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Published in: European Journal of Epidemiology 5/2014

Open Access 01-05-2014 | GENETIC EPIDEMIOLOGY

Metabolomics approach reveals effects of antihypertensives and lipid-lowering drugs on the human metabolism

Authors: Elisabeth Altmaier, Gisela Fobo, Margit Heier, Barbara Thorand, Christine Meisinger, Werner Römisch-Margl, Melanie Waldenberger, Christian Gieger, Thomas Illig, Jerzy Adamski, Karsten Suhre, Gabi Kastenmüller

Published in: European Journal of Epidemiology | Issue 5/2014

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Abstract

The mechanism of antihypertensive and lipid-lowering drugs on the human organism is still not fully understood. New insights on the drugs’ action can be provided by a metabolomics-driven approach, which offers a detailed view of the physiological state of an organism. Here, we report a metabolome-wide association study with 295 metabolites in human serum from 1,762 participants of the KORA F4 (Cooperative Health Research in the Region of Augsburg) study population. Our intent was to find variations of metabolite concentrations related to the intake of various drug classes and—based on the associations found—to generate new hypotheses about on-target as well as off-target effects of these drugs. In total, we found 41 significant associations for the drug classes investigated: For beta-blockers (11 associations), angiotensin-converting enzyme (ACE) inhibitors (four assoc.), diuretics (seven assoc.), statins (ten assoc.), and fibrates (nine assoc.) the top hits were pyroglutamine, phenylalanylphenylalanine, pseudouridine, 1-arachidonoylglycerophosphocholine, and 2-hydroxyisobutyrate, respectively. For beta-blockers we observed significant associations with metabolite concentrations that are indicative of drug side-effects, such as increased serotonin and decreased free fatty acid levels. Intake of ACE inhibitors and statins associated with metabolites that provide insight into the action of the drug itself on its target, such as an association of ACE inhibitors with des-Arg(9)-bradykinin and aspartylphenylalanine, a substrate and a product of the drug-inhibited ACE. The intake of statins which reduce blood cholesterol levels, resulted in changes in the concentration of metabolites of the biosynthesis as well as of the degradation of cholesterol. Fibrates showed the strongest association with 2-hydroxyisobutyrate which might be a breakdown product of fenofibrate and, thus, a possible marker for the degradation of this drug in the human organism. The analysis of diuretics showed a heterogeneous picture that is difficult to interpret. Taken together, our results provide a basis for a deeper functional understanding of the action and side-effects of antihypertensive and lipid-lowering drugs in the general population.
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Literature
3.
go back to reference Gorre F, Vandekerckhove H. Beta-blockers: focus on mechanism of action. Which beta-blocker, when and why? Acta Cardiol. 2010;65(5):565–70.PubMed Gorre F, Vandekerckhove H. Beta-blockers: focus on mechanism of action. Which beta-blocker, when and why? Acta Cardiol. 2010;65(5):565–70.PubMed
4.
go back to reference Li G-H, Le G-W, Shi Y-H, Shrestha S. Angiotensin I-converting enzyme inhibitory peptides derived from food proteins and their physiological and pharmacological effects. Nutr Res. 2004;24(7):469–86.CrossRef Li G-H, Le G-W, Shi Y-H, Shrestha S. Angiotensin I-converting enzyme inhibitory peptides derived from food proteins and their physiological and pharmacological effects. Nutr Res. 2004;24(7):469–86.CrossRef
6.
go back to reference Group AOaCftACR. Major outcomes in high-risk hypertensive patients randomized to angiotensin-converting enzyme inhibitor or calcium channel blocker vs diuretic: the antihypertensive and lipid-lowering treatment to prevent heart attack trial (ALLHAT). JAMA. 2002;288(23):2981–97.CrossRef Group AOaCftACR. Major outcomes in high-risk hypertensive patients randomized to angiotensin-converting enzyme inhibitor or calcium channel blocker vs diuretic: the antihypertensive and lipid-lowering treatment to prevent heart attack trial (ALLHAT). JAMA. 2002;288(23):2981–97.CrossRef
7.
go back to reference Ernst ME, Gordon JA. Diuretic therapy: key aspects in hypertension and renal disease. J Nephrol. 2010;23(5):487–93.PubMed Ernst ME, Gordon JA. Diuretic therapy: key aspects in hypertension and renal disease. J Nephrol. 2010;23(5):487–93.PubMed
8.
go back to reference Krukemyer JJ, Talbert RL. Lovastatin: a new cholesterol-lowering agent. Pharmacotherapy. 1987;7(6):198–210.PubMed Krukemyer JJ, Talbert RL. Lovastatin: a new cholesterol-lowering agent. Pharmacotherapy. 1987;7(6):198–210.PubMed
9.
go back to reference Hebert PR, Gaziano JM, Chan KS, Hennekens CH. Cholesterol lowering with statin drugs, risk of stroke, and total mortality. An overview of randomized trials. JAMA. 1997;278(4):313–21.PubMedCrossRef Hebert PR, Gaziano JM, Chan KS, Hennekens CH. Cholesterol lowering with statin drugs, risk of stroke, and total mortality. An overview of randomized trials. JAMA. 1997;278(4):313–21.PubMedCrossRef
10.
go back to reference Watts GF, Dimmitt SB. Fibrates, dyslipoproteinaemia and cardiovascular disease. Curr Opin Lipidol. 1999;10(6):561–74.PubMedCrossRef Watts GF, Dimmitt SB. Fibrates, dyslipoproteinaemia and cardiovascular disease. Curr Opin Lipidol. 1999;10(6):561–74.PubMedCrossRef
11.
go back to reference Ozasa H, Miyazawa S, Furuta S, Osumi T, Hashimoto T. Induction of peroxisomal beta-oxidation enzymes in primary cultured rat hepatocytes by clofibric acid. J Biochem. 1985;97(5):1273–8.PubMed Ozasa H, Miyazawa S, Furuta S, Osumi T, Hashimoto T. Induction of peroxisomal beta-oxidation enzymes in primary cultured rat hepatocytes by clofibric acid. J Biochem. 1985;97(5):1273–8.PubMed
12.
go back to reference Reddy JK, Goel SK, Nemali MR, Carrino JJ, Laffler TG, Reddy MK, et al. Transcription regulation of peroxisomal fatty acyl-CoA oxidase and enoyl-CoA hydratase/3-hydroxyacyl-CoA dehydrogenase in rat liver by peroxisome proliferators. Proc Natl Acad Sci USA. 1986;83(6):1747–51.PubMedCentralPubMedCrossRef Reddy JK, Goel SK, Nemali MR, Carrino JJ, Laffler TG, Reddy MK, et al. Transcription regulation of peroxisomal fatty acyl-CoA oxidase and enoyl-CoA hydratase/3-hydroxyacyl-CoA dehydrogenase in rat liver by peroxisome proliferators. Proc Natl Acad Sci USA. 1986;83(6):1747–51.PubMedCentralPubMedCrossRef
16.
go back to reference Corona G, Rizzolio F, Giordano A, Toffoli G. Pharmaco-metabolomics: an emerging “omics” tool for the personalization of anticancer treatments and identification of new valuable therapeutic targets. J Cell Physiol. 2012;227(7):2827–31. doi:10.1002/jcp.24003.PubMedCrossRef Corona G, Rizzolio F, Giordano A, Toffoli G. Pharmaco-metabolomics: an emerging “omics” tool for the personalization of anticancer treatments and identification of new valuable therapeutic targets. J Cell Physiol. 2012;227(7):2827–31. doi:10.​1002/​jcp.​24003.PubMedCrossRef
17.
go back to reference Mühlberger N, Behrend C, Stark R. Datenbankgestützte Online-Erfassung von Arzneimitteln im Rahmen gesundheitswissenschaftlicher Studien - Erfahrungen mit der IDOM-Software. Informatik Biometrie Epidemiologie Medizin Biologie. 2003;34:601–11. Mühlberger N, Behrend C, Stark R. Datenbankgestützte Online-Erfassung von Arzneimitteln im Rahmen gesundheitswissenschaftlicher Studien - Erfahrungen mit der IDOM-Software. Informatik Biometrie Epidemiologie Medizin Biologie. 2003;34:601–11.
18.
go back to reference Deutsche H. Empfehlung zur Hochdruckbehandlung. 19 Auflage. 2007. Deutsche H. Empfehlung zur Hochdruckbehandlung. 19 Auflage. 2007.
19.
go back to reference Evans AM, DeHaven CD, Barrett T, Mitchell M, Milgram E. Integrated, nontargeted ultrahigh performance liquid chromatography/electrospray ionization tandem mass spectrometry platform for the identification and relative quantification of the small-molecule complement of biological systems. Anal Chem. 2009;81(16):6656–67. doi:10.1021/ac901536h.PubMedCrossRef Evans AM, DeHaven CD, Barrett T, Mitchell M, Milgram E. Integrated, nontargeted ultrahigh performance liquid chromatography/electrospray ionization tandem mass spectrometry platform for the identification and relative quantification of the small-molecule complement of biological systems. Anal Chem. 2009;81(16):6656–67. doi:10.​1021/​ac901536h.PubMedCrossRef
20.
23.
go back to reference Lafontan M, Berlan M. Fat cell adrenergic receptors and the control of white and brown fat cell function. J Lipid Res. 1993;34(7):1057–91.PubMed Lafontan M, Berlan M. Fat cell adrenergic receptors and the control of white and brown fat cell function. J Lipid Res. 1993;34(7):1057–91.PubMed
24.
go back to reference Millet L, Barbe P, Lafontan M, Berlan M, Galitzky J. Catecholamine effects on lipolysis and blood flow in human abdominal and femoral adipose tissue. J Appl Physiol. 1998;85(1):181–8.PubMed Millet L, Barbe P, Lafontan M, Berlan M, Galitzky J. Catecholamine effects on lipolysis and blood flow in human abdominal and femoral adipose tissue. J Appl Physiol. 1998;85(1):181–8.PubMed
25.
go back to reference Vanhees L, Defoor JG, Schepers D, Lijnen P, Peeters BY, Lacante PH, et al. Effect of bisoprolol and atenolol on endurance exercise capacity in healthy men. J Hypertens. 2000;18(1):35–43.PubMedCrossRef Vanhees L, Defoor JG, Schepers D, Lijnen P, Peeters BY, Lacante PH, et al. Effect of bisoprolol and atenolol on endurance exercise capacity in healthy men. J Hypertens. 2000;18(1):35–43.PubMedCrossRef
27.
go back to reference Bakkaloğlu B, Yabanoğlu S, Özyüksel BR, Uçar G, Ertuğrul A, Demir B, et al. Platelet and plasma serotonin levels and platelet monoamine oxidase activity in patients with major depression: effects of sertraline treatment. Turk J Biochem. 2008;33(3):97–103. Bakkaloğlu B, Yabanoğlu S, Özyüksel BR, Uçar G, Ertuğrul A, Demir B, et al. Platelet and plasma serotonin levels and platelet monoamine oxidase activity in patients with major depression: effects of sertraline treatment. Turk J Biochem. 2008;33(3):97–103.
29.
go back to reference Dubreuil P, Fulcrand P, Rodriguez M, Fulcrand H, Laur J, Martinez J. Novel activity of angiotensin-converting enzyme. Hydrolysis of cholecystokinin and gastrin analogues with release of the amidated C-terminal dipeptide. Biochem J. 1989;262(1):125–30.PubMedCentralPubMed Dubreuil P, Fulcrand P, Rodriguez M, Fulcrand H, Laur J, Martinez J. Novel activity of angiotensin-converting enzyme. Hydrolysis of cholecystokinin and gastrin analogues with release of the amidated C-terminal dipeptide. Biochem J. 1989;262(1):125–30.PubMedCentralPubMed
30.
go back to reference Ahren B, Holst JJ, Efendic S. Antidiabetogenic action of cholecystokinin-8 in type 2 diabetes. J Clin Endocrinol Metab. 2000;85(3):1043–8.PubMed Ahren B, Holst JJ, Efendic S. Antidiabetogenic action of cholecystokinin-8 in type 2 diabetes. J Clin Endocrinol Metab. 2000;85(3):1043–8.PubMed
31.
go back to reference Aguilar D, Solomon SD. ACE inhibitors and angiotensin receptor antagonists and the incidence of new-onset diabetes mellitus: an emerging theme. Drugs. 2006;66(9):1169–77.PubMedCrossRef Aguilar D, Solomon SD. ACE inhibitors and angiotensin receptor antagonists and the incidence of new-onset diabetes mellitus: an emerging theme. Drugs. 2006;66(9):1169–77.PubMedCrossRef
33.
go back to reference Skidgel RA, Erdos EG. The broad substrate specificity of human angiotensin I converting enzyme. Clin Exp Hypertens A. 1987;9(2–3):243–59.PubMedCrossRef Skidgel RA, Erdos EG. The broad substrate specificity of human angiotensin I converting enzyme. Clin Exp Hypertens A. 1987;9(2–3):243–59.PubMedCrossRef
34.
go back to reference Cyr M, Lepage Y, Blais C Jr, Gervais N, Cugno M, Rouleau JL, et al. Bradykinin and des-Arg(9)-bradykinin metabolic pathways and kinetics of activation of human plasma. Am J Physiol Heart Circ Physiol. 2001;281(1):H275–83.PubMed Cyr M, Lepage Y, Blais C Jr, Gervais N, Cugno M, Rouleau JL, et al. Bradykinin and des-Arg(9)-bradykinin metabolic pathways and kinetics of activation of human plasma. Am J Physiol Heart Circ Physiol. 2001;281(1):H275–83.PubMed
35.
36.
go back to reference Katori M, Majima M. A missing link between a high salt intake and blood pressure increase. J Pharmacol Sci. 2006;100(5):370–90.PubMedCrossRef Katori M, Majima M. A missing link between a high salt intake and blood pressure increase. J Pharmacol Sci. 2006;100(5):370–90.PubMedCrossRef
38.
go back to reference Dunn W, Broadhurst D, Deepak S, Buch M, McDowell G, Spasic I, et al. Serum metabolomics reveals many novel metabolic markers of heart failure, including pseudouridine and 2-oxoglutarate. Metabolomics. 2007;3(4):413–26.CrossRef Dunn W, Broadhurst D, Deepak S, Buch M, McDowell G, Spasic I, et al. Serum metabolomics reveals many novel metabolic markers of heart failure, including pseudouridine and 2-oxoglutarate. Metabolomics. 2007;3(4):413–26.CrossRef
39.
go back to reference Roessle M, Herz R, Klein B, Gerok W. Tryptophan-Metabolismus bei Lebererkrankungen: Eine pharmakokinetische und enzymatische Untersuchung. J Mol Med. 1986;64(13):590–4. Roessle M, Herz R, Klein B, Gerok W. Tryptophan-Metabolismus bei Lebererkrankungen: Eine pharmakokinetische und enzymatische Untersuchung. J Mol Med. 1986;64(13):590–4.
41.
go back to reference Niwa T. Uremic toxicity of indoxyl sulfate. Nagoya J Med Sci. 2010;72(1–2):1–11.PubMed Niwa T. Uremic toxicity of indoxyl sulfate. Nagoya J Med Sci. 2010;72(1–2):1–11.PubMed
42.
43.
go back to reference Niewczas MA, Sirich TL, Mathew AV, Skupien J, Mohney RP, Warram JH, et al. Uremic solutes and risk of end-stage renal disease in type 2 diabetes: metabolomic study. Kidney Int. 2014;. doi:10.1038/ki.2013.497.PubMed Niewczas MA, Sirich TL, Mathew AV, Skupien J, Mohney RP, Warram JH, et al. Uremic solutes and risk of end-stage renal disease in type 2 diabetes: metabolomic study. Kidney Int. 2014;. doi:10.​1038/​ki.​2013.​497.PubMed
45.
go back to reference Kraus LM, Gaber L, Handorf CR, Marti HP, Kraus AP Jr. Carbamoylation of glomerular and tubular proteins in patients with kidney failure: a potential mechanism of ongoing renal damage. Swiss Med Wkly. 2001;131(11–12):139–44.PubMed Kraus LM, Gaber L, Handorf CR, Marti HP, Kraus AP Jr. Carbamoylation of glomerular and tubular proteins in patients with kidney failure: a potential mechanism of ongoing renal damage. Swiss Med Wkly. 2001;131(11–12):139–44.PubMed
46.
go back to reference DeMarco MAM, Maynard JW, Baer AN, Gelber AC, Young JH, Alonso A, et al. Diuretic use, increased serum urate levels, and risk of incident gout in a population-based study of adults with hypertension: the Atherosclerosis Risk in Communities cohort study. Arthritis Rheum. 2012;64(1):121–9. doi:10.1002/Art.33315.CrossRef DeMarco MAM, Maynard JW, Baer AN, Gelber AC, Young JH, Alonso A, et al. Diuretic use, increased serum urate levels, and risk of incident gout in a population-based study of adults with hypertension: the Atherosclerosis Risk in Communities cohort study. Arthritis Rheum. 2012;64(1):121–9. doi:10.​1002/​Art.​33315.CrossRef
47.
go back to reference Meaney S, Babiker A, Lutjohann D, Diczfalusy U, Axelson M, Bjorkhem I. On the origin of the cholestenoic acids in human circulation. Steroids. 2003;68(7–8):595–601.PubMedCrossRef Meaney S, Babiker A, Lutjohann D, Diczfalusy U, Axelson M, Bjorkhem I. On the origin of the cholestenoic acids in human circulation. Steroids. 2003;68(7–8):595–601.PubMedCrossRef
48.
go back to reference Kempen HJ, Glatz JF, Gevers Leuven JA, van der Voort HA, Katan MB. Serum lathosterol concentration is an indicator of whole-body cholesterol synthesis in humans. J Lipid Res. 1988;29(9):1149–55.PubMed Kempen HJ, Glatz JF, Gevers Leuven JA, van der Voort HA, Katan MB. Serum lathosterol concentration is an indicator of whole-body cholesterol synthesis in humans. J Lipid Res. 1988;29(9):1149–55.PubMed
49.
go back to reference Rise P, Pazzucconi F, Sirtori CR, Galli C. Statins enhance arachidonic acid synthesis in hypercholesterolemic patients. Nutr Metab Cardiovasc Dis. 2001;11(2):88–94.PubMed Rise P, Pazzucconi F, Sirtori CR, Galli C. Statins enhance arachidonic acid synthesis in hypercholesterolemic patients. Nutr Metab Cardiovasc Dis. 2001;11(2):88–94.PubMed
51.
go back to reference Bellini MJ, Polo MP, de Alaniz MJ, de Bravo MG. Effect of simvastatin on the uptake and metabolic conversion of palmitic, dihomo-gamma-linoleic and alpha-linolenic acids in A549 cells. Prostaglandins Leukot Essent Fatty Acids. 2003;69(5):351–7.PubMedCrossRef Bellini MJ, Polo MP, de Alaniz MJ, de Bravo MG. Effect of simvastatin on the uptake and metabolic conversion of palmitic, dihomo-gamma-linoleic and alpha-linolenic acids in A549 cells. Prostaglandins Leukot Essent Fatty Acids. 2003;69(5):351–7.PubMedCrossRef
52.
go back to reference Kiso Y. Pharmacology in health foods: effects of arachidonic acid and docosahexaenoic acid on the age-related decline in brain and cardiovascular system function. J Pharmacol Sci. 2011;115(4):471–5.PubMedCrossRef Kiso Y. Pharmacology in health foods: effects of arachidonic acid and docosahexaenoic acid on the age-related decline in brain and cardiovascular system function. J Pharmacol Sci. 2011;115(4):471–5.PubMedCrossRef
54.
go back to reference Ferrucci L, Cherubini A, Bandinelli S, Bartali B, Corsi A, Lauretani F, et al. Relationship of plasma polyunsaturated fatty acids to circulating inflammatory markers. J Clin Endocrinol Metab. 2006;91(2):439–46. doi:10.1210/jc.2005-1303.PubMedCrossRef Ferrucci L, Cherubini A, Bandinelli S, Bartali B, Corsi A, Lauretani F, et al. Relationship of plasma polyunsaturated fatty acids to circulating inflammatory markers. J Clin Endocrinol Metab. 2006;91(2):439–46. doi:10.​1210/​jc.​2005-1303.PubMedCrossRef
55.
go back to reference Sears B, Ricordi C. Role of fatty acids and polyphenols in inflammatory gene transcription and their impact on obesity, metabolic syndrome and diabetes. Eur Rev Med Pharmacol Sci. 2012;16(9):1137–54.PubMed Sears B, Ricordi C. Role of fatty acids and polyphenols in inflammatory gene transcription and their impact on obesity, metabolic syndrome and diabetes. Eur Rev Med Pharmacol Sci. 2012;16(9):1137–54.PubMed
56.
57.
go back to reference Diaz SO, Pinto J, Graca G, Duarte IF, Barros AS, Galhano E, et al. Metabolic biomarkers of prenatal disorders: an exploratory NMR metabonomics study of second trimester maternal urine and blood plasma. J Proteome Res. 2011;10(8):3732–42. doi:10.1021/pr200352m.PubMedCrossRef Diaz SO, Pinto J, Graca G, Duarte IF, Barros AS, Galhano E, et al. Metabolic biomarkers of prenatal disorders: an exploratory NMR metabonomics study of second trimester maternal urine and blood plasma. J Proteome Res. 2011;10(8):3732–42. doi:10.​1021/​pr200352m.PubMedCrossRef
58.
go back to reference Calvani R, Miccheli A, Capuani G, Tomassini Miccheli A, Puccetti C, Delfini M, et al. Gut microbiome-derived metabolites characterize a peculiar obese urinary metabotype. Int J Obes. 2010;34(6):1095–8. doi:10.1038/ijo.2010.44.CrossRef Calvani R, Miccheli A, Capuani G, Tomassini Miccheli A, Puccetti C, Delfini M, et al. Gut microbiome-derived metabolites characterize a peculiar obese urinary metabotype. Int J Obes. 2010;34(6):1095–8. doi:10.​1038/​ijo.​2010.​44.CrossRef
59.
go back to reference Gerondaes P, Alberti KG, Agius L. Interactions of inhibitors of carnitine palmitoyltransferase I and fibrates in cultured hepatocytes. Biochem J. 1988;253(1):169–73.PubMedCentralPubMed Gerondaes P, Alberti KG, Agius L. Interactions of inhibitors of carnitine palmitoyltransferase I and fibrates in cultured hepatocytes. Biochem J. 1988;253(1):169–73.PubMedCentralPubMed
60.
go back to reference Tsoko M, Beauseigneur F, Gresti J, Demarquoy J, Clouet P. Hypolipidaemic effects of fenofibrate are not altered by mildronate-mediated normalization of carnitine concentration in rat liver. Biochimie. 1998;80(11):943–8.PubMedCrossRef Tsoko M, Beauseigneur F, Gresti J, Demarquoy J, Clouet P. Hypolipidaemic effects of fenofibrate are not altered by mildronate-mediated normalization of carnitine concentration in rat liver. Biochimie. 1998;80(11):943–8.PubMedCrossRef
62.
go back to reference Gieger C, Geistlinger L, Altmaier E, Hrabé de Angelis M, Kronenberg F, Meitinger T, et al. Genetics meets metabolomics: a genome-wide association study of metabolite profiles in human serum. PLoS Genet. 2008;4(11):e1000282. doi:10.1371/journal.pgen.1000282. Gieger C, Geistlinger L, Altmaier E, Hrabé de Angelis M, Kronenberg F, Meitinger T, et al. Genetics meets metabolomics: a genome-wide association study of metabolite profiles in human serum. PLoS Genet. 2008;4(11):e1000282. doi:10.​1371/​journal.​pgen.​1000282.
Metadata
Title
Metabolomics approach reveals effects of antihypertensives and lipid-lowering drugs on the human metabolism
Authors
Elisabeth Altmaier
Gisela Fobo
Margit Heier
Barbara Thorand
Christine Meisinger
Werner Römisch-Margl
Melanie Waldenberger
Christian Gieger
Thomas Illig
Jerzy Adamski
Karsten Suhre
Gabi Kastenmüller
Publication date
01-05-2014
Publisher
Springer Netherlands
Published in
European Journal of Epidemiology / Issue 5/2014
Print ISSN: 0393-2990
Electronic ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-014-9910-7

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