BACKGROUND/OBJECTIVE: Serum metabolites have been linked to higher risk of chronic diseases but determinants of serum metabolites are not clear. We aimed to investigate the association between habitual diet as a modifiable risk factor and relevant serum metabolites. SUBJECTS/METHODS: This cross-sectional study comprised 2380 EPIC-Potsdam participants. Intake of 45 food groups was assessed by food frequency questionnaire and concentrations of 127 serum metabolites were measured by targeted metabolomics. Reduced rank regression was used to find dietary patterns that explain the maximum variation of metabolites. RESULTS: In the multivariable-adjusted model, the proportion of explained variation by habitual diet was ranked as follows: acyl-alkyl-phosphatidylcholines (5.7%), sphingomyelins (5.1%), diacyl-phosphatidylcholines (4.4%), lyso-phosphatidylcholines (4.1%), acylcarnitines (3.5%), amino acids (2.2%) and hexose (1.6%). A pattern with high intake of butter and low intake of margarine was related to acylcarnitines, acyl-alkyl-phosphatidylcholines, lyso-phosphatidylcholines and hydroxy-sphingomyelins, particularly with saturated and monounsaturated fatty acid side chains. A pattern with high intake of red meat and fish and low intake of whole-grain bread and tea was related to hexose and phosphatidylcholines. A pattern consisting of high intake of potatoes, dairy products and cornflakes particularly explained methionine and branched chain amino acids. Dietary patterns related to type 2 diabetes-relevant metabolites included high intake of red meat and low intake of whole-grain bread, tea, coffee, cake and cookies, canned fruits and fish. CONCLUSIONS: Dietary patterns characterized by intakes of red meat, whole-grain bread, tea and coffee were linked to relevant metabolites and could be potential targets for chronic disease prevention.
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Adams, Sean H.
Hoppel, Charles L.
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h-index: 0
机构:
Case Western Reserve Univ, Dept Pharmacol, Cleveland, OH 44106 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Hoppel, Charles L.
Lok, Kerry H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Nutr Sci, Birmingham, AL 35294 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Lok, Kerry H.
Zhao, Ling
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Zhao, Ling
Wong, Scott W.
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h-index: 0
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Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Wong, Scott W.
Minkler, Paul E.
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h-index: 0
机构:
Case Western Reserve Univ, Dept Pharmacol, Cleveland, OH 44106 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Minkler, Paul E.
Hwang, Daniel H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Hwang, Daniel H.
Newman, John W.
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h-index: 0
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Newman, John W.
Garvey, W. Timothy
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h-index: 0
机构:
Univ Alabama Birmingham, Dept Nutr Sci, Birmingham, AL 35294 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Univ Munich, Fac Biol, D-82152 Planegg Martinsried, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Altmaier, Elisabeth
Kastenmueller, Gabi
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h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Kastenmueller, Gabi
Roemisch-Margl, Werner
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h-index: 0
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Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Roemisch-Margl, Werner
Thorand, Barbara
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h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Thorand, Barbara
Weinberger, Klaus M.
论文数: 0引用数: 0
h-index: 0
机构:
Biocrates Life Sci AG, A-6020 Innsbruck, AustriaHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Weinberger, Klaus M.
Illig, Thomas
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Illig, Thomas
Adamski, Jerzy
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Expt Genet, German Res Ctr Environm Hlth, Genome Anal Ctr, D-85764 Neuherberg, Germany
Tech Univ Munich, Inst Expt Genet Life & Food Sci, Ctr Weihenstephan, D-85354 Freising Weihenstephan, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Adamski, Jerzy
Doering, Angela
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Doering, Angela
Suhre, Karsten
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Univ Munich, Fac Biol, D-82152 Planegg Martinsried, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Adams, Sean H.
Hoppel, Charles L.
论文数: 0引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Pharmacol, Cleveland, OH 44106 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Hoppel, Charles L.
Lok, Kerry H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Nutr Sci, Birmingham, AL 35294 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Lok, Kerry H.
Zhao, Ling
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Zhao, Ling
Wong, Scott W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Wong, Scott W.
Minkler, Paul E.
论文数: 0引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Pharmacol, Cleveland, OH 44106 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Minkler, Paul E.
Hwang, Daniel H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Hwang, Daniel H.
Newman, John W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Univ Calif Davis, Dept Nutr, Davis, CA 95616 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
Newman, John W.
Garvey, W. Timothy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alabama Birmingham, Dept Nutr Sci, Birmingham, AL 35294 USAUniv Calif Davis, ARS, USDA, Western Human Nutr Res Ctr, Davis, CA 95616 USA
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Univ Munich, Fac Biol, D-82152 Planegg Martinsried, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Altmaier, Elisabeth
Kastenmueller, Gabi
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Kastenmueller, Gabi
Roemisch-Margl, Werner
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Roemisch-Margl, Werner
Thorand, Barbara
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Thorand, Barbara
Weinberger, Klaus M.
论文数: 0引用数: 0
h-index: 0
机构:
Biocrates Life Sci AG, A-6020 Innsbruck, AustriaHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Weinberger, Klaus M.
Illig, Thomas
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Illig, Thomas
Adamski, Jerzy
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Expt Genet, German Res Ctr Environm Hlth, Genome Anal Ctr, D-85764 Neuherberg, Germany
Tech Univ Munich, Inst Expt Genet Life & Food Sci, Ctr Weihenstephan, D-85354 Freising Weihenstephan, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Adamski, Jerzy
Doering, Angela
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Epidemiol, German Res Ctr Environm Hlth, D-85764 Neuherberg, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Doering, Angela
Suhre, Karsten
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany
Univ Munich, Fac Biol, D-82152 Planegg Martinsried, GermanyHelmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol, German Res Ctr Environm Hlth, D-85764 Neuherberg, Germany