Skip to main content
Erschienen in: Acta Diabetologica 3/2016

04.09.2015 | Original Article

Serum metabolic profile predicts adverse central haemodynamics in patients with type 2 diabetes mellitus

verfasst von: Sonja B. Nikolic, Lindsay M. Edwards, Yuliya V. Karpievitch, Richard Wilson, James Horne, Murray J. Adams, James E. Sharman

Erschienen in: Acta Diabetologica | Ausgabe 3/2016

Einloggen, um Zugang zu erhalten

Abstract

Aims

People with type 2 diabetes mellitus (T2DM) have abnormal peripheral and central haemodynamics at rest and during exercise, probably due to metabolic perturbations, but mechanisms are unknown. We used untargeted metabolomics to determine the relationships between metabolic perturbations and haemodynamics (peripheral and central) measured at rest and during exercise.

Methods

Serum samples from 39 participants with T2DM (62 ± 9 years; 46 % male) and 39 controls (52 ± 10 years; 51 % male) were analysed by liquid chromatography–mass spectrometry, nuclear magnetic resonance spectroscopy and principal component analysis. Scores on principal components (PC) were used to assess relationships with haemodynamics including peripheral and central BP, central augmentation index (AIx) and central augmentation pressure (AP).

Results

Participants with T2DM had higher resting and exercise haemodynamics (peripheral and central BP, central AIx and central AP) compared to controls (p < 0.05). PC that comprised of a signature metabolic pattern of T2DM was independently associated with resting and exercise central AIx and central AP (p < 0.05).

Conclusions

Serum metabolic profile was associated with central, but not peripheral, haemodynamics in T2DM participants, suggesting that metabolic irregularities may explain abnormal central haemodynamics in T2DM patients.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat de Vegt F, Dekker JM, Ruhe HG, Stehouwer CD, Nijpels G, Bouter LM, Heine RJ (1999) Hyperglycaemia is associated with all-cause and cardiovascular mortality in the Hoorn population: the Hoorn Study. Diabetologia 42(8):926–931CrossRefPubMed de Vegt F, Dekker JM, Ruhe HG, Stehouwer CD, Nijpels G, Bouter LM, Heine RJ (1999) Hyperglycaemia is associated with all-cause and cardiovascular mortality in the Hoorn population: the Hoorn Study. Diabetologia 42(8):926–931CrossRefPubMed
2.
Zurück zum Zitat Turner RC, Holman RR, Matthews DR, Bassett PA, Coster R, Stratton IM et al (1993) Hypertension in diabetes study (HDS). 1. Prevalence of hypertension in newly presenting type-2 diabetic-patients and the association with risk-factors for cardiovascular and diabetic complications. J Hypertens 11(3):309–317CrossRef Turner RC, Holman RR, Matthews DR, Bassett PA, Coster R, Stratton IM et al (1993) Hypertension in diabetes study (HDS). 1. Prevalence of hypertension in newly presenting type-2 diabetic-patients and the association with risk-factors for cardiovascular and diabetic complications. J Hypertens 11(3):309–317CrossRef
3.
4.
Zurück zum Zitat Vlachopoulos C, Aznaouridis K, O'Rourke MF, Safar ME, Baou K, Stefanadis C (2010) Prediction of cardiovascular events and all-cause mortality with central haemodynamics: a systematic review and meta-analysis. Eur Heart J. doi:10.1093/eurheartj/ehq024 PubMed Vlachopoulos C, Aznaouridis K, O'Rourke MF, Safar ME, Baou K, Stefanadis C (2010) Prediction of cardiovascular events and all-cause mortality with central haemodynamics: a systematic review and meta-analysis. Eur Heart J. doi:10.​1093/​eurheartj/​ehq024 PubMed
6.
Zurück zum Zitat Scott JA, Coombes JS, Prins JB, Leano RL, Marwick TH, Sharman JE (2008) Patients with type 2 diabetes have exaggerated brachial and central exercise blood pressure: relation to left ventricular relative wall thickness. Am J Hypertens 21(6):715–721. doi:10.1038/ajh.2008.166 CrossRefPubMed Scott JA, Coombes JS, Prins JB, Leano RL, Marwick TH, Sharman JE (2008) Patients with type 2 diabetes have exaggerated brachial and central exercise blood pressure: relation to left ventricular relative wall thickness. Am J Hypertens 21(6):715–721. doi:10.​1038/​ajh.​2008.​166 CrossRefPubMed
8.
Zurück zum Zitat Suhre K, Meisinger C, Doring A, Altmaier E, Belcredi P, Gieger C, Chang D, Milburn MV, Gall WE, Weinberger KM, Mewes HW, Hrabe de Angelis M, Wichmann HE, Kronenberg F, Adamski J, Illig T (2010) Metabolic footprint of diabetes: a multiplatform metabolomics study in an epidemiological setting. PLoS ONE 5(11):e13953. doi:10.1371/journal.pone.0013953 CrossRefPubMedPubMedCentral Suhre K, Meisinger C, Doring A, Altmaier E, Belcredi P, Gieger C, Chang D, Milburn MV, Gall WE, Weinberger KM, Mewes HW, Hrabe de Angelis M, Wichmann HE, Kronenberg F, Adamski J, Illig T (2010) Metabolic footprint of diabetes: a multiplatform metabolomics study in an epidemiological setting. PLoS ONE 5(11):e13953. doi:10.​1371/​journal.​pone.​0013953 CrossRefPubMedPubMedCentral
9.
Zurück zum Zitat Welborn T, De Courten M (2001) Case detection and diagnosis expert working group: national evidence based guidelines for the management of type 2 diabetes mellitus; part 3 case detection and diagnosis of type 2 diabetes. National Health and Medical Research Council Welborn T, De Courten M (2001) Case detection and diagnosis expert working group: national evidence based guidelines for the management of type 2 diabetes mellitus; part 3 case detection and diagnosis of type 2 diabetes. National Health and Medical Research Council
10.
11.
Zurück zum Zitat El Assaad MA, Topouchian JA, Darne BM, Asmar RG (2002) Validation of the Omron HEM-907 device for blood pressure measurement. Blood Press Monit 7(4):237–241CrossRefPubMed El Assaad MA, Topouchian JA, Darne BM, Asmar RG (2002) Validation of the Omron HEM-907 device for blood pressure measurement. Blood Press Monit 7(4):237–241CrossRefPubMed
12.
Zurück zum Zitat Pickering TG, Hall JE, Appel LJ, Falkner BE, Graves J, Hill MN, Jones DW, Kurtz T, Sheps SG, Roccella EJ (2005) Recommendations for blood pressure measurement in humans and experimental animals: part 1: blood pressure measurement in humans: a statement for professionals from the Subcommittee of Professional and Public Education of the American Heart Association Council on High Blood Pressure Research. Circulation 111(5):697–716. doi:10.1161/01.CIR.0000154900.76284.F6 CrossRefPubMed Pickering TG, Hall JE, Appel LJ, Falkner BE, Graves J, Hill MN, Jones DW, Kurtz T, Sheps SG, Roccella EJ (2005) Recommendations for blood pressure measurement in humans and experimental animals: part 1: blood pressure measurement in humans: a statement for professionals from the Subcommittee of Professional and Public Education of the American Heart Association Council on High Blood Pressure Research. Circulation 111(5):697–716. doi:10.​1161/​01.​CIR.​0000154900.​76284.​F6 CrossRefPubMed
13.
Zurück zum Zitat Stergiou GS, Giovas PP, Gkinos CP, Tzamouranis DG (2008) Validation of the A&D UM-101 professional hybrid device for office blood pressure measurement according to the International Protocol. Blood Press Monit 13(1):37–42. doi:10.1097/MBP.0b013e3282c9acb0 CrossRefPubMed Stergiou GS, Giovas PP, Gkinos CP, Tzamouranis DG (2008) Validation of the A&D UM-101 professional hybrid device for office blood pressure measurement according to the International Protocol. Blood Press Monit 13(1):37–42. doi:10.​1097/​MBP.​0b013e3282c9acb0​ CrossRefPubMed
14.
Zurück zum Zitat Schultz MG, Climie RE, Nikolic SB, Ahuja KD, Sharman JE (2012) Reproducibility of cardiac output derived by impedance cardiography during postural changes and exercise. Artery Res 6:78–84CrossRef Schultz MG, Climie RE, Nikolic SB, Ahuja KD, Sharman JE (2012) Reproducibility of cardiac output derived by impedance cardiography during postural changes and exercise. Artery Res 6:78–84CrossRef
15.
Zurück zum Zitat Sharman JE, Lim R, Qasem AM, Coombes JS, Burgess MI, Franco J, Garrahy P, Wilkinson IB, Marwick TH (2006) Validation of a generalized transfer function to noninvasively derive central blood pressure during exercise. Hypertension 47(6):1203–1208CrossRefPubMed Sharman JE, Lim R, Qasem AM, Coombes JS, Burgess MI, Franco J, Garrahy P, Wilkinson IB, Marwick TH (2006) Validation of a generalized transfer function to noninvasively derive central blood pressure during exercise. Hypertension 47(6):1203–1208CrossRefPubMed
16.
Zurück zum Zitat Holland DJ, Sacre JW, McFarlane SJ, Coombes JS, Sharman JE (2008) Pulse wave analysis is a reproducible technique for measuring central blood pressure during hemodynamic perturbations induced by exercise. Am J Hypertens 21(10):1100–1106. doi:10.1038/ajh.2008.253 CrossRefPubMed Holland DJ, Sacre JW, McFarlane SJ, Coombes JS, Sharman JE (2008) Pulse wave analysis is a reproducible technique for measuring central blood pressure during hemodynamic perturbations induced by exercise. Am J Hypertens 21(10):1100–1106. doi:10.​1038/​ajh.​2008.​253 CrossRefPubMed
17.
Zurück zum Zitat Laurent S, Cockcroft J, Van Bortel L, Boutouyrie P, Giannattasio C, Hayoz D, Pannier B, Vlachopoulos C, Wilkinson I, Struijker-Boudier H, European Network for Non-invasive Investigation of Large A (2006) Expert consensus document on arterial stiffness: methodological issues and clinical applications. Eur Heart J 27(21):2588–2605. doi:10.1093/eurheartj/ehl254 CrossRefPubMed Laurent S, Cockcroft J, Van Bortel L, Boutouyrie P, Giannattasio C, Hayoz D, Pannier B, Vlachopoulos C, Wilkinson I, Struijker-Boudier H, European Network for Non-invasive Investigation of Large A (2006) Expert consensus document on arterial stiffness: methodological issues and clinical applications. Eur Heart J 27(21):2588–2605. doi:10.​1093/​eurheartj/​ehl254 CrossRefPubMed
18.
Zurück zum Zitat Nikolic SB, Wilson R, Hare JL, Adams MJ, Edwards LM, Sharman JE (2014) Spironolactone reduces aortic stiffness via blood pressure-dependent effects of canrenoate. Metabolomics 10(1):105–113. doi:10.1007/s11306-013-0557-2 CrossRef Nikolic SB, Wilson R, Hare JL, Adams MJ, Edwards LM, Sharman JE (2014) Spironolactone reduces aortic stiffness via blood pressure-dependent effects of canrenoate. Metabolomics 10(1):105–113. doi:10.​1007/​s11306-013-0557-2 CrossRef
19.
Zurück zum Zitat Dunn WB, Broadhurst D, Begley P, Zelena E, Francis-McIntyre S, Anderson N, Brown M, Knowles JD, Halsall A, Haselden JN, Nicholls AW, Wilson ID, Kell DB, Goodacre R, Human Serum Metabolome C (2011) Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry. Nat Protoc 6(7):1060–1083. doi:10.1038/nprot.2011.335 CrossRefPubMed Dunn WB, Broadhurst D, Begley P, Zelena E, Francis-McIntyre S, Anderson N, Brown M, Knowles JD, Halsall A, Haselden JN, Nicholls AW, Wilson ID, Kell DB, Goodacre R, Human Serum Metabolome C (2011) Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry. Nat Protoc 6(7):1060–1083. doi:10.​1038/​nprot.​2011.​335 CrossRefPubMed
21.
Zurück zum Zitat Karpievitch YV, Taverner T, Adkins JN, Callister SJ, Anderson GA, Smith RD, Dabney AR (2009) Normalization of peak intensities in bottom-up MS-based proteomics using singular value decomposition. Bioinformatics (Oxford, England) 25(19):2573–2580. doi:10.1093/bioinformatics/btp426 CrossRef Karpievitch YV, Taverner T, Adkins JN, Callister SJ, Anderson GA, Smith RD, Dabney AR (2009) Normalization of peak intensities in bottom-up MS-based proteomics using singular value decomposition. Bioinformatics (Oxford, England) 25(19):2573–2580. doi:10.​1093/​bioinformatics/​btp426 CrossRef
22.
Zurück zum Zitat Edwards LM, Lawler NG, Nikolic SB, Peters JM, Horne J, Wilson R, Davies NW, Sharman JE (2012) Metabolomics reveals increased isoleukotoxin diol (12,13-DHOME) in human plasma after acute intralipid infusion. J Lipid Res 53(9):1979–1986. doi:10.1194/jlr.P027706 CrossRefPubMedPubMedCentral Edwards LM, Lawler NG, Nikolic SB, Peters JM, Horne J, Wilson R, Davies NW, Sharman JE (2012) Metabolomics reveals increased isoleukotoxin diol (12,13-DHOME) in human plasma after acute intralipid infusion. J Lipid Res 53(9):1979–1986. doi:10.​1194/​jlr.​P027706 CrossRefPubMedPubMedCentral
23.
Zurück zum Zitat De Meyer T, Sinnaeve D, Van Gasse B, Tsiporkova E, Rietzschel ER, De Buyzere ML, Gillebert TC, Bekaert S, Martins JC, Van Criekinge W (2008) NMR-based characterization of metabolic alterations in hypertension using an adaptive, intelligent binning algorithm. Anal Chem 80(10):3783–3790. doi:10.1021/ac7025964 CrossRefPubMed De Meyer T, Sinnaeve D, Van Gasse B, Tsiporkova E, Rietzschel ER, De Buyzere ML, Gillebert TC, Bekaert S, Martins JC, Van Criekinge W (2008) NMR-based characterization of metabolic alterations in hypertension using an adaptive, intelligent binning algorithm. Anal Chem 80(10):3783–3790. doi:10.​1021/​ac7025964 CrossRefPubMed
24.
Zurück zum Zitat Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc 57(1):289–300 Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc 57(1):289–300
25.
Zurück zum Zitat Brown M, Wedge DC, Goodacre R, Kell DB, Baker PN, Kenny LC, Mamas MA, Neyses L, Dunn WB (2011) Automated workflows for accurate mass-based putative metabolite identification in LC/MS-derived metabolomic datasets. Bioinformatics (Oxford, England) 27(8):1108–1112. doi:10.1093/bioinformatics/btr079 CrossRef Brown M, Wedge DC, Goodacre R, Kell DB, Baker PN, Kenny LC, Mamas MA, Neyses L, Dunn WB (2011) Automated workflows for accurate mass-based putative metabolite identification in LC/MS-derived metabolomic datasets. Bioinformatics (Oxford, England) 27(8):1108–1112. doi:10.​1093/​bioinformatics/​btr079 CrossRef
26.
Zurück zum Zitat Warwick DB, Alexander E, Ralf WJM, Darren CJ, Marie B, Rainer B, Thomas H, Royston G, Steffen N, Joachim K, Mark VR (2013) Mass appeal: metabolite identification in mass spectrometry-focused untargeted metabolomics. Metabolomics 9(1):44–46. doi:10.1007/s11306-012-0434-4 CrossRef Warwick DB, Alexander E, Ralf WJM, Darren CJ, Marie B, Rainer B, Thomas H, Royston G, Steffen N, Joachim K, Mark VR (2013) Mass appeal: metabolite identification in mass spectrometry-focused untargeted metabolomics. Metabolomics 9(1):44–46. doi:10.​1007/​s11306-012-0434-4 CrossRef
27.
Zurück zum Zitat Crockford DJ, Holmes E, Lindon JC, Plumb RS, Zirah S, Bruce SJ, Rainville P, Stumpf CL, Nicholson JK (2006) Statistical heterospectroscopy, an approach to the integrated analysis of NMR and UPLC-MS data sets: application in metabonomic toxicology studies. Anal Chem 78(2):363–371. doi:10.1021/ac051444m CrossRefPubMed Crockford DJ, Holmes E, Lindon JC, Plumb RS, Zirah S, Bruce SJ, Rainville P, Stumpf CL, Nicholson JK (2006) Statistical heterospectroscopy, an approach to the integrated analysis of NMR and UPLC-MS data sets: application in metabonomic toxicology studies. Anal Chem 78(2):363–371. doi:10.​1021/​ac051444m CrossRefPubMed
30.
Zurück zum Zitat DiGirolamo M, Newby FD, Lovejoy J (1992) Lactate production in adipose tissue: a regulated function with extra-adipose implications. FASEB J 6(7):2405–2412PubMed DiGirolamo M, Newby FD, Lovejoy J (1992) Lactate production in adipose tissue: a regulated function with extra-adipose implications. FASEB J 6(7):2405–2412PubMed
31.
Zurück zum Zitat Mabley JG, Pacher P, Liaudet L, Soriano FG, Hasko G, Marton A, Szabo C, Salzman AL (2003) Inosine reduces inflammation and improves survival in a murine model of colitis. Am J Physiol Gastrointest Liver Physiol 284(1):G138–G144. doi:10.1152/ajpgi.00060.2002 CrossRefPubMed Mabley JG, Pacher P, Liaudet L, Soriano FG, Hasko G, Marton A, Szabo C, Salzman AL (2003) Inosine reduces inflammation and improves survival in a murine model of colitis. Am J Physiol Gastrointest Liver Physiol 284(1):G138–G144. doi:10.​1152/​ajpgi.​00060.​2002 CrossRefPubMed
32.
Zurück zum Zitat Mabley JG, Rabinovitch A, Suarez-Pinzon W, Hasko G, Pacher P, Power R, Southan G, Salzman A, Szabo C (2003) Inosine protects against the development of diabetes in multiple-low-dose streptozotocin and nonobese diabetic mouse models of type 1 diabetes. Mol Med (Cambridge, Mass) 9(3–4):96–104 Mabley JG, Rabinovitch A, Suarez-Pinzon W, Hasko G, Pacher P, Power R, Southan G, Salzman A, Szabo C (2003) Inosine protects against the development of diabetes in multiple-low-dose streptozotocin and nonobese diabetic mouse models of type 1 diabetes. Mol Med (Cambridge, Mass) 9(3–4):96–104
33.
Zurück zum Zitat Boos CJ, Lip GY (2006) Is hypertension an inflammatory process? Curr Pharm Des 12(13):1623–1635CrossRefPubMed Boos CJ, Lip GY (2006) Is hypertension an inflammatory process? Curr Pharm Des 12(13):1623–1635CrossRefPubMed
34.
Zurück zum Zitat Wang TJ, Larson MG, Vasan RS, Cheng S, Rhee EP, McCabe E, Lewis GD, Fox CS, Jacques PF, Fernandez C, O'Donnell CJ, Carr SA, Mootha VK, Florez JC, Souza A, Melander O, Clish CB, Gerszten RE (2011) Metabolite profiles and the risk of developing diabetes. Nat Med 17(4):448–453. doi:10.1038/nm.2307 CrossRefPubMedPubMedCentral Wang TJ, Larson MG, Vasan RS, Cheng S, Rhee EP, McCabe E, Lewis GD, Fox CS, Jacques PF, Fernandez C, O'Donnell CJ, Carr SA, Mootha VK, Florez JC, Souza A, Melander O, Clish CB, Gerszten RE (2011) Metabolite profiles and the risk of developing diabetes. Nat Med 17(4):448–453. doi:10.​1038/​nm.​2307 CrossRefPubMedPubMedCentral
Metadaten
Titel
Serum metabolic profile predicts adverse central haemodynamics in patients with type 2 diabetes mellitus
verfasst von
Sonja B. Nikolic
Lindsay M. Edwards
Yuliya V. Karpievitch
Richard Wilson
James Horne
Murray J. Adams
James E. Sharman
Publikationsdatum
04.09.2015
Verlag
Springer Milan
Erschienen in
Acta Diabetologica / Ausgabe 3/2016
Print ISSN: 0940-5429
Elektronische ISSN: 1432-5233
DOI
https://doi.org/10.1007/s00592-015-0802-4

Weitere Artikel der Ausgabe 3/2016

Acta Diabetologica 3/2016 Zur Ausgabe

Leitlinien kompakt für die Innere Medizin

Mit medbee Pocketcards sicher entscheiden.

Seit 2022 gehört die medbee GmbH zum Springer Medizin Verlag

Update Innere Medizin

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.