ArticleProceedings of the National Academy of Sciences of the United States of America2016
Individual variability in human blood metabolites identifies age-related differences.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 212 papers.
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Who cites it
212 citing papers in PubMed, 389 citations in OpenAlex.
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- The gut microbiome drives inter- and intra-individual differences in metabolism of bioactive small molecules.Scientific reports · 2020Trial
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- Nicotinamide Riboside Augments the Aged Human Skeletal Muscle NADCell reports · 2019Trial
- Twelve-month tracking of metabolomic changes in ex vivo bloodstains: the analytical validity window of bloodstain metabolites.Forensic science, medicine, and pathology · 2026Article
- Metabolomics and Machine Learning Uncover 5'-Methylthioadenosine as a Metabolic Indicator of Mixed-Pattern Drug-Induced Liver Injury.Metabolites · 2026Article
- Oral LNAD+ rapidly elevates whole blood intracellular NAD and metabolic flux without elevating plasma NAD: evidence from a randomized controlled trial.GeroScience · 2026Article
- Citrulline drives age-related lipid deposition for healthspan.Nature communications · 2026Article
- Liver- and Immune-Enriched Molecular Signatures Associated With Mortality in Older Adults.Aging cell · 2026Article
- Human whole-blood NADNature metabolism · 2026Article
- Association of serum biomarkers for lipid and amino acid metabolism with cognition in adolescents.Pediatric research · 2026Article
- Towards Metabolomics-Guided Healthy and Anti-Aging Nutrition.Metabolites · 2026Article
- Blood as the mirror and modulator of aging: mechanistic insights and rejuvenation strategies.Experimental & molecular medicine · 2026Review
- Metabolomic signatures of extreme old age: findings from the New England Centenarian Study.GeroScience · 2026Article
- The loss of peroxiredoxin 2 in mice disrupts the biochemical aging phenotype in erythrocytes.iScience · 2026Article
- The metabolites for muscle and osteoclast activity are indicators of femoral neck osteoporosis.Scientific reports · 2026Article
- The role of exercise in modulating NAD+ metabolic enzymes: mechanisms and health benefits.Frontiers in sports and active living · 2026Review
- Cancer-cell-secreted DDAH1 induces TGF-β1/Smad3 signaling pathway to promote fibrosis and aging in lung.Nature aging · 2026Article
- Epigenetics, bacterial metabolites and type 2 diabetes: a new view of gut-genome interactions.Frontiers in microbiology · 2026Review
152 more citing papers are in PubMed but not listed here.
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Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Metabolites present in human blood document individual physiological states influenced by genetic, epigenetic, and lifestyle factors. Using high-resolution liquid chromatography-mass spectrometry (LC-MS), we performed nontargeted, quantitative metabolomics analysis in blood of 15 young (29 ± 4 y of age) and 15 elderly (81 ± 7 y of age) individuals. Coefficients of variation (CV = SD/mean) were obtained for 126 blood metabolites of all 30 donors. Fifty-five RBC-enriched metabolites, for which metabolomics studies have been scarce, are highlighted here. We found 14 blood compounds that show remarkable age-related increases or decreases; they include 1,5-anhydroglucitol, dimethyl-guanosine, acetyl-carnosine, carnosine, ophthalmic acid, UDP-acetyl-glucosamine,N-acetyl-arginine,N6-acetyl-lysine, pantothenate, citrulline, leucine, isoleucine, NAD(+), and NADP(+) Six of them are RBC-enriched, suggesting that RBC metabolomics is highly valuable for human aging research. Age differences are partly explained by a decrease in antioxidant production or increasing inefficiency of urea metabolism among the elderly. Pearson's coefficients demonstrated that some age-related compounds are correlated, suggesting that aging affects them concomitantly. Although our CV values are mostly consistent with those CVs previously published, we here report previously unidentified CVs of 51 blood compounds. Compounds having moderate to high CV values (0.4-2.5) are often modified. Compounds having low CV values, such as ATP and glutathione, may be related to various diseases because their concentrations are strictly controlled, and changes in them would compromise health. Thus, human blood is a rich source of information about individual metabolic differences.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.