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. 2019 Apr 30;9(5):83. doi: 10.3390/metabo9050083

Table 2.

Age and study site-adjusted correlation of 37 top metabolites with scores on the Scale of Aging Vigor in Epidemiology (SAVE) (p < 0.05) and attenuations after further adjustments among 287 black men from the Health, Aging, and Body Composition study.

Log-Transformed and
Standardized Metabolites
Human Metabolome Database
ID Number
Human Metabolome Database
Taxonomy Sub Class
Continuous SAVE Scores,
Adjusting for Age and Study Site (N = 287)
Continuous SAVE Scores,
Adjusting for Multiple Variables 1 (n = 257)
Correlation, p-Value False Discovery Rate Correlation, p-Value Percent
Attenuation 2
Glucuronate HMDB00127 Carbohydrates/carbohydrate conjugates 0.21, p = 0.0003 0.08 0.12, p = 0.07 49%
Tryptophan HMDB00929 Indolyl carboxylic acids/derivatives −0.21, p = 0.0005 0.08 −0.18, p = 0.005 15%
Methionine HMDB00696 Amino acids/peptides/analogues −0.19, p = 0.001 0.15 −0.13, p = 0.04 16%
N-carbamoyl-beta-alanine HMDB00026 Ureas 0.17, p = 0.004 0.22 0.13, p = 0.045 39%
Tyrosine HMDB00158 Amino acids/peptides/analogues −0.17, p = 0.004 0.22 −0.16, p = 0.01 −5%
Isocitrate HMDB00193 Tricarboxylic acids and derivatives 0.17, p = 0.004 0.22 0.11, p = 0.08 40%
Creatinine HMDB00562 Amino acids/peptides/analogues 0.16, p = 0.008 0.27 0.02, p = 0.79 89%
C4-OH carnitine HMDB13127 Beta hydroxy acids/derivatives 0.16, p = 0.009 0.27 0.10, p = 0.14 34%
C14:0 SM HMDB12097 Phosphosphingolipids −0.15, p = 0.009 0.27 −0.14, p = 0.03 −6%
Cystathionine HMDB00099 Amino acids/peptides/analogues 0.15, p = 0.009 0.27 0.11, p = 0.09 32%
Hydroxyphenylacetate HMDB00020 1-hydroxy-2-unsubstituted benzenoids 0.15, p = 0.01 0.27 −0.004, p = 0.95 103%
Putrescine HMDB01414 Amines 0.15, p = 0.01 0.27 0.11, p = 0.09 16%
1-methylnicotinamide HMDB00699 Pyridinecarboxylic acids/derivatives −0.15, p = 0.01 0.27 −0.18, p = 0.004 −25%
Asparagine HMDB00168 Amino acids/peptides/analogues −0.15, p = 0.01 0.27 −0.12, p = 0.07 13%
Leucine HMDB00687 Amino acids/peptides/analogues −0.14, p = 0.02 0.35 −0.19, p = 0.003 −34%
5-aminolevulinic acid HMDB01149 Amino acids/peptides/analogues 0.14, p = 0.02 0.36 −0.02, p = 0.81 113%
Inosine HMDB00195 Not available 0.14, p = 0.02 0.39 0.12, p = 0.06 16%
Histidine HMDB00177 Amino acids/peptides/analogues −0.13, p = 0.03 0.39 −0.12, p = 0.07 4%
C34:3 PE plasmalogen HMDB11343 Glycerophosphoethanolamines −0.13, p = 0.03 0.39 −0.08, p = 0.21 −15%
Symmetric dimethylarginine (SDMA) HMDB03334 Amino acids/peptides/analogues 0.13, p = 0.03 0.39 0.02, p = 0.77 86%
C24:1 ceramide (d18:1) HMDB04953 Ceramides 0.13, p = 0.03 0.39 0.12, p = 0.06 −7%
C36:4 PE HMDB08937 Glycerophosphoethanolamines 0.13, p = 0.03 0.39 0.07, p = 0.31 43%
Urate HMDB00289 Purines/purine derivatives 0.13, p = 0.03 0.39 0.11, p = 0.09 21%
C18:2 CE HMDB00610 Steroid esters −0.13, p = 0.03 0.39 −0.09, p = 0.17 22%
Trimethylamine-N-oxide HMDB00925 Aminoxides 0.13, p = 0.03 0.39 0.02, p = 0.73 80%
2-hydroxyglutarate HMDB00694 Short-chain hydroxy acids/derivatives 0.13, p = 0.03 0.39 0.07, p = 0.29 49%
C24:0 SM HMDB11697 Phosphosphingolipids −0.13, p = 0.03 0.39 −0.13, p = 0.049 −3%
Fumarate HMDB00134 Dicarboxylic acids/derivatives 0.13, p = 0.03 0.39 0.19, p = 0.002 −7%
C22:0 SM HMDB12103 Phosphosphingolipids −0.13, p = 0.03 0.39 −0.15, p = 0.02 −10%
C20:5 LPC HMDB10397 Glycerophosphocholines −0.12, p = 0.04 0.39 −0.06, p = 0.36 40%
Salicylurate HMDB00840 Benzoic acids/derivatives 0.12, p = 0.04 0.41 −0.02, p = 0.75 118%
Homogentisate HMDB00130 Phenylacetic acids 0.12, p = 0.04 0.41 0.08, p = 0.19 45%
Glycodeoxycholate HMDB00631 Bile acids, alcohols and derivatives −0.12, p = 0.04 0.42 −0.13, p = 0.045 −13%
Malate HMDB00156 Beta hydroxy acids and derivatives 0.12, p = 0.04 0.42 0.16, p = 0.01 −9%
5-hydroxytryptophan HMDB00472 Tryptamines and derivatives −0.12, p = 0.04 0.42 −0.10, p = 0.13 31%
C54:10 TAG ---- Triradylcglycerols −0.12, p = 0.046 0.43 −0.16, p = 0.01 −23%
C44:13 PE plasmalogen ---- Glycerophosphoethanolamines −0.12, p = 0.049 0.44 −0.07, p = 0.29 23%

1 Current smoking status, body mass index, appendicular lean mass, percent body fat, daily protein intake, interleukin-6, C-reactive protein, creatinine, cardiovascular disease, diabetes, pulmonary diseases, and total number of prescription medications. 2 Percent attenuation = 100*(r1−r2)/r1; where r1 = correlation coefficient between SAVE scores and a metabolite, adjusting for age and study site, r2 = correlation coefficient after further adjustments. Note: 30 participants were missing appendicular lean mass, percent body fat, daily protein intake, interleukin-6, C-reactive protein, and/or creatinine, thus, the correlation coefficient that was further adjusted for those variables was compared to the age- and study site-adjusted correlation coefficient restricted to the same sample size to calculate percent attenuation. Grey shading indicates metabolites that were significant (p < 0.05) after adjusting for multiple more commonly measured variables. SM = sphingomyelin. PE = phosphatidylethanolamine. CE = cholesteryl ester. LPC = lysophosphatidylcholine. TAG = triacylglycerol.