN,5.77239e-07,2.1326866e-06
+ADGRD1_INVN,-9.2204533e-07,1.9230663e-06
+ADGRE1_INVN,-4.7626227e-07,1.963404e-06
+ADGRE2_INVN,1.0122693e-06,2.387981e-06
+ADGRE5_INVN,7.794777e-07,2.8082923e-06
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diff --git a/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e16e213e9174af6ba3510d8628334e2fe5e86923
--- /dev/null
+++ b/PANEL/omega/input_gradients/Dementia_1/prote_metab/prote_Dementia_surv_res_mean_std_grads.csv
@@ -0,0 +1,2918 @@
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+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/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/metab_Glaucoma_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/metab_Glaucoma_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9be3ae72d7cb9489708796ea470be354fcb4a55c
--- /dev/null
+++ b/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/metab_Glaucoma_surv_res_mean_std_grads.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/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/prote_Glaucoma_surv_res.csv b/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/prote_Glaucoma_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30e9023e723380cbf4688bce78c3bcdee0ac309b
--- /dev/null
+++ b/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/prote_Glaucoma_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,-1.7313869e-06,2.1692967e-06
+A1BG_INVN,5.1076023e-07,1.0780476e-06
+AAMDC_INVN,5.56671e-07,1.0916432e-06
+AARSD1_INVN,-1.9549406e-08,9.1241526e-07
+ABCA2_INVN,-2.908442e-07,1.0071927e-06
+ABHD14B_INVN,-1.93611e-07,9.1887586e-07
+ABL1_INVN,-4.1116647e-07,1.0426436e-06
+ABO_INVN,7.0436386e-08,1.0529562e-06
+ABRAXAS2_INVN,2.0651616e-07,9.004445e-07
+ACAA1_INVN,-7.739297e-07,1.1195089e-06
+ACADM_INVN,4.7609925e-07,1.0467921e-06
+ACADSB_INVN,-3.0143624e-08,9.099232e-07
+ACAN_INVN,-7.3133026e-07,1.3607519e-06
+ACE_INVN,-1.4725251e-06,1.729566e-06
+ACE2_INVN,-3.9760835e-08,8.669065e-07
+ACHE_INVN,6.7262613e-07,1.0097248e-06
+ACOT13_INVN,-4.7822743e-07,1.0192203e-06
+ACOX1_INVN,-5.322021e-07,1.2962514e-06
+ACP1_INVN,-7.7535736e-07,1.143242e-06
+ACP5_INVN,-6.749509e-07,1.1888185e-06
+ACP6_INVN,-8.52299e-07,1.2254161e-06
+ACRBP_INVN,3.9114494e-07,1.0010627e-06
+ACRV1_INVN,-4.1411994e-07,1.0491781e-06
+ACSL1_INVN,-7.922049e-07,1.4960916e-06
+ACTA2_INVN,-1.06176316e-07,1.0522027e-06
+ACTN2_INVN,-1.184893e-06,1.6086726e-06
+ACTN4_INVN,-1.3525392e-06,1.6703082e-06
+ACVRL1_INVN,1.1485632e-06,1.4778785e-06
+ACY1_INVN,-3.5001827e-07,9.854359e-07
+ACY3_INVN,1.4473349e-06,1.762376e-06
+ACYP1_INVN,1.9382105e-07,9.757078e-07
+ADA_INVN,-4.5274848e-07,1.1231981e-06
+ADA2_INVN,-9.81147e-07,1.2060088e-06
+ADAM12_INVN,8.778304e-07,1.3101475e-06
+ADAM15_INVN,1.3747196e-07,1.0800603e-06
+ADAM22_INVN,-7.4976026e-07,1.2757935e-06
+ADAM23_INVN,3.6827288e-07,9.925681e-07
+ADAM8_INVN,1.0935953e-06,1.3070755e-06
+ADAM9_INVN,9.714793e-08,9.3766283e-07
+ADAMTS1_INVN,6.3707915e-07,1.2951775e-06
+ADAMTS13_INVN,-3.9889633e-07,1.1308422e-06
+ADAMTS15_INVN,-3.177677e-07,1.0540832e-06
+ADAMTS16_INVN,1.3171004e-07,1.05996e-06
+ADAMTS4_INVN,8.2153116e-07,1.3268871e-06
+ADAMTS8_INVN,5.549889e-07,1.0794362e-06
+ADAMTSL2_INVN,6.0208544e-07,1.1815375e-06
+ADAMTSL4_INVN,-1.0701231e-06,1.3855268e-06
+ADAMTSL5_INVN,-2.144848e-07,1.157037e-06
+ADCYAP1R1_INVN,4.6080203e-07,1.0692125e-06
+ADD1_INVN,-1.0116228e-06,1.3282761e-06
+ADGRB3_INVN,4.6207316e-07,1.1621663e-06
+ADGRD1_INVN,-5.2821207e-07,1.3277847e-06
+ADGRE1_INVN,-8.7386263e-07,1.3161272e-06
+ADGRE2_INVN,1.1203686e-06,1.4090373e-06
+ADGRE5_INVN,5.4328837e-07,1.2478008e-06
+ADGRF5_INVN,8.5430753e-07,1.3644299e-06
+ADGRG1_INVN,4.734297e-07,9.128468e-07
+ADGRG2_INVN,6.650275e-07,1.0921051e-06
+ADGRV1_INVN,-1.0902946e-06,1.3967824e-06
+ADH1B_INVN,-9.1649054e-07,1.3445923e-06
+ADH4_INVN,-1.2770955e-06,1.4224281e-06
+ADIPOQ_INVN,-1.2661558e-06,1.5506114e-06
+ADM_INVN,-9.5999e-07,1.4293026e-06
+ADRA2A_INVN,-6.117119e-07,1.1399816e-06
+AFAP1_INVN,-1.3125051e-06,1.6005708e-06
+AFM_INVN,-8.6536325e-08,8.8370854e-07
+AFP_INVN,-7.9140214e-08,1.063102e-06
+AGBL2_INVN,-3.8740652e-07,1.0595445e-06
+AGER_INVN,-1.2183622e-06,1.4667636e-06
+AGR2_INVN,8.8259793e-07,1.410991e-06
+AGR3_INVN,4.1356716e-07,1.002904e-06
+AGRN_INVN,-1.3437577e-07,1.0617964e-06
+AGRP_INVN,3.5593794e-07,1.0058503e-06
+AGT_INVN,-1.058628e-06,1.5036741e-06
+AGXT_INVN,-1.6225073e-06,1.8136017e-06
+AHCY_INVN,1.15753636e-07,9.654864e-07
+AHNAK_INVN,4.2640234e-08,9.886946e-07
+AHNAK2_INVN,-1.2850305e-06,1.6596679e-06
+AHSA1_INVN,5.7198656e-07,1.1531793e-06
+AHSG_INVN,1.8150176e-06,1.9540744e-06
+AHSP_INVN,7.5203786e-07,1.3125651e-06
+AIDA_INVN,1.0575443e-06,1.5382544e-06
+AIF1_INVN,-6.532322e-07,1.1663666e-06
+AIF1L_INVN,5.1135953e-07,1.073716e-06
+AIFM1_INVN,6.529936e-08,9.0654436e-07
+AK1_INVN,-8.838683e-07,1.3160588e-06
+AK2_INVN,-6.052254e-07,1.2938823e-06
+AKAP12_INVN,2.4824084e-07,9.92426e-07
+AKR1B1_INVN,7.9718825e-07,1.0597873e-06
+AKR1B10_INVN,-1.502192e-06,1.7498429e-06
+AKR1C4_INVN,-1.4326352e-07,1.0240271e-06
+AKR7L_INVN,-2.0621047e-07,1.0488275e-06
+AKT1S1_INVN,8.333937e-07,1.2827957e-06
+AKT2_INVN,1.671716e-07,9.366914e-07
+AKT3_INVN,1.1130585e-07,9.122537e-07
+ALCAM_INVN,-6.5210054e-07,1.1914591e-06
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diff --git a/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/prote_Glaucoma_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/prote_Glaucoma_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30e9023e723380cbf4688bce78c3bcdee0ac309b
--- /dev/null
+++ b/PANEL/omega/input_gradients/Glaucoma_5/prote_metab/prote_Glaucoma_surv_res_mean_std_grads.csv
@@ -0,0 +1,2918 @@
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diff --git a/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/metab_Heart_Failure_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/metab_Heart_Failure_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ebd29488026136c35ad3dd4956ae08bb832d2dca
--- /dev/null
+++ b/PANEL/omega/input_gradients/Heart_Failure_4/prote_metab/metab_Heart_Failure_surv_res_mean_std_grads.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
+Acetoacetate,-5.437571e-09,6.258756e-09
+Acetone,-1.5092604e-10,1.8756374e-09
+bOHbutyrate,-4.3667313e-08,4.080974e-08
+HDL-P,5.3769518e-09,6.123669e-09
+LDL-P,6.9359046e-10,7.520092e-10
+Total-P,6.034347e-11,1.0466507e-09
+VLDL-P,-5.9416894e-12,1.7613447e-11
+HDL size,-5.1496266e-07,5.475979e-07
+LDL size,3.5540188e-07,4.0001476e-07
+VLDL size,-1.6067713e-06,1.8509079e-06
+XXL-VLDL-L,-4.162851e-08,1.6096458e-07
+XXL-VLDL-P,2.7403546e-12,3.1906459e-12
+XL-VLDL-C,2.371255e-10,1.0464132e-08
+XL-VLDL-CE,5.9557177e-08,6.5100586e-08
+XL-VLDL-L,-3.034285e-07,3.7912304e-07
+XL-VLDL-P,-4.6226256e-12,5.3580547e-12
+XL-VLDL-TG,-5.992486e-08,7.768703e-08
+L-VLDL-C,-4.331988e-08,5.359274e-08
+L-VLDL-CE,2.652471e-10,8.8366e-09
+L-VLDL-FC,4.682202e-08,5.377834e-08
+L-VLDL-L,-6.545569e-07,7.578041e-07
+L-VLDL-P,-3.957073e-12,4.9955734e-12
+L-VLDL-PL,-3.3045183e-10,1.4803457e-08
+L-VLDL-TG,1.3530823e-07,1.6168104e-07
+M-VLDL-C,-1.6617795e-07,1.7737345e-07
+M-VLDL-CE,3.0347e-08,3.61929e-08
+M-VLDL-FC,-3.6865394e-08,3.973574e-08
+M-VLDL-L,7.127676e-08,1.0251006e-07
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diff --git a/PANEL/omega/input_gradients/Heart_Failure_5/prote_metab/Heart_Failure_surv_res.npz b/PANEL/omega/input_gradients/Heart_Failure_5/prote_metab/Heart_Failure_surv_res.npz
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index 0000000000000000000000000000000000000000..1825f8663c20253563b3561d5d2968a93971f99e
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+++ b/PANEL/omega/input_gradients/Heart_Failure_5/prote_metab/Heart_Failure_surv_res.npz
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diff --git a/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res_individual_grads.csv
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index 0000000000000000000000000000000000000000..0e496b8f1a9cb348ac2306e15bd9b47a95ce75c9
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+++ b/PANEL/omega/input_gradients/Liver_Disease_3/prote_metab/metab_Liver_Disease_surv_res_individual_grads.csv
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diff --git a/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/metab_Liver_Disease_surv_res.csv b/PANEL/omega/input_gradients/Liver_Disease_4/prote_metab/metab_Liver_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eb2a3401ac2ae5424137e58cfa499ca725b13b1d
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diff --git a/PANEL/omega/input_gradients/MACE_2/prote_metab/metab_MACE_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/MACE_2/prote_metab/metab_MACE_surv_res_individual_grads.csv
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diff --git a/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res.csv b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res.csv
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index 0000000000000000000000000000000000000000..51ed34c729ddbcb6d56cb6e7ad676ae213b18f42
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+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/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res_individual_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8c1d4ae94d878b769fd9761617a39d1301a669e
--- /dev/null
+++ b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res_individual_grads.csv
@@ -0,0 +1,1896 @@
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diff --git a/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..51ed34c729ddbcb6d56cb6e7ad676ae213b18f42
--- /dev/null
+++ b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/metab_Prostate_Cancer_surv_res_mean_std_grads.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/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res.csv b/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/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
+ADM_INVN,-1.5730924e-06,1.3958365e-06
+ADRA2A_INVN,2.657246e-07,1.3689723e-06
+AFAP1_INVN,-1.7447734e-06,1.3127602e-06
+AFM_INVN,1.1410799e-06,1.4178511e-06
+AFP_INVN,1.3997189e-06,1.5248322e-06
+AGBL2_INVN,-2.8952727e-06,1.5229238e-06
+AGER_INVN,-2.7898304e-06,1.5886013e-06
+AGR2_INVN,-1.0921918e-06,1.5480291e-06
+AGR3_INVN,-6.414462e-07,1.4242535e-06
+AGRN_INVN,1.5237142e-06,1.5209868e-06
+AGRP_INVN,-3.609233e-07,1.3762672e-06
+AGT_INVN,-3.8105273e-07,1.4508756e-06
+AGXT_INVN,1.2824626e-06,1.6689437e-06
+AHCY_INVN,6.046933e-08,1.3274876e-06
+AHNAK_INVN,-1.9899185e-06,1.3803296e-06
+AHNAK2_INVN,-2.927606e-08,1.4210365e-06
+AHSA1_INVN,1.9558593e-06,1.6464413e-06
+AHSG_INVN,-1.0695858e-06,1.3768919e-06
+AHSP_INVN,-7.465042e-07,1.2340162e-06
+AIDA_INVN,5.7991514e-07,1.5552642e-06
+AIF1_INVN,1.1351623e-06,1.6856976e-06
+AIF1L_INVN,6.6119435e-07,1.3865524e-06
+AIFM1_INVN,1.9228348e-06,1.4119643e-06
+AK1_INVN,6.362111e-07,1.2710179e-06
+AK2_INVN,-1.4735112e-06,1.5266796e-06
+AKAP12_INVN,-2.1076646e-08,1.3030015e-06
+AKR1B1_INVN,2.9070259e-06,1.7080548e-06
+AKR1B10_INVN,-3.1204848e-07,1.5336989e-06
+AKR1C4_INVN,-7.3350327e-07,1.3945204e-06
+AKR7L_INVN,-3.2611587e-07,1.4087684e-06
+AKT1S1_INVN,-2.4263059e-06,1.4766366e-06
+AKT2_INVN,-1.5321157e-06,1.4262286e-06
+AKT3_INVN,7.133143e-07,1.4458362e-06
+ALCAM_INVN,7.328374e-07,1.3045524e-06
+ALDH1A1_INVN,-1.6175781e-07,1.4375648e-06
+ALDH2_INVN,-8.909245e-07,1.4474228e-06
+ALDH3A1_INVN,-3.5455787e-06,1.6843314e-06
+ALDH5A1_INVN,1.4370996e-06,1.430311e-06
+ALMS1_INVN,-1.2862504e-06,1.723524e-06
+ALPI_INVN,6.572628e-08,1.3426136e-06
+ALPP_INVN,-2.6010076e-07,1.3325205e-06
+AMBN_INVN,2.1845717e-06,1.347188e-06
+AMBP_INVN,-1.4799512e-06,1.6430644e-06
+AMDHD2_INVN,-4.2181833e-07,1.4309218e-06
+AMFR_INVN,5.783191e-07,1.3902969e-06
+AMIGO1_INVN,-1.1868965e-06,1.3124227e-06
+AMIGO2_INVN,3.5219082e-07,1.4607076e-06
+AMN_INVN,-5.4914796e-07,1.3496417e-06
+AMOT_INVN,-9.0819566e-07,1.2318023e-06
+AMOTL2_INVN,7.319317e-07,1.2381582e-06
+AMPD3_INVN,-2.097566e-06,1.4975602e-06
+AMY1A_AMY1B_AMY1C_INVN,6.660377e-07,1.3837454e-06
+AMY2A_INVN,2.8616453e-08,1.4897286e-06
+ANG_INVN,1.7007185e-06,1.5004136e-06
+ANGPT1_INVN,-4.2730105e-07,1.5565792e-06
+ANGPT2_INVN,-8.603838e-07,1.2855769e-06
+ANGPTL1_INVN,4.7585414e-07,1.3659445e-06
+ANGPTL2_INVN,-1.0687688e-06,1.432022e-06
+ANGPTL3_INVN,1.4301325e-07,1.213633e-06
+ANGPTL4_INVN,8.395678e-07,1.4237175e-06
+ANGPTL7_INVN,-2.7029225e-07,1.3556291e-06
+ANK2_INVN,-8.640346e-07,1.3630128e-06
+ANKMY2_INVN,-1.1513945e-06,1.369516e-06
+ANKRA2_INVN,1.4096819e-06,1.3622987e-06
+ANKRD54_INVN,-1.8826178e-06,1.5040669e-06
+ANP32C_INVN,2.8378197e-06,1.5898747e-06
+ANPEP_INVN,-3.5713338e-08,1.2745219e-06
+ANXA1_INVN,-8.7297884e-08,1.3778763e-06
+ANXA10_INVN,1.1143173e-06,1.4001552e-06
+ANXA11_INVN,1.4679674e-06,1.3614933e-06
+ANXA2_INVN,1.7692371e-06,1.5043059e-06
+ANXA3_INVN,1.044183e-06,1.349082e-06
+ANXA4_INVN,-1.653835e-07,1.3815737e-06
+ANXA5_INVN,1.0049155e-07,1.3210246e-06
+AOC1_INVN,2.7981239e-08,1.247574e-06
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diff --git a/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30730d0d5ad7e04b93948caca8e0103b318378d4
--- /dev/null
+++ b/PANEL/omega/input_gradients/Prostate_Cancer_3/prote_metab/prote_Prostate_Cancer_surv_res_mean_std_grads.csv
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@@ -0,0 +1,3 @@
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diff --git a/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/prote_Prostate_Cancer_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/Prostate_Cancer_5/prote_metab/prote_Prostate_Cancer_surv_res_individual_grads.csv
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diff --git a/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/Renal_Disease_surv_res.npz b/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/Renal_Disease_surv_res.npz
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diff --git a/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/metab_Renal_Disease_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/Renal_Disease_1/prote_metab/metab_Renal_Disease_surv_res_individual_grads.csv
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diff --git a/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/metab_Renal_Disease_surv_res.csv b/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/metab_Renal_Disease_surv_res.csv
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diff --git a/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/prote_Renal_Disease_surv_res.csv b/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/prote_Renal_Disease_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30cf1ea8ca06a5177eea6b1ab361d742c363f11e
--- /dev/null
+++ b/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/prote_Renal_Disease_surv_res.csv
@@ -0,0 +1,2918 @@
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diff --git a/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/prote_Renal_Disease_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/prote_Renal_Disease_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30cf1ea8ca06a5177eea6b1ab361d742c363f11e
--- /dev/null
+++ b/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/prote_Renal_Disease_surv_res_mean_std_grads.csv
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+TRPV3_INVN,1.5692377e-06,3.7544348e-06
+TSC1_INVN,1.17481e-06,2.817263e-06
+TSC22D1_INVN,1.6197066e-06,3.91571e-06
+TSHB_INVN,-1.7252946e-06,3.915813e-06
+TSLP_INVN,1.4746248e-06,4.0478135e-06
+TSNAX_INVN,3.1370408e-07,3.0316926e-06
+TSPAN1_INVN,-9.835948e-07,3.0272017e-06
+TSPAN15_INVN,1.4478692e-06,3.2029518e-06
+TSPAN7_INVN,1.7301066e-06,3.506683e-06
+TSPAN8_INVN,-3.3190278e-07,3.347175e-06
+TSPYL1_INVN,-3.5834912e-06,4.524487e-06
+TST_INVN,-8.51903e-07,3.28534e-06
+TTF2_INVN,1.6605622e-06,3.6686224e-06
+TTN_INVN,-2.2635038e-06,3.9460865e-06
+TTR_INVN,-2.897999e-06,5.3032354e-06
+TUBB3_INVN,-1.6570134e-06,3.7600066e-06
+TWF2_INVN,1.101307e-07,2.7705075e-06
+TXK_INVN,-1.8282344e-06,3.7947882e-06
+TXLNA_INVN,-2.076131e-06,3.5193289e-06
+TXN_INVN,1.3349975e-07,2.71021e-06
+TXNDC15_INVN,8.772945e-08,2.947683e-06
+TXNDC5_INVN,1.6934058e-06,3.3039094e-06
+TXNDC9_INVN,-1.4968014e-06,2.9239911e-06
+TXNL1_INVN,-1.7167838e-06,3.4144e-06
+TXNRD1_INVN,1.1947014e-06,3.1211641e-06
+TYMP_INVN,3.3824101e-06,4.4050485e-06
+TYRO3_INVN,4.6100243e-07,2.877177e-06
+TYRP1_INVN,-8.175349e-07,2.9837508e-06
+UBAC1_INVN,1.2067135e-08,3.153281e-06
+UBE2B_INVN,1.998756e-06,3.6792412e-06
+UBE2L6_INVN,5.9247026e-07,2.8045256e-06
+UBE2Z_INVN,2.8141653e-07,2.623299e-06
+UBQLN3_INVN,-1.0934995e-06,3.152728e-06
+UBXN1_INVN,-3.358356e-07,2.7175058e-06
+UFD1_INVN,1.191096e-06,3.076757e-06
+UGDH_INVN,-9.884817e-07,3.3824754e-06
+UHRF2_INVN,7.5373003e-07,2.8201114e-06
+ULBP2_INVN,4.658881e-06,6.0781385e-06
+UMOD_INVN,9.1130715e-08,3.1908942e-06
+UNC5D_INVN,4.6321998e-07,2.729976e-06
+UNC79_INVN,2.8008478e-06,4.4583476e-06
+UNG_INVN,8.462276e-07,2.9285661e-06
+UPB1_INVN,1.7489723e-06,3.2372493e-06
+UPK3A_INVN,4.0583976e-07,3.082783e-06
+UPK3BL1_INVN,1.4297539e-06,3.4866255e-06
+UROD_INVN,3.8410184e-07,2.6944513e-06
+UROS_INVN,-1.5972634e-07,3.1712782e-06
+USO1_INVN,-1.6239629e-06,3.689631e-06
+USP25_INVN,7.51787e-07,2.6953087e-06
+USP28_INVN,-1.0750205e-06,3.4124932e-06
+USP47_INVN,-4.8005104e-06,6.7811984e-06
+USP8_INVN,2.9065297e-06,4.0600476e-06
+UXS1_INVN,3.219233e-06,4.9818163e-06
+VAMP5_INVN,6.4650055e-07,2.9193918e-06
+VAMP8_INVN,1.7275639e-06,3.1258583e-06
+VASH1_INVN,1.0852294e-06,2.833966e-06
+VASN_INVN,-5.936457e-07,3.4969428e-06
+VASP_INVN,3.0940398e-06,3.862919e-06
+VAT1_INVN,1.5931938e-06,3.2618545e-06
+VAV3_INVN,-1.8035144e-06,3.344286e-06
+VCAM1_INVN,-2.8339741e-06,3.8128294e-06
+VCAN_INVN,2.5600034e-06,4.5698903e-06
+VCPKMT_INVN,1.5258902e-06,3.4403818e-06
+VEGFA_INVN,-1.6023681e-06,3.596507e-06
+VEGFB_INVN,-2.711249e-07,3.1992404e-06
+VEGFC_INVN,-3.1966765e-06,4.4199646e-06
+VEGFD_INVN,2.3545147e-06,4.583947e-06
+VGF_INVN,-2.283671e-06,3.890106e-06
+VIM_INVN,-3.7129812e-06,5.2626037e-06
+VIPR1_INVN,3.269898e-06,4.940224e-06
+VIT_INVN,2.858011e-07,2.9376522e-06
+VMO1_INVN,1.6374998e-06,3.3369934e-06
+VNN1_INVN,-1.5055105e-06,3.3608087e-06
+VNN2_INVN,2.7333388e-06,4.370795e-06
+VPS28_INVN,1.2914851e-06,3.0959668e-06
+VPS37A_INVN,-1.7537104e-06,3.6885708e-06
+VPS4B_INVN,5.97004e-06,7.803199e-06
+VPS53_INVN,-1.174166e-06,3.082085e-06
+VSIG10_INVN,7.963727e-08,2.7096198e-06
+VSIG10L_INVN,2.8657093e-06,4.599009e-06
+VSIG2_INVN,6.232714e-08,3.0881954e-06
+VSIG4_INVN,-1.5865753e-06,3.440313e-06
+VSIR_INVN,-4.388284e-07,2.8947122e-06
+VSNL1_INVN,-5.585134e-07,2.9554806e-06
+VSTM1_INVN,6.5697745e-06,8.371698e-06
+VSTM2B_INVN,5.0166886e-07,2.9981506e-06
+VSTM2L_INVN,1.0133971e-06,2.9568223e-06
+VTA1_INVN,-1.7426329e-06,3.1651302e-06
+VTCN1_INVN,-3.8096e-07,3.127223e-06
+VTI1A_INVN,-6.965617e-07,3.4014602e-06
+VWA1_INVN,-1.7059584e-06,3.6885108e-06
+VWA5A_INVN,-3.343758e-06,4.7507688e-06
+VWC2_INVN,-5.4446394e-07,3.3754827e-06
+VWC2L_INVN,-8.917593e-07,3.5998598e-06
+VWF_INVN,1.300211e-06,3.3386284e-06
+WARS_INVN,-4.4614114e-07,3.068719e-06
+WAS_INVN,1.1272753e-06,3.1024433e-06
+WASF1_INVN,4.5613783e-07,3.1502502e-06
+WASF3_INVN,9.1866275e-07,2.7204885e-06
+WASHC3_INVN,1.0282016e-06,2.7254628e-06
+WASL_INVN,-3.2642477e-06,4.4562507e-06
+WDR46_INVN,-2.222939e-06,4.265969e-06
+WFDC1_INVN,1.986428e-06,3.799607e-06
+WFDC12_INVN,1.0967126e-06,3.260442e-06
+WFDC2_INVN,-2.4773824e-06,4.3635855e-06
+WFIKKN1_INVN,-1.1099497e-06,2.9166279e-06
+WFIKKN2_INVN,-8.259179e-08,3.0535873e-06
+WIF1_INVN,-3.0919315e-07,3.3527813e-06
+WNT9A_INVN,1.0538324e-07,3.3770066e-06
+WWP2_INVN,5.2463236e-07,2.6446446e-06
+XCL1_INVN,-4.303827e-06,5.7581933e-06
+XG_INVN,-1.267684e-06,3.5002631e-06
+XIAP_INVN,2.9213587e-07,2.8317786e-06
+XPNPEP2_INVN,-1.8342744e-06,3.7580553e-06
+XRCC4_INVN,-1.746315e-06,3.5421115e-06
+YAP1_INVN,8.4137054e-07,2.709281e-06
+YARS1_INVN,5.1344284e-07,2.8458107e-06
+YES1_INVN,1.6920661e-06,3.3031465e-06
+YJU2_INVN,-6.681701e-07,3.141697e-06
+YOD1_INVN,2.4664442e-07,2.7087221e-06
+YTHDF3_INVN,-2.5017619e-07,2.8676695e-06
+YWHAQ_INVN,1.0616901e-06,2.7437434e-06
+YY1_INVN,5.2335224e-07,3.5108358e-06
+ZBP1_INVN,2.4099865e-07,3.1818324e-06
+ZBTB16_INVN,-3.303113e-07,3.227802e-06
+ZBTB17_INVN,-2.4989174e-06,3.850053e-06
+ZCCHC8_INVN,-2.051761e-07,3.1381503e-06
+ZFYVE19_INVN,7.182423e-07,2.8892468e-06
+ZHX2_INVN,-1.8179857e-06,3.7091506e-06
+ZNF174_INVN,8.8181537e-07,2.944276e-06
+ZNF75D_INVN,-3.4995776e-06,5.0996778e-06
+ZNF830_INVN,7.1812036e-07,3.4521445e-06
+ZNRD2_INVN,6.0690763e-07,3.0847082e-06
+ZNRF4_INVN,-1.5253949e-06,4.1127178e-06
+ZP3_INVN,1.6263513e-07,2.923775e-06
+ZP4_INVN,1.3106319e-06,3.1937432e-06
+ZPR1_INVN,4.2874507e-07,3.2763598e-06
diff --git a/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res.csv b/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..48fa5fc0e5732e8a2e142b6584d92782834c3aeb
--- /dev/null
+++ b/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res.csv
@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.5555521e-09,4.5500432e-08
+Gln,-2.0190265e-09,3.8937955e-08
+Gly,1.2378963e-09,7.452203e-08
+His,3.2473677e-10,7.760598e-09
+Ile,1.9237249e-11,4.977245e-09
+Leu,1.6315559e-10,2.8384355e-09
+Total BCAA,2.254774e-09,6.339205e-08
+Val,-1.072079e-10,5.3848492e-08
+Phe,3.803583e-11,1.549158e-08
+Tyr,-4.090942e-11,6.5650907e-09
+ApoA1,2.124852e-09,1.5579799e-07
+ApoB,-2.2525661e-09,2.1781877e-07
+Clinical LDL-C,2.6260885e-09,2.39591e-06
+HDL-C,1.4278173e-08,1.8422065e-07
+LDL-C,-1.9412287e-08,4.922987e-07
+non-HDL-C,2.771985e-08,2.085503e-06
+Remnant-C,1.8113653e-08,5.235183e-07
+Total-C,3.14238e-08,3.0153383e-06
+VLDL-C,-7.75247e-10,2.5277698e-08
+HDL-CE,8.41704e-10,2.3149408e-07
+LDL-CE,-1.5100003e-08,2.6848977e-07
+Total-CE,1.4062474e-08,1.7324741e-06
+VLDL-CE,3.9367243e-10,2.5286315e-08
+DHA,-1.4110187e-09,1.1175229e-08
+LA,-4.9526863e-09,2.7328025e-07
+MUFA,-1.7327237e-08,1.4215675e-06
+Omega-3,-2.6932219e-09,2.2356967e-07
+Omega-6,-1.12095195e-08,6.783534e-08
+PUFA,2.2730127e-08,1.4249468e-07
+SFA,1.3096011e-08,6.893138e-07
+Total-FA,9.532301e-08,5.7083366e-06
+Unsaturation,2.2257167e-09,4.1209365e-08
+Albumin,-6.818057e-08,1.8313318e-06
+Creatinine,4.873386e-10,8.300769e-09
+HDL-FC,2.1860784e-09,1.3084831e-08
+LDL-FC,2.4851736e-09,7.2690256e-08
+Total-FC,3.982714e-09,1.9538534e-07
+VLDL-FC,1.3094394e-09,2.5700258e-08
+Citrate,-3.4530534e-10,3.1000311e-09
+Glucose,-3.769171e-08,1.48598165e-05
+Lactate,4.337193e-09,1.2955302e-06
+Pyruvate,5.1423327e-10,1.2417443e-08
+GlycA,-3.2164227e-09,1.4188275e-07
+Acetate,-3.4645557e-11,5.58325e-09
+Acetoacetate,-1.0977536e-10,1.7149263e-08
+Acetone,-1.2248022e-10,4.453446e-09
+bOHbutyrate,4.4243015e-10,2.6954046e-08
+HDL-P,-6.7145456e-11,1.2094352e-09
+LDL-P,1.1823349e-11,3.760111e-11
+Total-P,-4.7494828e-11,5.293375e-10
+VLDL-P,-1.3925384e-13,1.496925e-11
+HDL size,1.0762402e-09,3.645545e-07
+LDL size,1.7175892e-09,7.519385e-08
+VLDL size,-2.7135831e-08,7.137035e-07
+XXL-VLDL-L,-4.2526036e-09,1.3705609e-07
+XXL-VLDL-P,-2.2672007e-14,1.1262984e-12
+XL-VLDL-C,5.8309135e-10,2.3537603e-09
+XL-VLDL-CE,-2.2041836e-10,3.9322523e-09
+XL-VLDL-L,1.862115e-09,1.6817657e-08
+XL-VLDL-P,4.2195512e-14,1.292903e-12
+XL-VLDL-TG,-4.5845385e-09,4.826779e-08
+L-VLDL-C,-2.1574342e-10,1.2657284e-08
+L-VLDL-CE,-1.2849945e-10,2.0045259e-09
+L-VLDL-FC,-4.17108e-10,5.1850324e-09
+L-VLDL-L,-1.651397e-09,7.0943095e-08
+L-VLDL-P,-6.2655144e-16,4.568141e-12
+L-VLDL-PL,8.936536e-10,1.5969627e-08
+L-VLDL-TG,-1.0580605e-09,7.013669e-09
+M-VLDL-C,-2.3320068e-10,2.9076656e-08
+M-VLDL-CE,9.760528e-11,1.5433663e-08
+M-VLDL-FC,-9.478697e-11,9.036473e-09
+M-VLDL-L,5.3445165e-10,7.264653e-08
+M-VLDL-P,4.740289e-13,5.010462e-12
+M-VLDL-PL,9.966488e-10,3.364186e-08
+M-VLDL-TG,-2.6118987e-09,4.3786216e-08
+S-VLDL-C,1.0513379e-09,1.22637305e-08
+S-VLDL-CE,-2.470808e-10,1.1459707e-08
+S-VLDL-FC,-1.5047898e-10,5.111836e-09
+S-VLDL-L,-1.0817045e-09,8.4284814e-08
+S-VLDL-P,-1.5276189e-13,1.4528008e-12
+S-VLDL-PL,6.1506955e-10,5.4618483e-09
+S-VLDL-TG,-1.2873552e-09,8.264041e-08
+XS-VLDL-C,5.3396666e-11,1.5406128e-08
+XS-VLDL-CE,-1.0631714e-09,1.1402956e-08
+XS-VLDL-FC,-3.6915776e-10,6.106909e-09
+XS-VLDL-L,-9.774013e-10,1.9756373e-08
+XS-VLDL-P,1.6213268e-14,8.3094415e-13
+XS-VLDL-PL,-4.021947e-10,1.1668934e-08
+XS-VLDL-TG,4.7041704e-10,1.0507874e-08
+IDL-C,5.716648e-09,5.0303737e-07
+IDL-CE,-4.736583e-09,3.5329774e-07
+IDL-FC,-5.350332e-10,4.9860144e-08
+IDL-L,-6.3766286e-09,6.44824e-07
+IDL-P,2.9823884e-12,2.6366936e-11
+IDL-PL,-9.59295e-10,4.3842434e-08
+IDL-TG,-4.5116413e-10,2.6753137e-09
+L-LDL-C,1.1985767e-09,3.6666643e-07
+L-LDL-CE,-3.3252112e-09,1.5103235e-07
+L-LDL-FC,-1.077849e-09,4.5628095e-08
+L-LDL-L,7.8359313e-10,5.403267e-07
+L-LDL-P,-5.351098e-12,8.2993834e-11
+L-LDL-PL,-9.43456e-10,1.2524326e-07
+L-LDL-TG,-8.66507e-10,1.1049834e-08
+M-LDL-C,7.357739e-10,5.464344e-08
+M-LDL-CE,2.0604924e-09,6.289854e-08
+M-LDL-FC,-2.6153277e-10,2.288426e-08
+M-LDL-L,1.4048218e-09,2.0388674e-08
+M-LDL-P,-3.027694e-12,6.949066e-11
+M-LDL-PL,6.438012e-11,1.7261163e-08
+M-LDL-TG,4.5326368e-11,5.4782863e-09
+S-LDL-C,3.696069e-10,8.852519e-09
+S-LDL-CE,-9.314702e-10,2.3935984e-08
+S-LDL-FC,-8.0896644e-11,1.4011597e-09
+S-LDL-L,1.1133205e-09,4.6324942e-08
+S-LDL-P,7.9139555e-14,2.5563662e-11
+S-LDL-PL,4.947463e-10,7.92792e-09
+XL-HDL-C,3.672839e-11,3.1294604e-08
+XL-HDL-CE,-1.6472763e-10,1.521569e-08
+XL-HDL-FC,1.1987977e-10,9.1238785e-09
+XL-HDL-L,2.3791233e-09,5.648757e-08
+XL-HDL-P,2.1598203e-12,7.519824e-11
+XL-HDL-PL,-4.5395365e-10,1.0309724e-08
+L-HDL-C,-6.943198e-11,2.481899e-07
+L-HDL-CE,-6.380784e-10,2.1833937e-08
+L-HDL-FC,1.0929225e-09,2.9417782e-08
+L-HDL-L,-5.3423648e-09,3.9802316e-07
+L-HDL-P,2.3062672e-11,3.071967e-10
+L-HDL-PL,1.6961371e-09,3.3725943e-08
+L-HDL-TG,3.901948e-10,1.733388e-09
+M-HDL-C,1.7303794e-09,1.384155e-07
+M-HDL-CE,-4.7768084e-10,3.125865e-08
+M-HDL-FC,2.6634522e-10,2.0139679e-09
+M-HDL-L,-1.963722e-09,1.0953048e-07
+M-HDL-P,-1.1358475e-11,1.4483838e-10
+M-HDL-PL,8.64149e-10,6.0988576e-08
+M-HDL-TG,-5.7948576e-11,1.5347727e-08
+S-HDL-C,-2.2604944e-11,7.84209e-08
+S-HDL-CE,-7.4968864e-10,5.1591735e-09
+S-HDL-FC,-9.618496e-11,3.970623e-09
+S-HDL-L,2.2879447e-09,1.1095463e-07
+S-HDL-P,-7.1078976e-12,9.151099e-10
+S-HDL-PL,-6.974037e-10,1.7929974e-08
+S-HDL-TG,-3.6731804e-10,1.9041542e-08
+Cholines,1.41201975e-08,1.311291e-07
+Phosphatidylc,6.6069985e-09,2.1157541e-07
+Phosphoglyc,1.453935e-08,2.8845983e-07
+Sphingomyelins,-1.1596957e-09,6.012383e-08
+HDL-PL,-1.1148875e-09,1.1305967e-07
+LDL-PL,-3.8274792e-10,4.9091042e-08
+Total-PL,5.443568e-09,5.451923e-07
+VLDL-PL,5.577097e-10,7.244412e-08
+HDL-L,-1.0704991e-08,5.2861225e-07
+LDL-L,-1.1415407e-08,2.622302e-07
+Total-L,3.7068244e-08,3.928607e-06
+VLDL-L,2.5572826e-08,9.84059e-07
+HDL-TG,-5.6700566e-10,1.2206552e-08
+LDL-TG,-4.636806e-10,1.21441115e-08
+Total-TG,-7.973352e-09,8.149443e-07
+VLDL-TG,-6.634757e-09,3.3004426e-07
diff --git a/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_individual_grads.csv b/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_individual_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0975c74e3e1135e2c8b7f71d2061a0f18c5b206a
--- /dev/null
+++ b/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_individual_grads.csv
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diff --git a/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..48fa5fc0e5732e8a2e142b6584d92782834c3aeb
--- /dev/null
+++ b/PANEL/omega/input_gradients/T2_Diabetes_3/prote_metab/metab_T2_Diabetes_surv_res_mean_std_grads.csv
@@ -0,0 +1,160 @@
+,mean,std
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diff --git a/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res.csv b/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/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res.csv
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+Cholines,1.995949e-07,5.78928e-07
+Phosphatidylc,1.18095876e-07,4.6888846e-07
+Phosphoglyc,-1.0362901e-07,3.038065e-07
+Sphingomyelins,-9.183692e-08,2.5296998e-07
+HDL-PL,1.3369254e-07,4.1884022e-07
+LDL-PL,9.689591e-08,2.6125306e-07
+Total-PL,1.08335975e-07,3.1704474e-07
+VLDL-PL,2.8133753e-08,1.3919005e-07
+HDL-L,-1.211274e-07,4.781706e-07
+LDL-L,2.1079295e-07,5.8482e-07
+Total-L,-3.4799103e-07,1.4165273e-06
+VLDL-L,-3.096135e-07,1.3020789e-06
+HDL-TG,-9.010342e-09,4.5691216e-08
+LDL-TG,6.2888e-09,3.8085933e-08
+Total-TG,-3.2479328e-08,4.918781e-07
+VLDL-TG,4.2033747e-07,1.6838768e-06
diff --git a/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5cd2a1905ac3a9c13036ad43338622e4752a1468
--- /dev/null
+++ b/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/metab_T2_Diabetes_surv_res_mean_std_grads.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
+XL-VLDL-CE,-9.103532e-09,2.733188e-08
+XL-VLDL-L,-1.6560405e-07,6.198047e-07
+XL-VLDL-P,2.4919864e-13,1.4907422e-12
+XL-VLDL-TG,-1.15048415e-07,4.5094876e-07
+L-VLDL-C,2.3255467e-08,7.78577e-08
+L-VLDL-CE,6.6394206e-09,2.268177e-08
+L-VLDL-FC,-1.3716027e-08,4.53246e-08
+L-VLDL-L,-8.9761485e-08,3.4470492e-07
+L-VLDL-P,-5.0466927e-12,1.7812063e-11
+L-VLDL-PL,-1.23453345e-08,4.768606e-08
+L-VLDL-TG,-1.745009e-08,1.0888459e-07
+M-VLDL-C,6.161696e-09,4.7465814e-08
+M-VLDL-CE,2.9811302e-09,2.0906088e-08
+M-VLDL-FC,-7.5481926e-10,1.1923129e-08
+M-VLDL-L,4.478724e-09,7.682662e-08
+M-VLDL-P,-8.899123e-12,2.3077592e-11
+M-VLDL-PL,4.7457975e-09,1.860357e-08
+M-VLDL-TG,1.2638115e-08,9.816803e-08
+S-VLDL-C,7.108076e-08,1.5489024e-07
+S-VLDL-CE,-1.3348732e-08,3.1307795e-08
+S-VLDL-FC,-1.013229e-09,4.1602846e-09
+S-VLDL-L,-2.8608667e-08,1.0076202e-07
+S-VLDL-P,7.670011e-12,2.372041e-11
+S-VLDL-PL,-1.2714901e-08,3.3015624e-08
+S-VLDL-TG,-4.907644e-08,1.9076138e-07
+XS-VLDL-C,1.42206575e-08,3.7988325e-08
+XS-VLDL-CE,1.1259465e-08,3.1835313e-08
+XS-VLDL-FC,3.038207e-09,1.0390768e-08
+XS-VLDL-L,-8.944599e-09,3.209796e-08
+XS-VLDL-P,2.8853452e-14,6.098091e-12
+XS-VLDL-PL,-4.0748045e-09,1.5015146e-08
+XS-VLDL-TG,6.8231043e-09,3.34969e-08
+IDL-C,-7.1481026e-08,2.3796534e-07
+IDL-CE,-1.201039e-07,3.4207838e-07
+IDL-FC,-2.6105287e-08,8.756189e-08
+IDL-L,-1.2917641e-07,3.3024423e-07
+IDL-P,-8.856994e-11,2.6803804e-10
+IDL-PL,-7.296934e-09,2.6516958e-08
+IDL-TG,3.759211e-08,1.5567522e-07
+L-LDL-C,-2.2393962e-07,6.6148067e-07
+L-LDL-CE,-1.086601e-07,3.200437e-07
+L-LDL-FC,3.5471412e-09,3.0878375e-08
+L-LDL-L,2.782173e-07,7.365284e-07
+L-LDL-P,4.831241e-11,1.2505118e-10
+L-LDL-PL,4.140908e-09,2.569662e-08
+L-LDL-TG,1.9744627e-08,8.096344e-08
+M-LDL-C,-5.7991105e-08,1.5098868e-07
+M-LDL-CE,1.9408574e-08,5.378628e-08
+M-LDL-FC,-1.347689e-08,4.2373777e-08
+M-LDL-L,2.7484734e-08,6.7014106e-08
+M-LDL-P,-8.3412194e-11,2.4007007e-10
+M-LDL-PL,4.015597e-08,8.77023e-08
+M-LDL-TG,1.4602316e-09,9.028299e-09
+S-LDL-C,9.518815e-09,2.2468289e-08
+S-LDL-CE,-7.71972e-09,2.2874152e-08
+S-LDL-FC,1.5982994e-09,8.139967e-09
+S-LDL-L,-2.1597378e-08,7.246532e-08
+S-LDL-P,-3.3922344e-11,8.921221e-11
+S-LDL-PL,-5.5964846e-09,1.316102e-08
+XL-HDL-C,5.6278116e-09,1.54718e-08
+XL-HDL-CE,1.39500855e-08,3.6918035e-08
+XL-HDL-FC,7.3579183e-09,1.685246e-08
+XL-HDL-L,-5.1439656e-08,1.2425896e-07
+XL-HDL-P,4.251493e-11,1.0523047e-10
+XL-HDL-PL,-2.4184805e-08,6.335668e-08
+L-HDL-C,-3.9552916e-09,5.6229748e-08
+L-HDL-CE,-3.4668325e-08,1.3157812e-07
+L-HDL-FC,4.0173443e-08,1.0507666e-07
+L-HDL-L,-1.2821343e-07,3.988743e-07
+L-HDL-P,1.7511001e-11,2.503346e-10
+L-HDL-PL,8.3811784e-08,2.3071615e-07
+L-HDL-TG,-5.210125e-09,2.2469653e-08
+M-HDL-C,-6.413039e-08,2.1430688e-07
+M-HDL-CE,5.699247e-08,2.0539203e-07
+M-HDL-FC,-6.9025834e-09,2.2457805e-08
+M-HDL-L,-2.250122e-08,1.12061976e-07
+M-HDL-P,-3.9824416e-10,1.2609848e-09
+M-HDL-PL,-5.2180237e-08,1.803635e-07
+M-HDL-TG,4.4684234e-10,6.896287e-09
+S-HDL-C,2.3431799e-08,6.834236e-08
+S-HDL-CE,-2.2568615e-08,7.212008e-08
+S-HDL-FC,-1.0544456e-08,3.2136242e-08
+S-HDL-L,2.1230552e-08,8.9021874e-08
+S-HDL-P,-6.140355e-10,1.7195986e-09
+S-HDL-PL,7.985134e-08,2.3408438e-07
+S-HDL-TG,-1.3300256e-09,1.528016e-08
+Cholines,1.995949e-07,5.78928e-07
+Phosphatidylc,1.18095876e-07,4.6888846e-07
+Phosphoglyc,-1.0362901e-07,3.038065e-07
+Sphingomyelins,-9.183692e-08,2.5296998e-07
+HDL-PL,1.3369254e-07,4.1884022e-07
+LDL-PL,9.689591e-08,2.6125306e-07
+Total-PL,1.08335975e-07,3.1704474e-07
+VLDL-PL,2.8133753e-08,1.3919005e-07
+HDL-L,-1.211274e-07,4.781706e-07
+LDL-L,2.1079295e-07,5.8482e-07
+Total-L,-3.4799103e-07,1.4165273e-06
+VLDL-L,-3.096135e-07,1.3020789e-06
+HDL-TG,-9.010342e-09,4.5691216e-08
+LDL-TG,6.2888e-09,3.8085933e-08
+Total-TG,-3.2479328e-08,4.918781e-07
+VLDL-TG,4.2033747e-07,1.6838768e-06
diff --git a/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/prote_T2_Diabetes_surv_res.csv b/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/prote_T2_Diabetes_surv_res.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66ade5899ae0075df49acf19706a4da2fb864f5d
--- /dev/null
+++ b/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/prote_T2_Diabetes_surv_res.csv
@@ -0,0 +1,2918 @@
+,mean,std
+Batch,1.6956278e-06,7.130532e-06
+A1BG_INVN,-7.443171e-07,6.9990315e-06
+AAMDC_INVN,-1.5277628e-06,8.632841e-06
+AARSD1_INVN,9.608142e-07,4.9600626e-06
+ABCA2_INVN,6.199495e-08,4.258814e-06
+ABHD14B_INVN,-1.3292544e-06,5.0074777e-06
+ABL1_INVN,1.2357649e-06,5.0972394e-06
+ABO_INVN,9.750299e-07,7.5981393e-06
+ABRAXAS2_INVN,8.4953376e-07,3.5458472e-06
+ACAA1_INVN,-2.8244956e-06,1.1764614e-05
+ACADM_INVN,8.3155044e-07,8.636814e-06
+ACADSB_INVN,7.036422e-07,4.9247933e-06
+ACAN_INVN,-4.5599998e-07,7.819197e-06
+ACE_INVN,-8.481451e-08,5.8004143e-06
+ACE2_INVN,-2.126123e-06,1.3056639e-05
+ACHE_INVN,7.476222e-07,7.5421785e-06
+ACOT13_INVN,5.600414e-07,2.4612398e-06
+ACOX1_INVN,-4.2416036e-07,2.8430654e-06
+ACP1_INVN,-4.3953747e-07,3.7446082e-06
+ACP5_INVN,-1.1977947e-07,4.122587e-06
+ACP6_INVN,4.737669e-07,4.6815303e-06
+ACRBP_INVN,8.320563e-08,2.1054307e-06
+ACRV1_INVN,-1.0683985e-06,5.2089267e-06
+ACSL1_INVN,1.0747922e-06,8.528093e-06
+ACTA2_INVN,-8.98854e-07,6.324678e-06
+ACTN2_INVN,-6.68349e-07,6.2805666e-06
+ACTN4_INVN,5.118255e-07,3.7223224e-06
+ACVRL1_INVN,2.8642028e-06,1.0243404e-05
+ACY1_INVN,1.0375745e-07,4.7712874e-06
+ACY3_INVN,1.1810616e-06,5.8314854e-06
+ACYP1_INVN,-4.0703551e-07,6.072764e-06
+ADA_INVN,-1.4519767e-06,5.4277775e-06
+ADA2_INVN,7.695813e-07,5.116165e-06
+ADAM12_INVN,1.30400215e-08,4.993293e-06
+ADAM15_INVN,-3.2554794e-07,7.5271664e-06
+ADAM22_INVN,2.6987433e-07,5.3867775e-06
+ADAM23_INVN,1.1553061e-06,9.504742e-06
+ADAM8_INVN,-2.9288591e-07,4.5963784e-06
+ADAM9_INVN,-2.9127439e-06,1.1822329e-05
+ADAMTS1_INVN,-1.1003474e-06,3.902217e-06
+ADAMTS13_INVN,1.956525e-06,5.4089787e-06
+ADAMTS15_INVN,5.7678387e-09,3.8902454e-06
+ADAMTS16_INVN,-8.3139065e-07,8.533734e-06
+ADAMTS4_INVN,1.3078107e-06,4.5215943e-06
+ADAMTS8_INVN,-5.6640664e-07,4.2932647e-06
+ADAMTSL2_INVN,1.4352405e-06,1.0797975e-05
+ADAMTSL4_INVN,5.8944835e-07,5.8584e-06
+ADAMTSL5_INVN,-1.0801425e-06,7.391573e-06
+ADCYAP1R1_INVN,1.969971e-06,8.370783e-06
+ADD1_INVN,2.0209148e-07,7.5796934e-06
+ADGRB3_INVN,1.1544762e-06,7.432623e-06
+ADGRD1_INVN,1.2869896e-07,4.0953446e-06
+ADGRE1_INVN,1.597392e-07,5.503877e-06
+ADGRE2_INVN,-3.2833125e-06,1.218892e-05
+ADGRE5_INVN,9.886381e-07,7.1815703e-06
+ADGRF5_INVN,1.559568e-06,9.872065e-06
+ADGRG1_INVN,-1.9962986e-06,7.458907e-06
+ADGRG2_INVN,1.1204385e-06,1.0382283e-05
+ADGRV1_INVN,1.6391432e-07,4.7207254e-06
+ADH1B_INVN,6.132187e-07,5.2769506e-06
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+ADIPOQ_INVN,-6.3302406e-07,7.66842e-06
+ADM_INVN,2.553204e-06,1.3383269e-05
+ADRA2A_INVN,1.3147294e-07,4.308491e-06
+AFAP1_INVN,5.3736625e-07,5.877854e-06
+AFM_INVN,-9.817397e-07,7.752111e-06
+AFP_INVN,1.5684228e-06,8.268993e-06
+AGBL2_INVN,-8.618266e-07,4.1832363e-06
+AGER_INVN,2.3770984e-07,3.7875252e-06
+AGR2_INVN,-9.464652e-08,4.4985713e-06
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+AGRN_INVN,-1.7449869e-06,7.1884306e-06
+AGRP_INVN,1.5540335e-06,7.5275175e-06
+AGT_INVN,7.897816e-07,4.597654e-06
+AGXT_INVN,4.7290817e-07,5.9525796e-06
+AHCY_INVN,-5.104321e-06,1.9721145e-05
+AHNAK_INVN,-3.890073e-06,1.2497656e-05
+AHNAK2_INVN,4.841408e-07,6.0835714e-06
+AHSA1_INVN,-4.2791368e-07,5.351004e-06
+AHSG_INVN,3.8300425e-07,6.3540438e-06
+AHSP_INVN,1.6342067e-07,5.243702e-06
+AIDA_INVN,-8.50217e-07,7.511237e-06
+AIF1_INVN,-9.120037e-07,5.8133883e-06
+AIF1L_INVN,8.324699e-07,7.2122266e-06
+AIFM1_INVN,8.6390025e-07,3.7860584e-06
+AK1_INVN,-7.339683e-07,4.4056333e-06
+AK2_INVN,-8.7010557e-07,5.940043e-06
+AKAP12_INVN,-5.886995e-07,7.534897e-06
+AKR1B1_INVN,3.3527426e-06,1.3956023e-05
+AKR1B10_INVN,-2.1129893e-06,9.972565e-06
+AKR1C4_INVN,1.5011022e-07,6.0960842e-06
+AKR7L_INVN,7.373844e-07,3.8506523e-06
+AKT1S1_INVN,-1.3909219e-06,5.6134045e-06
+AKT2_INVN,-1.3164637e-06,5.4614225e-06
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+ALDH1A1_INVN,-2.2290812e-06,6.932849e-06
+ALDH2_INVN,1.5446368e-06,5.1343204e-06
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+ALPI_INVN,-2.3227462e-06,1.0219542e-05
+ALPP_INVN,-3.6297916e-07,3.5492158e-06
+AMBN_INVN,1.202077e-07,3.953833e-06
+AMBP_INVN,-1.4400111e-06,8.951913e-06
+AMDHD2_INVN,9.3713e-07,5.776551e-06
+AMFR_INVN,-6.494314e-07,3.09791e-06
+AMIGO1_INVN,1.6881716e-06,7.4863065e-06
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+AMOT_INVN,-2.4779838e-06,1.0866314e-05
+AMOTL2_INVN,-1.6791231e-06,4.9783584e-06
+AMPD3_INVN,3.1131087e-06,1.4521213e-05
+AMY1A_AMY1B_AMY1C_INVN,9.357962e-07,4.909527e-06
+AMY2A_INVN,4.373871e-07,6.177227e-06
+ANG_INVN,-1.3063751e-06,5.811228e-06
+ANGPT1_INVN,2.823468e-07,5.162763e-06
+ANGPT2_INVN,-5.763435e-07,7.4497484e-06
+ANGPTL1_INVN,3.2966474e-07,6.5444965e-06
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diff --git a/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/prote_T2_Diabetes_surv_res_mean_std_grads.csv b/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/prote_T2_Diabetes_surv_res_mean_std_grads.csv
new file mode 100644
index 0000000000000000000000000000000000000000..66ade5899ae0075df49acf19706a4da2fb864f5d
--- /dev/null
+++ b/PANEL/omega/input_gradients/T2_Diabetes_5/prote_metab/prote_T2_Diabetes_surv_res_mean_std_grads.csv
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diff --git a/PANEL/omega/results/Asthma_2.csv b/PANEL/omega/results/Asthma_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad1504fe2fd81a266ab7c8868b96ca49c2cde1f6
--- /dev/null
+++ b/PANEL/omega/results/Asthma_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Asthma_surv_res,0.03982171884836909
diff --git a/PANEL/omega/results/Atrial_Fibrillation_4.csv b/PANEL/omega/results/Atrial_Fibrillation_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8f7ab157b400ee87238a67014d5d35a1acac4363
--- /dev/null
+++ b/PANEL/omega/results/Atrial_Fibrillation_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Atrial_Fibrillation_surv_res,0.058508971403313584
diff --git a/PANEL/omega/results/Breast_Cancer_1.csv b/PANEL/omega/results/Breast_Cancer_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc9b6bca747747c8cb9e7caa1cb40fb4b72c3f63
--- /dev/null
+++ b/PANEL/omega/results/Breast_Cancer_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.0548593809519313
diff --git a/PANEL/omega/results/Breast_Cancer_4.csv b/PANEL/omega/results/Breast_Cancer_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba2c1f424e5fb9c4fadfc734c587dcd15d41bda4
--- /dev/null
+++ b/PANEL/omega/results/Breast_Cancer_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.05491399285121565
diff --git a/PANEL/omega/results/Breast_Cancer_5.csv b/PANEL/omega/results/Breast_Cancer_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..96ab12ea23327b45d7329420926aa9ccd0719ed0
--- /dev/null
+++ b/PANEL/omega/results/Breast_Cancer_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.06041607776220508
diff --git a/PANEL/omega/results/CHD_4.csv b/PANEL/omega/results/CHD_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f0d42d3ced4096cb5bb9b599349766bd7d667432
--- /dev/null
+++ b/PANEL/omega/results/CHD_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+CHD_surv_res,0.05161070354558888
diff --git a/PANEL/omega/results/CHD_5.csv b/PANEL/omega/results/CHD_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c95968071c341553c2f15dfcbb2c066030e54f3
--- /dev/null
+++ b/PANEL/omega/results/CHD_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+CHD_surv_res,0.044343678069913336
diff --git a/PANEL/omega/results/COPD_2.csv b/PANEL/omega/results/COPD_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2307dbcd58f4c55b7e7f464efa15320963e60da6
--- /dev/null
+++ b/PANEL/omega/results/COPD_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+COPD_surv_res,0.04438737032892392
diff --git a/PANEL/omega/results/COPD_4.csv b/PANEL/omega/results/COPD_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fd54d4d8e19def88797c96ed735493698e042ebf
--- /dev/null
+++ b/PANEL/omega/results/COPD_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+COPD_surv_res,0.0871591557920648
diff --git a/PANEL/omega/results/Dementia_5.csv b/PANEL/omega/results/Dementia_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..acb4adfa6353ce83f82121b53d5d7c191174baa0
--- /dev/null
+++ b/PANEL/omega/results/Dementia_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Dementia_surv_res,0.10995030707933877
diff --git a/PANEL/omega/results/Fractures_1.csv b/PANEL/omega/results/Fractures_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dcfef40329bf63b547cb9a960f78fa685e300304
--- /dev/null
+++ b/PANEL/omega/results/Fractures_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Fractures_surv_res,0.03587953508016869
diff --git a/PANEL/omega/results/Glaucoma_2.csv b/PANEL/omega/results/Glaucoma_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce4dc278fdba00fc2c31ccd2b7411a11e39f9d55
--- /dev/null
+++ b/PANEL/omega/results/Glaucoma_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Glaucoma_surv_res,0.03361779640823621
diff --git a/PANEL/omega/results/Glaucoma_3.csv b/PANEL/omega/results/Glaucoma_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cdc6da1da0544b281999b952775c92c89a5cc71a
--- /dev/null
+++ b/PANEL/omega/results/Glaucoma_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Glaucoma_surv_res,0.027062195051524972
diff --git a/PANEL/omega/results/Glaucoma_4.csv b/PANEL/omega/results/Glaucoma_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7646af2496de91832fc923ef4a02bc8eda522195
--- /dev/null
+++ b/PANEL/omega/results/Glaucoma_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Glaucoma_surv_res,0.02950752089109639
diff --git a/PANEL/omega/results/Heart_Failure_3.csv b/PANEL/omega/results/Heart_Failure_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1b31c2b3515c1d179fb6aae80712697e5cf20e0e
--- /dev/null
+++ b/PANEL/omega/results/Heart_Failure_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Heart_Failure_surv_res,0.053216629738544984
diff --git a/PANEL/omega/results/Heart_Failure_4.csv b/PANEL/omega/results/Heart_Failure_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53da81551dbb651a1b562bda19b3506923e58d5c
--- /dev/null
+++ b/PANEL/omega/results/Heart_Failure_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Heart_Failure_surv_res,0.0382659541415602
diff --git a/PANEL/omega/results/Liver_Disease_2.csv b/PANEL/omega/results/Liver_Disease_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3ba4bd84e94a759d05e31dfbd73c3dfaf8c4a63
--- /dev/null
+++ b/PANEL/omega/results/Liver_Disease_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Liver_Disease_surv_res,0.037367959516196675
diff --git a/PANEL/omega/results/Liver_Disease_3.csv b/PANEL/omega/results/Liver_Disease_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df48452858a0625e87cb49ec1df17257d074fd95
--- /dev/null
+++ b/PANEL/omega/results/Liver_Disease_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Liver_Disease_surv_res,0.03562050613192093
diff --git a/PANEL/omega/results/Liver_Disease_4.csv b/PANEL/omega/results/Liver_Disease_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d61b01849cbabbfcfc404c9b84ec8f93f89aaed
--- /dev/null
+++ b/PANEL/omega/results/Liver_Disease_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Liver_Disease_surv_res,0.049693108673255104
diff --git a/PANEL/omega/results/Liver_Disease_5.csv b/PANEL/omega/results/Liver_Disease_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a08e512e233ad270b034d5b8f5100b9d32184bb
--- /dev/null
+++ b/PANEL/omega/results/Liver_Disease_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Liver_Disease_surv_res,0.0436706472985042
diff --git a/PANEL/omega/results/MACE_4.csv b/PANEL/omega/results/MACE_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43bbca5a2541ffcb7f78834fdbd0b2f10726161c
--- /dev/null
+++ b/PANEL/omega/results/MACE_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+MACE_surv_res,0.047262111637508805
diff --git a/PANEL/omega/results/PAD_1.csv b/PANEL/omega/results/PAD_1.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ced5d15bb32f0405bfe8ecb62856653c7c5bc056
--- /dev/null
+++ b/PANEL/omega/results/PAD_1.csv
@@ -0,0 +1,2 @@
+,prote_metab
+PAD_surv_res,0.053434473547251685
diff --git a/PANEL/omega/results/PAD_2.csv b/PANEL/omega/results/PAD_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c1214761ec1bb1d0164c3d3bc2b3ac9720d0d6e9
--- /dev/null
+++ b/PANEL/omega/results/PAD_2.csv
@@ -0,0 +1,2 @@
+,prote_metab
+PAD_surv_res,0.04912540459585466
diff --git a/PANEL/omega/results/PAD_4.csv b/PANEL/omega/results/PAD_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f253ebfe340a61f2719b459107aa118575a833dc
--- /dev/null
+++ b/PANEL/omega/results/PAD_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+PAD_surv_res,0.06914939260480461
diff --git a/PANEL/omega/results/PAD_5.csv b/PANEL/omega/results/PAD_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67dfe6e052383b749ccd45b241ab70258ff29d7b
--- /dev/null
+++ b/PANEL/omega/results/PAD_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+PAD_surv_res,0.0592404400306329
diff --git a/PANEL/omega/results/Prostate_Cancer_5.csv b/PANEL/omega/results/Prostate_Cancer_5.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e04c3bd260aa833325f18d58e6e6095ec917de8b
--- /dev/null
+++ b/PANEL/omega/results/Prostate_Cancer_5.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Prostate_Cancer_surv_res,0.0676666751937176
diff --git a/PANEL/omega/results/Skin_Cancer_3.csv b/PANEL/omega/results/Skin_Cancer_3.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c8a1736be079bca0b9ef8f2cca34b03fe9bc100
--- /dev/null
+++ b/PANEL/omega/results/Skin_Cancer_3.csv
@@ -0,0 +1,2 @@
+,prote_metab
+Skin_Cancer_surv_res,0.05126146618211138
diff --git a/PANEL/omega/results/T2_Diabetes_4.csv b/PANEL/omega/results/T2_Diabetes_4.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fee3b6212ddbf8c20a88fb273befd9e29a93be21
--- /dev/null
+++ b/PANEL/omega/results/T2_Diabetes_4.csv
@@ -0,0 +1,2 @@
+,prote_metab
+T2_Diabetes_surv_res,0.10266139583840807
diff --git a/PANEL/visualization/prote_metab_comparison.pdf b/PANEL/visualization/prote_metab_comparison.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a48f25bf813409c4189ade0af047bbaa32005e5a
Binary files /dev/null and b/PANEL/visualization/prote_metab_comparison.pdf differ