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raw_data/description.md

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+Data processing mimics Buergel et. al, Nat Med 2022 (https://www.nature.com/articles/s41591-022-01980-3)
+
+All detail for endpoints, covariates, metabolites can be viewed in 
+https://docs.google.com/spreadsheets/d/1XqFFPq3HC2j1hydRc2rUG-SaEXtChmdjcXrJ3XU87To/edit?usp=sharing
+
+1. Endpoints/Outcome
+   Binary outcome: /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/ICD10_time_to_event.tab (***)
+   Generated from ICD10 code, including f.eid, date of birth, sex, age at death, baseline visit, censor time, death date,
+   24 clinical endpoint status (binary), and corresponding event time. See detail for 24 endpoints in google sheets above.
+   Survival residual outcome: /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/surv_res_phase2/surv_res_*.tab (***)
+   survival residuals are obtained by adjusting three different covariates sets: age+sex, ASCVD (8 CVD related predictors) and PANEL (20 comprehensive predictors). Suffix "_overlap" means only include patients with full record of both metabolomics and proteomics (sample size ~22k), suffix "_all" represents the patients with full metabolomics data (sample size ~277k)
+
+1. Covariates
+   Original file: /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/final.predictors.tab
+   imputed by MICE: /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/covariates_imp_new.tab (***)
+   included 40 covariates (see covariates detail in google sheets). 
+   The imputed version only include individuals with either metabolites record or proteomics
+
+2. Metabolites
+   Original file: /proj/yunligrp/users/altapia/UKB_MWAS/ukb_metabofilter_complete_eur.txt
+   NatMed including 161 metabolites (see them in google sheets).
+   We have 159 available metabolites in phase 2 data, sample size ~ 277k: 
+   /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/metabolites_phase2_keep.tab (***)
+
+3. proteomics
+   A raw data: /proj/yunligrp/UKBB_phen_29983/olink_data_oct_2023.txt
+   The QCed data: /proj/yunligrp/users/quansun/UKB_prot/ukbb_olink_data_oct_2023_ins_index_0_std_imp_invn.txt.gz
+   Note: be sure to include "batch" as one covariate.
+   /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/proteomics_full.tab (***)
+
+4. idsplit with different random states
+   See ID split for 5 folds in folder: /proj/yunligrp/users/djw/UKB_multiomics/rep_NM/surv_res_phase2/idsplit_*.tab (***)
+   If you are only using individuals with full records in both metabolomics and proteomics, please use "idsplit_overlap", sample size ~22k for most traits (decrease to ~ half in sex specific traits: breast cancer and prostate cancer);
+   Else if you tend to use only metabolomics data, please use "idsplit_full", sample size ~277k with individuals have full record of metabolomics record.

results/PANEL/omega/input_gradients/Asthma_1/prote_metab/metab_Asthma_surv_res.csv

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+,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

results/PANEL/omega/input_gradients/Asthma_2/prote_metab/metab_Asthma_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.0089315e-07,4.4766498e-08
+Gln,-2.7081586e-07,5.742459e-08
+Gly,1.949191e-07,4.084221e-08
+His,4.975316e-09,5.1492406e-09
+Ile,4.2213495e-09,8.642314e-09
+Leu,-3.1533204e-08,2.2049383e-08
+Total BCAA,4.3186188e-07,6.972524e-08
+Val,-1.8854331e-08,1.8495335e-08
+Phe,1.1807804e-08,5.565344e-09
+Tyr,-1.3242923e-08,8.833904e-09
+ApoA1,-7.5468597e-07,1.6956491e-07
+ApoB,-1.5886988e-06,1.9919895e-07
+Clinical LDL-C,-6.028063e-07,3.8503654e-07
+HDL-C,-5.280197e-07,1.6001115e-07
+LDL-C,4.5788246e-07,3.026206e-07
+non-HDL-C,4.3151745e-06,6.040566e-07
+Remnant-C,4.6177885e-07,2.8085506e-07
+Total-C,9.795779e-07,5.1974087e-07
+VLDL-C,-6.111182e-07,1.2921322e-07
+HDL-CE,2.8445312e-08,1.8299826e-07
+LDL-CE,-1.52491e-07,1.3500551e-07
+Total-CE,9.426394e-07,3.6702065e-07
+VLDL-CE,-6.95541e-08,6.088867e-08
+DHA,2.4745567e-08,5.7874054e-08
+LA,1.1045361e-07,3.9999412e-07
+MUFA,2.9843686e-06,7.606229e-07
+Omega-3,7.171072e-07,1.3888175e-07
+Omega-6,1.8485388e-06,4.3639784e-07
+PUFA,2.0355308e-06,4.7038793e-07
+SFA,-3.0368042e-06,5.493241e-07
+Total-FA,-1.1807992e-05,2.1623362e-06
+Unsaturation,-2.1700183e-07,5.0218624e-08
+Albumin,-1.6802773e-06,1.6441347e-06
+Creatinine,-5.2899733e-08,9.549708e-09
+HDL-FC,1.290719e-07,3.536713e-08
+LDL-FC,1.9943971e-07,6.9539865e-08
+Total-FC,7.720103e-07,1.4193603e-07
+VLDL-FC,5.7007134e-07,8.120436e-08
+Citrate,3.1024598e-08,7.659844e-09
+Glucose,-1.331328e-06,6.198042e-07
+Lactate,2.7443343e-06,6.697893e-07
+Pyruvate,-4.3362196e-08,1.6398582e-08
+GlycA,8.778309e-08,6.15933e-08
+Acetate,1.3359743e-08,6.4728027e-09
+Acetoacetate,-2.4444256e-08,6.4523267e-09
+Acetone,2.3197822e-08,3.5141776e-09
+bOHbutyrate,-7.018253e-08,3.7635477e-08
+HDL-P,-1.5362287e-08,2.0305237e-09
+LDL-P,-1.110654e-09,1.9375322e-10
+Total-P,-2.706289e-09,1.2643343e-09
+VLDL-P,5.7263815e-11,2.1438224e-11
+HDL size,4.6498397e-07,1.4550568e-07
+LDL size,2.578337e-07,5.1507698e-08
+VLDL size,-2.1713977e-06,6.4836917e-07
+XXL-VLDL-L,1.3232432e-07,9.3341136e-08
+XXL-VLDL-P,2.0759692e-12,7.2462425e-13
+XL-VLDL-C,9.667153e-10,1.3828276e-08
+XL-VLDL-CE,-5.265677e-08,8.570399e-09
+XL-VLDL-L,1.8077523e-07,6.666762e-08
+XL-VLDL-P,7.1473144e-12,1.2220893e-12
+XL-VLDL-TG,-6.858873e-08,3.5414473e-08
+L-VLDL-C,-1.5637423e-07,3.1447392e-08
+L-VLDL-CE,-5.5132796e-09,1.31265185e-08
+L-VLDL-FC,-2.0595257e-08,1.8056765e-08
+L-VLDL-L,6.092061e-07,9.3535014e-08
+L-VLDL-P,3.4748526e-12,2.992876e-12
+L-VLDL-PL,-7.871232e-08,1.8947231e-08
+L-VLDL-TG,3.5109122e-07,9.5649526e-08
+M-VLDL-C,5.299859e-09,2.5659846e-08
+M-VLDL-CE,1.6186803e-07,2.988311e-08
+M-VLDL-FC,1.336049e-07,1.9968336e-08
+M-VLDL-L,2.316316e-08,1.16905284e-07
+M-VLDL-P,1.5650125e-11,9.059182e-12
+M-VLDL-PL,1.0778941e-07,2.4482185e-08
+M-VLDL-TG,-4.0694312e-07,7.4944744e-08
+S-VLDL-C,-1.815911e-07,4.140613e-08
+S-VLDL-CE,-1.0720405e-07,2.0616374e-08
+S-VLDL-FC,-3.3426892e-09,9.120148e-09
+S-VLDL-L,-2.1036134e-07,7.31459e-08
+S-VLDL-P,-1.480467e-11,9.824098e-12
+S-VLDL-PL,4.4178716e-08,1.5938308e-08
+S-VLDL-TG,-6.775124e-08,3.361993e-08
+XS-VLDL-C,1.07970536e-07,2.824534e-08
+XS-VLDL-CE,1.5848744e-07,3.0837136e-08
+XS-VLDL-FC,2.9570929e-08,1.25721265e-08
+XS-VLDL-L,-6.729859e-08,3.5584915e-08
+XS-VLDL-P,4.6689673e-11,9.443742e-12
+XS-VLDL-PL,-1.9247535e-09,1.0952976e-08
+XS-VLDL-TG,-6.122948e-09,9.629407e-09
+IDL-C,-9.687532e-07,1.3948073e-07
+IDL-CE,2.5503837e-07,8.5797076e-08
+IDL-FC,1.9697444e-07,3.424909e-08
+IDL-L,8.111245e-07,1.5867249e-07
+IDL-P,9.9489965e-11,4.2981757e-11
+IDL-PL,2.1309793e-08,3.3987206e-08
+IDL-TG,6.734123e-08,1.4096751e-08
+L-LDL-C,-2.1939114e-07,1.1917585e-07
+L-LDL-CE,8.4761393e-07,1.4777689e-07
+L-LDL-FC,4.321759e-07,5.0960402e-08
+L-LDL-L,7.790859e-07,2.1440316e-07
+L-LDL-P,1.7813673e-10,7.0974206e-11
+L-LDL-PL,-7.9493795e-08,4.069322e-08
+L-LDL-TG,-4.068536e-08,1.2189349e-08
+M-LDL-C,3.3471855e-07,6.383412e-08
+M-LDL-CE,8.055885e-08,5.2290137e-08
+M-LDL-FC,8.273376e-08,2.2048704e-08
+M-LDL-L,1.3839528e-06,1.9539772e-07
+M-LDL-P,-2.2121195e-10,4.273853e-11
+M-LDL-PL,2.0932916e-07,2.4842242e-08
+M-LDL-TG,8.784955e-09,5.7586678e-09
+S-LDL-C,-7.865366e-08,2.2099792e-08
+S-LDL-CE,8.02643e-08,1.4627408e-08
+S-LDL-FC,-7.683805e-08,1.16744605e-08
+S-LDL-L,2.9430566e-07,6.281514e-08
+S-LDL-P,-1.4146126e-10,3.251278e-11
+S-LDL-PL,6.1292596e-08,1.0485189e-08
+XL-HDL-C,2.6998704e-08,2.0855914e-08
+XL-HDL-CE,-8.1255315e-08,1.6188613e-08
+XL-HDL-FC,3.278323e-09,3.5250394e-09
+XL-HDL-L,9.9460465e-08,4.1997524e-08
+XL-HDL-P,-5.960854e-11,3.9539667e-11
+XL-HDL-PL,8.143008e-08,2.6409891e-08
+L-HDL-C,2.3657633e-07,1.487469e-07
+L-HDL-CE,7.43271e-07,9.7013185e-08
+L-HDL-FC,7.8265026e-11,1.8215973e-08
+L-HDL-L,3.8491788e-07,1.8841811e-07
+L-HDL-P,4.5593187e-09,6.702873e-10
+L-HDL-PL,4.8263536e-07,1.2134024e-07
+L-HDL-TG,1.1317197e-08,6.499026e-09
+M-HDL-C,-4.6789253e-08,5.2839496e-08
+M-HDL-CE,4.6821114e-08,4.842864e-08
+M-HDL-FC,8.411657e-08,1.494287e-08
+M-HDL-L,-1.6897597e-07,9.444529e-08
+M-HDL-P,1.684179e-09,5.7892213e-10
+M-HDL-PL,5.500751e-07,6.8018785e-08
+M-HDL-TG,-2.2383029e-08,9.617647e-09
+S-HDL-C,-2.2336027e-07,3.8331848e-08
+S-HDL-CE,-7.439318e-08,2.2375946e-08
+S-HDL-FC,6.5785294e-08,1.0583326e-08
+S-HDL-L,-3.9765677e-08,8.609512e-08
+S-HDL-P,3.0523226e-09,6.292092e-10
+S-HDL-PL,-7.325521e-08,3.6634184e-08
+S-HDL-TG,1.4721067e-08,8.3281195e-09
+Cholines,-1.4118241e-07,2.2618241e-07
+Phosphatidylc,4.8408407e-07,1.9046024e-07
+Phosphoglyc,3.4672462e-07,2.5757672e-07
+Sphingomyelins,1.590392e-08,3.3551995e-08
+HDL-PL,9.916256e-07,2.390561e-07
+LDL-PL,5.3769224e-07,1.0273524e-07
+Total-PL,-1.3081678e-06,2.7598924e-07
+VLDL-PL,-2.2961883e-07,9.9263154e-08
+HDL-L,1.5619082e-06,3.8890465e-07
+LDL-L,1.3212559e-06,3.2673083e-07
+Total-L,-5.0032727e-06,1.1384521e-06
+VLDL-L,-1.6315037e-06,4.25597e-07
+HDL-TG,-1.3793077e-07,2.995715e-08
+LDL-TG,-3.663466e-08,2.5425464e-08
+Total-TG,3.3805816e-06,5.380844e-07
+VLDL-TG,3.4502154e-08,2.485771e-07

results/PANEL/omega/input_gradients/Asthma_3/prote_metab/metab_Asthma_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.9201461e-07,4.371161e-07
+Gln,-3.0398138e-07,6.6037387e-07
+Gly,8.4177e-08,2.8239492e-07
+His,-2.2758346e-09,1.18240235e-08
+Ile,4.5255582e-08,1.05975055e-07
+Leu,-4.758539e-09,2.7570646e-08
+Total BCAA,-1.568945e-07,3.4246773e-07
+Val,1.15110026e-07,2.406614e-07
+Phe,-6.9998083e-09,1.527292e-08
+Tyr,-3.138109e-08,7.5655606e-08
+ApoA1,-3.5552003e-07,8.735617e-07
+ApoB,1.4862191e-07,3.500739e-07
+Clinical LDL-C,-3.2347996e-06,7.51751e-06
+HDL-C,-3.093836e-07,6.8523053e-07
+LDL-C,-1.1397599e-06,2.6239472e-06
+non-HDL-C,2.605265e-07,7.434057e-07
+Remnant-C,-5.6592927e-07,1.4037362e-06
+Total-C,3.9053866e-06,9.088138e-06
+VLDL-C,-5.6346175e-07,1.1463376e-06
+HDL-CE,2.6006603e-07,6.248564e-07
+LDL-CE,8.82089e-08,3.2001205e-07
+Total-CE,-2.2509768e-07,7.1436705e-07
+VLDL-CE,2.0326029e-07,4.6174776e-07
+DHA,1.9636771e-07,4.854756e-07
+LA,4.6189191e-07,1.4304893e-06
+MUFA,-1.2572216e-06,2.4558744e-06
+Omega-3,5.995574e-07,1.5413018e-06
+Omega-6,-6.91009e-07,1.6556395e-06
+PUFA,8.17785e-07,2.1156038e-06
+SFA,2.4131289e-06,4.739911e-06
+Total-FA,2.5898858e-06,5.323899e-06
+Unsaturation,-4.664106e-08,1.2026368e-07
+Albumin,3.3230385e-06,6.0614043e-06
+Creatinine,-4.4797826e-08,9.987633e-08
+HDL-FC,-5.6508107e-08,1.4885998e-07
+LDL-FC,-2.2506482e-07,5.7889e-07
+Total-FC,7.5526884e-07,1.7706254e-06
+VLDL-FC,8.613759e-08,1.6808102e-07
+Citrate,-1.3769867e-08,3.8124575e-08
+Glucose,1.9599722e-06,6.3992024e-06
+Lactate,4.6226154e-07,1.385236e-06
+Pyruvate,-3.1779265e-08,6.22713e-08
+GlycA,-8.123208e-08,1.6765836e-07
+Acetate,-5.3418066e-09,1.2691535e-08
+Acetoacetate,-2.7442812e-08,4.415852e-08
+Acetone,-1.0027872e-08,1.5645815e-08
+bOHbutyrate,3.7789114e-09,4.4822684e-08
+HDL-P,-5.1070796e-09,1.232026e-08
+LDL-P,7.2977746e-10,1.6806725e-09
+Total-P,8.141997e-10,4.619926e-09
+VLDL-P,-2.2078067e-11,7.1106517e-11
+HDL size,-1.4622533e-07,3.5134659e-07
+LDL size,-1.0089494e-07,2.6815144e-07
+VLDL size,-2.8263148e-07,1.4164565e-06
+XXL-VLDL-L,-4.4412593e-07,8.5561976e-07
+XXL-VLDL-P,-1.4571949e-12,3.0144014e-12
+XL-VLDL-C,4.013929e-09,2.3643285e-08
+XL-VLDL-CE,-2.3162013e-08,4.2266205e-08
+XL-VLDL-L,-6.3376416e-07,1.2487192e-06
+XL-VLDL-P,4.8499395e-12,9.726622e-12
+XL-VLDL-TG,-1.5786006e-07,3.271354e-07
+L-VLDL-C,2.3481874e-08,6.286634e-08
+L-VLDL-CE,3.090493e-08,6.2266764e-08
+L-VLDL-FC,5.722488e-08,1.1012546e-07
+L-VLDL-L,-1.2182724e-08,1.294124e-07
+L-VLDL-P,2.6233447e-12,6.858822e-12
+L-VLDL-PL,-7.457693e-08,1.4871743e-07
+L-VLDL-TG,1.9477291e-07,3.852079e-07
+M-VLDL-C,2.630393e-08,9.178043e-08
+M-VLDL-CE,-4.9285692e-08,1.3248875e-07
+M-VLDL-FC,-5.422153e-09,3.1481296e-08
+M-VLDL-L,-6.974692e-08,2.7736215e-07
+M-VLDL-P,-6.1813475e-12,1.344816e-11
+M-VLDL-PL,2.2361496e-08,6.2375584e-08
+M-VLDL-TG,-1.210389e-07,2.4033335e-07
+S-VLDL-C,-1.386145e-07,3.0151446e-07
+S-VLDL-CE,3.304034e-08,7.1199715e-08
+S-VLDL-FC,-2.0368773e-08,4.327542e-08
+S-VLDL-L,2.3997154e-07,4.7735057e-07
+S-VLDL-P,8.793954e-13,6.753903e-12
+S-VLDL-PL,-1.7253031e-08,4.1097035e-08
+S-VLDL-TG,1.5649672e-08,5.508214e-08
+XS-VLDL-C,3.1161964e-08,8.306533e-08
+XS-VLDL-CE,2.5846512e-08,8.0860566e-08
+XS-VLDL-FC,3.7426997e-08,8.45644e-08
+XS-VLDL-L,1.5051425e-07,3.4422004e-07
+XS-VLDL-P,4.801442e-13,1.0017253e-11
+XS-VLDL-PL,-1.521661e-08,4.0798746e-08
+XS-VLDL-TG,2.405918e-09,1.6707247e-08
+IDL-C,3.4756383e-07,8.608176e-07
+IDL-CE,-4.7943826e-07,1.1590612e-06
+IDL-FC,5.425553e-08,1.3090241e-07
+IDL-L,-4.0604937e-07,9.159655e-07
+IDL-P,-1.1334525e-10,2.5370073e-10
+IDL-PL,-5.937685e-08,1.5786767e-07
+IDL-TG,-6.3391123e-09,3.06932e-08
+L-LDL-C,4.0975305e-08,1.8533855e-07
+L-LDL-CE,4.0123862e-07,9.797155e-07
+L-LDL-FC,-2.1283977e-07,5.2264596e-07
+L-LDL-L,-7.2804795e-07,1.7216026e-06
+L-LDL-P,4.127251e-11,1.629921e-10
+L-LDL-PL,5.1514874e-08,1.3682646e-07
+L-LDL-TG,-3.0143665e-09,2.2227377e-08
+M-LDL-C,-5.688649e-08,1.594224e-07
+M-LDL-CE,8.856282e-08,2.1174463e-07
+M-LDL-FC,-6.630906e-08,1.5498624e-07
+M-LDL-L,2.977016e-07,6.597427e-07
+M-LDL-P,1.9203872e-10,4.2774576e-10
+M-LDL-PL,-1.1061727e-09,2.992315e-08
+M-LDL-TG,1.1278785e-08,2.3987992e-08
+S-LDL-C,3.744899e-08,8.8361105e-08
+S-LDL-CE,-4.8623342e-08,1.08475604e-07
+S-LDL-FC,-1.5330391e-08,4.044749e-08
+S-LDL-L,-2.546109e-07,5.7347796e-07
+S-LDL-P,6.1657485e-11,1.467933e-10
+S-LDL-PL,-3.6742126e-08,9.137702e-08
+XL-HDL-C,2.462307e-07,4.885782e-07
+XL-HDL-CE,-7.2933496e-08,1.440627e-07
+XL-HDL-FC,1.6899616e-09,7.3958955e-09
+XL-HDL-L,-1.3033892e-07,2.7021107e-07
+XL-HDL-P,1.1090543e-10,2.5011204e-10
+XL-HDL-PL,-1.16018136e-07,2.3496538e-07
+L-HDL-C,4.952952e-07,1.0585812e-06
+L-HDL-CE,-2.3831615e-07,5.0084225e-07
+L-HDL-FC,1.5710016e-08,4.0229843e-08
+L-HDL-L,2.1743108e-07,4.9181733e-07
+L-HDL-P,4.9944376e-10,1.3539132e-09
+L-HDL-PL,4.938956e-07,1.0641436e-06
+L-HDL-TG,-2.9592785e-08,6.2683235e-08
+M-HDL-C,2.3432982e-07,5.725238e-07
+M-HDL-CE,1.3345202e-08,9.0307154e-08
+M-HDL-FC,-7.295216e-08,1.7268358e-07
+M-HDL-L,-1.113322e-07,3.5852258e-07
+M-HDL-P,5.300353e-09,1.2350161e-08
+M-HDL-PL,6.0349834e-08,1.7468129e-07
+M-HDL-TG,2.260292e-08,5.008274e-08
+S-HDL-C,1.2507208e-07,3.1375714e-07
+S-HDL-CE,-3.391975e-08,1.0459017e-07
+S-HDL-FC,-3.419527e-08,8.0251056e-08
+S-HDL-L,1.960056e-07,4.4715298e-07
+S-HDL-P,6.592034e-09,1.5377692e-08
+S-HDL-PL,-8.764445e-08,2.0587237e-07
+S-HDL-TG,6.3260743e-09,1.4893221e-08
+Cholines,1.4524217e-07,4.876843e-07
+Phosphatidylc,-1.6330777e-06,3.9187294e-06
+Phosphoglyc,-5.2247185e-07,1.2493031e-06
+Sphingomyelins,-2.2306826e-07,5.013728e-07
+HDL-PL,-8.670324e-07,2.0283226e-06
+LDL-PL,-3.3916677e-07,7.965416e-07
+Total-PL,-9.943482e-07,2.2074773e-06
+VLDL-PL,1.7538716e-07,3.766335e-07
+HDL-L,-3.917381e-07,1.0337266e-06
+LDL-L,7.8240384e-07,1.9046872e-06
+Total-L,-8.276203e-07,2.666376e-06
+VLDL-L,1.09741734e-07,4.5609292e-07
+HDL-TG,1.2527212e-07,2.7226648e-07
+LDL-TG,1.0316706e-07,2.0362921e-07
+Total-TG,7.6565165e-08,4.305013e-07
+VLDL-TG,-2.2816016e-06,4.4134363e-06

results/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
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+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
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+XL-VLDL-P,4.3756674e-12,9.348064e-13
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+L-VLDL-C,1.2949177e-07,2.4887607e-08
+L-VLDL-CE,4.7601265e-09,7.511044e-09
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+L-VLDL-TG,1.0013135e-07,4.1637094e-08
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+M-VLDL-TG,3.0701105e-07,5.3055007e-08
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+S-VLDL-TG,-2.6744466e-08,2.570123e-08
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+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
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+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
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+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

results/PANEL/omega/input_gradients/Breast_Cancer_1/prote_metab/metab_Breast_Cancer_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.4124484e-08,1.5323883e-08
+Gln,9.760276e-09,1.0791684e-08
+Gly,-8.289698e-09,8.6451175e-09
+His,1.3748844e-09,3.306951e-09
+Ile,-4.8018935e-09,1.0300946e-08
+Leu,5.6427982e-09,1.1107319e-08
+Total BCAA,-6.5308954e-09,2.2016104e-08
+Val,4.2437738e-09,1.5271404e-08
+Phe,1.4142943e-09,4.257213e-09
+Tyr,3.1023386e-09,5.830706e-09
+ApoA1,4.6437776e-08,7.308348e-08
+ApoB,1.8972425e-08,4.6538982e-08
+Clinical LDL-C,3.5482051e-07,6.3810455e-07
+HDL-C,-2.0365706e-08,5.3307556e-08
+LDL-C,1.1419843e-07,2.1326493e-07
+non-HDL-C,2.7648764e-07,4.2498482e-07
+Remnant-C,-3.6181284e-08,1.404495e-07
+Total-C,3.4524138e-07,4.4645225e-07
+VLDL-C,1.902458e-08,2.2088587e-08
+HDL-CE,-2.1659872e-08,7.459663e-08
+LDL-CE,8.4489734e-08,1.395887e-07
+Total-CE,2.9545677e-07,4.651475e-07
+VLDL-CE,-4.917297e-09,9.540328e-09
+DHA,-2.4155613e-08,3.5376562e-08
+LA,-6.1098994e-08,8.626769e-08
+MUFA,-2.2182611e-07,4.8870754e-07
+Omega-3,-1.0392041e-08,6.700221e-08
+Omega-6,4.085866e-08,1.16405296e-07
+PUFA,3.6471788e-09,1.6043026e-07
+SFA,-3.0472154e-07,6.7345667e-07
+Total-FA,-9.603589e-07,2.0186628e-06
+Unsaturation,1.2351016e-09,1.7504863e-08
+Albumin,1.6136179e-06,3.343623e-06
+Creatinine,-1.0737016e-09,1.6835457e-09
+HDL-FC,-6.6099752e-09,1.063107e-08
+LDL-FC,8.5272625e-09,2.7934567e-08
+Total-FC,-6.0779165e-08,1.2552685e-07
+VLDL-FC,1.8493546e-08,2.9866477e-08
+Citrate,-1.2954546e-09,1.3722107e-09
+Glucose,-1.4625097e-07,3.153815e-07
+Lactate,-1.1985822e-09,1.7295933e-07
+Pyruvate,-4.196713e-10,3.512566e-09
+GlycA,2.16956e-08,1.9921567e-08
+Acetate,3.928908e-10,5.1077664e-10
+Acetoacetate,1.4178654e-09,1.5099799e-09
+Acetone,-5.159186e-10,1.060581e-09
+bOHbutyrate,5.7556373e-09,1.08270655e-08
+HDL-P,-3.8368828e-10,3.7769754e-10
+LDL-P,7.042233e-11,9.281619e-11
+Total-P,-5.235277e-10,8.4010054e-10
+VLDL-P,9.523646e-12,1.29321545e-11
+HDL size,-4.1450654e-08,7.2951735e-08
+LDL size,-3.1480923e-08,4.262073e-08
+VLDL size,-2.0481056e-07,4.3653958e-07
+XXL-VLDL-L,-2.982239e-08,5.8201227e-08
+XXL-VLDL-P,-2.4600905e-13,3.546322e-13
+XL-VLDL-C,-2.2995363e-09,2.9862735e-09
+XL-VLDL-CE,9.729381e-10,3.7122092e-09
+XL-VLDL-L,1.867013e-08,4.2590052e-08
+XL-VLDL-P,2.7918932e-13,3.2108384e-13
+XL-VLDL-TG,-1.2522734e-08,1.5527718e-08
+L-VLDL-C,-3.5244155e-10,4.2717985e-09
+L-VLDL-CE,1.4495743e-09,4.9842135e-09
+L-VLDL-FC,-4.3512367e-09,6.529891e-09
+L-VLDL-L,-7.4050637e-09,1.3903557e-08
+L-VLDL-P,4.2429927e-14,8.2811975e-13
+L-VLDL-PL,-9.665174e-09,1.5803769e-08
+L-VLDL-TG,1.5059628e-09,5.0353903e-09
+M-VLDL-C,-1.10573435e-08,1.1332349e-08
+M-VLDL-CE,-6.2321426e-10,1.0045184e-08
+M-VLDL-FC,1.5576868e-09,3.8433683e-09
+M-VLDL-L,2.770959e-08,4.19605e-08
+M-VLDL-P,-1.1992636e-12,1.7708366e-12
+M-VLDL-PL,1.177762e-08,1.6870631e-08
+M-VLDL-TG,-5.2641855e-09,1.9156833e-08
+S-VLDL-C,-2.2137272e-09,4.963568e-09
+S-VLDL-CE,1.0473961e-08,1.6481078e-08
+S-VLDL-FC,4.660143e-09,6.8333277e-09
+S-VLDL-L,2.4472659e-08,4.0929145e-08
+S-VLDL-P,-4.022627e-12,4.876006e-12
+S-VLDL-PL,-6.228033e-09,9.274407e-09
+S-VLDL-TG,9.308361e-09,9.032238e-09
+XS-VLDL-C,-9.987531e-09,9.911502e-09
+XS-VLDL-CE,-1.6341597e-09,3.0107477e-09
+XS-VLDL-FC,2.4570218e-10,1.2441675e-09
+XS-VLDL-L,1.2094736e-08,1.3688591e-08
+XS-VLDL-P,-9.432915e-13,1.6014237e-12
+XS-VLDL-PL,5.716441e-09,7.8286755e-09
+XS-VLDL-TG,-7.0120714e-09,6.751574e-09
+IDL-C,-6.922377e-09,2.6213362e-08
+IDL-CE,-4.5753847e-08,5.5313844e-08
+IDL-FC,3.3635725e-08,4.4190195e-08
+IDL-L,6.672295e-09,2.6765587e-08
+IDL-P,1.04371295e-11,1.2055891e-11
+IDL-PL,-1.4848031e-09,1.25282105e-08
+IDL-TG,-3.3612417e-09,7.055504e-09
+L-LDL-C,-1.7118909e-08,3.6244007e-08
+L-LDL-CE,7.4461674e-08,9.247289e-08
+L-LDL-FC,-1.461981e-08,1.9264522e-08
+L-LDL-L,-6.5176934e-08,9.371787e-08
+L-LDL-P,1.1784922e-11,2.5339312e-11
+L-LDL-PL,7.4333286e-09,1.1787058e-08
+L-LDL-TG,-1.6404109e-09,5.550291e-09
+M-LDL-C,6.898738e-09,1.573089e-08
+M-LDL-CE,1.8915333e-08,3.207085e-08
+M-LDL-FC,2.8660734e-09,3.6490453e-09
+M-LDL-L,2.3281384e-08,5.8581893e-08
+M-LDL-P,1.6277169e-11,1.7875859e-11
+M-LDL-PL,1.1270461e-09,4.8279944e-09
+M-LDL-TG,-1.3394419e-10,5.880924e-10
+S-LDL-C,4.0925496e-10,4.11273e-09
+S-LDL-CE,9.09618e-09,1.4711546e-08
+S-LDL-FC,4.4209765e-09,6.234577e-09
+S-LDL-L,1.1171958e-08,1.6567087e-08
+S-LDL-P,-6.109383e-12,7.5452596e-12
+S-LDL-PL,2.1655429e-09,2.3981297e-09
+XL-HDL-C,2.7498341e-09,3.8434944e-09
+XL-HDL-CE,-1.7948646e-09,2.7336413e-09
+XL-HDL-FC,-2.273294e-10,6.261006e-10
+XL-HDL-L,-3.5841545e-09,6.2376273e-09
+XL-HDL-P,-3.45467e-11,5.13388e-11
+XL-HDL-PL,6.2943215e-09,8.430995e-09
+L-HDL-C,-9.226673e-09,1.938572e-08
+L-HDL-CE,-2.7216869e-08,3.150956e-08
+L-HDL-FC,5.697675e-09,6.5664945e-09
+L-HDL-L,1.9936198e-08,3.589598e-08
+L-HDL-P,-1.3916121e-10,2.6722477e-10
+L-HDL-PL,-1.112262e-08,3.700055e-08
+L-HDL-TG,-3.3492509e-09,3.614141e-09
+M-HDL-C,1.6065549e-08,2.9193894e-08
+M-HDL-CE,-1.9335795e-08,2.9701987e-08
+M-HDL-FC,2.3613937e-09,7.6814475e-09
+M-HDL-L,4.5689525e-08,5.697513e-08
+M-HDL-P,3.5753723e-11,5.4043745e-11
+M-HDL-PL,-3.7412082e-09,5.8151923e-09
+M-HDL-TG,-7.7955296e-09,9.089735e-09
+S-HDL-C,1.421541e-08,1.5959703e-08
+S-HDL-CE,-4.6296864e-09,1.161909e-08
+S-HDL-FC,1.3046533e-09,1.706875e-09
+S-HDL-L,1.6173301e-08,3.926595e-08
+S-HDL-P,2.4343168e-11,9.17711e-11
+S-HDL-PL,-2.0465576e-08,2.4746399e-08
+S-HDL-TG,1.0599668e-09,1.7204966e-09
+Cholines,4.003539e-08,6.042198e-08
+Phosphatidylc,3.4416406e-08,4.965643e-08
+Phosphoglyc,1.7309001e-09,3.3603015e-08
+Sphingomyelins,3.2924699e-09,1.5287773e-08
+HDL-PL,-7.322036e-08,1.2256866e-07
+LDL-PL,1.7240234e-08,3.871595e-08
+Total-PL,-7.0541695e-08,1.0494599e-07
+VLDL-PL,1.0095137e-08,1.5484389e-08
+HDL-L,-1.2360337e-07,2.3470692e-07
+LDL-L,-9.329449e-08,1.8681064e-07
+Total-L,1.8503555e-07,2.7034687e-07
+VLDL-L,-9.834029e-08,1.673183e-07
+HDL-TG,5.61322e-09,8.7724485e-09
+LDL-TG,6.8838607e-10,6.9092136e-09
+Total-TG,-2.4874151e-07,4.3405223e-07
+VLDL-TG,-1.8080576e-07,3.268712e-07

results/PANEL/omega/input_gradients/Breast_Cancer_5/prote_metab/metab_Breast_Cancer_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-8.512675e-09,9.520083e-09
+Gln,1.7541613e-08,1.722454e-08
+Gly,-8.976221e-09,8.239947e-09
+His,2.6253306e-09,3.071534e-09
+Ile,1.5844316e-09,1.876668e-09
+Leu,8.604361e-09,7.581251e-09
+Total BCAA,-8.582152e-09,1.0655855e-08
+Val,4.3682284e-09,4.5651e-09
+Phe,2.7944063e-09,3.03211e-09
+Tyr,-6.638527e-09,6.7514674e-09
+ApoA1,3.9960653e-08,4.6279823e-08
+ApoB,2.1650752e-08,3.11369e-08
+Clinical LDL-C,3.8147797e-07,3.6445377e-07
+HDL-C,-1.0048298e-07,1.1410739e-07
+LDL-C,-2.9266456e-08,3.3237654e-08
+non-HDL-C,-5.7363202e-08,7.448201e-08
+Remnant-C,7.175539e-08,7.998536e-08
+Total-C,1.480462e-07,1.5210038e-07
+VLDL-C,-3.948085e-08,3.629495e-08
+HDL-CE,-6.5570994e-08,8.1616776e-08
+LDL-CE,5.2945502e-08,5.7292212e-08
+Total-CE,2.527298e-07,2.697139e-07
+VLDL-CE,2.8106726e-08,3.259012e-08
+DHA,1.5182344e-08,1.7400462e-08
+LA,1.4388576e-09,7.249233e-08
+MUFA,6.90858e-08,8.562029e-08
+Omega-3,3.2392172e-08,4.0031907e-08
+Omega-6,-3.4053713e-07,3.5326346e-07
+PUFA,9.578297e-08,9.9307876e-08
+SFA,-3.759656e-07,4.1321272e-07
+Total-FA,-2.252948e-06,2.0073098e-06
+Unsaturation,2.2062991e-08,2.3240545e-08
+Albumin,2.5400477e-06,2.415061e-06
+Creatinine,4.4387827e-10,1.2300662e-09
+HDL-FC,1.25174004e-08,1.2895565e-08
+LDL-FC,-3.092161e-08,2.7531915e-08
+Total-FC,3.6264844e-08,4.022722e-08
+VLDL-FC,2.600452e-08,2.6324901e-08
+Citrate,2.0439643e-09,2.32347e-09
+Glucose,-1.718498e-08,9.2745886e-08
+Lactate,-8.115865e-08,1.9220387e-07
+Pyruvate,-1.8322505e-09,3.749884e-09
+GlycA,-4.044077e-08,3.5188265e-08
+Acetate,4.103723e-09,3.499208e-09
+Acetoacetate,-1.4894567e-09,1.337171e-09
+Acetone,-3.5456263e-10,4.6359597e-10
+bOHbutyrate,-1.1447805e-08,1.15929675e-08
+HDL-P,6.457576e-11,2.8117858e-10
+LDL-P,8.558336e-11,7.3171295e-11
+Total-P,5.4199045e-10,5.0981475e-10
+VLDL-P,8.9825413e-13,3.2830067e-12
+HDL size,-6.2697254e-08,6.3794445e-08
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+VLDL size,-1.11113344e-07,1.7236897e-07
+XXL-VLDL-L,-5.304567e-08,5.990667e-08
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+XL-VLDL-C,9.95637e-09,9.0885175e-09
+XL-VLDL-CE,-4.137151e-09,4.959618e-09
+XL-VLDL-L,2.0821648e-08,1.9518163e-08
+XL-VLDL-P,9.8045636e-14,1.6611124e-13
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+L-VLDL-C,6.065018e-09,5.818753e-09
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+L-VLDL-FC,2.821888e-09,3.0900453e-09
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+S-VLDL-PL,6.5785293e-09,6.172768e-09
+S-VLDL-TG,2.2618478e-08,2.0870944e-08
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+M-LDL-C,-1.6842338e-09,1.342558e-08
+M-LDL-CE,-2.5318675e-08,2.8190813e-08
+M-LDL-FC,2.1048225e-09,3.5171497e-09
+M-LDL-L,8.407887e-09,1.5018792e-08
+M-LDL-P,3.4811935e-11,3.58626e-11
+M-LDL-PL,1.5057399e-08,1.5168014e-08
+M-LDL-TG,1.812037e-09,2.004422e-09
+S-LDL-C,1.1412765e-09,3.039378e-09
+S-LDL-CE,5.4065987e-09,4.7475144e-09
+S-LDL-FC,7.2518636e-10,1.069396e-09
+S-LDL-L,-1.8563734e-08,1.7446801e-08
+S-LDL-P,1.0706296e-12,3.2258024e-12
+S-LDL-PL,7.1886286e-10,1.5284354e-09
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+XL-HDL-CE,2.2285947e-10,2.270911e-09
+XL-HDL-FC,1.3435909e-09,1.7250898e-09
+XL-HDL-L,-2.4440613e-08,2.4398245e-08
+XL-HDL-P,3.3366532e-11,3.9256414e-11
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+L-HDL-C,-1.214499e-07,1.3492159e-07
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+L-HDL-FC,-1.3065474e-08,1.5106037e-08
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+L-HDL-PL,-5.4421267e-08,6.268336e-08
+L-HDL-TG,3.312391e-10,8.103391e-10
+M-HDL-C,-1.7773162e-08,1.7196273e-08
+M-HDL-CE,-2.4716046e-08,2.4694641e-08
+M-HDL-FC,7.938353e-09,8.432717e-09
+M-HDL-L,-1.07845636e-07,1.1890533e-07
+M-HDL-P,2.9050476e-10,2.7893737e-10
+M-HDL-PL,-1.5655573e-08,1.46640105e-08
+M-HDL-TG,4.34992e-09,4.285374e-09
+S-HDL-C,-2.3848377e-09,5.5148455e-09
+S-HDL-CE,3.7174082e-09,5.1875007e-09
+S-HDL-FC,1.7747781e-09,1.7002124e-09
+S-HDL-L,-4.1470074e-08,3.3937805e-08
+S-HDL-P,-1.9753238e-10,2.0749133e-10
+S-HDL-PL,1.5391528e-08,1.4102014e-08
+S-HDL-TG,-4.2316986e-10,1.4254633e-09
+Cholines,8.263211e-08,7.3406994e-08
+Phosphatidylc,-1.1379093e-07,1.1025182e-07
+Phosphoglyc,-1.9391622e-07,2.0122235e-07
+Sphingomyelins,2.5145315e-08,2.151102e-08
+HDL-PL,-6.82932e-08,5.9290905e-08
+LDL-PL,3.7632642e-08,4.016062e-08
+Total-PL,2.4010443e-08,5.3614436e-08
+VLDL-PL,2.8010612e-08,3.169899e-08
+HDL-L,-2.1254826e-07,2.476733e-07
+LDL-L,-1.0874725e-08,4.4136872e-08
+Total-L,-6.224219e-07,7.333127e-07
+VLDL-L,-1.4693444e-07,1.5481109e-07
+HDL-TG,-1.3084391e-08,1.1628147e-08
+LDL-TG,7.155893e-10,2.8727958e-09
+Total-TG,1.6018918e-08,4.3080437e-08
+VLDL-TG,-1.3725763e-07,1.1612373e-07

results/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

results/PANEL/omega/input_gradients/Dementia_1/prote_metab/metab_Dementia_surv_res.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
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+L-VLDL-PL,-1.4037316e-09,5.444089e-09
+L-VLDL-TG,-1.6064035e-09,6.7479116e-09
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+M-VLDL-CE,2.1096051e-10,1.4575093e-09
+M-VLDL-FC,1.06417e-09,4.1733923e-09
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+M-VLDL-TG,-4.2572816e-09,1.5864055e-08
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+S-VLDL-FC,4.094936e-10,1.648403e-09
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+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
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+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

results/PANEL/omega/input_gradients/Dementia_2/prote_metab/metab_Dementia_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.5597884e-09,1.2280778e-08
+Gln,2.5980337e-10,3.887903e-09
+Gly,2.550956e-10,1.589137e-09
+His,1.15552574e-10,1.0736775e-09
+Ile,3.2919845e-10,5.1231903e-09
+Leu,2.6708305e-10,5.6255485e-09
+Total BCAA,3.1007077e-09,2.5496023e-08
+Val,9.294602e-10,9.3337205e-09
+Phe,2.9034292e-10,2.8243856e-09
+Tyr,1.6545122e-10,1.4487828e-09
+ApoA1,-4.9063185e-09,5.3919347e-08
+ApoB,-2.9495477e-09,2.5999963e-08
+Clinical LDL-C,-2.7725482e-09,7.832485e-08
+HDL-C,-2.5476515e-10,1.4175756e-08
+LDL-C,-3.0476535e-09,2.7546879e-08
+non-HDL-C,-6.100199e-10,7.283114e-08
+Remnant-C,9.209791e-09,8.617751e-08
+Total-C,2.1753013e-09,7.390036e-08
+VLDL-C,2.2232043e-09,4.5851017e-08
+HDL-CE,-3.7431254e-09,2.7384798e-08
+LDL-CE,2.1903988e-09,2.2633742e-08
+Total-CE,3.2645369e-09,5.3424593e-08
+VLDL-CE,1.902984e-09,3.3414747e-08
+DHA,-2.0752935e-09,2.2584073e-08
+LA,6.541726e-08,6.3835614e-07
+MUFA,-3.5756917e-09,1.0127714e-07
+Omega-3,-1.1060327e-08,1.1912824e-07
+Omega-6,4.362451e-08,4.3105445e-07
+PUFA,1.4162745e-08,1.9604288e-07
+SFA,-4.8191847e-08,5.176052e-07
+Total-FA,-1.0104899e-07,1.1519303e-06
+Unsaturation,-7.1325473e-10,3.8973367e-09
+Albumin,6.9319114e-08,1.3574172e-06
+Creatinine,-4.634105e-13,4.762306e-10
+HDL-FC,-3.904895e-10,7.5442e-09
+LDL-FC,2.0992871e-10,5.313199e-09
+Total-FC,3.6675445e-09,5.0032565e-08
+VLDL-FC,5.277686e-10,8.079409e-09
+Citrate,-1.7061928e-10,1.4770105e-09
+Glucose,-2.932324e-07,3.5732976e-06
+Lactate,6.659494e-08,7.655565e-07
+Pyruvate,4.9856813e-10,4.964591e-09
+GlycA,-2.5869744e-09,3.9740197e-08
+Acetate,8.785942e-11,1.3044578e-09
+Acetoacetate,-4.071836e-10,4.8820024e-09
+Acetone,1.4128332e-11,3.423649e-10
+bOHbutyrate,-1.9927482e-09,2.6365482e-08
+HDL-P,3.0567614e-12,1.7692794e-10
+LDL-P,-2.5410284e-13,2.3590867e-11
+Total-P,-2.184526e-11,1.4403348e-10
+VLDL-P,4.0672896e-13,3.8715402e-12
+HDL size,7.092049e-10,5.5608265e-09
+LDL size,1.2494878e-09,1.336546e-08
+VLDL size,-1.4339621e-08,3.5554513e-07
+XXL-VLDL-L,-1.6484268e-09,9.848651e-09
+XXL-VLDL-P,-1.4014857e-14,2.0365601e-13
+XL-VLDL-C,-4.6182558e-11,3.1533678e-09
+XL-VLDL-CE,-6.1366474e-11,5.195703e-10
+XL-VLDL-L,-1.1275963e-09,9.013673e-09
+XL-VLDL-P,-5.993519e-15,1.3413664e-13
+XL-VLDL-TG,-1.0061852e-09,1.6718907e-08
+L-VLDL-C,-2.4420443e-10,3.136954e-09
+L-VLDL-CE,-3.0929155e-12,1.1306438e-09
+L-VLDL-FC,-7.3891344e-11,1.1811397e-09
+L-VLDL-L,-1.2635657e-09,9.781085e-09
+L-VLDL-P,-1.21814e-13,1.2415956e-12
+L-VLDL-PL,-1.3104563e-10,1.6657666e-09
+L-VLDL-TG,-1.6948629e-10,3.6527734e-09
+M-VLDL-C,3.242389e-10,4.8867705e-09
+M-VLDL-CE,8.955335e-10,7.381446e-09
+M-VLDL-FC,2.3102116e-10,1.2324008e-09
+M-VLDL-L,6.051853e-10,7.6651565e-09
+M-VLDL-P,3.8059362e-14,4.5120028e-13
+M-VLDL-PL,2.9619865e-10,1.4690181e-09
+M-VLDL-TG,-1.0322531e-09,1.0817287e-08
+S-VLDL-C,1.2436817e-10,2.7206233e-09
+S-VLDL-CE,-5.1586085e-10,1.3456294e-09
+S-VLDL-FC,6.000985e-11,1.0740818e-09
+S-VLDL-L,2.1898126e-10,5.9456036e-09
+S-VLDL-P,-1.0241614e-14,1.0039799e-12
+S-VLDL-PL,8.163583e-10,8.27741e-09
+S-VLDL-TG,2.6801222e-10,8.09032e-09
+XS-VLDL-C,3.460008e-10,4.8070894e-09
+XS-VLDL-CE,-5.971002e-11,1.2649238e-09
+XS-VLDL-FC,-1.3150206e-10,2.3653337e-09
+XS-VLDL-L,6.6799205e-10,2.500529e-09
+XS-VLDL-P,-1.499249e-13,1.0968273e-12
+XS-VLDL-PL,3.260509e-10,5.184389e-09
+XS-VLDL-TG,-8.66054e-11,2.4294682e-09
+IDL-C,2.0262243e-09,1.3250836e-08
+IDL-CE,-3.199622e-10,1.005382e-08
+IDL-FC,9.075221e-10,6.2853505e-09
+IDL-L,3.6578136e-09,3.9095614e-08
+IDL-P,5.71231e-13,4.2733967e-12
+IDL-PL,1.4440547e-09,9.206781e-09
+IDL-TG,4.9866587e-12,2.4437208e-09
+L-LDL-C,-5.871914e-09,5.8624156e-08
+L-LDL-CE,-1.4867938e-09,1.0010834e-08
+L-LDL-FC,-6.59989e-10,2.9366882e-09
+L-LDL-L,-2.5170763e-09,1.3240341e-08
+L-LDL-P,3.1789384e-12,2.2674501e-11
+L-LDL-PL,-1.5352658e-09,1.1955641e-08
+L-LDL-TG,3.3693506e-10,4.3874193e-09
+M-LDL-C,-2.0520073e-10,6.1972494e-09
+M-LDL-CE,5.771517e-10,5.146857e-09
+M-LDL-FC,4.2868523e-10,5.484654e-09
+M-LDL-L,-1.5717972e-09,2.6731687e-08
+M-LDL-P,3.4064098e-13,6.54571e-12
+M-LDL-PL,-2.7902914e-11,3.3373484e-09
+M-LDL-TG,4.7272745e-11,6.896366e-10
+S-LDL-C,-2.893117e-10,1.969699e-09
+S-LDL-CE,-1.0871027e-09,9.976895e-09
+S-LDL-FC,-6.133669e-11,3.6652464e-10
+S-LDL-L,7.0874706e-10,8.437992e-09
+S-LDL-P,7.179146e-13,6.5734215e-12
+S-LDL-PL,1.2455713e-10,1.7573705e-09
+XL-HDL-C,2.2411635e-10,3.0400948e-09
+XL-HDL-CE,1.2938312e-10,2.3765692e-09
+XL-HDL-FC,2.1157553e-10,1.038297e-09
+XL-HDL-L,-7.9052087e-10,6.2708434e-09
+XL-HDL-P,1.1834117e-12,1.38392145e-11
+XL-HDL-PL,1.2252786e-10,5.6448486e-09
+L-HDL-C,3.869583e-10,6.245473e-09
+L-HDL-CE,2.2362394e-09,2.1232095e-08
+L-HDL-FC,3.4404124e-10,1.7687539e-09
+L-HDL-L,-5.704928e-09,2.9712522e-08
+L-HDL-P,-1.346218e-12,2.5452054e-11
+L-HDL-PL,2.0144399e-10,3.803678e-09
+L-HDL-TG,1.1740812e-10,2.0873852e-09
+M-HDL-C,5.624726e-10,1.8566624e-08
+M-HDL-CE,-1.2299934e-09,7.849627e-09
+M-HDL-FC,1.8134732e-11,2.1540991e-09
+M-HDL-L,1.0841491e-09,1.8071727e-08
+M-HDL-P,1.7547718e-11,2.0698016e-10
+M-HDL-PL,1.9152722e-09,1.6633397e-08
+M-HDL-TG,-2.2318338e-11,1.5927043e-09
+S-HDL-C,-2.730972e-10,8.129757e-09
+S-HDL-CE,-1.0424483e-09,1.2753353e-08
+S-HDL-FC,6.3210194e-11,5.9180527e-10
+S-HDL-L,-1.0269022e-09,1.2756792e-08
+S-HDL-P,-1.919889e-11,1.2329193e-10
+S-HDL-PL,-9.964403e-10,1.518642e-08
+S-HDL-TG,1.0394677e-10,1.5340551e-09
+Cholines,2.2947997e-09,3.4536423e-08
+Phosphatidylc,1.4043274e-09,2.0418154e-08
+Phosphoglyc,5.6276883e-10,2.0114072e-08
+Sphingomyelins,5.921371e-10,8.537711e-09
+HDL-PL,-1.4464115e-09,1.432706e-08
+LDL-PL,5.3308868e-12,6.4072903e-09
+Total-PL,-3.0675122e-09,2.8221015e-08
+VLDL-PL,9.598373e-10,1.373266e-08
+HDL-L,-4.5977164e-09,7.156977e-08
+LDL-L,-3.839645e-09,8.265662e-08
+Total-L,1.3868039e-08,1.7246619e-07
+VLDL-L,-5.628535e-09,3.1619656e-08
+HDL-TG,6.8488365e-10,6.602365e-09
+LDL-TG,3.2650238e-10,2.259586e-09
+Total-TG,5.2527125e-09,4.55412e-08
+VLDL-TG,2.9638605e-09,3.494876e-08

results/PANEL/omega/input_gradients/Dementia_3/prote_metab/metab_Dementia_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,6.336032e-10,2.7699232e-09
+Gln,-2.0967512e-09,1.24522455e-08
+Gly,-1.6969615e-10,2.0067856e-09
+His,1.1169748e-10,3.81759e-10
+Ile,8.253012e-10,3.966434e-09
+Leu,-2.3698155e-10,2.333398e-09
+Total BCAA,2.1884714e-09,1.4116353e-08
+Val,6.9623174e-10,5.5742193e-09
+Phe,2.8998567e-10,2.23602e-09
+Tyr,-1.6254684e-10,8.023596e-10
+ApoA1,2.88003e-09,6.6024226e-09
+ApoB,7.669861e-11,4.9559783e-09
+Clinical LDL-C,1.4206484e-08,7.2542846e-08
+HDL-C,-1.8171336e-09,1.1592496e-08
+LDL-C,2.2106045e-08,1.034115e-07
+non-HDL-C,2.6090852e-08,1.7750092e-07
+Remnant-C,1.823714e-08,1.1156929e-07
+Total-C,3.888442e-08,2.3192976e-07
+VLDL-C,1.0976238e-08,6.115183e-08
+HDL-CE,5.059196e-10,1.2960003e-08
+LDL-CE,4.8997726e-09,3.095436e-08
+Total-CE,2.3038565e-08,1.4973774e-07
+VLDL-CE,-1.7390674e-09,4.5531308e-09
+DHA,5.8840555e-10,5.3471805e-09
+LA,7.6808725e-08,4.3080232e-07
+MUFA,-2.8817457e-09,4.235659e-08
+Omega-3,-7.773339e-09,4.359571e-08
+Omega-6,5.642032e-08,2.9657443e-07
+PUFA,3.5778733e-08,2.0621809e-07
+SFA,-4.980297e-08,2.120805e-07
+Total-FA,-4.984998e-08,2.4281184e-07
+Unsaturation,-1.992617e-09,7.503641e-09
+Albumin,2.3725059e-07,1.4022344e-06
+Creatinine,5.820421e-10,3.1331184e-09
+HDL-FC,-1.1514606e-09,3.6321661e-09
+LDL-FC,1.5178254e-09,8.459103e-09
+Total-FC,1.8668784e-08,1.062066e-07
+VLDL-FC,-2.2705566e-09,9.344459e-09
+Citrate,-5.1670807e-11,9.557154e-10
+Glucose,-6.5743404e-07,4.1751146e-06
+Lactate,1.1964472e-07,6.8480324e-07
+Pyruvate,-5.071443e-11,8.4343005e-10
+GlycA,-6.123864e-09,3.192098e-08
+Acetate,-1.3015793e-10,5.0083837e-10
+Acetoacetate,1.1610782e-10,4.397586e-10
+Acetone,-8.1527035e-11,6.814212e-10
+bOHbutyrate,-6.27203e-10,5.505703e-09
+HDL-P,6.425178e-11,2.4187116e-10
+LDL-P,6.727085e-12,2.8117505e-11
+Total-P,-1.2440688e-11,7.624772e-11
+VLDL-P,3.1475744e-13,2.7156337e-12
+HDL size,-8.588731e-09,4.37875e-08
+LDL size,-2.4121178e-09,1.1685461e-08
+VLDL size,-7.5428716e-08,5.0180734e-07
+XXL-VLDL-L,7.2253825e-09,3.202818e-08
+XXL-VLDL-P,-3.4105934e-14,2.1172114e-13
+XL-VLDL-C,4.97233e-10,3.2473946e-09
+XL-VLDL-CE,2.6680244e-10,1.8665642e-09
+XL-VLDL-L,7.103398e-09,3.4211006e-08
+XL-VLDL-P,-2.870085e-14,1.5650958e-13
+XL-VLDL-TG,9.759037e-11,2.5511677e-09
+L-VLDL-C,-5.0282417e-10,3.4524792e-09
+L-VLDL-CE,8.420518e-10,2.962147e-09
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+M-LDL-C,1.2955835e-09,8.157385e-09
+M-LDL-CE,8.807145e-10,4.515837e-09
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+M-LDL-TG,-1.097096e-10,7.626026e-10
+S-LDL-C,-1.7782809e-10,5.3473768e-09
+S-LDL-CE,1.4921483e-09,6.6477828e-09
+S-LDL-FC,-2.9995573e-10,1.5140149e-09
+S-LDL-L,1.8847286e-09,1.1990521e-08
+S-LDL-P,7.302166e-13,3.372641e-12
+S-LDL-PL,5.4910354e-10,2.9506741e-09
+XL-HDL-C,2.3141102e-10,1.175733e-09
+XL-HDL-CE,-2.9219635e-10,1.1307154e-09
+XL-HDL-FC,4.7941442e-11,3.2617548e-10
+XL-HDL-L,1.9587064e-10,3.3293668e-09
+XL-HDL-P,-1.1007953e-12,4.017513e-12
+XL-HDL-PL,-5.9319677e-10,2.732953e-09
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+L-HDL-CE,4.1571897e-09,2.1628427e-08
+L-HDL-FC,-1.0522634e-09,6.6721966e-09
+L-HDL-L,-1.6276804e-09,1.374148e-08
+L-HDL-P,1.426414e-11,3.0478252e-11
+L-HDL-PL,3.3727754e-09,1.5603725e-08
+L-HDL-TG,1.3117324e-10,4.41284e-10
+M-HDL-C,3.2761607e-09,8.225917e-09
+M-HDL-CE,-3.0772968e-10,5.353532e-09
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+M-HDL-L,-3.708853e-09,3.0776935e-08
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+M-HDL-PL,2.7978095e-09,1.7362176e-08
+M-HDL-TG,-5.263549e-12,1.1785825e-09
+S-HDL-C,8.492171e-11,2.1935167e-09
+S-HDL-CE,2.1326552e-09,9.842286e-09
+S-HDL-FC,-6.067875e-11,5.711932e-10
+S-HDL-L,-8.6490715e-10,8.66557e-09
+S-HDL-P,-2.5081017e-11,1.6187358e-10
+S-HDL-PL,5.9889307e-09,3.0828577e-08
+S-HDL-TG,-1.585947e-11,9.488735e-10
+Cholines,1.3661039e-08,8.193144e-08
+Phosphatidylc,-4.639697e-09,2.7438668e-08
+Phosphoglyc,-2.8551563e-09,1.9148638e-08
+Sphingomyelins,2.9524064e-10,3.6215282e-09
+HDL-PL,3.6218686e-09,2.524243e-08
+LDL-PL,7.916579e-09,4.182935e-08
+Total-PL,9.790713e-09,7.32169e-08
+VLDL-PL,4.681451e-10,5.16485e-09
+HDL-L,-8.150789e-09,4.5580776e-08
+LDL-L,2.9003285e-08,1.465597e-07
+Total-L,7.501029e-08,5.8627353e-07
+VLDL-L,1.6440126e-08,1.3433505e-07
+HDL-TG,7.0483125e-10,2.1921442e-09
+LDL-TG,2.1597099e-10,1.86454e-09
+Total-TG,-5.4863216e-09,4.0554273e-08
+VLDL-TG,-1.3147347e-08,5.1026294e-08

results/PANEL/omega/input_gradients/Fractures_1/prote_metab/metab_Fractures_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-4.0046078e-09,2.1696593e-08
+Gln,1.7485753e-08,7.027493e-08
+Gly,7.4103625e-09,4.0886015e-08
+His,-6.033905e-11,7.986822e-09
+Ile,7.4413853e-10,6.3684125e-09
+Leu,2.3732407e-11,1.2703607e-08
+Total BCAA,-8.682498e-09,6.14573e-08
+Val,-3.1449658e-09,1.0365643e-08
+Phe,-6.4130984e-10,4.1302965e-09
+Tyr,2.1196292e-10,3.5212604e-09
+ApoA1,6.625644e-10,1.761414e-07
+ApoB,2.9141212e-08,1.1982664e-07
+Clinical LDL-C,-1.7662857e-07,6.563664e-07
+HDL-C,7.047611e-08,4.163725e-07
+LDL-C,4.136207e-08,2.4233853e-07
+non-HDL-C,-1.9088888e-07,7.633252e-07
+Remnant-C,-3.395402e-08,1.3644423e-07
+Total-C,7.1369996e-08,4.5442346e-07
+VLDL-C,6.8913732e-09,1.357193e-07
+HDL-CE,-2.1867741e-08,1.1623578e-07
+LDL-CE,6.196254e-08,2.5689158e-07
+Total-CE,8.3389125e-08,6.274238e-07
+VLDL-CE,-6.934281e-10,2.6929223e-08
+DHA,2.0757584e-08,6.8606084e-08
+LA,-9.666552e-08,4.7577078e-07
+MUFA,-2.256431e-07,8.3306344e-07
+Omega-3,7.1320607e-09,2.6776632e-08
+Omega-6,-7.750461e-08,4.140283e-07
+PUFA,-1.383005e-07,7.7485856e-07
+SFA,2.9522207e-07,1.0970456e-06
+Total-FA,-6.8123444e-07,3.3817978e-06
+Unsaturation,-1.617652e-08,5.3852123e-08
+Albumin,3.9938504e-07,1.6287474e-06
+Creatinine,2.7553266e-09,7.551487e-09
+HDL-FC,-8.974461e-09,3.643057e-08
+LDL-FC,1.0021648e-08,5.6165334e-08
+Total-FC,6.9013484e-09,1.4043302e-07
+VLDL-FC,-1.9030264e-08,8.701504e-08
+Citrate,-1.162018e-09,4.233583e-09
+Glucose,2.1114228e-07,4.1807212e-07
+Lactate,-7.0222704e-08,8.745856e-07
+Pyruvate,-6.0156247e-10,1.6993583e-08
+GlycA,-2.5473726e-08,6.801483e-08
+Acetate,-1.9453297e-10,1.5114076e-09
+Acetoacetate,2.4751598e-10,1.0984817e-08
+Acetone,-4.232614e-10,2.462439e-09
+bOHbutyrate,4.810621e-09,1.5457386e-08
+HDL-P,5.057905e-10,1.9359647e-09
+LDL-P,1.89644e-11,9.242701e-11
+Total-P,-5.225253e-11,5.6741534e-10
+VLDL-P,2.716834e-12,1.76025e-11
+HDL size,-2.9213272e-08,1.4154917e-07
+LDL size,1.965602e-08,9.771973e-08
+VLDL size,-1.599383e-07,1.0765782e-06
+XXL-VLDL-L,-3.4134516e-08,3.638714e-07
+XXL-VLDL-P,1.6418223e-13,7.575273e-13
+XL-VLDL-C,6.600141e-09,3.0505735e-08
+XL-VLDL-CE,-1.6780518e-11,1.1294497e-08
+XL-VLDL-L,-2.0670392e-09,1.3309787e-07
+XL-VLDL-P,-3.8740303e-13,2.0958918e-12
+XL-VLDL-TG,-1.2390765e-08,5.390796e-08
+L-VLDL-C,8.36491e-09,3.735953e-08
+L-VLDL-CE,1.673528e-09,1.0252671e-08
+L-VLDL-FC,4.5322675e-09,2.0805869e-08
+L-VLDL-L,-2.0283014e-10,2.6370284e-07
+L-VLDL-P,-8.646865e-13,5.7758993e-12
+L-VLDL-PL,-3.4083842e-09,2.2414508e-08
+L-VLDL-TG,1.6792239e-09,3.1357054e-08
+M-VLDL-C,-2.8269436e-09,1.1217514e-08
+M-VLDL-CE,-2.7338078e-09,1.7789198e-08
+M-VLDL-FC,-2.6825148e-10,7.3071544e-09
+M-VLDL-L,-4.269606e-08,2.6079545e-07
+M-VLDL-P,-2.3762702e-12,1.3366187e-11
+M-VLDL-PL,-4.1719113e-09,1.9621599e-08
+M-VLDL-TG,-6.1025776e-09,5.6162232e-08
+S-VLDL-C,9.262522e-10,1.5031032e-08
+S-VLDL-CE,2.0775268e-09,2.3864022e-08
+S-VLDL-FC,-1.285565e-09,8.467182e-09
+S-VLDL-L,-2.5333907e-08,1.32082e-07
+S-VLDL-P,-2.6818966e-12,1.1541594e-11
+S-VLDL-PL,-5.5081997e-09,2.3340732e-08
+S-VLDL-TG,-2.0135593e-09,3.586646e-08
+XS-VLDL-C,-1.6017514e-09,9.133474e-09
+XS-VLDL-CE,-6.145229e-09,2.5771028e-08
+XS-VLDL-FC,-2.179705e-09,7.822083e-09
+XS-VLDL-L,-2.2128775e-08,7.89545e-08
+XS-VLDL-P,3.924829e-13,1.5772554e-12
+XS-VLDL-PL,1.0232589e-09,1.8502076e-08
+XS-VLDL-TG,-1.0184829e-09,1.3372437e-08
+IDL-C,7.42138e-08,2.9214826e-07
+IDL-CE,1.6190704e-08,1.1503387e-07
+IDL-FC,-3.4403373e-09,2.3894719e-08
+IDL-L,-3.2965417e-08,1.9909719e-07
+IDL-P,1.19558105e-11,4.377253e-11
+IDL-PL,-2.4021931e-09,3.823514e-08
+IDL-TG,-2.3263012e-09,9.458069e-09
+L-LDL-C,-5.7841363e-09,4.715817e-08
+L-LDL-CE,-5.3358306e-08,1.9558804e-07
+L-LDL-FC,8.127505e-09,3.285967e-08
+L-LDL-L,2.9336308e-08,1.14334036e-07
+L-LDL-P,1.617815e-11,1.1064793e-10
+L-LDL-PL,1.0267228e-08,4.1804928e-08
+L-LDL-TG,-1.3756306e-09,2.8514819e-08
+M-LDL-C,1.03278825e-08,4.4058968e-08
+M-LDL-CE,9.555248e-09,3.6209514e-08
+M-LDL-FC,6.558745e-09,2.9692094e-08
+M-LDL-L,7.1929634e-08,2.783647e-07
+M-LDL-P,-1.084066e-11,4.455021e-11
+M-LDL-PL,-1.3921329e-08,5.750352e-08
+M-LDL-TG,-2.491813e-09,1.1047285e-08
+S-LDL-C,4.382466e-09,2.1281476e-08
+S-LDL-CE,-3.8978167e-09,2.324546e-08
+S-LDL-FC,8.6848706e-10,4.7014743e-09
+S-LDL-L,-8.011905e-09,3.332042e-08
+S-LDL-P,7.243941e-13,1.0802039e-11
+S-LDL-PL,1.7090843e-09,1.1983068e-08
+XL-HDL-C,-8.0191975e-10,2.9491574e-08
+XL-HDL-CE,-2.004445e-09,1.7610859e-08
+XL-HDL-FC,-5.829509e-10,2.3916533e-09
+XL-HDL-L,-9.305633e-09,5.8619275e-08
+XL-HDL-P,1.3093759e-11,5.3314003e-11
+XL-HDL-PL,-1.338339e-09,9.202905e-09
+L-HDL-C,9.084364e-09,1.3177709e-07
+L-HDL-CE,2.6828793e-09,1.0007239e-07
+L-HDL-FC,-1.490164e-09,1.5381913e-08
+L-HDL-L,-1.4233074e-08,1.0852431e-07
+L-HDL-P,-3.1037508e-12,4.956733e-10
+L-HDL-PL,1.5703671e-08,1.1589004e-07
+L-HDL-TG,1.167892e-09,5.02994e-09
+M-HDL-C,7.748672e-10,6.09962e-08
+M-HDL-CE,-8.784544e-09,3.6189256e-08
+M-HDL-FC,-1.1344073e-09,7.874756e-09
+M-HDL-L,1.3987122e-08,1.3027874e-07
+M-HDL-P,4.3034673e-11,3.6973608e-10
+M-HDL-PL,1.7516385e-08,8.0069455e-08
+M-HDL-TG,-3.2190772e-09,1.2440361e-08
+S-HDL-C,5.9001213e-09,2.7107232e-08
+S-HDL-CE,-4.415973e-09,2.0285015e-08
+S-HDL-FC,4.0710574e-10,4.431721e-09
+S-HDL-L,1.8479e-08,9.393463e-08
+S-HDL-P,2.4971544e-10,1.1045954e-09
+S-HDL-PL,1.4443111e-08,5.1177704e-08
+S-HDL-TG,-1.3641821e-09,5.7422422e-09
+Cholines,-3.753485e-08,1.367546e-07
+Phosphatidylc,-2.9515538e-08,2.0335398e-07
+Phosphoglyc,8.0704496e-08,3.695568e-07
+Sphingomyelins,-6.1386998e-09,2.8784397e-08
+HDL-PL,3.953778e-09,2.5488455e-07
+LDL-PL,1.2075139e-09,7.408722e-08
+Total-PL,-3.4261274e-09,1.5368718e-07
+VLDL-PL,8.303034e-09,1.481298e-07
+HDL-L,2.0483179e-07,8.594582e-07
+LDL-L,-5.9739925e-08,3.511514e-07
+Total-L,3.6302527e-08,7.889341e-07
+VLDL-L,-3.3410583e-07,2.0637656e-06
+HDL-TG,3.3448535e-09,1.5947645e-08
+LDL-TG,5.6604715e-10,1.5380136e-08
+Total-TG,-8.552271e-08,7.808967e-07
+VLDL-TG,5.748127e-08,3.7962627e-07

results/PANEL/omega/input_gradients/Fractures_2/prote_metab/metab_Fractures_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.05430855e-08,4.1445492e-08
+Gln,-2.2641717e-09,1.0251507e-08
+Gly,3.421237e-10,7.434785e-09
+His,-4.3989795e-10,1.871956e-09
+Ile,-2.3780726e-09,8.465103e-09
+Leu,-3.7622296e-09,1.2280264e-08
+Total BCAA,-3.814777e-09,1.1260813e-08
+Val,-4.0700424e-10,2.908006e-09
+Phe,-1.0600414e-10,1.1165486e-09
+Tyr,3.7533612e-10,2.1035378e-09
+ApoA1,-3.2912485e-08,9.259222e-08
+ApoB,-5.9010414e-09,1.8821902e-08
+Clinical LDL-C,3.699677e-08,2.0195175e-07
+HDL-C,7.6150585e-08,2.5564844e-07
+LDL-C,-3.861907e-08,1.9953515e-07
+non-HDL-C,8.5556366e-08,4.3135833e-07
+Remnant-C,3.742359e-08,1.6791498e-07
+Total-C,2.517491e-07,1.2566783e-06
+VLDL-C,-1.6164226e-09,2.220047e-08
+HDL-CE,4.4775422e-08,1.5075386e-07
+LDL-CE,-2.2095707e-09,3.1014405e-08
+Total-CE,1.6230709e-07,7.746008e-07
+VLDL-CE,9.7489865e-09,3.948346e-08
+DHA,1.52053e-09,1.7253589e-08
+LA,8.6152106e-08,4.1059997e-07
+MUFA,-1.2860157e-07,3.4279674e-07
+Omega-3,4.0024766e-08,1.7164601e-07
+Omega-6,4.4604196e-09,9.2651256e-08
+PUFA,2.7363458e-07,8.9226904e-07
+SFA,6.7723565e-09,1.4216063e-07
+Total-FA,5.0265168e-08,3.9278893e-07
+Unsaturation,5.9121077e-09,2.686109e-08
+Albumin,3.1283503e-07,1.1806529e-06
+Creatinine,3.4307665e-10,2.2040985e-09
+HDL-FC,5.4751044e-09,2.2353388e-08
+LDL-FC,4.721371e-10,1.6874216e-08
+Total-FC,3.5472847e-09,4.912969e-08
+VLDL-FC,2.0509294e-09,1.0535316e-08
+Citrate,-1.3690136e-09,5.8448175e-09
+Glucose,9.442178e-08,5.122847e-07
+Lactate,4.818509e-07,1.6888871e-06
+Pyruvate,2.2618087e-09,7.535782e-09
+GlycA,-9.663791e-09,3.3947128e-08
+Acetate,-2.8461627e-10,1.0189226e-09
+Acetoacetate,7.199153e-11,1.366392e-09
+Acetone,-7.0891304e-10,3.4222962e-09
+bOHbutyrate,1.1800144e-09,8.015009e-09
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+Total-P,-8.050073e-11,4.3266313e-10
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+HDL size,9.063147e-09,4.9363237e-08
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+M-LDL-CE,8.214765e-09,3.7600472e-08
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+S-LDL-FC,3.9778954e-11,2.8927307e-09
+S-LDL-L,1.5992138e-09,1.4998522e-08
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+XL-HDL-CE,1.815843e-09,6.977542e-09
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+XL-HDL-L,-2.8807614e-09,8.447409e-09
+XL-HDL-P,1.389889e-11,4.0283256e-11
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+L-HDL-C,2.2731912e-08,7.594675e-08
+L-HDL-CE,2.7447007e-09,1.8950105e-08
+L-HDL-FC,5.366743e-10,3.6904666e-09
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+S-HDL-C,-4.0224863e-09,1.8522243e-08
+S-HDL-CE,-1.3018594e-09,5.208663e-09
+S-HDL-FC,-2.6190472e-09,1.019539e-08
+S-HDL-L,-1.3391323e-08,3.9673232e-08
+S-HDL-P,-1.4088183e-10,4.7708476e-10
+S-HDL-PL,-7.550653e-09,2.534246e-08
+S-HDL-TG,-2.6263027e-09,7.5288575e-09
+Cholines,1.8412768e-08,1.10588736e-07
+Phosphatidylc,4.0970964e-08,1.4334489e-07
+Phosphoglyc,1.7116522e-08,6.485148e-08
+Sphingomyelins,3.5636198e-09,1.501826e-08
+HDL-PL,5.117892e-08,1.5836864e-07
+LDL-PL,-4.3984777e-10,1.8634402e-08
+Total-PL,8.346568e-08,3.018146e-07
+VLDL-PL,-2.0277703e-08,5.2117436e-08
+HDL-L,1.4520906e-07,4.562768e-07
+LDL-L,5.5464966e-08,2.6906218e-07
+Total-L,3.810755e-07,1.5115767e-06
+VLDL-L,-1.9051474e-07,4.6069368e-07
+HDL-TG,-1.9160868e-09,5.85227e-09
+LDL-TG,-1.7660812e-09,4.700282e-09
+Total-TG,-1.0196517e-07,3.04299e-07
+VLDL-TG,-1.1079737e-07,3.4277988e-07

results/PANEL/omega/input_gradients/Glaucoma_3/prote_metab/metab_Glaucoma_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.1047678e-07,2.978048e-07
+Gln,-1.5527452e-09,8.052173e-08
+Gly,-2.3694653e-07,3.624605e-07
+His,4.077005e-09,1.2275996e-08
+Ile,3.712453e-08,6.2279476e-08
+Leu,2.8508124e-10,2.8966994e-08
+Total BCAA,5.4516818e-09,9.4093174e-08
+Val,1.5249128e-07,2.442779e-07
+Phe,-8.229907e-09,1.3109132e-08
+Tyr,-3.5973933e-09,1.0357307e-08
+ApoA1,-6.972729e-07,9.608489e-07
+ApoB,-1.8808404e-08,1.3800852e-07
+Clinical LDL-C,-6.8742004e-08,7.3529134e-07
+HDL-C,-7.6762426e-08,3.3245703e-07
+LDL-C,-4.7709676e-07,7.5002754e-07
+non-HDL-C,-2.1545732e-07,6.736354e-07
+Remnant-C,-1.2599711e-06,1.6447578e-06
+Total-C,2.3693526e-06,3.3346716e-06
+VLDL-C,-5.216599e-07,6.6024626e-07
+HDL-CE,5.7546936e-07,7.4885025e-07
+LDL-CE,-2.1170307e-07,4.1559093e-07
+Total-CE,-1.6545056e-06,2.2776758e-06
+VLDL-CE,3.7239488e-07,4.6563974e-07
+DHA,1.87546e-07,2.6134597e-07
+LA,-3.2979117e-06,4.620952e-06
+MUFA,6.548569e-08,5.434433e-07
+Omega-3,-7.870191e-07,9.895589e-07
+Omega-6,2.277636e-06,3.2142564e-06
+PUFA,5.5125806e-06,7.4284503e-06
+SFA,1.1165934e-06,1.8213907e-06
+Total-FA,-1.6779601e-06,2.7678072e-06
+Unsaturation,3.2512638e-08,7.989181e-08
+Albumin,2.2809309e-06,3.7540392e-06
+Creatinine,6.806937e-08,8.891828e-08
+HDL-FC,-3.573838e-07,4.584876e-07
+LDL-FC,-2.477737e-07,3.487843e-07
+Total-FC,1.1853222e-06,1.5833033e-06
+VLDL-FC,-2.2060907e-07,2.867625e-07
+Citrate,5.032166e-08,6.6951095e-08
+Glucose,-6.17023e-07,1.0141955e-06
+Lactate,-3.336469e-07,1.0803516e-06
+Pyruvate,2.636669e-08,3.7149228e-08
+GlycA,-2.6422558e-07,3.4609042e-07
+Acetate,5.904841e-08,5.1362488e-08
+Acetoacetate,-1.0512232e-08,1.6186517e-08
+Acetone,-9.699822e-09,1.2076524e-08
+bOHbutyrate,-1.9885883e-07,2.55801e-07
+HDL-P,3.5261513e-10,1.753425e-09
+LDL-P,-4.31574e-10,5.712079e-10
+Total-P,1.0964827e-08,1.5518427e-08
+VLDL-P,3.557492e-11,4.9302496e-11
+HDL size,3.6659785e-07,4.840037e-07
+LDL size,7.552563e-08,1.1609142e-07
+VLDL size,-2.2416443e-06,3.583057e-06
+XXL-VLDL-L,-1.6691278e-07,2.6572494e-07
+XXL-VLDL-P,-3.819529e-12,5.510255e-12
+XL-VLDL-C,-4.4056854e-08,5.817904e-08
+XL-VLDL-CE,1.4202508e-08,1.7965444e-08
+XL-VLDL-L,-9.927221e-08,1.6784784e-07
+XL-VLDL-P,-3.8191056e-12,5.209462e-12
+XL-VLDL-TG,-1.08308214e-07,1.7485021e-07
+L-VLDL-C,-6.1117596e-08,8.32443e-08
+L-VLDL-CE,1.5380719e-08,3.1992663e-08
+L-VLDL-FC,-5.470405e-08,7.243304e-08
+L-VLDL-L,7.975986e-08,1.6527268e-07
+L-VLDL-P,-1.4816716e-11,2.0185813e-11
+L-VLDL-PL,1.182809e-07,1.5858359e-07
+L-VLDL-TG,-1.1729801e-07,1.7166688e-07
+M-VLDL-C,-1.1034981e-08,6.352856e-08
+M-VLDL-CE,-3.5028467e-08,5.0124314e-08
+M-VLDL-FC,8.344202e-08,1.0760498e-07
+M-VLDL-L,-6.303927e-08,1.9550171e-07
+M-VLDL-P,-1.13901475e-11,1.6241517e-11
+M-VLDL-PL,4.695012e-08,7.153124e-08
+M-VLDL-TG,-2.9650454e-07,4.2522962e-07
+S-VLDL-C,-2.0437241e-08,4.1168548e-08
+S-VLDL-CE,-3.010384e-08,3.835413e-08
+S-VLDL-FC,6.874723e-08,8.760334e-08
+S-VLDL-L,-3.7244584e-07,4.7975584e-07
+S-VLDL-P,-4.3804838e-11,5.5646647e-11
+S-VLDL-PL,2.6373865e-08,3.737741e-08
+S-VLDL-TG,7.849268e-08,1.1533191e-07
+XS-VLDL-C,-6.898868e-08,9.852489e-08
+XS-VLDL-CE,1.0031763e-08,3.3732547e-08
+XS-VLDL-FC,-1.7235262e-08,2.3881357e-08
+XS-VLDL-L,2.538501e-07,3.220537e-07
+XS-VLDL-P,3.5051205e-11,4.626325e-11
+XS-VLDL-PL,-1.3328007e-07,1.6099138e-07
+XS-VLDL-TG,1.2395076e-07,1.7096842e-07
+IDL-C,8.26415e-07,1.1280106e-06
+IDL-CE,5.543646e-07,7.771376e-07
+IDL-FC,-2.0627955e-07,2.7895712e-07
+IDL-L,-5.639926e-07,7.763651e-07
+IDL-P,1.8524345e-10,2.5653357e-10
+IDL-PL,6.386522e-08,1.0543044e-07
+IDL-TG,3.5940646e-09,2.1434115e-08
+L-LDL-C,1.0746006e-07,2.0867637e-07
+L-LDL-CE,6.643298e-07,9.147485e-07
+L-LDL-FC,2.2726378e-07,3.1879037e-07
+L-LDL-L,8.921758e-09,2.2548367e-07
+L-LDL-P,-1.5016842e-10,2.5438404e-10
+L-LDL-PL,-1.2716845e-07,1.8432345e-07
+L-LDL-TG,6.157976e-09,2.1736478e-08
+M-LDL-C,4.7359484e-07,6.531829e-07
+M-LDL-CE,-2.7042154e-07,3.7213871e-07
+M-LDL-FC,6.3171535e-10,2.5265937e-08
+M-LDL-L,-4.1113034e-07,5.595309e-07
+M-LDL-P,-7.022566e-11,1.0526673e-10
+M-LDL-PL,-7.0676954e-08,1.0203779e-07
+M-LDL-TG,5.3499058e-08,7.306693e-08
+S-LDL-C,-4.262827e-08,6.665585e-08
+S-LDL-CE,-1.200078e-07,1.5813468e-07
+S-LDL-FC,4.2155643e-09,1.0224979e-08
+S-LDL-L,4.37231e-08,8.124643e-08
+S-LDL-P,4.7212904e-11,6.795069e-11
+S-LDL-PL,-7.812145e-08,1.02266156e-07
+XL-HDL-C,-8.41534e-08,1.05323586e-07
+XL-HDL-CE,7.7043374e-08,9.4965e-08
+XL-HDL-FC,3.3864588e-08,4.2902407e-08
+XL-HDL-L,1.2743445e-07,1.6565099e-07
+XL-HDL-P,-6.4409755e-11,9.0113576e-11
+XL-HDL-PL,4.428619e-08,6.041517e-08
+L-HDL-C,2.3951463e-07,3.1433305e-07
+L-HDL-CE,-9.936971e-08,1.4904694e-07
+L-HDL-FC,-4.0851308e-08,5.8439795e-08
+L-HDL-L,-3.9833643e-07,5.14784e-07
+L-HDL-P,2.665776e-09,3.3439223e-09
+L-HDL-PL,-1.3784857e-07,1.9210177e-07
+L-HDL-TG,-1.05739915e-08,1.6891953e-08
+M-HDL-C,8.5748635e-09,8.243903e-08
+M-HDL-CE,2.0899735e-07,2.9667711e-07
+M-HDL-FC,6.59718e-08,8.9683724e-08
+M-HDL-L,3.6290197e-07,5.3561774e-07
+M-HDL-P,2.4133606e-09,3.2921565e-09
+M-HDL-PL,-5.472474e-08,9.330337e-08
+M-HDL-TG,6.4126006e-08,9.5176205e-08
+S-HDL-C,-6.249183e-08,1.2407855e-07
+S-HDL-CE,-1.2812685e-09,3.5296317e-08
+S-HDL-FC,-1.498615e-08,2.4767507e-08
+S-HDL-L,4.10336e-07,6.257049e-07
+S-HDL-P,-1.8362163e-09,2.984036e-09
+S-HDL-PL,2.1914343e-07,3.3475033e-07
+S-HDL-TG,6.7996706e-09,1.7057685e-08
+Cholines,2.0349216e-06,2.926136e-06
+Phosphatidylc,-5.129491e-07,7.699241e-07
+Phosphoglyc,4.7140253e-07,7.1545116e-07
+Sphingomyelins,2.211057e-07,3.013785e-07
+HDL-PL,-1.6779666e-06,2.278777e-06
+LDL-PL,-2.2703946e-07,3.3884092e-07
+Total-PL,-2.3248147e-06,3.2268795e-06
+VLDL-PL,1.9555243e-07,2.7471432e-07
+HDL-L,1.990258e-06,2.697094e-06
+LDL-L,7.8715345e-08,4.722787e-07
+Total-L,-7.5788075e-06,1.02665945e-05
+VLDL-L,4.5400516e-06,5.7969783e-06
+HDL-TG,-1.1000955e-07,1.6661127e-07
+LDL-TG,2.0778411e-07,2.846379e-07
+Total-TG,9.854251e-07,1.4136339e-06
+VLDL-TG,7.011614e-07,9.702794e-07

results/PANEL/omega/input_gradients/Heart_Failure_1/prote_metab/metab_Heart_Failure_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,4.6386712e-09,8.208645e-09
+Gln,1.1957746e-08,2.6476856e-08
+Gly,-1.0671984e-09,3.389673e-08
+His,2.470323e-09,4.488476e-09
+Ile,-4.5752557e-09,7.954019e-09
+Leu,-4.3121657e-09,1.5448702e-08
+Total BCAA,1.6980335e-08,2.7351641e-08
+Val,1.6047292e-09,1.0398435e-08
+Phe,-1.8077414e-09,4.5896797e-09
+Tyr,6.0644806e-10,4.3132458e-09
+ApoA1,-2.3768468e-08,7.653242e-08
+ApoB,2.0625666e-09,7.56168e-08
+Clinical LDL-C,6.940853e-08,8.0934797e-07
+HDL-C,-4.4758824e-08,1.0575276e-07
+LDL-C,-3.6930448e-08,2.4674287e-07
+non-HDL-C,3.7333666e-07,1.4953243e-06
+Remnant-C,1.1332274e-07,3.3225461e-07
+Total-C,3.5400538e-07,1.6320085e-06
+VLDL-C,4.5883644e-09,4.1930647e-08
+HDL-CE,-1.4997878e-08,8.994608e-08
+LDL-CE,3.3567293e-08,2.2793377e-07
+Total-CE,2.3792572e-07,8.1217144e-07
+VLDL-CE,1.9687363e-08,4.9643027e-08
+DHA,1.9775545e-08,4.6670507e-08
+LA,9.928664e-08,8.3427864e-07
+MUFA,-1.6391208e-07,2.941535e-07
+Omega-3,-4.0876333e-09,1.196979e-07
+Omega-6,1.2522486e-07,3.8224567e-07
+PUFA,5.5755375e-08,6.557549e-07
+SFA,-3.4378505e-08,2.6641e-07
+Total-FA,1.480313e-07,5.468465e-07
+Unsaturation,-5.6346945e-09,2.8377704e-08
+Albumin,7.67378e-07,5.574196e-06
+Creatinine,3.8319827e-09,7.3321043e-09
+HDL-FC,1.2193548e-08,1.815764e-08
+LDL-FC,2.8707257e-09,4.9584926e-08
+Total-FC,9.658883e-08,2.3916644e-07
+VLDL-FC,-7.4884845e-09,3.2521356e-08
+Citrate,-5.180626e-10,6.6278756e-09
+Glucose,-6.882677e-07,4.420531e-06
+Lactate,2.4672462e-07,4.2175046e-07
+Pyruvate,2.5000173e-09,4.4168202e-09
+GlycA,-3.2642188e-08,8.6454804e-08
+Acetate,-1.2008813e-09,4.512276e-09
+Acetoacetate,-3.9289723e-09,9.3301145e-09
+Acetone,5.1591575e-10,1.2463957e-09
+bOHbutyrate,-4.868411e-09,1.218031e-08
+HDL-P,1.9756749e-10,1.4730965e-09
+LDL-P,-9.9682805e-12,2.4784104e-11
+Total-P,1.945888e-10,1.0009312e-09
+VLDL-P,-4.727935e-12,1.1073365e-11
+HDL size,-1.9552319e-08,1.1471771e-07
+LDL size,1.0862922e-09,1.17170394e-07
+VLDL size,-5.6987625e-07,1.7575195e-06
+XXL-VLDL-L,1.759823e-09,8.9131746e-08
+XXL-VLDL-P,-3.1390353e-14,4.931933e-13
+XL-VLDL-C,4.2110044e-09,1.5112768e-08
+XL-VLDL-CE,1.913798e-09,4.0164596e-09
+XL-VLDL-L,7.871659e-09,1.4032416e-08
+XL-VLDL-P,1.7917308e-13,5.7427554e-13
+XL-VLDL-TG,-2.1889203e-08,3.3874876e-08
+L-VLDL-C,-3.682333e-09,2.6137519e-08
+L-VLDL-CE,3.0344388e-10,4.2340225e-09
+L-VLDL-FC,4.39308e-09,8.091226e-09
+L-VLDL-L,-2.987375e-08,9.035268e-08
+L-VLDL-P,9.784677e-13,1.67917e-12
+L-VLDL-PL,-5.38427e-09,9.562507e-09
+L-VLDL-TG,-1.42517536e-08,2.7823035e-08
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+M-VLDL-CE,-1.6549621e-10,1.9544286e-08
+M-VLDL-FC,8.489779e-09,1.953236e-08
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+M-VLDL-PL,1.3210121e-09,4.8782947e-09
+M-VLDL-TG,-2.751379e-08,6.014694e-08
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+S-VLDL-CE,-6.823473e-10,3.78276e-09
+S-VLDL-FC,-3.623928e-10,4.6896593e-09
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+S-VLDL-P,4.4801234e-13,5.267571e-12
+S-VLDL-PL,1.1648345e-09,5.751597e-09
+S-VLDL-TG,1.2412041e-08,3.286138e-08
+XS-VLDL-C,7.870562e-09,2.8393854e-08
+XS-VLDL-CE,-8.454998e-09,1.4716502e-08
+XS-VLDL-FC,3.9542525e-10,2.5646296e-09
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+IDL-PL,1.325779e-08,4.3776637e-08
+IDL-TG,3.5580159e-09,8.112384e-09
+L-LDL-C,7.960522e-08,2.839941e-07
+L-LDL-CE,-1.761791e-08,2.8503035e-08
+L-LDL-FC,1.6542373e-08,4.2421266e-08
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+L-LDL-P,-3.793749e-11,1.00305486e-10
+L-LDL-PL,1.724553e-08,3.1990844e-08
+L-LDL-TG,-3.2665597e-09,8.404309e-09
+M-LDL-C,-7.675092e-09,5.31849e-08
+M-LDL-CE,2.8793513e-08,4.528174e-08
+M-LDL-FC,-8.833492e-09,2.2127972e-08
+M-LDL-L,-1.5350361e-08,6.71465e-08
+M-LDL-P,-6.213814e-12,2.362711e-11
+M-LDL-PL,-3.84788e-09,8.786705e-09
+M-LDL-TG,-1.6812461e-10,1.1739585e-09
+S-LDL-C,-7.3253537e-09,1.1267677e-08
+S-LDL-CE,-1.293961e-09,3.2161458e-09
+S-LDL-FC,-6.657621e-10,2.504097e-09
+S-LDL-L,-4.6056978e-10,1.26429995e-08
+S-LDL-P,-7.8714737e-13,1.323437e-11
+S-LDL-PL,2.488229e-09,6.033841e-09
+XL-HDL-C,-2.3867022e-09,1.1920328e-08
+XL-HDL-CE,8.068563e-09,1.6391567e-08
+XL-HDL-FC,-7.2302685e-11,2.7815392e-09
+XL-HDL-L,2.44188e-11,5.130588e-09
+XL-HDL-P,-8.425187e-12,1.5926342e-11
+XL-HDL-PL,6.350837e-09,1.1171527e-08
+L-HDL-C,2.4696147e-08,8.234441e-08
+L-HDL-CE,5.023225e-10,9.335893e-09
+L-HDL-FC,-9.152137e-09,1.4680741e-08
+L-HDL-L,3.5059557e-09,5.285346e-08
+L-HDL-P,-1.8813165e-11,7.049995e-11
+L-HDL-PL,-1.7717515e-08,6.294156e-08
+L-HDL-TG,-2.3122382e-09,3.3777474e-09
+M-HDL-C,-2.1296784e-09,1.5057312e-08
+M-HDL-CE,-4.230084e-09,1.31399895e-08
+M-HDL-FC,-9.232893e-10,5.2774056e-09
+M-HDL-L,2.982242e-08,5.408698e-08
+M-HDL-P,8.751206e-11,2.3160714e-10
+M-HDL-PL,-1.2949691e-08,6.1424814e-08
+M-HDL-TG,4.050935e-09,7.690618e-09
+S-HDL-C,1.076124e-08,2.5001123e-08
+S-HDL-CE,-7.573356e-09,2.6965647e-08
+S-HDL-FC,-2.4769593e-09,4.5298587e-09
+S-HDL-L,1.9458202e-09,2.133973e-08
+S-HDL-P,6.156868e-11,2.8817193e-10
+S-HDL-PL,2.2244647e-11,8.902058e-09
+S-HDL-TG,2.26518e-09,7.223488e-09
+Cholines,9.5536095e-09,3.6146165e-08
+Phosphatidylc,-4.663133e-08,1.355731e-07
+Phosphoglyc,-3.0045726e-09,5.396822e-08
+Sphingomyelins,1.5848209e-10,1.2596379e-08
+HDL-PL,2.6706076e-08,6.7341425e-08
+LDL-PL,4.2671067e-09,1.1823541e-08
+Total-PL,9.348844e-08,2.641371e-07
+VLDL-PL,1.9766889e-08,9.0533234e-08
+HDL-L,-1.6147656e-07,5.131879e-07
+LDL-L,1.6203683e-07,3.034011e-07
+Total-L,2.4941545e-07,1.3586236e-06
+VLDL-L,1.597713e-07,3.879183e-07
+HDL-TG,1.6467513e-09,9.759164e-09
+LDL-TG,-5.887581e-09,2.6465042e-08
+Total-TG,-1.1063553e-08,4.5325866e-08
+VLDL-TG,-4.2063032e-08,7.8076624e-08

results/PANEL/omega/input_gradients/Heart_Failure_2/prote_metab/metab_Heart_Failure_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,2.6279737e-08,2.4693831e-08
+Gln,9.032616e-09,1.500605e-08
+Gly,2.9258533e-08,2.9659677e-08
+His,6.093149e-10,2.1444597e-09
+Ile,1.3055337e-08,1.0622296e-08
+Leu,-9.335966e-10,3.7535886e-09
+Total BCAA,7.196062e-09,1.2015406e-08
+Val,-3.772833e-09,7.254903e-09
+Phe,-5.1737694e-09,4.958769e-09
+Tyr,2.4046198e-09,2.9462919e-09
+ApoA1,3.872775e-08,4.780402e-08
+ApoB,-1.6852157e-07,1.5920712e-07
+Clinical LDL-C,3.392687e-07,3.2565913e-07
+HDL-C,1.1334089e-08,3.3226527e-08
+LDL-C,7.742048e-08,1.00340415e-07
+non-HDL-C,2.6398746e-08,1.704815e-07
+Remnant-C,4.5438182e-07,4.219618e-07
+Total-C,8.781216e-08,1.6331609e-07
+VLDL-C,1.12478816e-07,1.09747916e-07
+HDL-CE,-3.571438e-08,4.518259e-08
+LDL-CE,5.1338947e-08,6.201066e-08
+Total-CE,8.994214e-07,7.950884e-07
+VLDL-CE,8.7133266e-08,8.538848e-08
+DHA,3.762618e-08,3.2714407e-08
+LA,3.183475e-07,3.3646214e-07
+MUFA,3.887061e-07,3.7725994e-07
+Omega-3,-7.525352e-09,3.096933e-08
+Omega-6,-2.3245742e-07,2.4933428e-07
+PUFA,-4.712063e-08,1.2073289e-07
+SFA,-1.0257193e-06,9.014006e-07
+Total-FA,7.2580593e-07,7.429852e-07
+Unsaturation,-5.8887913e-08,5.4929924e-08
+Albumin,-1.0614461e-06,1.0963398e-06
+Creatinine,-4.334321e-09,5.608402e-09
+HDL-FC,-1.598184e-08,1.7510693e-08
+LDL-FC,-1.4930396e-08,2.5702215e-08
+Total-FC,2.4313587e-07,2.2686562e-07
+VLDL-FC,9.592448e-08,9.3629765e-08
+Citrate,9.011712e-09,8.396418e-09
+Glucose,-4.0720323e-07,4.1659845e-07
+Lactate,4.8464305e-08,1.7477842e-07
+Pyruvate,1.0029473e-08,1.0250998e-08
+GlycA,-9.360503e-08,9.294721e-08
+Acetate,9.2631725e-09,5.918601e-09
+Acetoacetate,1.5440538e-08,1.5386338e-08
+Acetone,-3.4762653e-09,3.952057e-09
+bOHbutyrate,-3.8037243e-08,4.2574722e-08
+HDL-P,5.627378e-10,5.6019756e-10
+LDL-P,-1.4306186e-11,5.3870245e-11
+Total-P,9.953963e-10,9.298754e-10
+VLDL-P,1.4255004e-11,1.421658e-11
+HDL size,1.4759304e-07,1.3733475e-07
+LDL size,2.421305e-08,2.4517375e-08
+VLDL size,-3.810718e-07,3.9913388e-07
+XXL-VLDL-L,-1.35797e-07,1.260958e-07
+XXL-VLDL-P,-5.887634e-13,5.727004e-13
+XL-VLDL-C,-8.258065e-09,9.008123e-09
+XL-VLDL-CE,-3.5057541e-09,4.5364303e-09
+XL-VLDL-L,-9.529297e-08,9.18139e-08
+XL-VLDL-P,-7.3603667e-14,3.1891406e-13
+XL-VLDL-TG,-1.0083996e-08,1.4017466e-08
+L-VLDL-C,-1.6054129e-09,7.0376127e-09
+L-VLDL-CE,4.24094e-09,5.5028737e-09
+L-VLDL-FC,-9.320885e-09,9.243053e-09
+L-VLDL-L,-8.471056e-08,8.5993015e-08
+L-VLDL-P,4.8755894e-13,8.3558757e-13
+L-VLDL-PL,-4.0420467e-09,5.6944556e-09
+L-VLDL-TG,-4.2157726e-08,4.1625597e-08
+M-VLDL-C,-1.3376231e-08,1.8098932e-08
+M-VLDL-CE,-2.6736249e-08,2.6778476e-08
+M-VLDL-FC,7.9682205e-10,6.8334933e-09
+M-VLDL-L,-7.221348e-08,7.324764e-08
+M-VLDL-P,-6.453028e-12,6.547617e-12
+M-VLDL-PL,1.7856737e-08,1.8358227e-08
+M-VLDL-TG,-2.8338876e-08,3.0096096e-08
+S-VLDL-C,-1.4670744e-08,1.6037518e-08
+S-VLDL-CE,-2.3518457e-10,3.274648e-09
+S-VLDL-FC,1.0860293e-08,1.0450672e-08
+S-VLDL-L,4.4309864e-08,4.6154625e-08
+S-VLDL-P,-1.5580871e-12,2.0729534e-12
+S-VLDL-PL,-2.28564e-08,2.1748681e-08
+S-VLDL-TG,3.1464573e-08,3.2103966e-08
+XS-VLDL-C,2.608719e-08,2.493731e-08
+XS-VLDL-CE,-1.5472017e-08,1.4589334e-08
+XS-VLDL-FC,-3.2616536e-09,3.4333356e-09
+XS-VLDL-L,-6.3288477e-09,1.0706695e-08
+XS-VLDL-P,1.386336e-12,2.491725e-12
+XS-VLDL-PL,3.011743e-09,6.0849388e-09
+XS-VLDL-TG,-2.0154374e-09,4.67872e-09
+IDL-C,-1.1528784e-07,1.0792513e-07
+IDL-CE,1.2008047e-07,1.0582369e-07
+IDL-FC,-1.0157719e-10,6.445258e-09
+IDL-L,-6.387796e-08,6.911272e-08
+IDL-P,6.245989e-11,5.4838044e-11
+IDL-PL,9.4197015e-09,1.1689801e-08
+IDL-TG,2.128489e-08,2.0131296e-08
+L-LDL-C,1.9772754e-07,1.8255892e-07
+L-LDL-CE,2.2302611e-08,3.0974075e-08
+L-LDL-FC,2.520922e-08,2.6277338e-08
+L-LDL-L,-8.131114e-08,8.452061e-08
+L-LDL-P,-1.2253893e-11,2.8798349e-11
+L-LDL-PL,6.893724e-08,6.717165e-08
+L-LDL-TG,-2.7552278e-09,4.357939e-09
+M-LDL-C,2.7402468e-08,2.9895638e-08
+M-LDL-CE,-4.5027853e-08,4.1340112e-08
+M-LDL-FC,-4.9792885e-09,6.864e-09
+M-LDL-L,4.9862926e-08,4.744533e-08
+M-LDL-P,4.921569e-11,4.730063e-11
+M-LDL-PL,4.6515048e-08,4.2080927e-08
+M-LDL-TG,-5.2639084e-09,5.070823e-09
+S-LDL-C,-3.002505e-09,5.423094e-09
+S-LDL-CE,-4.931132e-09,6.628415e-09
+S-LDL-FC,-4.6423856e-09,4.9275344e-09
+S-LDL-L,5.771843e-08,5.1806815e-08
+S-LDL-P,-7.885737e-12,9.528339e-12
+S-LDL-PL,1.3526013e-09,2.520092e-09
+XL-HDL-C,3.3577958e-08,2.9641383e-08
+XL-HDL-CE,-1.1112517e-08,1.0545875e-08
+XL-HDL-FC,4.2764854e-09,3.799854e-09
+XL-HDL-L,4.1290058e-08,3.7863625e-08
+XL-HDL-P,-3.5883727e-11,3.3406607e-11
+XL-HDL-PL,-3.1589973e-08,2.8563477e-08
+L-HDL-C,-3.1065305e-08,4.0945935e-08
+L-HDL-CE,-3.6579888e-08,4.0363968e-08
+L-HDL-FC,6.958362e-10,6.720277e-09
+L-HDL-L,5.787658e-08,7.448387e-08
+L-HDL-P,1.8787993e-10,1.9341284e-10
+L-HDL-PL,-7.6677715e-08,7.0539755e-08
+L-HDL-TG,3.2811789e-09,3.2111387e-09
+M-HDL-C,1.5057992e-07,1.4023384e-07
+M-HDL-CE,9.065487e-09,2.1913158e-08
+M-HDL-FC,-1.0674006e-08,1.0023863e-08
+M-HDL-L,-3.3638553e-08,5.4023204e-08
+M-HDL-P,-2.1407827e-10,2.4982888e-10
+M-HDL-PL,4.509191e-08,4.3330793e-08
+M-HDL-TG,-3.8970644e-09,4.172687e-09
+S-HDL-C,1.1284843e-08,1.2801724e-08
+S-HDL-CE,1.2114491e-08,1.3594232e-08
+S-HDL-FC,-8.092322e-09,7.171371e-09
+S-HDL-L,-1.1865128e-08,3.2419322e-08
+S-HDL-P,-9.19078e-11,3.384027e-10
+S-HDL-PL,3.3086316e-08,3.3072627e-08
+S-HDL-TG,-4.2036197e-09,4.714479e-09
+Cholines,-1.9033087e-07,1.8103043e-07
+Phosphatidylc,2.5051887e-07,2.2246999e-07
+Phosphoglyc,4.8539068e-08,8.838933e-08
+Sphingomyelins,-4.2316e-08,3.5911206e-08
+HDL-PL,2.8635531e-08,5.4360058e-08
+LDL-PL,2.41687e-08,2.7364369e-08
+Total-PL,1.7744725e-07,1.7377587e-07
+VLDL-PL,3.742559e-08,4.229015e-08
+HDL-L,4.9747507e-07,4.4435404e-07
+LDL-L,1.596015e-07,1.7104992e-07
+Total-L,-4.261743e-07,5.171536e-07
+VLDL-L,2.2448141e-07,2.472763e-07
+HDL-TG,-2.7275355e-08,2.6328062e-08
+LDL-TG,-1.0659971e-08,1.0288876e-08
+Total-TG,-8.903146e-08,1.2766827e-07
+VLDL-TG,2.4119828e-07,2.3261563e-07

results/PANEL/omega/input_gradients/MACE_1/prote_metab/metab_MACE_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.3462565e-08,1.0522997e-08
+Gln,4.4889914e-09,1.6801328e-08
+Gly,-1.1050241e-08,2.6061484e-08
+His,-2.433023e-09,1.1404332e-09
+Ile,3.846181e-09,2.2537325e-09
+Leu,-3.0649216e-09,1.5791702e-09
+Total BCAA,1.3427336e-09,5.336808e-09
+Val,-5.607094e-09,1.1102662e-08
+Phe,4.9422275e-09,9.468811e-10
+Tyr,-3.922285e-10,1.5118883e-09
+ApoA1,-9.967337e-08,6.399902e-08
+ApoB,2.6225273e-08,1.3192425e-08
+Clinical LDL-C,1.7963127e-07,1.2908711e-07
+HDL-C,-1.5973377e-08,1.2029005e-07
+LDL-C,-2.2524578e-08,6.637545e-08
+non-HDL-C,3.5349981e-07,1.1399278e-07
+Remnant-C,7.702618e-08,5.641744e-08
+Total-C,1.9768241e-07,2.2345604e-07
+VLDL-C,-2.680464e-08,3.209323e-08
+HDL-CE,4.1015568e-08,8.47364e-08
+LDL-CE,7.732906e-08,4.562564e-08
+Total-CE,4.6516064e-08,9.6878665e-08
+VLDL-CE,2.5842077e-08,2.5376094e-08
+DHA,-8.9926494e-10,5.192532e-09
+LA,1.8297376e-07,8.756925e-08
+MUFA,-5.4403447e-08,2.1540396e-07
+Omega-3,6.318032e-08,9.117068e-08
+Omega-6,4.7551077e-07,1.6771668e-07
+PUFA,3.552951e-07,3.4124002e-07
+SFA,1.7724322e-07,1.4377225e-07
+Total-FA,-3.0798256e-07,9.483538e-07
+Unsaturation,1.520644e-08,1.21769315e-08
+Albumin,5.2828955e-07,6.298843e-07
+Creatinine,-2.324953e-09,1.2475487e-09
+HDL-FC,8.854817e-09,7.796731e-09
+LDL-FC,4.0088636e-08,1.2860512e-08
+Total-FC,-6.5190804e-08,1.6374829e-08
+VLDL-FC,-3.3115277e-09,6.772522e-09
+Citrate,-3.153881e-09,3.3188785e-09
+Glucose,-6.32427e-08,1.516289e-06
+Lactate,-4.7035354e-07,1.3403016e-07
+Pyruvate,-5.9504908e-09,5.208543e-09
+GlycA,3.4442223e-08,1.2711345e-08
+Acetate,1.3354702e-09,2.613508e-09
+Acetoacetate,4.222229e-09,9.375526e-10
+Acetone,1.7381867e-09,3.6827225e-10
+bOHbutyrate,-9.369341e-09,7.624704e-09
+HDL-P,-7.997769e-10,3.1769046e-10
+LDL-P,3.4967473e-11,3.5804026e-11
+Total-P,2.0081484e-10,3.2916592e-10
+VLDL-P,-5.0153232e-12,3.4695745e-12
+HDL size,3.7757758e-08,1.614499e-08
+LDL size,3.8994393e-08,3.9550926e-08
+VLDL size,-8.96299e-07,2.5605073e-07
+XXL-VLDL-L,4.271326e-08,3.449523e-08
+XXL-VLDL-P,-4.4525546e-13,1.1152115e-13
+XL-VLDL-C,-6.344981e-10,3.4485297e-09
+XL-VLDL-CE,-4.971898e-10,1.1412119e-09
+XL-VLDL-L,1.8214992e-08,8.274975e-09
+XL-VLDL-P,-2.6686994e-13,1.4332752e-13
+XL-VLDL-TG,-4.397367e-09,9.309652e-09
+L-VLDL-C,9.526283e-09,5.792446e-09
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+L-VLDL-FC,1.0982682e-08,2.3500684e-09
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+L-VLDL-TG,6.988018e-09,8.131698e-09
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+M-VLDL-TG,4.1390704e-09,7.556972e-09
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+S-VLDL-CE,8.780866e-09,2.1202098e-09
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+S-VLDL-P,1.0990253e-12,8.721804e-13
+S-VLDL-PL,4.3730425e-10,4.524993e-09
+S-VLDL-TG,1.892077e-09,4.874288e-09
+XS-VLDL-C,1.4132057e-09,1.061373e-08
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+L-LDL-P,9.266772e-12,1.441446e-11
+L-LDL-PL,-8.499437e-09,9.496037e-09
+L-LDL-TG,-9.915331e-09,4.3542974e-09
+M-LDL-C,-2.708266e-08,9.478724e-09
+M-LDL-CE,-3.0136082e-08,7.3453816e-09
+M-LDL-FC,-1.6957283e-09,1.8528231e-09
+M-LDL-L,-1.3941289e-08,1.7837147e-08
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+M-LDL-PL,6.3543144e-09,8.459718e-09
+M-LDL-TG,2.1897646e-09,8.777103e-10
+S-LDL-C,-1.4191551e-09,3.811189e-09
+S-LDL-CE,-4.0191455e-09,1.8832524e-09
+S-LDL-FC,-3.9977075e-09,2.6822349e-09
+S-LDL-L,-2.4026042e-08,5.0663624e-09
+S-LDL-P,-1.0485956e-11,2.8821084e-12
+S-LDL-PL,-9.479989e-09,1.819978e-09
+XL-HDL-C,-3.9953005e-09,1.7896321e-09
+XL-HDL-CE,6.023242e-09,1.9863193e-09
+XL-HDL-FC,1.4382943e-09,4.0938364e-10
+XL-HDL-L,-9.175048e-09,2.2303263e-08
+XL-HDL-P,2.700245e-11,1.0263169e-11
+XL-HDL-PL,8.44353e-10,5.359847e-09
+L-HDL-C,-5.918659e-08,4.8750525e-08
+L-HDL-CE,1.5380277e-08,1.4283099e-08
+L-HDL-FC,-8.9963037e-10,3.0048048e-09
+L-HDL-L,2.6928117e-08,1.4491316e-07
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+L-HDL-PL,-1.160731e-09,4.235419e-08
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+M-HDL-C,-3.3081694e-08,3.3159257e-08
+M-HDL-CE,-2.0582801e-08,1.3599464e-08
+M-HDL-FC,-1.7574324e-10,4.418964e-09
+M-HDL-L,3.687495e-08,4.775684e-08
+M-HDL-P,-2.601302e-10,1.3778938e-10
+M-HDL-PL,9.111567e-09,1.2396014e-08
+M-HDL-TG,-5.5761046e-10,2.1431905e-09
+S-HDL-C,-8.764807e-09,6.1010668e-09
+S-HDL-CE,-8.6200747e-10,2.3952211e-09
+S-HDL-FC,1.7506858e-09,8.424809e-10
+S-HDL-L,-6.930454e-08,3.916207e-08
+S-HDL-P,-9.6986905e-11,1.7541549e-10
+S-HDL-PL,1.584454e-08,8.989872e-09
+S-HDL-TG,-5.976791e-09,1.6359145e-09
+Cholines,2.7161155e-08,7.2246834e-08
+Phosphatidylc,6.284847e-08,3.92212e-08
+Phosphoglyc,5.8942508e-08,5.7883e-08
+Sphingomyelins,2.8959857e-08,5.803468e-09
+HDL-PL,-3.267589e-08,7.726916e-08
+LDL-PL,-1.6203838e-08,7.3786874e-09
+Total-PL,6.307588e-08,1.684907e-07
+VLDL-PL,5.1075247e-08,1.2566287e-08
+HDL-L,-5.8083796e-08,2.5910418e-07
+LDL-L,1.9377471e-07,4.623604e-08
+Total-L,5.0462713e-08,5.9530794e-07
+VLDL-L,2.9706837e-07,1.9070313e-07
+HDL-TG,5.652357e-09,2.6921838e-09
+LDL-TG,-2.3522868e-09,5.105509e-09
+Total-TG,-1.2872314e-07,1.6681557e-07
+VLDL-TG,-1.0697731e-07,2.8955041e-08

results/PANEL/omega/input_gradients/MACE_5/prote_metab/metab_MACE_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-1.3356313e-08,4.0164895e-08
+Gln,-2.511198e-08,4.219273e-08
+Gly,-7.598267e-08,2.941905e-08
+His,1.4806949e-08,6.148657e-09
+Ile,4.6058165e-08,8.5206615e-09
+Leu,-7.117143e-08,1.3675753e-08
+Total BCAA,2.1267238e-07,3.7181348e-08
+Val,2.8165614e-08,1.6619802e-08
+Phe,1.9398861e-08,7.719256e-09
+Tyr,-4.025333e-09,5.389749e-09
+ApoA1,-1.8112985e-07,9.622443e-08
+ApoB,-3.0077632e-07,1.2238773e-07
+Clinical LDL-C,4.3383463e-07,3.275856e-07
+HDL-C,-3.1692812e-07,1.3929528e-07
+LDL-C,-5.2490066e-07,1.7290195e-07
+non-HDL-C,-1.9425465e-06,4.1570044e-07
+Remnant-C,-1.0123573e-06,1.7555953e-07
+Total-C,-1.6386757e-07,3.7192927e-07
+VLDL-C,2.4997607e-07,8.686663e-08
+HDL-CE,-4.9972635e-07,1.7235905e-07
+LDL-CE,-6.63445e-09,1.333181e-07
+Total-CE,-1.4253881e-06,4.1612333e-07
+VLDL-CE,-3.4681892e-07,7.280186e-08
+DHA,4.42309e-09,2.8636176e-08
+LA,-1.131506e-06,4.7915734e-07
+MUFA,-7.765228e-07,3.7115603e-07
+Omega-3,6.930081e-07,1.0152344e-07
+Omega-6,-1.2710498e-07,2.5805247e-07
+PUFA,1.2497957e-06,4.0642604e-07
+SFA,-7.4961136e-08,4.1232263e-07
+Total-FA,-9.716098e-07,1.440766e-06
+Unsaturation,1.9072366e-09,2.90162e-08
+Albumin,2.6312232e-06,1.3711142e-06
+Creatinine,-3.609006e-08,8.1376e-09
+HDL-FC,1.8739132e-07,3.122658e-08
+LDL-FC,-1.9744374e-07,7.4619784e-08
+Total-FC,-5.877442e-07,1.18058026e-07
+VLDL-FC,-1.3563995e-07,6.282174e-08
+Citrate,-1.66415e-08,7.208497e-09
+Glucose,-2.0478822e-06,5.7028467e-07
+Lactate,1.0057956e-06,4.4924693e-07
+Pyruvate,-3.4338232e-08,1.058552e-08
+GlycA,1.3684812e-07,6.725115e-08
+Acetate,-1.8849502e-09,5.425866e-09
+Acetoacetate,-5.317179e-09,5.496013e-09
+Acetone,2.4498362e-08,3.3646177e-09
+bOHbutyrate,6.760079e-08,2.9032146e-08
+HDL-P,-1.1366016e-09,1.305561e-09
+LDL-P,1.0856073e-10,1.0461058e-10
+Total-P,7.228919e-09,1.4137868e-09
+VLDL-P,1.4908817e-10,2.603305e-11
+HDL size,4.7362246e-07,8.696135e-08
+LDL size,1.6326254e-08,3.4925186e-08
+VLDL size,-7.8103153e-07,5.5449294e-07
+XXL-VLDL-L,-8.214729e-07,1.589732e-07
+XXL-VLDL-P,6.3329862e-12,1.0257302e-12
+XL-VLDL-C,9.4713615e-09,1.0858065e-08
+XL-VLDL-CE,-1.331801e-08,6.0651435e-09
+XL-VLDL-L,-1.1152716e-07,5.5344604e-08
+XL-VLDL-P,-4.746291e-12,1.164653e-12
+XL-VLDL-TG,2.930688e-07,5.8854337e-08
+L-VLDL-C,7.718096e-08,2.6692415e-08
+L-VLDL-CE,4.130873e-08,8.911581e-09
+L-VLDL-FC,5.8839507e-09,1.14021805e-08
+L-VLDL-L,-3.8617202e-07,1.0110378e-07
+L-VLDL-P,-1.1806726e-12,3.074501e-12
+L-VLDL-PL,-3.4254953e-08,1.6272036e-08
+L-VLDL-TG,-1.4838048e-07,4.919292e-08
+M-VLDL-C,-9.346551e-08,3.4741294e-08
+M-VLDL-CE,2.3328562e-08,1.528077e-08
+M-VLDL-FC,-6.9969175e-08,1.6200216e-08
+M-VLDL-L,-6.1430427e-07,9.463978e-08
+M-VLDL-P,-2.8822042e-11,5.9234406e-12
+M-VLDL-PL,-3.386909e-08,2.1719762e-08
+M-VLDL-TG,3.5451393e-07,8.0818154e-08
+S-VLDL-C,-4.135901e-08,2.0841401e-08
+S-VLDL-CE,3.976343e-09,9.982826e-09
+S-VLDL-FC,1.121761e-08,8.500625e-09
+S-VLDL-L,8.019739e-09,3.9867754e-08
+S-VLDL-P,4.7327628e-11,7.698872e-12
+S-VLDL-PL,-6.726194e-08,1.5810768e-08
+S-VLDL-TG,2.0556105e-07,4.07676e-08
+XS-VLDL-C,6.619644e-08,1.941367e-08
+XS-VLDL-CE,4.6526502e-10,1.4685694e-08
+XS-VLDL-FC,-1.2568932e-08,5.123929e-09
+XS-VLDL-L,3.8631722e-08,4.119057e-08
+XS-VLDL-P,-3.7394506e-12,6.6421022e-12
+XS-VLDL-PL,-8.3641346e-08,1.3714827e-08
+XS-VLDL-TG,-9.160528e-09,1.0753084e-08
+IDL-C,4.868913e-07,8.7699384e-08
+IDL-CE,8.586189e-08,7.041976e-08
+IDL-FC,2.692163e-09,2.3791234e-08
+IDL-L,1.1770782e-06,1.6723531e-07
+IDL-P,-1.2923355e-10,3.5920922e-11
+IDL-PL,4.1460282e-08,3.089757e-08
+IDL-TG,-1.1512583e-08,1.1646155e-08
+L-LDL-C,-1.3307003e-07,9.5861644e-08
+L-LDL-CE,5.1079587e-07,8.470649e-08
+L-LDL-FC,-1.1340315e-07,3.69316e-08
+L-LDL-L,-3.2652247e-07,1.8720725e-07
+L-LDL-P,-4.190644e-10,1.1460751e-10
+L-LDL-PL,2.2114983e-07,4.1092267e-08
+L-LDL-TG,8.624001e-08,2.1677845e-08
+M-LDL-C,-1.6597386e-07,4.9368712e-08
+M-LDL-CE,2.9949652e-07,7.6753096e-08
+M-LDL-FC,-1.0134532e-07,1.9431804e-08
+M-LDL-L,6.1354754e-08,8.648725e-08
+M-LDL-P,1.4972097e-10,6.634042e-11
+M-LDL-PL,-4.001054e-08,1.4533811e-08
+M-LDL-TG,1.6858321e-08,3.7428496e-09
+S-LDL-C,-2.532589e-08,1.7562183e-08
+S-LDL-CE,9.948323e-08,1.7123268e-08
+S-LDL-FC,1.6767459e-08,7.575965e-09
+S-LDL-L,-4.7648356e-08,3.102471e-08
+S-LDL-P,-8.543628e-11,1.8417781e-11
+S-LDL-PL,-1.6271546e-08,7.852112e-09
+XL-HDL-C,2.3653435e-08,1.971897e-08
+XL-HDL-CE,-3.45792e-08,1.1051836e-08
+XL-HDL-FC,-1.581275e-08,3.5171142e-09
+XL-HDL-L,1.5435859e-07,4.232017e-08
+XL-HDL-P,-1.09446806e-10,4.3042448e-11
+XL-HDL-PL,1.2213921e-07,2.5104828e-08
+L-HDL-C,-2.4060498e-07,7.8045744e-08
+L-HDL-CE,5.7682615e-07,8.56477e-08
+L-HDL-FC,6.2836554e-09,1.1792307e-08
+L-HDL-L,-1.05746906e-07,1.9056928e-07
+L-HDL-P,-2.2906157e-09,4.2705914e-10
+L-HDL-PL,4.822666e-07,8.4236085e-08
+L-HDL-TG,-1.6089968e-08,6.615346e-09
+M-HDL-C,-2.713248e-07,6.6837266e-08
+M-HDL-CE,-1.0380584e-07,5.5643422e-08
+M-HDL-FC,2.6902205e-08,1.1077086e-08
+M-HDL-L,7.250989e-07,1.3559641e-07
+M-HDL-P,7.682596e-10,4.6596427e-10
+M-HDL-PL,2.1902864e-07,4.4064016e-08
+M-HDL-TG,6.547465e-08,1.1397434e-08
+S-HDL-C,-1.1509189e-07,4.0343153e-08
+S-HDL-CE,-5.3510206e-08,2.1673689e-08
+S-HDL-FC,1.0299161e-08,8.287295e-09
+S-HDL-L,3.752234e-07,1.13581194e-07
+S-HDL-P,-5.7378196e-09,7.745662e-10
+S-HDL-PL,-2.8786872e-07,5.1636118e-08
+S-HDL-TG,-5.4772094e-08,1.0056945e-08
+Cholines,7.2761145e-07,2.2214276e-07
+Phosphatidylc,1.167803e-08,1.6245171e-07
+Phosphoglyc,1.0810702e-06,1.9165591e-07
+Sphingomyelins,-2.8933924e-08,2.5862075e-08
+HDL-PL,1.0295857e-06,1.860362e-07
+LDL-PL,-7.734817e-07,1.3420927e-07
+Total-PL,-1.246145e-07,1.9381767e-07
+VLDL-PL,-6.0157663e-07,1.05967665e-07
+HDL-L,-1.8882295e-06,3.532871e-07
+LDL-L,3.6436084e-08,3.049721e-07
+Total-L,-1.3089727e-06,6.616583e-07
+VLDL-L,1.689814e-06,4.823369e-07
+HDL-TG,-5.542647e-08,2.27289e-08
+LDL-TG,-7.9742286e-08,2.1272575e-08
+Total-TG,-1.1796078e-06,2.7251687e-07
+VLDL-TG,-1.5871633e-07,2.3188892e-07

results/PANEL/omega/input_gradients/PAD_4/prote_metab/metab_PAD_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-4.4487442e-10,7.693479e-09
+Gln,1.1713332e-08,7.992835e-08
+Gly,2.5608469e-09,2.0373255e-08
+His,6.176068e-10,4.001094e-09
+Ile,1.0068959e-10,3.0062415e-09
+Leu,-1.96758e-10,5.3857656e-09
+Total BCAA,1.714076e-09,1.2996969e-08
+Val,-3.5321238e-10,3.3846685e-09
+Phe,4.4306495e-10,2.012874e-09
+Tyr,-1.3062296e-09,7.6989775e-09
+ApoA1,-8.8596896e-10,4.0487375e-08
+ApoB,1.1921825e-08,6.581466e-08
+Clinical LDL-C,6.0951685e-08,4.9211013e-07
+HDL-C,1.543562e-08,1.10734625e-07
+LDL-C,5.6262518e-08,3.407288e-07
+non-HDL-C,2.3565676e-08,2.9946045e-07
+Remnant-C,1.3462455e-08,1.5080005e-07
+Total-C,7.606091e-08,4.5799507e-07
+VLDL-C,2.3609035e-09,2.3428278e-08
+HDL-CE,-7.931064e-09,1.88627e-08
+LDL-CE,2.2333388e-08,1.2304496e-07
+Total-CE,8.720803e-08,4.5215853e-07
+VLDL-CE,9.550368e-09,7.466998e-08
+DHA,-3.3957475e-09,1.7605238e-08
+LA,3.4191512e-08,4.3897623e-07
+MUFA,1.1508315e-08,1.9884632e-07
+Omega-3,-1.8243687e-08,8.7861515e-08
+Omega-6,3.1008557e-08,1.4283698e-07
+PUFA,-4.2651818e-10,1.2970233e-07
+SFA,-1.74001e-07,1.1380642e-06
+Total-FA,-2.920097e-07,2.3386037e-06
+Unsaturation,-4.8260156e-09,2.1490266e-08
+Albumin,2.2185384e-07,2.4591793e-06
+Creatinine,-2.9049652e-10,3.6846723e-09
+HDL-FC,3.4974723e-09,1.6197918e-08
+LDL-FC,2.5268994e-09,1.4774254e-08
+Total-FC,1.00487005e-08,7.762104e-08
+VLDL-FC,5.1064863e-09,3.9615713e-08
+Citrate,-2.642633e-10,6.4790784e-10
+Glucose,-1.2449703e-07,1.3685096e-06
+Lactate,-5.284729e-08,2.2561308e-07
+Pyruvate,1.2048922e-09,8.737738e-09
+GlycA,-2.0004507e-09,2.0609304e-08
+Acetate,1.6923654e-10,3.547853e-10
+Acetoacetate,-9.0341526e-11,5.9703653e-10
+Acetone,5.7078297e-11,5.608674e-10
+bOHbutyrate,-8.387868e-09,3.638184e-08
+HDL-P,1.7687199e-10,1.0241621e-09
+LDL-P,6.4286354e-12,2.7947257e-11
+Total-P,2.2957963e-10,1.3518657e-09
+VLDL-P,9.750576e-13,4.8300903e-12
+HDL size,-6.2588783e-09,5.8249324e-08
+LDL size,-1.4010345e-08,7.207505e-08
+VLDL size,2.2559542e-08,2.4780354e-07
+XXL-VLDL-L,6.3779835e-09,6.749097e-08
+XXL-VLDL-P,-6.078884e-14,3.0798403e-13
+XL-VLDL-C,2.9567737e-10,1.5292072e-09
+XL-VLDL-CE,-2.270937e-10,9.416954e-10
+XL-VLDL-L,-7.642331e-09,5.6662632e-08
+XL-VLDL-P,6.1209576e-14,4.186836e-13
+XL-VLDL-TG,-1.91305e-09,1.1773851e-08
+L-VLDL-C,-8.017007e-10,7.653854e-09
+L-VLDL-CE,1.1220652e-10,3.4372831e-09
+L-VLDL-FC,1.2381395e-09,9.929003e-09
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+M-VLDL-FC,7.727464e-11,3.211493e-09
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+M-VLDL-TG,-1.14155786e-11,1.3649325e-08
+S-VLDL-C,8.064525e-10,8.081213e-09
+S-VLDL-CE,1.650991e-09,1.19131105e-08
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+S-VLDL-PL,7.524508e-10,5.832817e-09
+S-VLDL-TG,-1.4516329e-09,7.3394797e-09
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+XS-VLDL-CE,5.2668356e-11,6.0320953e-09
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+XS-VLDL-P,8.2820117e-13,4.654276e-12
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+IDL-CE,2.2964292e-08,1.1970717e-07
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+IDL-TG,-5.0067533e-10,1.3216362e-09
+L-LDL-C,1.9034129e-08,1.5527779e-07
+L-LDL-CE,1.3113608e-08,1.4231473e-07
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+L-LDL-L,2.5045473e-08,1.7053769e-07
+L-LDL-P,-9.59055e-12,5.8915074e-11
+L-LDL-PL,1.175712e-09,5.795395e-09
+L-LDL-TG,-3.8288344e-12,2.1130866e-09
+M-LDL-C,1.3165966e-09,1.07752225e-08
+M-LDL-CE,1.3521529e-11,1.8782307e-08
+M-LDL-FC,-4.5148252e-10,5.542961e-09
+M-LDL-L,1.7040481e-09,2.3630298e-08
+M-LDL-P,1.1075346e-12,7.380975e-12
+M-LDL-PL,1.3171765e-09,1.2150968e-08
+M-LDL-TG,-8.610757e-12,5.1975196e-10
+S-LDL-C,-1.7250661e-09,3.915745e-09
+S-LDL-CE,2.2418996e-09,1.1827969e-08
+S-LDL-FC,-3.6455935e-10,1.3834439e-09
+S-LDL-L,4.600992e-10,3.0798804e-09
+S-LDL-P,2.4279678e-12,1.3695714e-11
+S-LDL-PL,-6.430274e-10,3.4159116e-09
+XL-HDL-C,-1.6948584e-09,7.3846866e-09
+XL-HDL-CE,-5.6996474e-10,5.4024474e-09
+XL-HDL-FC,-1.4317987e-10,8.1441753e-10
+XL-HDL-L,-3.9045407e-09,3.0082592e-08
+XL-HDL-P,2.6085693e-14,9.97115e-12
+XL-HDL-PL,-2.5483118e-09,1.3406805e-08
+L-HDL-C,-9.401127e-09,3.4638937e-08
+L-HDL-CE,1.0907298e-09,1.702457e-08
+L-HDL-FC,-2.6365599e-10,2.7796063e-09
+L-HDL-L,-2.327032e-08,1.09165576e-07
+L-HDL-P,-3.28316e-11,7.859101e-11
+L-HDL-PL,-9.510469e-09,6.130276e-08
+L-HDL-TG,-1.7512011e-10,9.1053537e-10
+M-HDL-C,1.8800566e-09,1.7376593e-08
+M-HDL-CE,1.2255627e-09,2.9742274e-08
+M-HDL-FC,-3.8374126e-10,2.9057712e-09
+M-HDL-L,-7.661269e-09,5.131528e-08
+M-HDL-P,6.0323295e-11,2.511426e-10
+M-HDL-PL,1.674961e-09,1.7683154e-08
+M-HDL-TG,-8.879472e-10,5.9544174e-09
+S-HDL-C,-1.6064127e-09,8.863296e-09
+S-HDL-CE,2.607525e-09,1.651227e-08
+S-HDL-FC,-1.4146253e-09,8.439625e-09
+S-HDL-L,-4.875567e-09,1.7309707e-08
+S-HDL-P,-1.0756763e-11,3.873971e-10
+S-HDL-PL,-1.1122012e-09,2.7544623e-08
+S-HDL-TG,-7.3101825e-10,5.1583684e-09
+Cholines,3.1127723e-08,1.3153976e-07
+Phosphatidylc,-9.561335e-09,9.6988465e-08
+Phosphoglyc,2.0798087e-08,1.8189608e-07
+Sphingomyelins,-7.337319e-10,4.736448e-09
+HDL-PL,1.6980028e-08,1.0534613e-07
+LDL-PL,-1.0881733e-10,1.3751976e-08
+Total-PL,7.331631e-09,7.1912844e-08
+VLDL-PL,-6.904632e-09,6.8095524e-08
+HDL-L,1.347067e-08,1.1292562e-07
+LDL-L,2.9734396e-08,2.406382e-07
+Total-L,1.9513399e-07,1.1207443e-06
+VLDL-L,-3.6277644e-08,2.6624707e-07
+HDL-TG,-2.5471718e-09,1.2147496e-08
+LDL-TG,-2.7503801e-09,2.2931347e-08
+Total-TG,-5.741729e-08,4.658587e-07
+VLDL-TG,-4.406679e-08,2.2069716e-07

results/PANEL/omega/input_gradients/PAD_5/prote_metab/metab_PAD_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-2.7910112e-08,2.7341299e-08
+Gln,-2.3107713e-08,2.9015107e-08
+Gly,3.6115186e-08,4.1916486e-08
+His,2.4280256e-09,2.5056786e-09
+Ile,9.050939e-09,1.0864982e-08
+Leu,-7.788898e-09,9.1995505e-09
+Total BCAA,-1.9785547e-08,2.5747514e-08
+Val,-3.4908558e-09,5.534542e-09
+Phe,7.724868e-10,1.7153844e-09
+Tyr,1.2203796e-09,2.2493654e-09
+ApoA1,-7.5162724e-08,8.966947e-08
+ApoB,-7.867839e-08,8.2835086e-08
+Clinical LDL-C,2.3925648e-07,3.1423446e-07
+HDL-C,7.845905e-08,1.0973354e-07
+LDL-C,-1.3261857e-08,1.4299208e-07
+non-HDL-C,4.7015232e-07,5.007289e-07
+Remnant-C,-2.1064854e-07,2.2629249e-07
+Total-C,3.0120708e-07,6.914433e-07
+VLDL-C,9.231408e-08,1.1528176e-07
+HDL-CE,-4.565354e-08,6.793888e-08
+LDL-CE,5.1185665e-09,7.001076e-08
+Total-CE,-5.582136e-09,1.8224146e-07
+VLDL-CE,7.788894e-08,9.760463e-08
+DHA,-4.093288e-08,5.4321323e-08
+LA,2.864949e-07,5.234347e-07
+MUFA,-5.7350547e-08,2.3478094e-07
+Omega-3,-1.8029002e-08,4.1005812e-08
+Omega-6,4.572559e-08,5.3755343e-07
+PUFA,-2.4747255e-08,2.0366956e-07
+SFA,-1.9738658e-07,2.4648276e-07
+Total-FA,9.378657e-07,1.1367762e-06
+Unsaturation,-6.0205535e-10,1.9404455e-08
+Albumin,1.5774643e-06,2.3366827e-06
+Creatinine,-1.0462587e-10,2.2155793e-09
+HDL-FC,1.048871e-08,1.2672776e-08
+LDL-FC,8.502847e-09,3.5914262e-08
+Total-FC,1.5317292e-08,5.523653e-08
+VLDL-FC,2.1794808e-08,4.2766906e-08
+Citrate,6.733372e-09,8.299963e-09
+Glucose,-5.246699e-07,6.974944e-07
+Lactate,1.1822774e-07,2.926151e-07
+Pyruvate,4.5755533e-09,7.2385276e-09
+GlycA,7.0933974e-09,1.8783508e-08
+Acetate,9.925606e-10,1.150068e-09
+Acetoacetate,-2.9097926e-09,3.3247383e-09
+Acetone,-2.1699387e-09,2.9877134e-09
+bOHbutyrate,4.363522e-09,9.105697e-09
+HDL-P,2.687323e-10,4.678006e-10
+LDL-P,2.4751702e-11,4.5544245e-11
+Total-P,-7.5993944e-10,1.4568552e-09
+VLDL-P,-5.9901953e-12,8.607737e-12
+HDL size,8.658101e-08,1.03229816e-07
+LDL size,-4.7785984e-09,2.2769536e-08
+VLDL size,-1.0768658e-06,1.6681806e-06
+XXL-VLDL-L,-7.054079e-08,8.316801e-08
+XXL-VLDL-P,-2.8297145e-13,4.287702e-13
+XL-VLDL-C,9.5450545e-09,1.1053093e-08
+XL-VLDL-CE,5.1461235e-09,6.173436e-09
+XL-VLDL-L,4.7514757e-08,5.473101e-08
+XL-VLDL-P,-8.732877e-14,8.918033e-13
+XL-VLDL-TG,4.9175807e-08,5.499891e-08
+L-VLDL-C,3.4115433e-09,7.957447e-09
+L-VLDL-CE,-6.682453e-09,7.101405e-09
+L-VLDL-FC,-2.9413807e-09,3.741911e-09
+L-VLDL-L,4.2206314e-09,5.4640473e-08
+L-VLDL-P,-2.1199691e-12,2.3233071e-12
+L-VLDL-PL,9.441846e-09,1.0862883e-08
+L-VLDL-TG,-2.0393183e-09,8.722996e-09
+M-VLDL-C,-2.7883619e-08,2.7352161e-08
+M-VLDL-CE,7.3853013e-09,8.276168e-09
+M-VLDL-FC,1.2363875e-09,3.221099e-09
+M-VLDL-L,-3.518536e-08,3.935729e-08
+M-VLDL-P,3.1421412e-13,1.1165937e-12
+M-VLDL-PL,2.871708e-08,3.7388357e-08
+M-VLDL-TG,-3.6225927e-08,3.8689986e-08
+S-VLDL-C,1.8534047e-08,1.8622728e-08
+S-VLDL-CE,-3.7318073e-09,4.6679136e-09
+S-VLDL-FC,4.3794815e-11,2.377026e-09
+S-VLDL-L,-5.0793836e-09,2.4526111e-08
+S-VLDL-P,-2.112839e-12,2.9244914e-12
+S-VLDL-PL,-1.1586002e-09,5.174938e-09
+S-VLDL-TG,1.9390624e-08,2.7485317e-08
+XS-VLDL-C,-6.673105e-09,7.770257e-09
+XS-VLDL-CE,2.4649542e-09,8.431404e-09
+XS-VLDL-FC,-3.828361e-09,3.940562e-09
+XS-VLDL-L,-7.112804e-09,1.40141845e-08
+XS-VLDL-P,-5.8342467e-12,5.953632e-12
+XS-VLDL-PL,2.8445601e-10,3.5566803e-09
+XS-VLDL-TG,3.941028e-09,9.189002e-09
+IDL-C,3.1163292e-08,3.4470986e-08
+IDL-CE,-3.033052e-08,5.2502966e-08
+IDL-FC,-1.2183475e-09,6.1375736e-09
+IDL-L,3.292995e-08,4.7817974e-08
+IDL-P,2.0205643e-11,2.0848635e-11
+IDL-PL,-2.2785862e-09,1.7306217e-08
+IDL-TG,-4.3324e-09,1.0541726e-08
+L-LDL-C,-5.5445373e-08,5.991766e-08
+L-LDL-CE,-4.464618e-08,4.6813064e-08
+L-LDL-FC,-2.7854727e-08,3.2950297e-08
+L-LDL-L,2.2103195e-07,2.561878e-07
+L-LDL-P,2.493031e-11,7.894878e-11
+L-LDL-PL,-1.8451319e-08,1.895791e-08
+L-LDL-TG,7.0766537e-10,4.0532364e-09
+M-LDL-C,-7.768477e-08,8.1581426e-08
+M-LDL-CE,5.078824e-09,9.92501e-09
+M-LDL-FC,3.1615024e-09,1.5253244e-08
+M-LDL-L,-2.9363546e-08,4.7863438e-08
+M-LDL-P,9.652914e-12,1.343009e-11
+M-LDL-PL,7.849236e-09,9.0315755e-09
+M-LDL-TG,-3.1655945e-09,3.8858565e-09
+S-LDL-C,3.6360688e-09,6.7810664e-09
+S-LDL-CE,1.0711859e-09,1.2565108e-08
+S-LDL-FC,6.6147705e-11,3.2025742e-09
+S-LDL-L,-2.5798817e-08,3.269825e-08
+S-LDL-P,6.9251124e-12,7.7270855e-12
+S-LDL-PL,6.93728e-09,6.4205117e-09
+XL-HDL-C,-9.747648e-09,1.2246219e-08
+XL-HDL-CE,8.4833935e-09,1.0300806e-08
+XL-HDL-FC,1.3655017e-09,1.6813148e-09
+XL-HDL-L,1.8214422e-08,2.5306079e-08
+XL-HDL-P,-3.1988794e-11,3.8102327e-11
+XL-HDL-PL,-2.227594e-09,6.9289325e-09
+L-HDL-C,-1.8656214e-08,5.0714785e-08
+L-HDL-CE,5.362865e-08,5.96124e-08
+L-HDL-FC,1.6318726e-08,1.8486865e-08
+L-HDL-L,-7.862463e-09,3.377513e-08
+L-HDL-P,3.2103584e-10,3.7984024e-10
+L-HDL-PL,-9.432549e-09,3.3696193e-08
+L-HDL-TG,-2.5905795e-09,3.1845449e-09
+M-HDL-C,8.801056e-09,1.34223646e-08
+M-HDL-CE,-2.891961e-08,3.308599e-08
+M-HDL-FC,4.7106554e-09,6.04762e-09
+M-HDL-L,-1.6978493e-08,3.6294733e-08
+M-HDL-P,1.2798226e-10,1.734397e-10
+M-HDL-PL,-2.8213018e-08,3.5014587e-08
+M-HDL-TG,-1.3174309e-09,2.1042892e-09
+S-HDL-C,-1.3633451e-08,1.8291198e-08
+S-HDL-CE,7.084836e-10,5.863994e-09
+S-HDL-FC,-7.765413e-10,2.058698e-09
+S-HDL-L,-5.6113634e-09,6.270815e-08
+S-HDL-P,-1.01756915e-10,2.0877569e-10
+S-HDL-PL,8.759546e-09,1.1263087e-08
+S-HDL-TG,-3.419686e-09,4.6258526e-09
+Cholines,-6.376299e-08,6.610344e-08
+Phosphatidylc,9.026974e-08,1.0167809e-07
+Phosphoglyc,6.836097e-08,1.04013154e-07
+Sphingomyelins,4.2732955e-09,1.4717933e-08
+HDL-PL,6.6735146e-09,6.0909656e-08
+LDL-PL,6.1112964e-08,6.385736e-08
+Total-PL,2.5948086e-07,2.839132e-07
+VLDL-PL,-4.9203344e-08,5.557012e-08
+HDL-L,-1.6870478e-08,1.1861071e-07
+LDL-L,3.6532846e-09,5.722921e-08
+Total-L,4.769596e-07,8.9345633e-07
+VLDL-L,-1.2940237e-07,2.3429179e-07
+HDL-TG,-6.523943e-09,1.2308071e-08
+LDL-TG,1.043238e-08,1.2696461e-08
+Total-TG,-2.086595e-07,3.0273492e-07
+VLDL-TG,1.5015765e-08,8.0154955e-08

results/PANEL/omega/input_gradients/Renal_Disease_2/prote_metab/metab_Renal_Disease_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,-7.0854274e-09,3.6096175e-08
+Gln,9.898763e-09,5.8311326e-08
+Gly,7.449425e-10,4.189506e-09
+His,-2.5582736e-10,7.0780376e-10
+Ile,-1.0671382e-09,6.4824044e-09
+Leu,2.6251448e-09,3.2952572e-09
+Total BCAA,-2.4033264e-09,7.851034e-09
+Val,-2.244732e-09,5.737782e-09
+Phe,-1.6325717e-09,5.2582276e-09
+Tyr,-1.5762602e-09,6.647182e-09
+ApoA1,1.690861e-08,6.513031e-08
+ApoB,8.276595e-10,1.5957047e-08
+Clinical LDL-C,1.548589e-07,8.583995e-07
+HDL-C,-5.923171e-09,6.719892e-08
+LDL-C,6.3935545e-08,1.9433918e-07
+non-HDL-C,2.426847e-07,1.1360416e-06
+Remnant-C,7.1954838e-09,7.601192e-08
+Total-C,3.0802053e-07,1.3374031e-06
+VLDL-C,-6.7130546e-09,1.7117468e-08
+HDL-CE,2.9623308e-08,3.8011915e-08
+LDL-CE,1.9748951e-08,1.7806138e-07
+Total-CE,6.344467e-08,3.0975585e-07
+VLDL-CE,-1.1139081e-08,4.9244115e-08
+DHA,-6.8529125e-09,2.753736e-08
+LA,5.7721493e-08,5.0478985e-07
+MUFA,-3.3865593e-08,2.7343003e-07
+Omega-3,2.8479399e-09,5.073355e-08
+Omega-6,-6.650026e-08,7.68397e-08
+PUFA,-2.7585726e-08,8.944305e-08
+SFA,-9.886164e-08,6.01558e-07
+Total-FA,-3.064741e-07,2.8556583e-06
+Unsaturation,2.874426e-09,3.2704996e-08
+Albumin,5.5943383e-07,1.7683391e-06
+Creatinine,-2.0717559e-09,7.472929e-09
+HDL-FC,-3.850081e-09,1.076037e-08
+LDL-FC,1.5670016e-08,3.2121427e-08
+Total-FC,4.6123304e-08,2.1674937e-07
+VLDL-FC,6.5184858e-09,3.1259038e-08
+Citrate,1.8310455e-09,8.485861e-09
+Glucose,-7.7346704e-07,3.7628552e-06
+Lactate,1.456108e-07,7.8252424e-07
+Pyruvate,1.4676269e-09,1.3503723e-08
+GlycA,-1.4448838e-08,5.732963e-08
+Acetate,7.7342915e-10,4.4666755e-09
+Acetoacetate,-1.2296252e-09,3.5495533e-09
+Acetone,8.7097396e-10,4.871839e-09
+bOHbutyrate,-5.101376e-10,1.3007569e-08
+HDL-P,4.0775737e-11,8.6933033e-10
+LDL-P,-1.2504105e-11,7.610132e-11
+Total-P,-6.044594e-11,2.1989775e-10
+VLDL-P,2.274488e-13,8.052023e-12
+HDL size,-3.9002135e-08,9.311811e-08
+LDL size,-6.2497385e-09,1.0093237e-08
+VLDL size,-1.915882e-07,6.562428e-07
+XXL-VLDL-L,2.1697903e-09,1.6567009e-08
+XXL-VLDL-P,1.2378596e-13,5.263165e-13
+XL-VLDL-C,-1.8363508e-09,3.6975656e-09
+XL-VLDL-CE,-3.006577e-10,4.9337547e-09
+XL-VLDL-L,-1.6955242e-09,1.9421545e-08
+XL-VLDL-P,-4.7707542e-14,2.5179734e-13
+XL-VLDL-TG,-2.2249314e-09,5.453907e-09
+L-VLDL-C,-2.9212757e-10,2.2387324e-08
+L-VLDL-CE,3.3253298e-09,1.3384436e-08
+L-VLDL-FC,2.775984e-09,8.010941e-09
+L-VLDL-L,7.822575e-09,3.972445e-08
+L-VLDL-P,2.8006983e-13,2.5432534e-12
+L-VLDL-PL,-3.1686564e-10,3.2411462e-09
+L-VLDL-TG,-1.0564914e-08,4.1354223e-08
+M-VLDL-C,-1.0300718e-08,2.4618808e-08
+M-VLDL-CE,1.8269217e-09,5.507075e-09
+M-VLDL-FC,2.2979187e-09,5.301121e-09
+M-VLDL-L,3.6146115e-08,6.608379e-08
+M-VLDL-P,-5.575771e-13,4.9789673e-12
+M-VLDL-PL,2.8104163e-10,5.6013896e-09
+M-VLDL-TG,-3.5524872e-09,1.234223e-08
+S-VLDL-C,-1.4104923e-09,1.0403514e-08
+S-VLDL-CE,-8.1537427e-10,6.687747e-09
+S-VLDL-FC,-5.2433596e-11,5.932949e-09
+S-VLDL-L,1.6868933e-08,5.3862962e-08
+S-VLDL-P,-1.972483e-13,1.069559e-12
+S-VLDL-PL,-3.2487697e-09,1.097273e-08
+S-VLDL-TG,-9.437916e-09,3.511473e-08
+XS-VLDL-C,-1.5461148e-09,1.6762051e-08
+XS-VLDL-CE,-2.7696594e-09,4.4794475e-09
+XS-VLDL-FC,-4.927596e-10,1.675041e-09
+XS-VLDL-L,-9.2223384e-09,2.1156575e-08
+XS-VLDL-P,5.7236246e-14,5.616996e-12
+XS-VLDL-PL,5.8430744e-10,2.421829e-09
+XS-VLDL-TG,-8.7086827e-10,1.7378883e-09
+IDL-C,2.3667276e-08,8.615483e-08
+IDL-CE,-2.1145286e-09,1.7546418e-08
+IDL-FC,2.3073579e-09,1.6704384e-08
+IDL-L,-1.4190383e-08,2.560234e-08
+IDL-P,4.0076735e-12,1.38339565e-11
+IDL-PL,3.9010835e-09,6.373611e-09
+IDL-TG,-4.4925555e-10,4.2643924e-09
+L-LDL-C,2.2841737e-08,1.6841382e-07
+L-LDL-CE,1.196367e-08,5.112817e-08
+L-LDL-FC,5.665485e-09,1.1509018e-08
+L-LDL-L,7.569236e-08,2.8787565e-07
+L-LDL-P,3.5031145e-11,1.1552093e-10
+L-LDL-PL,3.8366563e-09,2.4636362e-08
+L-LDL-TG,1.5151377e-09,3.1072351e-09
+M-LDL-C,-1.2232751e-08,4.706095e-08
+M-LDL-CE,7.1881456e-09,1.5871452e-08
+M-LDL-FC,1.4284258e-09,2.9376253e-09
+M-LDL-L,1.5096226e-08,8.613934e-08
+M-LDL-P,5.5275146e-12,1.9694597e-11
+M-LDL-PL,3.4565573e-10,5.2137263e-09
+M-LDL-TG,-8.3521745e-10,4.54494e-09
+S-LDL-C,8.044629e-11,3.4922778e-09
+S-LDL-CE,-1.91917e-09,8.206007e-09
+S-LDL-FC,1.3851014e-09,4.075652e-09
+S-LDL-L,5.946081e-09,3.5161253e-08
+S-LDL-P,1.4949386e-12,1.1597113e-11
+S-LDL-PL,1.1875887e-09,5.8412204e-09
+XL-HDL-C,6.4448766e-09,2.8112515e-08
+XL-HDL-CE,-2.1366162e-09,3.814903e-09
+XL-HDL-FC,2.299169e-10,6.3008e-10
+XL-HDL-L,-1.6206854e-10,7.642653e-09
+XL-HDL-P,3.9229336e-12,2.0151563e-11
+XL-HDL-PL,1.1569196e-09,6.7029706e-09
+L-HDL-C,6.5530292e-09,4.6399684e-08
+L-HDL-CE,-6.406538e-09,2.056607e-08
+L-HDL-FC,-9.2309543e-10,6.70765e-09
+L-HDL-L,5.266957e-09,1.2208282e-07
+L-HDL-P,1.9535751e-11,7.918404e-11
+L-HDL-PL,1.2607679e-08,2.0950173e-08
+L-HDL-TG,6.7209904e-11,1.4080076e-09
+M-HDL-C,9.079359e-09,3.3759296e-08
+M-HDL-CE,-2.6569786e-09,1.5830812e-08
+M-HDL-FC,1.0186929e-09,4.256356e-09
+M-HDL-L,-1.3631661e-08,4.5632852e-08
+M-HDL-P,-8.609176e-11,3.0220682e-10
+M-HDL-PL,6.292537e-10,9.353245e-09
+M-HDL-TG,-3.037776e-09,1.1857784e-08
+S-HDL-C,2.0851245e-09,7.753138e-09
+S-HDL-CE,3.151793e-09,1.1706855e-08
+S-HDL-FC,-1.1992833e-09,8.1963645e-09
+S-HDL-L,9.976056e-09,4.7488353e-08
+S-HDL-P,1.7084152e-10,2.5296595e-10
+S-HDL-PL,1.1013149e-09,2.0811402e-08
+S-HDL-TG,-1.7311125e-09,7.2318187e-09
+Cholines,-1.2060091e-08,8.927444e-08
+Phosphatidylc,-7.643936e-09,9.0461484e-08
+Phosphoglyc,5.8495373e-09,2.9265294e-08
+Sphingomyelins,-3.4923537e-09,1.0183127e-08
+HDL-PL,-3.4965137e-08,1.1411447e-07
+LDL-PL,-5.0668243e-09,2.5086067e-08
+Total-PL,-2.013433e-08,8.840257e-08
+VLDL-PL,-6.0417347e-09,2.382936e-08
+HDL-L,-7.754534e-08,2.5161913e-07
+LDL-L,1.3237391e-07,4.1111616e-07
+Total-L,4.1087654e-07,1.4438251e-06
+VLDL-L,1.1520533e-07,3.9356732e-07
+HDL-TG,1.5657284e-09,3.009035e-09
+LDL-TG,-1.2196226e-09,1.2696451e-08
+Total-TG,-4.0694218e-08,1.6385856e-07
+VLDL-TG,-8.336521e-09,4.4171912e-08

results/PANEL/omega/input_gradients/Skin_Cancer_5/prote_metab/metab_Skin_Cancer_surv_res.csv

@@ -0,0 +1,160 @@
+,mean,std
+Ala,1.4334903e-07,1.2664354e-07
+Gln,-9.828162e-08,1.14365236e-07
+Gly,3.901977e-09,2.5247903e-08
+His,-9.737232e-09,1.0577467e-08
+Ile,-2.334313e-09,5.4067675e-09
+Leu,8.0135604e-10,7.066552e-09
+Total BCAA,1.58048e-07,1.7436095e-07
+Val,4.1864112e-08,4.5706273e-08
+Phe,7.5112245e-09,8.834501e-09
+Tyr,2.8437532e-09,4.836338e-09
+ApoA1,2.7045542e-07,3.0980533e-07
+ApoB,6.479675e-08,9.041272e-08
+Clinical LDL-C,-3.3318747e-07,4.3532106e-07
+HDL-C,3.021735e-07,3.610213e-07
+LDL-C,5.6634622e-08,1.6472212e-07
+non-HDL-C,-3.0725326e-07,3.8937583e-07
+Remnant-C,3.5074905e-08,1.11957014e-07
+Total-C,-1.7841071e-06,1.909135e-06
+VLDL-C,2.1998191e-07,2.3135445e-07
+HDL-CE,1.9289492e-07,2.3373124e-07
+LDL-CE,1.5714703e-07,1.7962789e-07
+Total-CE,-5.3698375e-07,6.2046956e-07
+VLDL-CE,1.1305601e-07,1.2289541e-07
+DHA,-7.770929e-08,6.7213996e-08
+LA,-2.4889243e-07,2.946321e-07
+MUFA,-1.821142e-07,2.804504e-07
+Omega-3,-3.4242558e-07,2.6774265e-07
+Omega-6,-8.3829946e-07,8.7381625e-07
+PUFA,-2.2912731e-07,2.978922e-07
+SFA,8.53358e-07,9.3910023e-07
+Total-FA,1.344208e-07,5.326556e-07
+Unsaturation,-9.645261e-08,1.0259806e-07
+Albumin,1.4050397e-06,1.6805973e-06
+Creatinine,-6.563599e-09,6.992783e-09
+HDL-FC,1.8911518e-08,2.8485454e-08
+LDL-FC,1.6047014e-07,1.8239216e-07
+Total-FC,1.0381296e-07,1.5068221e-07
+VLDL-FC,-1.6908112e-07,1.6919336e-07
+Citrate,5.5659948e-09,7.087642e-09
+Glucose,-2.002876e-07,3.7163053e-07
+Lactate,-6.064945e-07,7.3781166e-07
+Pyruvate,4.4777533e-09,9.740803e-09
+GlycA,1.8372704e-07,1.8437945e-07
+Acetate,1.8373969e-08,1.1226234e-08
+Acetoacetate,-5.659746e-09,5.899217e-09
+Acetone,-4.372941e-10,1.7040716e-09
+bOHbutyrate,7.598976e-08,6.22772e-08
+HDL-P,1.276456e-09,1.6029295e-09
+LDL-P,4.4673437e-10,4.5652385e-10
+Total-P,-1.1923047e-09,1.5845868e-09
+VLDL-P,2.2205756e-11,2.488327e-11
+HDL size,1.4090861e-08,8.884706e-08
+LDL size,5.4010457e-08,6.683356e-08
+VLDL size,-6.8686063e-07,8.066529e-07
+XXL-VLDL-L,4.0425205e-09,5.8460124e-08
+XXL-VLDL-P,-1.624093e-13,4.4376064e-13
+XL-VLDL-C,-3.0637832e-08,3.2842824e-08
+XL-VLDL-CE,1.4462869e-08,1.5783165e-08
+XL-VLDL-L,3.0141558e-07,3.21506e-07
+XL-VLDL-P,1.7778569e-12,1.949104e-12
+XL-VLDL-TG,-1.3888157e-07,1.4659193e-07
+L-VLDL-C,-8.332743e-08,9.070786e-08
+L-VLDL-CE,7.595266e-09,9.7018065e-09
+L-VLDL-FC,2.5991445e-08,2.805115e-08
+L-VLDL-L,-1.7333221e-07,1.9194125e-07
+L-VLDL-P,2.1573687e-12,2.7162669e-12
+L-VLDL-PL,-3.269936e-08,3.51935e-08
+L-VLDL-TG,-4.8079922e-09,3.1205087e-08
+M-VLDL-C,-8.453377e-08,8.780301e-08
+M-VLDL-CE,5.108414e-08,5.4320022e-08
+M-VLDL-FC,-1.4381019e-08,1.7022915e-08
+M-VLDL-L,-2.1283599e-07,2.2102869e-07
+M-VLDL-P,-9.318628e-12,1.023306e-11
+M-VLDL-PL,-2.8974272e-08,3.074437e-08
+M-VLDL-TG,1.5470604e-07,1.7391211e-07
+S-VLDL-C,2.1479591e-08,2.723983e-08
+S-VLDL-CE,-1.5503119e-08,1.8725903e-08
+S-VLDL-FC,3.3491496e-08,3.4772516e-08
+S-VLDL-L,6.514514e-08,7.6347504e-08
+S-VLDL-P,2.2967309e-11,2.4542705e-11
+S-VLDL-PL,-3.7710432e-08,3.9271892e-08
+S-VLDL-TG,-9.1135774e-09,2.3857353e-08
+XS-VLDL-C,7.828358e-09,1.7326379e-08
+XS-VLDL-CE,-3.4426943e-08,3.5976516e-08
+XS-VLDL-FC,-6.5844508e-09,7.533955e-09
+XS-VLDL-L,3.4925435e-08,4.630393e-08
+XS-VLDL-P,-1.7927411e-11,1.7786373e-11
+XS-VLDL-PL,-5.8374305e-09,7.952221e-09
+XS-VLDL-TG,1.9871669e-08,2.1920052e-08
+IDL-C,2.723035e-07,3.1094163e-07
+IDL-CE,-2.0010393e-07,2.2268995e-07
+IDL-FC,-1.2070633e-08,2.0550004e-08
+IDL-L,2.8886475e-07,3.1458816e-07
+IDL-P,8.99365e-11,9.435355e-11
+IDL-PL,-2.3291076e-08,3.223669e-08
+IDL-TG,-2.7164184e-09,6.430337e-09
+L-LDL-C,-3.8598435e-07,4.2796177e-07
+L-LDL-CE,-3.6146993e-08,6.870602e-08
+L-LDL-FC,4.8756966e-08,6.1188395e-08
+L-LDL-L,4.3372376e-07,4.7360413e-07
+L-LDL-P,2.077129e-10,2.1244259e-10
+L-LDL-PL,-4.9182713e-08,5.5851274e-08
+L-LDL-TG,-2.628027e-08,2.701469e-08
+M-LDL-C,8.7183146e-08,9.8425744e-08
+M-LDL-CE,-7.821217e-08,8.0631324e-08
+M-LDL-FC,-3.7190908e-08,4.1641265e-08
+M-LDL-L,1.7282751e-07,1.772019e-07
+M-LDL-P,-1.10683365e-10,1.1616922e-10
+M-LDL-PL,-7.852114e-08,8.0036905e-08
+M-LDL-TG,1.9939668e-08,1.9945606e-08
+S-LDL-C,6.033328e-08,6.112648e-08
+S-LDL-CE,-5.2113666e-08,5.188529e-08
+S-LDL-FC,9.839834e-09,1.127056e-08
+S-LDL-L,4.307216e-08,4.510042e-08
+S-LDL-P,-3.468575e-11,3.7333144e-11
+S-LDL-PL,1.0467882e-08,1.1490112e-08
+XL-HDL-C,-2.0946274e-08,2.4103207e-08
+XL-HDL-CE,8.719624e-09,1.5275821e-08
+XL-HDL-FC,4.4793818e-09,5.2444924e-09
+XL-HDL-L,1.3638677e-07,1.4707439e-07
+XL-HDL-P,-9.971829e-11,1.09310214e-10
+XL-HDL-PL,-3.2472684e-08,3.761685e-08
+L-HDL-C,-1.9655356e-07,2.1755861e-07
+L-HDL-CE,7.5226495e-08,8.771286e-08
+L-HDL-FC,1.0312261e-07,1.1300798e-07
+L-HDL-L,8.875955e-09,1.1318927e-07
+L-HDL-P,3.7398526e-10,4.7507864e-10
+L-HDL-PL,-1.2504164e-07,1.5000933e-07
+L-HDL-TG,1.5996921e-08,1.5416566e-08
+M-HDL-C,4.107885e-08,6.3309486e-08
+M-HDL-CE,1.3344886e-07,1.5832607e-07
+M-HDL-FC,3.6829583e-08,4.249838e-08
+M-HDL-L,1.8077121e-07,2.2262374e-07
+M-HDL-P,-9.905149e-10,1.1530092e-09
+M-HDL-PL,-9.522359e-08,1.1401531e-07
+M-HDL-TG,7.140323e-09,8.98046e-09
+S-HDL-C,-9.299507e-08,1.0631378e-07
+S-HDL-CE,-1.0561767e-07,1.2046233e-07
+S-HDL-FC,1.3099714e-09,5.582278e-09
+S-HDL-L,-3.9937238e-08,5.971969e-08
+S-HDL-P,6.353786e-10,7.721825e-10
+S-HDL-PL,-2.8888518e-08,4.6087774e-08
+S-HDL-TG,-6.5212924e-09,9.3441885e-09
+Cholines,-9.242116e-09,1.1486166e-07
+Phosphatidylc,-4.6299502e-07,5.065086e-07
+Phosphoglyc,-1.636745e-07,2.0629929e-07
+Sphingomyelins,1.1963421e-07,1.3321286e-07
+HDL-PL,-2.3771398e-07,2.7954212e-07
+LDL-PL,5.9780874e-08,7.243431e-08
+Total-PL,-1.0755131e-06,1.1304132e-06
+VLDL-PL,-7.999189e-08,9.574279e-08
+HDL-L,-4.095057e-07,4.7105686e-07
+LDL-L,9.890334e-07,1.0470822e-06
+Total-L,8.1727933e-07,9.707334e-07
+VLDL-L,1.0950222e-06,1.1428884e-06
+HDL-TG,-7.494116e-09,1.4120191e-08
+LDL-TG,5.056917e-08,5.0989676e-08
+Total-TG,3.97989e-07,4.3225197e-07
+VLDL-TG,4.01918e-07,4.536942e-07

results/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

results/PANEL/omega/results/Atrial_Fibrillation_2.csv

@@ -0,0 +1,2 @@
+,prote_metab
+Atrial_Fibrillation_surv_res,0.04746170451145364

results/PANEL/omega/results/Atrial_Fibrillation_3.csv

@@ -0,0 +1,2 @@
+,prote_metab
+Atrial_Fibrillation_surv_res,0.04082765404165745

results/PANEL/omega/results/Breast_Cancer_4.csv

@@ -0,0 +1,2 @@
+,prote_metab
+Breast_Cancer_surv_res,0.05491399285121565

results/PANEL/omega/results/CHD_2.csv

@@ -0,0 +1,2 @@
+,prote_metab
+CHD_surv_res,0.034009942475803766