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Serum metabolites associated with wholegrain consumption using nontargeted metabolic profiling: a discovery and reproducibility study

Noerman, Stefania, 1987 (author)
Chalmers tekniska högskola,Chalmers University of Technology,Itä-Suomen Yliopisto,University of Eastern Finland
Virtanen, Jyrki K. (author)
Itä-Suomen Yliopisto,University of Eastern Finland
Lehtonen, Marko (author)
Itä-Suomen Yliopisto,University of Eastern Finland
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Brunius, Carl, 1974 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Hanhineva, Kati, 1972 (author)
Chalmers tekniska högskola,Chalmers University of Technology,Turun Yliopisto,University of Turku,Itä-Suomen Yliopisto,University of Eastern Finland
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 (creator_code:org_t)
2022-10-06
2023
English.
In: European Journal of Nutrition. - : Springer Science and Business Media LLC. - 1436-6207 .- 1436-6215. ; 62:2, s. 713-726
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • Purpose: To identify fasting serum metabolites associated with WG intake in a free-living population adjusted for potential confounders. Methods: We selected fasting serum samples at baseline from a subset (n = 364) of the prospective population-based Kuopio Ischaemic Heart Disease Risk Factor Study (KIHD) cohort. The samples were analyzed using nontargeted metabolomics with liquid chromatography coupled with mass spectrometry (LC–MS). Association with WG intake was investigated using both random forest followed by linear regression adjusted for age, BMI, smoking, physical activity, energy and alcohol consumption, and partial Spearman correlation adjusted for the same covariates. Features selected by any of these models were shortlisted for annotation. We then checked if we could replicate the findings in an independent subset from the same cohort (n = 200). Results: Direct associations were observed between WG intake and pipecolic acid betaine, tetradecanedioic acid, four glucuronidated alkylresorcinols (ARs), and an unknown metabolite both in discovery and replication cohorts. The associations remained significant (FDR<0.05) even after adjustment for the confounders in both cohorts. Sinapyl alcohol was positively correlated with WG intake in both cohorts after adjustment for the confounders but not in linear models in the replication cohort. Some microbial metabolites, such as indolepropionic acid, were positively correlated with WG intake in the discovery cohort, but the correlations were not replicated in the replication cohort. Conclusions: The identified associations between WG intake and the seven metabolites after adjusting for confounders in both discovery and replication cohorts suggest the potential of these metabolites as robust biomarkers of WG consumption.

Subject headings

MEDICIN OCH HÄLSOVETENSKAP  -- Klinisk medicin -- Geriatrik (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Clinical Medicine -- Geriatrics (hsv//eng)
MEDICIN OCH HÄLSOVETENSKAP  -- Hälsovetenskap -- Arbetsmedicin och miljömedicin (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Health Sciences -- Occupational Health and Environmental Health (hsv//eng)
MEDICIN OCH HÄLSOVETENSKAP  -- Hälsovetenskap -- Näringslära (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Health Sciences -- Nutrition and Dietetics (hsv//eng)

Keyword

LC–MS
Wholegrain
Biomarker
Dietary assessment
Nontargeted metabolomics

Publication and Content Type

art (subject category)
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