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Analytical methods

Comparative study #1 #2 #3
Chromatography GC LC LC
Ion source EI ESI ESI
Positive/Negative mode positive negative
Mass analyzer quadrupole linear ion-trap linear ion-trap
Identification level MS/MS MS/MS MS/MS

Sample information

Comparative study #1 #2 #3
Country US US US
Specimen serum serum serum
Marker function
Participants(Case) Cancer type adenocarcinoma, squamous cell carcinoma adenocarcinoma, squamous cell carcinoma adenocarcinoma, squamous cell carcinoma
StageI, II, IIII, II, IIII, II, III
Number949494
Gender (M,F)52, 4252, 4252, 42
Mean age (range) (M,F)68.768.768.7
Smoking status
Participants(Control) Type at-risk controls at-risk controls at-risk controls
Number190190190
Gender (M,F)96, 9496, 9496, 94
Mean age (range) (M,F)66.266.266.2
Smoking status

Data processing and metabolite identification

Data processing software Metabolon LIMS system
Database search Metabolon LIMS system

Statistical analysis

Differential analysis method two- sample independent t test
Classification method
Survival analysis method

Lung cancer-related metabolites identified in the paper

Metabolite Author-emphasized biomarkers Mean concentration (case) Mean concentration (control) Fold change (case/control) P-value FDR VIP
ranitidine 0.06633404± 0.2078001 0.08365368± 0.2898363 0.79 0.61 0.64
ibuprofen 0.1068468± 0.2596346 0.3646858± 1.9749426 0.29 0.21 0.32
trizma acetate 0.12058511± 0.2299662 0.08633421± 0.06663499 1.40 0.06 0.12
triamterene 0.156± 0 0.1959789± 0.2169353 0.80 0.08 0.15
atenolol 0.1700777± 0.8212973 0.1208495± 0.4227198 1.41 0.50 0.58
desmethylnaproxen sulfate 0.1893936± 0.6691751 0.2372632± 1.2272296 0.80 0.72 0.71
sorbate 0.1986± 0 0.2239074± 0.1629141 0.89 0.13 0.23
oxypurinol 0.2009787± 0.1965611 0.1866021± 0.175692 1.08 0.53 0.59
pioglitazone 0.2217564± 0.142062 0.2130242± 0.1422255 1.04 0.63 0.65
desvenlafaxine 0.2241128± 0.2503437 0.1995989± 0.3706925 1.12 0.56 0.61
chenodeoxycholate 0.2440351± 0.5320306 0.3940058± 1.2365215 0.62 0.26 0.38
hydrochlorothiazide 0.2570766± 0.4244386 0.3259442± 0.5918385 0.79 0.31 0.43
3-ethylphenylsulfate 0.2839479± 0.2284561 0.81439± 1.8395668 0.35 5.70e-03 0.02
cotinine 0.2966096± 0.5117091 0.4955063± 0.6243191 0.60 7.83e-03 0.03
omeprazole 0.299116± 0.6665806 0.3392384± 0.9616133 0.88 0.72 0.71
gabapentin 0.304067± 0.2417917 0.2834547± 0.1340012 1.07 0.36 0.46
N-acetylalliin 0.304633± 0.2384756 0.3438247± 0.3610297 0.89 0.34 0.44
isoleucylthreonine 0.3164277± 0.6761366 0.2485037± 0.2400918 1.27 0.22 0.33
3-hydroxycotinine glucuronide 0.3435032± 0.4204368 0.4158716± 0.4515586 0.83 0.19 0.30
carboxyibuprofen 0.3452372± 1.692852 1.9124995± 8.275412 0.18 0.07 0.14
warfarin 0.3583053± 0.2393343 0.3060142± 0.198163 1.17 0.05 0.11
furosemide 0.3618936± 2.2867777 0.1398642± 0.2902412 2.59 0.19 0.30
sucralose 0.365134± 0.3478445 0.3655058± 0.3046101 1.00 0.99 0.80
4-acetylphenol sulfate 0.3694606± 0.2695673 0.4939837± 0.3849266 0.75 5.22e-03 0.02
hydroxycotinine 0.3707489± 1.0482756 0.5312042± 0.9395578 0.70 0.19 0.30
allopurinol riboside 0.3719532± 0.1323726 0.3650547± 0.06673809 1.02 0.56 0.61
2-hydroxyibuprofen 0.389317± 1.620013 2.501071± 8.648568 0.16 0.02 0.05
7-ketodeoxycholate 0.3950383± 0.4188813 0.3283289± 0.2638717 1.20 0.10 0.19
2,3-dihydroxyisovalerate 0.4015596± 0.2473656 0.6117021± 1.1269887 0.66 0.07 0.15
allopurinol 0.4123777± 0.096737 0.41319± 0.09839214 1.00 0.95 0.80
3-methyl catechol sulfate 0.4148532± 0.167443 0.5420979± 0.3617576 0.77 1.32e-03 0.02
o-cresol sulfate 0.4204436± 0.310361 0.8805158± 1.012468 0.48 2.27e-05 0.02
lipitor 0.4310564± 0.1349587 0.4123± 0 1.05 0.06 0.12
gentisate 0.4325649± 0.7376361 0.6901968± 1.6999354 0.63 0.16 0.27
1-hydroxy-2-naphthalenecarboxylate 0.4330298± 0.2011362 0.4197426± 0.1650529 1.03 0.55 0.61
salicylate 0.4369074± 1.744181 2.8833421± 10.837299 0.15 0.03 0.08
2-ethylphenylsulfate 0.4375191± 0.1019677 0.6461379± 0.5931575 0.68 8.10e-04 0.02
7-alpha-hydroxycholesterol 0.4390606± 0.3296336 0.4919942± 0.4729913 0.89 0.33 0.44
orotate 0.4474234± 0.4697187 0.4720668± 0.5870706 0.95 0.72 0.71
bradykinin 0.4487809± 0.5007939 0.6294832± 0.8174506 0.71 0.05 0.11
salicyluric glucuronide 0.4491128± 1.282961 1.1200979± 3.163427 0.40 0.05 0.11
5-alpha-pregnan-3alpha,20beta-diol disulfate 0.4587436± 0.128391 0.4438426± 0.04056138 1.03 0.15 0.25
1,11-undecanedicarboxylate 0.4615404± 0.1791254 0.5304747± 0.2923338 0.87 0.04 0.09
dihydroferulic acid 0.4756053± 0.5711514 0.4870005± 0.4792256 0.98 0.86 0.78
bisphenol a monosulfate 0.4813128± 0.6786275 0.51732± 0.6359867 0.93 0.66 0.68
2-hydroxyoctanoate 0.4853606± 0.2898669 0.5300363± 0.3366183 0.92 0.27 0.39
ethyl glucuronide 0.5042426± 0.2753748 0.9088763± 2.7335823 0.55 0.15 0.26
3-hydroxysebacate 0.5045181± 0.1496998 0.5082263± 0.1856982 0.99 0.87 0.78
tartarate 0.5120149± 1.286982 0.7474205± 2.047028 0.69 0.31 0.42
sorbose 0.5134245± 0.9634344 0.5188284± 0.8959057 0.99 0.96 0.80
2-hydroxyhippurate 0.5152872± 1.692007 2.7504126± 8.607883 0.19 0.01 0.04
alpha-hydroxyisocaproate 0.5212011± 0.2979558 0.5260658± 0.3071843 0.99 0.90 0.79
hydroquinone sulfate 0.5218309± 0.1859336 0.5732405± 0.327446 0.91 0.16 0.26
5-alpha-androstan-3alpha,17beta-diol disulfate 0.5249947± 0.3729341 0.6095126± 0.6890529 0.86 0.27 0.38
5-hydroxymethyl-2-furoic acid 0.5371777± 1.74813 0.7484653± 1.093724 0.72 0.21 0.32
3,7-dimethylurate 0.5399255± 0.3006117 0.6491416± 0.5802655 0.83 0.09 0.16
3-phenylpropionate 0.541133± 0.4391733 0.6736432± 0.5487695 0.80 0.04 0.10
fluoxetine 0.5413319± 0.0478167 0.54372± 0.07504652 1.00 0.78 0.74
methyl indole-3-acetate 0.5425564± 0.5218705 0.5265179± 0.7800068 1.03 0.86 0.78
methyl-4-hydroxybenzoate 0.546133± 0.8020692 0.4898837± 0.4356353 1.11 0.44 0.54
5-alpha-androstan-3alpha,17beta-diol disulfate 0.5464543± 0.4148592 0.5235621± 0.4190867 1.04 0.66 0.68
3-aminophenol 0.5471277± 0.3469513 0.94405± 0.758545 0.58 2.22e-06 0.02
3-methyl catechol sulfate 0.5482138± 0.5799176 1.2148795± 0.8428238 0.45 3.25e-11 0.02
estrone 3-sulfate 0.5487521± 0.0470431 0.5583032± 0.0960511 0.98 0.37 0.46
3-aminoisobutyrate 0.5518223± 0.5322613 0.5377568± 0.3229472 1.03 0.78 0.74
metoprolol acid metabolite 0.5543032± 1.877388 0.4672516± 1.665705 1.19 0.69 0.69
lathosterol 0.5577266± 0.39668 0.7702595± 0.5742902 0.72 1.39e-03 0.02
behenate 0.559816± 0.7282428 0.6217984± 0.7290189 0.90 0.50 0.57
N-methyl-acetaminophen sulfate 1 0.5603106± 0.5231164 0.4577042± 0.1273324 1.22 0.01 0.04
beta-sitosterol 0.5664819± 0.4404987 0.5450616± 0.4616278 1.04 0.71 0.70
ketopioglitazone 0.5675213± 0.1130928 0.5530547± 0.04622068 1.03 0.13 0.23
N-acetylphenylalanine 0.5712415± 0.4150463 0.5889153± 0.2894286 0.97 0.68 0.68
7-dehydrocholesterol 0.5723489± 1.4712166 0.4101521± 0.2528413 1.40 0.14 0.24
metformin 0.5765915± 0.1089159 0.5993374± 0.1753469 0.96 0.25 0.36
1,2-dipalmitoylglycerol 0.5805277± 0.4567087 0.7296679± 0.6776875 0.80 0.05 0.12
stearamide 0.5885904± 0.3991945 0.5825111± 0.4005045 1.01 0.90 0.79
N-acetyl-3-methylhistidine 0.5953585± 0.0972044 0.5879068± 0.07486928 1.01 0.48 0.56
alpha-CEHC glucuronide 0.6020766± 0.325236 0.6406589± 0.7680027 0.94 0.64 0.66
pyridoxal 0.6027011± 0.3797131 0.7735111± 0.599421 0.78 0.01 0.04
leucylglycine 0.6172787± 0.4439992 0.7246684± 1.4047482 0.85 0.47 0.55
1,3,7-trimethylurate 0.6281543± 0.6598457 1.1192521± 0.85074 0.56 1.49e-06 0.02
N-ethylglycinexylidide 0.6307787± 1.5447672 0.3517405± 0.1455454 1.79 0.01 0.04
deoxycholate 0.6386872± 0.5596977 0.65199± 0.64617 0.98 0.86 0.78
2-hydroxyacetaminophen sulfate 0.6440968± 1.5414878 0.2906505± 0.7458756 2.22 9.55e-03 0.03
indoleacetylglutamine 0.6494511± 1.1635291 0.4074358± 0.2752601 1.59 6.84e-03 0.03
2-palmitoleoylglycerophosphocholine 0.6545904± 0.4224283 0.77788± 0.5015499 0.84 0.04 0.09
ibuprofen acyl glucuronide 0.6547777± 0.0346867 0.6824358± 0.1280405 0.96 0.04 0.09
campesterol 0.655217± 0.5397038 0.58543± 0.4753031 1.12 0.27 0.38
3-[3-(sulfooxy)phenyl]propanoic acid 0.6555851± 0.2012933 0.6792963± 0.3280622 0.97 0.52 0.59
tauroursodeoxycholate 0.662917± 1.105139 0.7821795± 1.135068 0.85 0.40 0.49
maltose 0.6658766± 0.5577826 0.6572626± 0.5734163 1.01 0.90 0.79
N-(2-furoyl)glycine 0.6716606± 0.9388018 1.4546716± 1.6501217 0.46 2.63e-05 0.02
3-hydroxyoctanoate 0.6725383± 0.3899758 0.6304021± 0.3788003 1.07 0.38 0.48
sarcosine 0.6758489± 0.3276988 0.8139574± 0.4335298 0.83 6.75e-03 0.03
quinine 0.6783915± 0.067785 0.6748589± 0.03362434 1.01 0.56 0.61
paroxetine 0.6933± 0 0.6981426± 0.0496479 0.99 0.36 0.46
beta-hydroxypyruvate 0.6941181± 0.3428237 0.6479216± 0.375231 1.07 0.32 0.43
ascorbate V 0.6943213± 0.8740479 1.1995205± 1.1003519 0.58 1.25e-04 0.02
2-methoxyacetaminophen glucuronide 0.6992138± 1.9269981 0.2935253± 0.3749915 2.38 5.39e-03 0.02
N-acetyl-1-methylhistidine 0.6996926± 1.285583 0.6047489± 0.6162848 1.16 0.40 0.49
7-beta-hydroxycholesterol 0.7092277± 0.5153432 0.7998505± 0.5473697 0.89 0.18 0.29
rosuvastatin 0.7110011± 0.0538696 0.7239232± 0.1955471 0.98 0.53 0.59
glutathione, oxidized 0.7124606± 0.7780699 0.6260258± 0.1903747 1.14 0.15 0.25
4-acetamidophenol 0.7151638± 1.5846529 0.3297916± 0.9786866 2.17 0.01 0.04
norfluoxetine 0.719516± 0.0292408 0.7194842± 0.0411345 1.00 0.99 0.80
sorbitol 0.7408287± 0.4971148 0.8512563± 0.7060983 0.87 0.17 0.28
imidazole propionate 0.7434979± 0.6925624 0.7276916± 0.775276 1.02 0.87 0.78
isovalerate 0.7437489± 0.4709649 0.7811253± 0.5354198 0.95 0.57 0.61
celecoxib 0.7441617± 0.0379236 0.7509342± 0.13457169 0.99 0.63 0.66
gemfibrozil 0.7461± 0 0.7501089± 0.04110076 0.99 0.36 0.46
valerylcarnitine 0.7506213± 0.4477842 0.6762532± 0.4242761 1.11 0.17 0.28
diphenhydramine 0.7512628± 0.0510798 0.7511858± 0.04913093 1.00 0.99 0.80
N-palmitoyltaurine 0.7524287± 0.4283303 0.6377763± 0.3695217 1.18 0.02 0.06
pseudoephedrine 0.7606± 0 0.7669± 0.04563748 0.99 0.19 0.30
sebacate 0.7648638± 0.2837942 0.75812± 0.2991014 1.01 0.86 0.78
9-methyluric acid 0.7676947± 0.5621754 0.9725684± 0.6234902 0.79 7.50e-03 0.03
trigonelline 0.7678989± 0.9815459 1.1022484± 1.0734746 0.70 0.01 0.04
1,3-dipalmitoylglycerol 0.7706074± 0.7195836 0.9575826± 0.8628192 0.80 0.07 0.14
3-(3-hydroxyphenyl)propionate 0.7765255± 0.9122703 0.7255616± 0.9434525 1.07 0.66 0.68
3-(N-acetyl-L-cystein-S-yl) acetaminophen 0.7767798± 1.5777617 0.3465342± 0.5995318 2.24 1.04e-03 0.02
cystine 0.7780394± 0.4150007 0.7981379± 0.5462263 0.97 0.75 0.73
hydroxypioglitazone 0.7796915± 0.0576105 0.7723221± 0.02354522 1.01 0.14 0.23
ribitol 0.7797777± 0.4251764 0.7803847± 0.5507012 1.00 0.99 0.80
gamma-CEHC glucuronide 0.7825138± 0.7532273 0.7120358± 0.4524948 1.10 0.33 0.43
escitalopram 0.7840777± 0.0416696 0.7879079± 0.05917278 1.00 0.58 0.62
metoprolol 0.7861745± 4.1213318 0.2853747± 0.8015676 2.75 0.11 0.20
quinate V 0.7863202± 0.8655946 1.2846232± 1.211069 0.61 4.24e-04 0.02
leucylphenylalanine 0.7885117± 0.2265696 0.7674153± 0.1745633 1.03 0.39 0.48
2-methoxyacetaminophen sulfate 0.7957106± 1.7060047 0.3230037± 0.7300487 2.46 1.21e-03 0.02
caffeine 0.7963787± 0.9253227 1.5008963± 1.2752895 0.53 2.89e-06 0.02
L-urobilin 0.796817± 2.111713 0.6537253± 1.831288 1.22 0.56 0.61
N-acetylcarnosine 0.7983755± 0.4907039 1.0048058± 0.4851702 0.79 8.71e-04 0.02
phenyllactate 0.8005553± 0.6170725 0.8109684± 0.5264461 0.99 0.88 0.79
1-methylxanthine 0.8128883± 0.7619573 1.2638179± 0.9447917 0.64 7.22e-05 0.02
catechol sulfate 0.8187319± 0.5048314 1.2485226± 0.6983893 0.66 2.09e-07 0.02
methylphosphate 0.8196255± 0.387553 0.9053926± 0.4635268 0.91 0.12 0.22
saccharin 0.8342255± 2.458275 1.7332053± 5.571154 0.48 0.14 0.23
paraxanthine V 0.8349149± 0.8945667 1.1984211± 0.8908108 0.70 1.36e-03 0.02
phenylalanyltryptophan 0.8427883± 0.4132307 0.9893779± 0.4069964 0.85 4.77e-03 0.02
1-palmitoylglycerophosphoglycerol 0.8428138± 0.3536023 1.0080384± 0.375692 0.84 4.37e-04 0.02
delta-tocopherol 0.8434681± 1.1693359 0.6148732± 0.6572094 1.37 0.04 0.09
beta-tocopherol 0.8444245± 0.6633512 0.7318553± 0.5618406 1.15 0.14 0.23
cinnamoylglycine 0.8471± 1.110642 0.9137063± 1.039494 0.93 0.62 0.65
2-arachidonoyl glycerol 0.8570085± 0.564399 0.8433758± 0.6018292 1.02 0.85 0.78
cyclo(gly-pro) 0.858067± 0.6567153 1.208274± 0.8786657 0.71 7.10e-04 0.02
allantoin 0.8704149± 0.9195377 0.9699774± 0.8099508 0.90 0.35 0.46
2-aminophenol sulfate 0.8746117± 1.048572 1.1621179± 1.34129 0.75 0.07 0.14
lidocaine 0.8763064± 0.0572489 0.8657521± 0.07525383 1.01 0.23 0.35
4-acetaminophen sulfate 0.8771074± 2.4290968 0.3091968± 0.9095422 2.84 4.67e-03 0.02
1-myristoylglycerophosphocholine 0.8812628± 0.5312323 1.2314353± 0.5784728 0.72 1.37e-06 0.02
1-eicosapentaenoylglycerophosphoethanolamine 0.8823755± 0.5398115 1.3140168± 1.010291 0.67 1.30e-04 0.02
N1-methylguanosine 0.8850128± 0.3740717 0.77629± 0.305577 1.14 9.35e-03 0.03
1-pentadecanoylglycerophosphocholine 0.8905053± 0.4558914 1.0764168± 0.4878576 0.83 2.20e-03 0.02
cysteine 0.8982138± 0.2592517 1.0673047± 0.2545761 0.84 3.16e-07 0.02
isoleucylglycine 0.8994255± 0.452932 0.9178558± 0.4062234 0.98 0.73 0.71
phenylcarnitine 0.9010202± 0.6865131 0.9738121± 0.5143602 0.93 0.32 0.43
13-octadecenoate (18:1n5) 0.9067489± 0.7562197 0.7268111± 0.6151441 1.25 0.03 0.08
1-oleoylglycerophosphoethanolamine 0.9096777± 0.4512945 1.1716358± 0.477344 0.78 1.32e-05 0.02
cystine 0.911183± 0.3725111 1.050226± 0.4464398 0.87 9.64e-03 0.03
arabinose 0.9176894± 0.5347307 1.0732979± 0.5508252 0.86 0.02 0.07
threonate 0.9227585± 0.8023379 1.2047447± 0.7880352 0.77 5.08e-03 0.02
1-eicosenoylglycerophosphocholine 0.923616± 0.7822634 1.025974± 0.8953461 0.90 0.35 0.45
cyclo(gly-pro) 0.9244436± 0.6043803 0.9344679± 0.4814062 0.99 0.88 0.79
2-hydroxydecanoate 0.9250043± 0.564878 1.3751063± 1.025125 0.67 9.06e-05 0.02
histidine 0.9254521± 0.1700337 1.0373216± 0.170973 0.89 3.87e-07 0.02
trimethylamine n-oxide 0.9280564± 1.536182 0.7076816± 1.1956 1.31 0.19 0.30
1-eicosapentaenoylglycerophosphocholine 0.9285436± 0.5808483 1.3117832± 0.9169857 0.71 2.55e-04 0.02
ectoine 0.9304255± 0.6949008 0.9771979± 0.9252615 0.95 0.66 0.68
1-palmitoylglycerophosphoethanolamine 0.9311149± 0.395417 1.1256047± 0.3861447 0.83 9.25e-05 0.02
adenosine 0.9329021± 1.946977 0.87674± 1.318514 1.06 0.77 0.74
isoleucylvaline 0.938316± 0.4309972 1.120237± 0.42475 0.84 8.17e-04 0.02
proline 0.9385032± 0.3029347 1.1049505± 0.4217501 0.85 7.25e-04 0.02
azelate V 0.9385702± 0.3581637 1.1286984± 0.5664229 0.83 3.18e-03 0.02
2-stearoylglycerophosphoinositol 0.9432766± 0.6021886 0.9808± 0.5179698 0.96 0.59 0.63
1-palmitoylglycerophosphocholine 0.9436638± 0.2811104 1.0361384± 0.2486787 0.91 5.07e-03 0.02
pelargonate V 0.9449255± 0.1431241 1.0330258± 0.1629988 0.91 1.20e-05 0.02
tryptophan 0.945816± 0.1884884 1.038218± 0.2242702 0.91 6.71e-04 0.02
cholesterol 0.9487085± 0.1522138 1.0097426± 0.1682058 0.94 3.26e-03 0.02
methyl-beta-glucopyranoside 0.9509511± 0.8389006 0.9051668± 0.6734048 1.05 0.62 0.65
inositol 1-phosphate V 0.9531117± 0.4427782 1.0794205± 0.4084556 0.88 0.02 0.05
riboflavin V 0.9552777± 0.5302281 1.2389121± 0.8798746 0.77 4.29e-03 0.02
N-oleoyltaurine 0.957766± 0.6892129 0.6583605± 0.4942552 1.45 3.59e-05 0.02
propionylcarnitine 0.9578457± 0.3301857 1.0743± 0.3453522 0.89 7.03e-03 0.03
alpha-glutamyltyrosine 0.9595798± 0.4875561 0.9152747± 0.4548508 1.05 0.45 0.54
valylarginine 0.9597936± 0.5334278 0.9143842± 0.4817542 1.05 0.47 0.55
caproate 0.9607415± 0.3675058 0.9668232± 0.3341212 0.99 0.89 0.79
1-linoleoylglycerophosphocholine 0.9610957± 0.3700645 1.0965816± 0.3269616 0.88 1.83e-03 0.02
pyrophosphate 0.964233± 0.5382832 1.043674± 0.6082713 0.92 0.28 0.40
beta-hydroxyisovalerate 0.9644128± 0.5639088 1.3361637± 6.883251 0.72 0.60 0.64
alanine 0.9644947± 0.2833716 1.0890479± 0.2653567 0.89 3.22e-04 0.02
1-docosapentaenoylglycerophosphocholine 0.9646862± 0.4179374 1.1248426± 0.4702664 0.86 5.42e-03 0.02
gamma-glutamylmethionine 0.9659968± 0.2916682 1.1222005± 0.3709541 0.86 4.12e-04 0.02
1-linoleoylglycerophosphoethanolamine 0.9665223± 0.4564428 1.1659516± 0.4957366 0.83 1.18e-03 0.02
3-(cystein-s-yl)acetaminophen 0.9673862± 2.6449852 0.3467458± 0.9121789 2.79 3.89e-03 0.02
1-palmitoylglycerophosphoinositol 0.9683777± 0.3660035 1.0869184± 0.4727865 0.89 0.03 0.08
N-stearoyltaurine 0.9699223± 0.5549434 0.8417863± 0.5261781 1.15 0.06 0.12
methionine V 0.9703404± 0.2671491 1.0918958± 0.2642577 0.89 3.28e-04 0.02
alpha-ketoglutarate 0.9707989± 0.6326111 0.9231879± 0.5633581 1.05 0.52 0.59
2-palmitoylglycerol 0.9731266± 0.5868459 1.2149953± 1.8080814 0.80 0.21 0.32
1-stearoylglycerophosphoethanolamine 0.9731681± 0.3666285 1.0982768± 0.3362096 0.89 4.48e-03 0.02
2-ethylhexanoate 0.9751989± 0.3361686 1.0515621± 0.3555787 0.93 0.08 0.16
indolelactate 0.9761287± 0.4009176 1.1065789± 0.4988518 0.88 0.03 0.07
sphingosine 1-phosphate 0.9780936± 0.4131693 1.0216247± 0.3886034 0.96 0.38 0.48
2-oleoylglycerophosphoethanolamine 0.9788436± 0.6468944 1.2623211± 0.6415722 0.78 5.44e-04 0.02
tyrosine 0.9790851± 0.224101 1.0804332± 0.2889861 0.91 3.07e-03 0.02
3-hydroxyhippurate 0.9791053± 1.442961 1.2817411± 1.544195 0.76 0.11 0.20
4-vinylphenol sulfate 0.9819798± 0.9348394 1.6027011± 1.3796927 0.61 1.02e-04 0.02
2-linoleoylglycerophosphocholine 0.983266± 0.528815 1.137719± 0.4432422 0.86 0.01 0.03
1-docosahexaenoylglycerophosphocholine 0.9833436± 0.3660085 1.0874832± 0.4487183 0.90 0.05 0.11
glutamine 0.9834149± 0.1544811 1.0094926± 0.1554955 0.97 0.18 0.29
valine 0.9836223± 0.1859707 1.0549163± 0.24668 0.93 0.01 0.04
glycerate 0.9840202± 0.2958047 1.0851216± 0.3362597 0.91 0.01 0.04
2-linoleoylglycerophosphoethanolamine 0.985783± 0.5462642 1.225757± 0.7370529 0.80 5.44e-03 0.02
gamma-glutamylleucine 0.9858851± 0.3376543 1.1080621± 0.3724111 0.89 7.70e-03 0.03
gamma-glutamyltyrosine 0.9873574± 0.2674595 1.0852868± 0.319351 0.91 0.01 0.04
1-margaroylglycerophosphocholine 0.9875989± 0.6679198 1.1383037± 0.6111115 0.87 0.06 0.12
xylitol 0.9884213± 0.707863 1.0292874± 1.075835 0.96 0.74 0.72
pentadecanoate 0.9888745± 0.3868104 0.9541526± 0.4962982 1.04 0.55 0.61
lysine 0.9895128± 0.2804536 1.0610621± 0.2815248 0.93 0.04 0.10
urate 0.9896947± 0.203009 1.0207974± 0.2102933 0.97 0.24 0.35
phosphate V 0.9902234± 0.1644398 1.0462695± 0.1990623 0.95 0.02 0.05
benzoate 0.9917489± 0.1451509 1.0149921± 0.1088335 0.98 0.13 0.23
xylose 0.9926883± 1.05832 1.2979132± 1.634773 0.76 0.10 0.19
1-dihomo-linoleoylglycerophosphocholine 0.9931787± 0.6732598 1.0754216± 0.6285495 0.92 0.31 0.42
1-linolenoylglycerophosphocholine 0.9933649± 0.6456574 1.1884047± 0.6529089 0.84 0.02 0.05
carnitine 0.995517± 0.2106721 1.023201± 0.1734553 0.97 0.24 0.35
acetylphosphate 0.9956245± 0.1757046 1.0388458± 0.1806018 0.96 0.06 0.12
glycolate 0.9956798± 0.2439497 1.0617837± 0.3093829 0.94 0.07 0.14
stearate, methyl ester 0.9970372± 0.1920614 1.0453995± 0.5087333 0.95 0.37 0.47
2-palmitoylglycerophosphocholine 0.9975553± 0.4483349 1.1341674± 0.3939895 0.88 9.07e-03 0.03
phenylalanine 0.9977372± 0.173342 1.0399853± 0.1725929 0.96 0.05 0.12
sucrose 0.9980351± 1.330491 1.2360016± 1.710138 0.81 0.24 0.35
1-palmitoleoylglycerophosphocholine 1.000837± 0.5878249 1.16338± 0.5450408 0.86 0.02 0.06
fucose 1.0018553± 0.6160898 0.9810889± 0.5560693 1.02 0.78 0.74
succinate 1.001865± 0.3907583 1.048758± 0.485464 0.96 0.42 0.50
palmitoyl sphingomyelin 1.002168± 0.2373465 1.004548± 0.2491447 1.00 0.94 0.80
1-palmitoylplasmenylethanolamine 1.002367± 0.3026432 1.074404± 0.3028707 0.93 0.06 0.12
gamma-glutamylphenylalanine 1.002503± 0.2525121 1.03288± 0.2327206 0.97 0.31 0.43
leucine 1.002526± 0.2668922 1.073271± 0.2826482 0.93 0.04 0.10
threonine 1.002537± 0.3298883 1.095235± 0.3449329 0.92 0.03 0.08
alpha-tocopherol V 1.002835± 0.425534 1.120921± 0.4151652 0.89 0.03 0.07
isoleucine 1.00305± 0.2624543 1.068135± 0.287188 0.94 0.07 0.13
5-oxoproline 1.003324± 0.2046687 1.020258± 0.1668089 0.98 0.46 0.54
ornithine 1.005514± 0.7650679 1.219207± 0.7766344 0.82 0.03 0.07
1-oleoylglycerophosphocholine 1.005537± 0.4388026 1.100231± 0.3627992 0.91 0.05 0.12
2-oleoylglycerophosphocholine 1.006452± 0.4601786 1.100634± 0.378594 0.91 0.07 0.14
1-eicosatrienoylglycerophosphocholine 1.007613± 0.4817879 1.10787± 0.3901111 0.91 0.06 0.13
gamma-glutamyl-valine 1.008617± 0.3220343 1.037207± 0.2817658 0.97 0.44 0.54
4-methylcatechol sulfate 1.012283± 0.7124231 1.302724± 0.9405676 0.78 8.64e-03 0.03
7-methylguanine 1.0123106± 0.2654142 0.9945195± 0.2486145 1.02 0.58 0.62
glycerophosphorylcholine 1.015002± 0.3717453 1.053725± 0.3773621 0.96 0.41 0.50
citrulline 1.016207± 0.4586533 1.104633± 0.439792 0.92 0.12 0.21
levulinate 1.017714± 1.5268931 1.116871± 0.8924128 0.91 0.49 0.57
1,5-anhydroglucitol 1.0200968± 0.3469864 0.9498011± 0.3815291 1.07 0.13 0.23
1-eicosatrienoylglycerophosphoethanolamine 1.02061± 0.558327 1.196584± 0.6143779 0.85 0.02 0.06
guanosine 1.021035± 0.7122059 1.200728± 0.7676449 0.85 0.06 0.12
glycerol-2-phosphate 1.021371± 0.7286407 1.432229± 4.380684 0.71 0.37 0.46
glucose 1.021545± 0.1987323 1.007043± 0.2346031 1.01 0.61 0.64
7-alpha-hydroxy-3-oxo-4-cholestenoate 1.021951± 0.323089 1.066598± 0.3745664 0.96 0.32 0.43
2-arachidonoylglycerophosphocholine 1.02396± 0.4952371 1.098605± 0.424472 0.93 0.19 0.30
arginine 1.025966± 0.2495975 1.025497± 0.232247 1.00 0.99 0.80
trans-4-hydroxyproline 1.025967± 0.4244863 1.076351± 0.4068141 0.95 0.33 0.44
gamma-glutamylisoleucine 1.029013± 0.4134717 1.035691± 0.37993 0.99 0.89 0.79
theobromine V 1.029067± 0.8584048 1.437394± 1.3011977 0.72 6.12e-03 0.03
N6-acetyllysine 1.029109± 0.2356439 1.048779± 0.2207845 0.98 0.49 0.57
hippurate V 1.029847± 1.063944 1.420652± 1.040638 0.72 3.34e-03 0.02
7-methylxanthine 1.029862± 0.8448635 1.422744± 1.4169686 0.72 0.01 0.04
N-acetylalanine V 1.0308628± 0.3164823 0.9473979± 0.2181509 1.09 9.83e-03 0.03
phenylalanylserine 1.0327404± 0.6200645 0.9822053± 0.5707889 1.05 0.50 0.57
ribose 1.0335777± 0.6093635 0.8567974± 0.5141425 1.21 0.01 0.04
2-methylbutyrylcarnitine 1.034754± 0.4126464 1.06628± 0.3793311 0.97 0.52 0.59
isovalerylcarnitine 1.034822± 0.5851652 1.182996± 0.579405 0.87 0.04 0.10
1-arachidonoylglycerophosphoinositol 1.036579± 0.3524492 1.047747± 0.3033808 0.99 0.78 0.74
glycine 1.036981± 0.3624612 1.129279± 0.4382136 0.92 0.08 0.15
p-cresol sulfate 1.038501± 0.6853826 1.135088± 0.6637929 0.91 0.25 0.37
asparagine 1.039703± 0.3100665 1.029821± 0.2688859 1.01 0.78 0.74
uridine 1.040666± 0.2436918 1.009417± 0.2017137 1.03 0.25 0.37
3-hydroxypropanoate 1.041311± 0.5082655 1.143164± 0.680795 0.91 0.20 0.31
myo-inositol 1.04179± 0.7075297 1.108779± 0.3917566 0.94 0.31 0.42
fumarate 1.042788± 0.480176 1.037012± 0.2996676 1.01 0.90 0.79
3-indoxyl sulfate 1.042797± 0.7867904 1.138239± 0.7065595 0.92 0.30 0.42
cortisone 1.042866± 0.3049293 0.9794105± 0.2590661 1.06 0.07 0.14
choline 1.043255± 0.2413635 1.014215± 0.1992124 1.03 0.28 0.40
myristoylcarnitine 1.044735± 0.6959279 1.060916± 1.7073534 0.98 0.93 0.80
N2,N2-dimethylguanosine 1.045123± 0.4337455 1.001341± 0.318388 1.04 0.34 0.44
arabitol 1.045963± 0.6995286 1.089328± 0.3901972 0.96 0.50 0.58
creatinine 1.046573± 0.4178551 1.030508± 0.2445796 1.02 0.68 0.68
indolepropionate 1.047653± 0.642224 1.310207± 0.9606886 0.80 0.02 0.05
3-(4-hydroxyphenyl)lactate 1.047986± 0.340083 1.044551± 0.3594686 1.00 0.94 0.80
1-oleoylglycerophosphoinositol 1.048283± 0.5200857 1.236761± 0.6639869 0.85 0.02 0.05
serine 1.048952± 0.310699 1.013898± 0.2651638 1.03 0.32 0.43
3-methyl-2-oxovalerate 1.049632± 0.3646107 1.067813± 0.3585741 0.98 0.69 0.69
pregnenolone sulfate 1.051254± 0.7771951 1.091611± 0.5791136 0.96 0.62 0.65
stearoylcarnitine 1.052357± 0.4914142 1.005607± 0.4995433 1.05 0.46 0.54
1-arachidonoylglycerophosphoethanolamine 1.053569± 0.4086245 1.040586± 0.3909532 1.01 0.80 0.75
4-methyl-2-oxopentanoate 1.055456± 0.3916672 1.062205± 0.3537116 0.99 0.88 0.79
urea 1.05628± 0.4647057 1.043567± 0.3709509 1.01 0.80 0.75
succinylcarnitine 1.057484± 0.3339085 1.023336± 0.31157 1.03 0.40 0.49
1-arachidonoylglycerophosphocholine 1.05872± 0.4048739 1.06516± 0.3522219 0.99 0.89 0.79
2-stearoylglycerophosphocholine 1.060066± 0.6958314 1.310221± 0.8787484 0.81 0.02 0.05
arabonate 1.060362± 0.8904268 1.097955± 0.5337049 0.97 0.66 0.68
palmitate, methyl ester 1.061772± 0.6158703 1.215615± 1.1998349 0.87 0.24 0.35
serylleucine 1.0639255± 0.7298565 0.8687411± 1.6083761 1.22 0.26 0.38
deoxycarnitine 1.063959± 0.6475785 1.016268± 0.2044867 1.05 0.35 0.46
3-hydroxy-2-ethylpropionate 1.0641032± 0.5271901 0.9758226± 0.4911614 1.09 0.16 0.27
N1-methyladenosine 1.064187± 0.2178878 1.007433± 0.2021858 1.06 0.03 0.08
7-methylurate 1.064324± 1.080798 1.349526± 1.995551 0.79 0.20 0.31
1,3-dimethylurate 1.0651277± 2.548831 0.9681158± 1.305916 1.10 0.67 0.68
isobutyrylcarnitine 1.066319± 0.6686054 1.180042± 0.7173655 0.90 0.20 0.31
lactate 1.068399± 0.3208461 1.034458± 0.2555639 1.03 0.33 0.44
betaine 1.069745± 0.3258525 1.024067± 0.2985595 1.04 0.24 0.35
2-hydroxystearate V 1.071784± 0.2271114 0.9912795± 0.2379984 1.08 6.84e-03 0.03
3-methyl-2-oxobutyrate 1.07292± 0.2871296 0.99162± 0.2999378 1.08 0.03 0.08
2-palmitoylglycerophosphoethanolamine 1.073811± 0.8819952 1.203763± 0.6695664 0.89 0.17 0.28
xylonate 1.077705± 0.8978027 1.103347± 0.7607903 0.98 0.80 0.75
eicosapentaenoate 1.078149± 0.5845547 1.412598± 1.4284136 0.76 0.03 0.08
1-linoleoylglycerol 1.079929± 0.5958457 1.052324± 0.4475235 1.03 0.66 0.68
3-hydroxyisobutyrate 1.080482± 0.4785197 1.091939± 0.5306763 0.99 0.86 0.78
1-palmitoylglycerol 1.081152± 0.9683362 1.085895± 0.4250285 1.00 0.95 0.80
citrate 1.082688± 0.3633033 1.065611± 0.295738 1.02 0.67 0.68
1-stearoylglycerophosphoinositol 1.083778± 0.5797164 1.120949± 0.4476456 0.97 0.55 0.61
pro-hydroxy-pro 1.08573± 0.4758494 1.018874± 0.4117314 1.07 0.22 0.33
kynurenine 1.086674± 0.3964937 1.008205± 0.2643555 1.08 0.05 0.11
N-acetylserine 1.0869266± 0.6126509 0.9606332± 0.4081916 1.13 0.04 0.09
2-arachidonoylglycerophosphoethanolamine 1.08832± 0.5469703 1.047797± 0.4663302 1.04 0.52 0.58
4-androsten-3beta,17beta-diol disulfate 1.090807± 0.7294603 1.111241± 0.8228299 0.98 0.84 0.78
1-stearoylglycerol 1.090807± 0.7430408 1.020861± 0.3377913 1.07 0.28 0.39
xanthine 1.094821± 0.5015046 1.083551± 1.0811354 1.01 0.92 0.80
1,7-dimethylurate 1.096845± 0.8634745 1.007386± 0.7285712 1.09 0.36 0.46
palmitoyl ethanolamide 1.097583± 0.359208 0.9805805± 0.2941306 1.12 3.68e-03 0.02
2-linoleoylglycerol 1.099724± 0.7227947 1.114447± 0.7564963 0.99 0.88 0.79
2-docosahexaenoylglycerophosphoethanolamine 1.100107± 0.7529732 1.089783± 0.6295672 1.01 0.90 0.79
glutarylcarnitine 1.103581± 0.4102591 1.005856± 0.320352 1.10 0.03 0.07
serotonin 1.107741± 0.6983544 1.079895± 0.6207965 1.03 0.73 0.72
dihomo-linoleate 1.1092564± 0.3511675 0.9896847± 0.407727 1.12 0.02 0.05
1-methylurate 1.112953± 0.8297468 1.159881± 0.7929556 0.96 0.64 0.67
3-dehydrocarnitine 1.113691± 0.5923172 1.096739± 0.4428457 1.02 0.79 0.74
arachidonate V 1.113699± 0.3113646 1.005789± 0.3566317 1.11 0.01 0.04
homostachydrine 1.117606± 0.5709309 1.173934± 0.6326523 0.95 0.47 0.55
caprylate 1.117916± 0.7273599 1.315064± 1.0652386 0.85 0.11 0.20
aspartate 1.1197606± 0.2316768 0.9907889± 0.2130476 1.13 4.78e-06 0.02
dimethylglycine 1.120207± 0.409837 1.0328± 0.4145819 1.08 0.09 0.18
pantothenate 1.123752± 0.7011326 1.439946± 1.3160309 0.78 0.03 0.08
2-aminobutyrate 1.124172± 0.4246283 1.029227± 0.30986 1.09 0.03 0.08
dehydroisoandrosterone sulfate 1.124173± 1.0114224 1.194186± 0.8222146 0.94 0.53 0.59
2-hydroxypalmitate 1.1243872± 0.245949 0.9808521± 0.2150171 1.15 8.09e-07 0.02
glutamate 1.125203± 0.4834663 1.039322± 0.4192745 1.08 0.12 0.22
leucylalanine 1.125877± 0.6282557 1.102616± 0.5910317 1.02 0.76 0.73
acetylcarnitine 1.1267415± 0.353238 0.9733468± 0.2791747 1.16 8.63e-05 0.02
N-acetylthreonine 1.1273883± 0.5703726 0.9535426± 0.3460807 1.18 1.60e-03 0.02
1-docosahexaenoylglycerophosphoethanolamine 1.130494± 0.5211683 1.100802± 0.5430441 1.03 0.66 0.68
pseudo uridine 1.134551± 0.3924447 1.031103± 0.2584172 1.10 8.35e-03 0.03
stearoyl sphingomyelin 1.134978± 0.4245994 1.000518± 0.3315197 1.13 3.72e-03 0.02
hypoxanthine 1.1361± 0.3282431 0.9941789± 0.2066439 1.14 1.26e-05 0.02
4-acetamidobutanoate 1.139863± 0.6407716 1.050214± 0.3890295 1.09 0.14 0.24
threitol 1.139887± 0.9612257 1.263906± 0.8927664 0.90 0.28 0.40
inosine 1.141773± 0.7818268 1.321941± 0.9369812 0.86 0.11 0.20
1-arachidonylglycerol 1.145357± 0.7423133 1.029968± 0.4710747 1.11 0.11 0.20
3-hydroxydecanoate 1.1461926± 1.0187571 0.8496374± 0.7202518 1.35 4.92e-03 0.02
bilirubin (Z,Z) 1.147686± 1.116875 1.150153± 0.5770102 1.00 0.98 0.80
palmitoylcarnitine 1.1492904± 0.524511 0.9850884± 0.3857642 1.17 3.07e-03 0.02
malate 1.151086± 0.6901209 1.061722± 0.5293276 1.08 0.23 0.34
epiandrosterone sulfate 1.151135± 1.116176 1.296485± 1.11368 0.89 0.30 0.42
N-formylmethionine 1.151652± 0.4243536 1.021229± 0.3444315 1.13 5.84e-03 0.02
2-hydroxyglutarate 1.151865± 0.8536413 1.066148± 0.7908583 1.08 0.40 0.49
tryptophan betaine 1.152673± 1.117393 1.421133± 1.196625 0.81 0.07 0.14
10-undecenoate (11:1n1) 1.152781± 0.6260122 1.096009± 0.5822844 1.05 0.45 0.54
erythronate 1.154624± 0.7132379 1.147995± 0.630363 1.01 0.94 0.80
2-aminoheptanoate 1.15549± 0.4888648 1.080297± 0.4598151 1.07 0.20 0.32
biliverdin 1.158243± 0.6696873 1.069147± 0.4991139 1.08 0.21 0.32
arachidate 1.160416± 0.515786 1.039558± 0.4101385 1.12 0.03 0.08
adrenate (22:4n6) 1.1609915± 0.502184 0.9994289± 0.4941887 1.16 0.01 0.03
S-methylcysteine 1.161684± 0.7826104 1.120363± 0.7589491 1.04 0.67 0.68
pregnanediol-3-glucuronide 1.16292± 0.7034856 1.001118± 0.5759074 1.16 0.04 0.09
N-acetylmethionine V 1.1641053± 0.5503488 0.9748595± 0.354519 1.19 5.39e-04 0.02
docosahexaenoate 1.165736± 0.5301326 1.185746± 0.78978 0.98 0.82 0.77
palmitate 1.1670574± 0.4166779 0.9881837± 0.4866408 1.18 2.46e-03 0.02
indoleacetate 1.171132± 0.9245894 1.107582± 0.5099506 1.06 0.46 0.54
1,6-anhydroglucose 1.172119± 1.383641 1.313564± 1.3213 0.89 0.40 0.49
2-aminooctanoate 1.172518± 0.7960609 1.202206± 0.7188863 0.98 0.75 0.73
scyllo-inositol 1.173702± 1.441796 1.483677± 1.585696 0.79 0.11 0.20
creatine 1.174984± 0.8189461 1.251814± 0.8039395 0.94 0.45 0.54
butyryl-carnitine 1.175564± 0.6088263 1.088488± 0.5128193 1.08 0.21 0.32
nonadecanoate (19:0) 1.1771947± 0.4140729 0.9891926± 0.3749849 1.19 1.50e-04 0.02
myristate 1.178252± 0.5712113 1.107921± 0.8465139 1.06 0.47 0.55
glycerol-3-phosphate 1.181356± 1.128388 1.94099± 7.755732 0.61 0.35 0.45
stearidonate 1.182269± 0.7379454 1.192694± 1.0893123 0.99 0.93 0.80
dodecanedioate 1.183923± 1.014715 1.182236± 1.084159 1.00 0.99 0.80
nicotinurate 1.188143± 5.285877 1.048926± 4.102833 1.13 0.81 0.75
N6-carbamoylthreonyladenosine 1.190028± 0.9765044 1.007899± 0.3747601 1.18 0.02 0.07
phenol sulfate 1.195339± 1.088053 1.399766± 1.067083 0.85 0.13 0.23
cortisol V 1.1981351± 0.4646532 0.9698453± 0.3325259 1.24 3.18e-06 0.02
gamma-CEHC 1.199021± 0.9081662 1.220127± 0.7688323 0.98 0.84 0.78
gluconate 1.205331± 0.596744 1.080778± 0.4651412 1.12 0.05 0.12
stearate 1.2064638± 0.3877398 0.9566221± 0.3563258 1.26 1.39e-07 0.02
taurolithocholate 3-sulfate 1.210812± 1.687749 1.322713± 1.036868 0.92 0.49 0.57
cis-4-decenoyl carnitine 1.215493± 0.6414901 1.048875± 0.4598628 1.16 0.01 0.04
DSGEGDFXAEGGGVR 1.2156074± 0.5519371 0.9904832± 0.3257576 1.23 2.22e-05 0.02
4-hydroxyphenylacetate 1.2224989± 1.5712596 0.9462268± 0.6780978 1.29 0.04 0.09
linoleate 1.2241117± 0.5623745 0.9794995± 0.5211318 1.25 3.37e-04 0.02
HWESASXX 1.224618± 0.6751861 1.029173± 0.5145271 1.19 7.14e-03 0.03
1-stearoylglycerophosphocholine 1.225807± 1.011201 1.367167± 0.8982341 0.90 0.23 0.35
dimethylarginine 1.230438± 0.7525733 1.173309± 0.7855822 1.05 0.56 0.61
N-acetylneuraminate V 1.2324011± 0.5777806 0.9765911± 0.3560096 1.26 6.44e-06 0.02
2-hydroxyisobutyrate 1.232674± 1.0396193 1.070787± 0.4553191 1.15 0.07 0.14
oleic ethanolamide 1.2343521± 0.4963115 0.9597453± 0.3232153 1.29 4.95e-08 0.02
oleoylcarnitine 1.236451± 0.5950513 1.041986± 0.4571983 1.19 2.54e-03 0.02
pyruvate 1.237826± 0.6384399 1.144706± 0.7170382 1.08 0.29 0.40
15-methylpalmitate 1.238347± 0.5173678 1.038687± 0.5772795 1.19 4.85e-03 0.02
3-methylxanthine 1.239771± 1.213973 1.347182± 1.312103 0.92 0.51 0.58
docosapentaenoate 1.240809± 0.6118596 1.08418± 0.7959096 1.14 0.09 0.18
4-ethylphenylsulfate 1.241148± 1.498616 2.211468± 4.021845 0.56 0.02 0.07
acisoga 1.244486± 0.5162271 1.005327± 0.4281235 1.24 4.67e-05 0.02
phenylacetylglutamine 1.244585± 1.3117582 1.136857± 0.7772987 1.09 0.39 0.48
N-delta-acetylornithine 1.245204± 1.5735649 1.286697± 0.9375848 0.97 0.78 0.74
beta-alanine 1.245561± 1.180895 1.349964± 1.391743 0.92 0.53 0.59
caprate 1.246593± 0.9090358 1.384326± 1.2372062 0.90 0.34 0.44
pregn steroid monosulfate 1.247439± 0.8840049 1.18116± 0.7232688 1.06 0.50 0.57
phenylalanylphenylalanine 1.2485138± 0.7498722 0.9770753± 0.5108574 1.28 3.90e-04 0.02
1-arachidonoylglyercophosphate 1.250393± 0.7616457 1.053623± 0.5290762 1.19 0.01 0.04
margarate 1.2574511± 0.5272238 0.9636958± 0.5179013 1.30 1.10e-05 0.02
glycocholenate sulfate 1.259294± 0.7623709 1.054352± 0.5134749 1.19 7.78e-03 0.03
pyroglutamine 1.262256± 0.733077 1.017322± 0.5550783 1.24 1.87e-03 0.02
hexanoylcarnitine 1.270953± 0.8678851 1.017203± 0.43319 1.25 1.12e-03 0.02
C-glycosyltryptophan 1.27782± 0.6412334 1.018404± 0.2969777 1.25 4.73e-06 0.02
decanoylcarnitine 1.27854± 0.9771238 1.048468± 0.5154983 1.22 9.77e-03 0.03
bilirubin (E,E) 1.278786± 1.0961254 1.218406± 0.9363659 1.05 0.63 0.66
N-acetyl-beta-alanine 1.280541± 0.6263652 1.090035± 0.5955121 1.17 0.01 0.04
i-urobilinogen 1.2836574± 2.167096 0.6305758± 1.0372 2.04 6.65e-04 0.02
o-sulfo-l-tyrosine 1.290214± 0.7619987 1.043654± 0.416612 1.24 4.89e-04 0.02
fructose 1.291498± 1.0778149 1.216686± 0.8741036 1.06 0.53 0.59
oleate 1.292579± 0.6680247 1.065943± 0.7456325 1.21 0.01 0.04
glycolithocholate sulfate 1.292693± 1.332137 1.379905± 1.207016 0.94 0.58 0.62
lauroylcarnitine 1.2984989± 0.89537 0.9171495± 0.5116314 1.42 7.46e-06 0.02
laurate 1.298515± 0.7881993 1.359384± 1.3435008 0.96 0.68 0.68
gamma-tocopherol 1.3036106± 0.7717303 0.9814279± 0.6415495 1.33 2.38e-04 0.02
piperine 1.310169± 1.757673 1.539684± 1.805 0.85 0.31 0.42
cis-vaccenate (18:1n7) 1.324933± 0.6893607 1.016947± 0.6063136 1.30 1.46e-04 0.02
androsterone sulfate 1.326985± 1.3970079 1.173406± 0.8437635 1.13 0.25 0.36
10-heptadecenoate (17:1n7) 1.333939± 0.7715005 1.052413± 0.7856552 1.27 4.53e-03 0.02
docosapentaenoate 1.33738± 0.5699663 1.036585± 0.5635383 1.29 3.27e-05 0.02
dihomo-linoleate 1.3407734± 0.6343485 0.9676405± 0.5687728 1.39 9.58e-07 0.02
aspartylphenylalanine 1.340828± 1.1479631 1.115561± 0.6269617 1.20 0.03 0.08
mannose 1.347401± 0.5050614 1.007233± 0.4078225 1.34 3.37e-09 0.02
17-methylstearate 1.3487383± 0.661618 0.9728763± 0.5192543 1.39 3.25e-07 0.02
octanoylcarnitine 1.349846± 1.1458219 1.083672± 0.5573134 1.25 8.77e-03 0.03
ADSGEGDFXAEGGGVR 1.351411± 0.8137344 1.142502± 0.6664687 1.18 0.02 0.06
eicosenoate 1.360784± 0.7068789 0.9745737± 0.6290958 1.40 4.54e-06 0.02
phenylalanylleucine 1.364011± 1.0672817 1.032278± 0.4223071 1.32 2.21e-04 0.02
3-methylhistidine 1.365599± 1.334511 1.574523± 2.046128 0.87 0.37 0.47
nicotinamide 1.36923± 1.6683087 1.078041± 0.9989875 1.27 0.07 0.14
N-acetylglycine 1.372749± 0.9398 1.209513± 0.9620726 1.13 0.18 0.28
bradykinin, des-arg(9) 1.374804± 1.684154 1.238255± 1.462809 1.11 0.48 0.56
docosadienoate 1.3765± 0.6926747 0.94999± 0.4728787 1.45 3.48e-09 0.02
pyridoxate 1.382239± 3.050998 3.177348± 9.24473 0.44 0.07 0.14
gamma-glutamylglutamine 1.393722± 0.9406742 1.425218± 0.8600186 0.98 0.78 0.74
tetradecanedioate 1.393862± 1.137943 1.309041± 1.765999 1.06 0.67 0.68
5-alpha-pregnan-3alpha,20beta-diol disulfate 1.397111± 1.834892 1.355694± 2.672026 1.03 0.89 0.79
10-nonadecenoate (19:1n9) 1.4019894± 0.7263689 0.9696805± 0.6326986 1.45 4.64e-07 0.02
2-hydroxybutyrate 1.403545± 0.7636425 0.99769± 0.5246037 1.41 3.00e-07 0.02
homocitrulline 1.408464± 1.1977382 1.217225± 0.8359681 1.16 0.12 0.21
ADpSGEGDFXAEGGGVR 1.41656± 1.1987445 1.035354± 0.5972281 1.37 3.98e-04 0.02
taurocholenate sulfate 1.41708± 1.5698676 1.094168± 0.6632425 1.30 0.02 0.05
pipecolate 1.434802± 2.086915 1.363998± 1.174394 1.05 0.71 0.71
glycodeoxycholate 1.43858± 3.174931 1.354707± 1.230925 1.06 0.75 0.73
N1-methyl-2-pyridone-5-carboxamide 1.439143± 2.519597 1.651051± 2.786109 0.87 0.53 0.59
palmitoleate 1.445518± 1.066521 1.226851± 1.188029 1.18 0.13 0.23
alpha-hydroxyisovalerate 1.446822± 1.9308686 1.275148± 0.8618735 1.13 0.30 0.42
octadecanedioate 1.459505± 0.9515637 1.097342± 0.8914816 1.33 1.79e-03 0.02
erucate 1.465409± 1.357844 1.403337± 2.965158 1.04 0.85 0.78
linolenate [alpha or gamma; (18:3n3 or 6)] 1.469596± 1.0603021 1.110096± 0.8408337 1.32 2.09e-03 0.02
glycochenodeoxycholate 1.48203± 3.698873 1.511487± 1.211154 0.98 0.92 0.80
4-androsten-3beta,17beta-diol disulfate 1.483126± 1.575373 1.719853± 3.412772 0.86 0.52 0.59
taurodeoxycholate 1.484535± 3.144609 1.677809± 1.758627 0.88 0.51 0.58
cysteine-glutathione disulfide 1.493739± 2.191201 1.460251± 1.093311 1.02 0.86 0.78
pregnen-diol disulfate 1.494456± 1.206241 1.25233± 1.258735 1.19 0.12 0.22
glycerol 1.499348± 2.8207456 1.119157± 0.4770869 1.34 0.07 0.14
andro steroid monosulfate 1.507591± 1.51226 1.30664± 1.166319 1.15 0.22 0.33
myristoleate 1.519384± 1.135099 1.199169± 1.197807 1.27 0.03 0.08
3-methylglutarylcarnitine 1.529246± 1.682068 1.24456± 1.094842 1.23 0.09 0.16
adenosine 5'-monophosphate 1.5438223± 8.7152447 0.4087458± 0.4005822 3.78 0.07 0.14
5-dodecenoate (12:1n7) 1.546729± 1.2764549 1.137816± 0.9975586 1.36 3.35e-03 0.02
p-acetamidophenylglucuronide 1.5924234± 7.647851 0.3280626± 1.023404 4.85 0.03 0.07
hydroxybutyrylcarnitine 1.63519± 1.1995588 1.070692± 0.8167798 1.53 4.70e-06 0.02
3-methoxytyrosine 1.636636± 5.028283 1.411674± 6.166531 1.16 0.76 0.73
hexadecanedioate 1.662312± 1.364365 1.293999± 1.560202 1.28 0.05 0.11
chiro-inositol 1.69613± 4.045633 1.624963± 3.802542 1.04 0.88 0.79
5-alpha-androstan-3beta,17beta-diol disulfate 1.749784± 2.247959 1.969125± 3.851118 0.89 0.61 0.64
taurochenodeoxycholate 1.75709± 4.93884 1.848994± 3.168761 0.95 0.85 0.78
3-carboxy-4-methyl-5-propyl-2-furanpropanoate 1.762436± 3.241193 2.725454± 3.90986 0.65 0.04 0.09
heme 1.7830511± 4.182296 0.8006479± 1.59717 2.23 4.66e-03 0.02
theophylline 1.869837± 7.023609 1.361886± 2.547313 1.37 0.38 0.47
thymol sulfate 1.970629± 3.964192 3.01435± 5.109094 0.65 0.08 0.16
3-methoxytyramine sulfate 1± 0 1± 0 1.00 1.00 0.80
amitriptyline 1± 0 1± 0 1.00 1.00 0.80
carbamazepine 1± 0 1± 0 1.00 1.00 0.80
cimetidine 1± 0 1± 0 1.00 1.00 0.80
codeine 1± 0 1± 0 1.00 1.00 0.80
dexamethasone 1± 0 1± 0 1.00 1.00 0.80
diltiazem 1± 0 1± 0 1.00 1.00 0.80
doxylamine 1± 0 1± 0 1.00 1.00 0.80
equol sulfate 1± 0 1± 0 1.00 1.00 0.80
famotidine 1± 0 1± 0 1.00 1.00 0.80
fexofenadine 1± 0 1± 0 1.00 1.00 0.80
homoveratric acid 1± 0 1± 0 1.00 1.00 0.80
hydroxybupropion 1± 0 1± 0 1.00 1.00 0.80
indomethecin 1± 0 1± 0 1.00 1.00 0.80
lactose 1± 0 1± 0 1.00 1.00 0.80
lansoprazole 1± 0 1± 0 1.00 1.00 0.80
meglumine 1± 0 1± 0 1.00 1.00 0.80
meprobamate 1± 0 1± 0 1.00 1.00 0.80
ofloxacin 1± 0 1± 0 1.00 1.00 0.80
pantoprazole 1± 0 1± 0 1.00 1.00 0.80
phenobarbital 1± 0 1± 0 1.00 1.00 0.80
picolinate 1± 0 1± 0 1.00 1.00 0.80
pyridoxine 1± 0 1± 0 1.00 1.00 0.80
topiramate 1± 0 1± 0 1.00 1.00 0.80
venlafaxine 1± 0 1± 0 1.00 1.00 0.80
verapamil 1± 0 1± 0 1.00 1.00 0.80
1,2-propanediol 2.067623± 4.726577 1.909926± 2.937649 1.08 0.73 0.71
12-HETE 2.180786± 2.727428 1.225474± 1.28091 1.78 7.35e-05 0.02
N-methyl proline 2.226495± 3.52901 2.093546± 3.370022 1.06 0.76 0.73
glycocholate 2.251647± 6.940153 1.789766± 2.00554 1.26 0.40 0.49
acetoacetate 2.299084± 2.155784 1.186305± 1.122495 1.94 2.57e-08 0.02
taurocholate 2.369297± 6.960538 2.525825± 6.142798 0.94 0.85 0.78
stachydrine 3.168055± 5.162711 2.638223± 3.759305 1.20 0.33 0.43
3-hydroxybutyrate 3.210772± 4.479762 1.303132± 1.82276 2.46 6.46e-07 0.02
erythritol 3.376224± 14.49139 4.091527± 32.51451 0.83 0.84 0.78
2-piperidinone 3.618559± 5.456544 2.206856± 4.584601 1.64 0.02 0.06
cholate 3.924235± 9.310286 2.636918± 6.343259 1.49 0.17 0.28
naproxen 4.609601± 36.5105 3.054968± 25.08379 1.51 0.67 0.68
mannitol 4.640021± 18.05319 4.316093± 14.01743 1.08 0.87 0.78
2-propylpentanoate 5.6850606± 50.580659 0.4312479± 0.2322498 13.18 0.15 0.25
Metabolite Author-emphasized biomarkers Cutoff value AUROC (95%CI) Sensitivity (%) Specificity (%) Accuracy (%)
ranitidine
ibuprofen
trizma acetate
triamterene
atenolol
desmethylnaproxen sulfate
sorbate
oxypurinol
pioglitazone
desvenlafaxine
chenodeoxycholate
hydrochlorothiazide
3-ethylphenylsulfate
cotinine
omeprazole
gabapentin
N-acetylalliin
isoleucylthreonine
3-hydroxycotinine glucuronide
carboxyibuprofen
warfarin
furosemide
sucralose
4-acetylphenol sulfate
hydroxycotinine
allopurinol riboside
2-hydroxyibuprofen
7-ketodeoxycholate
2,3-dihydroxyisovalerate
allopurinol
3-methyl catechol sulfate
o-cresol sulfate
lipitor
gentisate
1-hydroxy-2-naphthalenecarboxylate
salicylate
2-ethylphenylsulfate
7-alpha-hydroxycholesterol
orotate
bradykinin
salicyluric glucuronide
5-alpha-pregnan-3alpha,20beta-diol disulfate
1,11-undecanedicarboxylate
dihydroferulic acid
bisphenol a monosulfate
2-hydroxyoctanoate
ethyl glucuronide
3-hydroxysebacate
tartarate
sorbose
2-hydroxyhippurate
alpha-hydroxyisocaproate
hydroquinone sulfate
5-alpha-androstan-3alpha,17beta-diol disulfate
5-hydroxymethyl-2-furoic acid
3,7-dimethylurate
3-phenylpropionate
fluoxetine
methyl indole-3-acetate
methyl-4-hydroxybenzoate
5-alpha-androstan-3alpha,17beta-diol disulfate
3-aminophenol
3-methyl catechol sulfate
estrone 3-sulfate
3-aminoisobutyrate
metoprolol acid metabolite
lathosterol
behenate
N-methyl-acetaminophen sulfate 1
beta-sitosterol
ketopioglitazone
N-acetylphenylalanine
7-dehydrocholesterol
metformin
1,2-dipalmitoylglycerol
stearamide
N-acetyl-3-methylhistidine
alpha-CEHC glucuronide
pyridoxal
leucylglycine
1,3,7-trimethylurate
N-ethylglycinexylidide
deoxycholate
2-hydroxyacetaminophen sulfate
indoleacetylglutamine
2-palmitoleoylglycerophosphocholine
ibuprofen acyl glucuronide
campesterol
3-[3-(sulfooxy)phenyl]propanoic acid
tauroursodeoxycholate
maltose
N-(2-furoyl)glycine
3-hydroxyoctanoate
sarcosine
quinine
paroxetine
beta-hydroxypyruvate
ascorbate V
2-methoxyacetaminophen glucuronide
N-acetyl-1-methylhistidine
7-beta-hydroxycholesterol
rosuvastatin
glutathione, oxidized
4-acetamidophenol
norfluoxetine
sorbitol
imidazole propionate
isovalerate
celecoxib
gemfibrozil
valerylcarnitine
diphenhydramine
N-palmitoyltaurine
pseudoephedrine
sebacate
9-methyluric acid
trigonelline
1,3-dipalmitoylglycerol
3-(3-hydroxyphenyl)propionate
3-(N-acetyl-L-cystein-S-yl) acetaminophen
cystine
hydroxypioglitazone
ribitol
gamma-CEHC glucuronide
escitalopram
metoprolol
quinate V
leucylphenylalanine
2-methoxyacetaminophen sulfate
caffeine
L-urobilin
N-acetylcarnosine
phenyllactate
1-methylxanthine
catechol sulfate
methylphosphate
saccharin
paraxanthine V
phenylalanyltryptophan
1-palmitoylglycerophosphoglycerol
delta-tocopherol
beta-tocopherol
cinnamoylglycine
2-arachidonoyl glycerol
cyclo(gly-pro)
allantoin
2-aminophenol sulfate
lidocaine
4-acetaminophen sulfate
1-myristoylglycerophosphocholine
1-eicosapentaenoylglycerophosphoethanolamine
N1-methylguanosine
1-pentadecanoylglycerophosphocholine
cysteine
isoleucylglycine
phenylcarnitine
13-octadecenoate (18:1n5)
1-oleoylglycerophosphoethanolamine
cystine
arabinose
threonate
1-eicosenoylglycerophosphocholine
cyclo(gly-pro)
2-hydroxydecanoate
histidine
trimethylamine n-oxide
1-eicosapentaenoylglycerophosphocholine
ectoine
1-palmitoylglycerophosphoethanolamine
adenosine
isoleucylvaline
proline
azelate V
2-stearoylglycerophosphoinositol
1-palmitoylglycerophosphocholine
pelargonate V
tryptophan
cholesterol
methyl-beta-glucopyranoside
inositol 1-phosphate V
riboflavin V
N-oleoyltaurine
propionylcarnitine
alpha-glutamyltyrosine
valylarginine
caproate
1-linoleoylglycerophosphocholine
pyrophosphate
beta-hydroxyisovalerate
alanine
1-docosapentaenoylglycerophosphocholine
gamma-glutamylmethionine
1-linoleoylglycerophosphoethanolamine
3-(cystein-s-yl)acetaminophen
1-palmitoylglycerophosphoinositol
N-stearoyltaurine
methionine V
alpha-ketoglutarate
2-palmitoylglycerol
1-stearoylglycerophosphoethanolamine
2-ethylhexanoate
indolelactate
sphingosine 1-phosphate
2-oleoylglycerophosphoethanolamine
tyrosine
3-hydroxyhippurate
4-vinylphenol sulfate
2-linoleoylglycerophosphocholine
1-docosahexaenoylglycerophosphocholine
glutamine
valine
glycerate
2-linoleoylglycerophosphoethanolamine
gamma-glutamylleucine
gamma-glutamyltyrosine
1-margaroylglycerophosphocholine
xylitol
pentadecanoate
lysine
urate
phosphate V
benzoate
xylose
1-dihomo-linoleoylglycerophosphocholine
1-linolenoylglycerophosphocholine
carnitine
acetylphosphate
glycolate
stearate, methyl ester
2-palmitoylglycerophosphocholine
phenylalanine
sucrose
1-palmitoleoylglycerophosphocholine
fucose
succinate
palmitoyl sphingomyelin
1-palmitoylplasmenylethanolamine
gamma-glutamylphenylalanine
leucine
threonine
alpha-tocopherol V
isoleucine
5-oxoproline
ornithine
1-oleoylglycerophosphocholine
2-oleoylglycerophosphocholine
1-eicosatrienoylglycerophosphocholine
gamma-glutamyl-valine
4-methylcatechol sulfate
7-methylguanine
glycerophosphorylcholine
citrulline
levulinate
1,5-anhydroglucitol
1-eicosatrienoylglycerophosphoethanolamine
guanosine
glycerol-2-phosphate
glucose
7-alpha-hydroxy-3-oxo-4-cholestenoate
2-arachidonoylglycerophosphocholine
arginine
trans-4-hydroxyproline
gamma-glutamylisoleucine
theobromine V
N6-acetyllysine
hippurate V
7-methylxanthine
N-acetylalanine V
phenylalanylserine
ribose
2-methylbutyrylcarnitine
isovalerylcarnitine
1-arachidonoylglycerophosphoinositol
glycine
p-cresol sulfate
asparagine
uridine
3-hydroxypropanoate
myo-inositol
fumarate
3-indoxyl sulfate
cortisone
choline
myristoylcarnitine
N2,N2-dimethylguanosine
arabitol
creatinine
indolepropionate
3-(4-hydroxyphenyl)lactate
1-oleoylglycerophosphoinositol
serine
3-methyl-2-oxovalerate
pregnenolone sulfate
stearoylcarnitine
1-arachidonoylglycerophosphoethanolamine
4-methyl-2-oxopentanoate
urea
succinylcarnitine
1-arachidonoylglycerophosphocholine
2-stearoylglycerophosphocholine
arabonate
palmitate, methyl ester
serylleucine
deoxycarnitine
3-hydroxy-2-ethylpropionate
N1-methyladenosine
7-methylurate
1,3-dimethylurate
isobutyrylcarnitine
lactate
betaine
2-hydroxystearate V
3-methyl-2-oxobutyrate
2-palmitoylglycerophosphoethanolamine
xylonate
eicosapentaenoate
1-linoleoylglycerol
3-hydroxyisobutyrate
1-palmitoylglycerol
citrate
1-stearoylglycerophosphoinositol
pro-hydroxy-pro
kynurenine
N-acetylserine
2-arachidonoylglycerophosphoethanolamine
4-androsten-3beta,17beta-diol disulfate
1-stearoylglycerol
xanthine
1,7-dimethylurate
palmitoyl ethanolamide
2-linoleoylglycerol
2-docosahexaenoylglycerophosphoethanolamine
glutarylcarnitine
serotonin
dihomo-linoleate
1-methylurate
3-dehydrocarnitine
arachidonate V
homostachydrine
caprylate
aspartate
dimethylglycine
pantothenate
2-aminobutyrate
dehydroisoandrosterone sulfate
2-hydroxypalmitate
glutamate
leucylalanine
acetylcarnitine
N-acetylthreonine
1-docosahexaenoylglycerophosphoethanolamine
pseudo uridine
stearoyl sphingomyelin
hypoxanthine
4-acetamidobutanoate
threitol
inosine
1-arachidonylglycerol
3-hydroxydecanoate
bilirubin (Z,Z)
palmitoylcarnitine
malate
epiandrosterone sulfate
N-formylmethionine
2-hydroxyglutarate
tryptophan betaine
10-undecenoate (11:1n1)
erythronate
2-aminoheptanoate
biliverdin
arachidate
adrenate (22:4n6)
S-methylcysteine
pregnanediol-3-glucuronide
N-acetylmethionine V
docosahexaenoate
palmitate
indoleacetate
1,6-anhydroglucose
2-aminooctanoate
scyllo-inositol
creatine
butyryl-carnitine
nonadecanoate (19:0)
myristate
glycerol-3-phosphate
stearidonate
dodecanedioate
nicotinurate
N6-carbamoylthreonyladenosine
phenol sulfate
cortisol V
gamma-CEHC
gluconate
stearate
taurolithocholate 3-sulfate
cis-4-decenoyl carnitine
DSGEGDFXAEGGGVR
4-hydroxyphenylacetate
linoleate
HWESASXX
1-stearoylglycerophosphocholine
dimethylarginine
N-acetylneuraminate V
2-hydroxyisobutyrate
oleic ethanolamide
oleoylcarnitine
pyruvate
15-methylpalmitate
3-methylxanthine
docosapentaenoate
4-ethylphenylsulfate
acisoga
phenylacetylglutamine
N-delta-acetylornithine
beta-alanine
caprate
pregn steroid monosulfate
phenylalanylphenylalanine
1-arachidonoylglyercophosphate
margarate
glycocholenate sulfate
pyroglutamine
hexanoylcarnitine
C-glycosyltryptophan
decanoylcarnitine
bilirubin (E,E)
N-acetyl-beta-alanine
i-urobilinogen
o-sulfo-l-tyrosine
fructose
oleate
glycolithocholate sulfate
lauroylcarnitine
laurate
gamma-tocopherol
piperine
cis-vaccenate (18:1n7)
androsterone sulfate
10-heptadecenoate (17:1n7)
docosapentaenoate
dihomo-linoleate
aspartylphenylalanine
mannose
17-methylstearate
octanoylcarnitine
ADSGEGDFXAEGGGVR
eicosenoate
phenylalanylleucine
3-methylhistidine
nicotinamide
N-acetylglycine
bradykinin, des-arg(9)
docosadienoate
pyridoxate
gamma-glutamylglutamine
tetradecanedioate
5-alpha-pregnan-3alpha,20beta-diol disulfate
10-nonadecenoate (19:1n9)
2-hydroxybutyrate
homocitrulline
ADpSGEGDFXAEGGGVR
taurocholenate sulfate
pipecolate
glycodeoxycholate
N1-methyl-2-pyridone-5-carboxamide
palmitoleate
alpha-hydroxyisovalerate
octadecanedioate
erucate
linolenate [alpha or gamma; (18:3n3 or 6)]
glycochenodeoxycholate
4-androsten-3beta,17beta-diol disulfate
taurodeoxycholate
cysteine-glutathione disulfide
pregnen-diol disulfate
glycerol
andro steroid monosulfate
myristoleate
3-methylglutarylcarnitine
adenosine 5'-monophosphate
5-dodecenoate (12:1n7)
p-acetamidophenylglucuronide
hydroxybutyrylcarnitine
3-methoxytyrosine
hexadecanedioate
chiro-inositol
5-alpha-androstan-3beta,17beta-diol disulfate
taurochenodeoxycholate
3-carboxy-4-methyl-5-propyl-2-furanpropanoate
heme
theophylline
thymol sulfate
3-methoxytyramine sulfate
amitriptyline
carbamazepine
cimetidine
codeine
dexamethasone
diltiazem
doxylamine
equol sulfate
famotidine
fexofenadine
homoveratric acid
hydroxybupropion
indomethecin
lactose
lansoprazole
meglumine
meprobamate
ofloxacin
pantoprazole
phenobarbital
picolinate
pyridoxine
topiramate
venlafaxine
verapamil
1,2-propanediol
12-HETE
N-methyl proline
glycocholate
acetoacetate
taurocholate
stachydrine
3-hydroxybutyrate
erythritol
2-piperidinone
cholate
naproxen
mannitol
2-propylpentanoate

Paper graphical summary