The Diurnal Rhythmicity of Untargeted Metabolomic Profiles in Humans
Nagarajan, P.; Faquih, T.; Yu, B.; Dashti, H. S.; Noordam, R.; Xiao, Q.; Kaplan, R.; Qi, Q.; Isasi, C. R.; Saxena, R.; Scheer, F. A. J. L.; Redline, S.; Sofer, T.; Wang, H.
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It is well established that the circadian rhythm system plays a crucial role in metabolic regulation. Yet, the influence of time of sample collection in cross-sectional, untargeted metabolomics datasets remains underexplored. We therefore investigated the temporal oscillations of 853 serum metabolites from 5954 fasting samples in the Hispanic Community Health Study / Study of Latinos cohort, where blood samples were drawn within a short daytime window (7:45 am - 1:38 pm). In total, 84 serum metabolites were significantly associated (p<5.9e-05) with blood draw time. Time-varying metabolites exhibit enrichment in pathways of incretin hormones and light signaling, mechanistic connections to neurological and circadian control (dopamine response, melatonin activity), and implications for therapeutics (serotonergic drugs) and health disorder understanding (sleep, depression). Unsupervised analysis revealed latent, nonlinear patterns in five metabolite clusters according to their temporal profiles. Impact on false and missed discovery, and altered effect size estimates for metabolite-health disorder associations underscore the importance of accounting for time. Results fundamentally show that serum metabolites exhibit non-negligible temporal variation even in a restricted short daytime window. Accounting for this variance appears important for precise disease understanding from metabolomics data.
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