Combined Metabolomic and Proteomic Analysis of Human Atrial Fibrillation
Open accessAbstract
Objectives We sought to decipher metabolic processes servicing the increased energy demand during persistent atrial fibrillation (AF) and to ascertain whether metabolic derangements might instigate this arrhythmia.Background Whereas electrical, structural, and contractile remodeling processes are well-recognized contributors to the self-perpetuating nature of AF, the impact of cardiac metabolism upon the persistence/initiation of this resilient arrhythmia has not been explored in detail.Methods Human atrial appendage tissues from matched cohorts in sinus rhythm (SR), from those who developed AF post-operatively, and from patients in persistent AF undergoing cardiac surgery were analyzed using a combined metabolomic and proteomic approach.Results High-resolution proton nuclear magnetic resonance (NMR) spectroscopy of cardiac tissue from patients in persistent AF revealed a rise in beta-hydroxybutyrate, the major substrate in ketone body metabolism, along with an increase in ketogenic amino acids and glycine. These metabolomic findings were substantiated by proteomic experiments demonstrating differential expression of 3-oxoacid transferase, the key enzyme for ketolytic energy production. Notably, compared with the SR cohort, the group susceptible to post-operative AF showed a discordant regulation of energy metabolites. Combined principal component and linear discriminant analyses of metabolic profiles from proton NMR spectroscopy correctly classified more than 80% of patients at risk of AF at the time of coronary artery bypass grafting.Conclusions The present study characterized the metabolic adaptation to persistent AF, unraveling a potential role for ketone bodies, and demonstrated that discordant metabolic alterations are evident in individuals susceptible to post-operative AF.
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Other applications have explored connections between metabolome models and other layers of information, including transcriptome and proteome.
“Other applications have explored various connections between metabolome models and other layers of information, including the transcriptome [40] and proteome [41–43].”
From Multi-omics approaches to disease (2017) · cites this paper as [42]
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Cites
(1975) · Journal of AOAC INTERNATIONAL · doi:10.1093/jaoac/58.5.1085 · Cited by 20,078 · see citing works
Introduction to Statistical Pattern Recognition
(1990) · Elsevier eBooks · doi:10.1016/c2009-0-27872-x · Cited by 11,056 · see citing works
(1974) · Elsevier eBooks · doi:10.1016/b978-0-12-091304-6.x5001-0 · Cited by 6,786 · see citing works
Introduction to statistical pattern recognition (2nd ed.)
Fukunaga, K. (1990) · Academic Press Professional, Inc. eBooks · Cited by 3,802 · see citing works
Atrial Fibrillation Begets Atrial Fibrillation
WIJFFELS, M. C. E. F., Kirchhof, C. J. H. J., Dorland, R., & Allessie, M. A. (1995) · Circulation · doi:10.1161/01.cir.92.7.1954 · Cited by 3,500 · see citing works
Rhee, S. G., Chae, H. Z., & Kim, K. (2005) · Free Radical Biology and Medicine · doi:10.1016/j.freeradbiomed.2005.02.026 · Cited by 1,409 · see citing works
A multicenter risk index for atrial fibrillation after cardiac surgery
Mathew, J. P. (2004) · JAMA · doi:10.1001/jama.291.14.1720 · Cited by 1,234 · see citing works
The Natural History of Lone Atrial Fibrillation
Kopecky, S. L., Gersh, B. J., McGoon, M. D., Whisnant, J. P., Holmes, D. R., Ilstrup, D. M., & Frye, R. L. (1987) · New England Journal of Medicine · doi:10.1056/nejm198709103171104 · Cited by 936 · see citing works
Activation of the Complement System During and After Cardiopulmonary Bypass Surgery
Bruins, P., Velthuis, H. T., Yazdanbakhsh, A. P., Jansen, P. G. M., van Hardevelt, F. W. J., de Beaumont, E. M. F. H., Wildevuur, C. R. H., Eijsman, L., Trouwborst, A., & Hack, C. E. (1997) · Circulation · doi:10.1161/01.cir.96.10.3542 · Cited by 792 · see citing works
Structural Changes of Atrial Myocardium due to Sustained Atrial Fibrillation in the Goat
Ausma, J., WIJFFELS, M. C. E. F., Thoné, F., Wouters, L., Allessie, M. A., & Borgers, M. J. (1997) · Circulation · doi:10.1161/01.cir.96.9.3157 · Cited by 669 · see citing works
Impaired Myofibrillar Energetics and Oxidative Injury During Human Atrial Fibrillation
Mihm, M. J., Yu, F., Carnes, C. A., Reiser, P. J., McCarthy, P. M., Wagoner, D. R. V., & Bauer, J. A. (2001) · Circulation · doi:10.1161/01.cir.104.2.174 · Cited by 667 · see citing works
Structural Changes of Atrial Myocardium due to Sustained Atrial Fibrillation in the Goat
JannieAusma, MauritsWijffels, FredThoné, LucWouters, MauritsAllessie, & MarcelBorgers (1997) · Circulation · Cited by 618 · see citing works
Electrical Remodeling in Atrial Fibrillation
Goette, A., Honeycutt, C., & Langberg, J. J. (1996) · Circulation · doi:10.1161/01.cir.94.11.2968 · Cited by 614 · see citing works
Keller, C., Steensberg, A., Pilegaard, H., Osada, T., Saltin, B., Pedersen, B. K., & Neufer, P. D. (2001) · The FASEB Journal · doi:10.1096/fj.01-0507fje · Cited by 514 · see citing works
Metabolomic Identification of Novel Biomarkers of Myocardial Ischemia
Sabatine, M. S., Liu, E. H., Morrow, D. A., Heller, E., McCarroll, R. M., Wiegand, R. C., Berriz, G. F., Roth, F. P., & Gerszten, R. E. (2005) · Circulation · doi:10.1161/circulationaha.105.569137 · Cited by 461 · see citing works
Insulin, ketone bodies, and mitochondrial energy transduction
Sato, K., Kashiwaya, Y., Keon, C. A., Tsuchiya, N., King, M. T., Radda, G. K., Chance, B., Clarke, K., & Veech, R. L. (1995) · The FASEB Journal · doi:10.1096/fasebj.9.8.7768357 · Cited by 455 · see citing works
Depré, C., Vanoverschelde, J., & Taegtmeyer, H. (1999) · Circulation · doi:10.1161/01.cir.99.4.578 · Cited by 424 · see citing works
Arad, M., Moskowitz, I. P. G., Patel, V. V., Ahmad, F., Pérez‐Atayde, A. R., Sawyer, D. B., Walter, M., Li, G. H., Burgon, P. G., Maguire, C. T., et al. (2003) · Circulation · doi:10.1161/01.cir.0000075270.13497.2b · Cited by 323 · see citing works
Control of glucose utilization in working perfused rat heart.
Kashiwaya, Y., Sato, K., Tsuchiya, N., Thomas, S., Fell, D. A., Veech, R. L., & Passonneau, J. V. (1994) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(18)47278-x · Cited by 306 · see citing works
Cellular Mechanisms of Depressed Atrial Contractility in Patients With Chronic Atrial Fibrillation
Schotten, U., Ausma, J., Stellbrink, C., et al. (2001) · Circulation · doi:10.1161/01.cir.103.5.691 · Cited by 263 · see citing works
Reprogramming of the Human Atrial Transcriptome in Permanent Atrial Fibrillation
Barth, A. S., Merk, S., Arnoldi, E., Zwermann, L., Kloos, P., Gebauer, M., Steinmeyer, K., Bleich, M., Kääb, S., Hinterseer, M., et al. (2005) · Circulation Research · doi:10.1161/01.res.0000165480.82737.33 · Cited by 225 · see citing works
The effects of atrial fibrillation on atrial pressure-volume and flow relationships.
White, C. W., Kerber, R. E., Weiss, H. R., & Marcus, M. L. (1982) · Circulation Research · doi:10.1161/01.res.51.2.205 · Cited by 190 · see citing works
Proton NMR analysis of plasma is a weak predictor of coronary artery disease
Kirschenlohr, H. L., Griffin, J. L., Clarke, S., Rhydwen, R., Grace, A. A., Schofield, P. M., Brindle, K. M., & Metcalfe, J. C. (2006) · Nature Medicine · doi:10.1038/nm1432 · Cited by 177 · see citing works
Sun, H. (2001) · Cardiovascular Research · doi:10.1016/s0008-6363(00)00294-7 · Cited by 137 · see citing works
Structural remodelling during chronic atrial fibrillation: act of programmed cell survival
Thijssen, V. L. (2001) · Cardiovascular Research · doi:10.1016/s0008-6363(01)00367-4 · Cited by 117 · see citing works
Changes in Ultrastructural Calcium Distribution in Goat Atria During Atrial Fibrillation
Ausma, J., Dispersyn, G., Duimel, H., et al. (2000) · Journal of Molecular and Cellular Cardiology · doi:10.1006/jmcc.1999.1090 · Cited by 104 · see citing works
Ausma, J. (2000) · Cardiovascular Research · doi:10.1016/s0008-6363(00)00139-5 · Cited by 92 · see citing works
Taegtmeyer, H. (1983) · Basic Research in Cardiology · doi:10.1007/bf02070167 · Cited by 88 · see citing works
Ono, N., Hayashi, H., Kawase, A., Lin, S., Li, H., Weiss, J. N., Chen, P., & Karagueuzian, H. S. (2006) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.00445.2006 · Cited by 80 · see citing works
Coenzyme A sequestration in rat hearts oxidizing ketone bodies.
Russell, R. R., & Taegtmeyer, H. (1992) · Journal of Clinical Investigation · doi:10.1172/jci115679 · Cited by 65 · see citing works
Proteomics and Metabolomics Combined in Cardiovascular Research
Mayr, M., Madhu, B., & Xu, Q. (2007) · Trends in Cardiovascular Medicine · doi:10.1016/j.tcm.2006.11.004 · Cited by 63 · see citing works
Self-citationDepletion of atrial natriuretic peptide during longstanding atrial fibrillation
VANDENBERG, M. (2004) · EP Europace · doi:10.1016/j.eupc.2004.04.006 · Cited by 45 · see citing works
Effects of acute atrial fibrillation on the vasodilator reserve of the canine atrium
White, C. W., Holida, M. D., & Marcus, M. L. (1986) · Cardiovascular Research · doi:10.1093/cvr/20.9.683 · Cited by 36 · see citing works
[Characteristics of lactate metabolism in the myocardium of patients with auricular fibrillation].
Smetnev, A. S., Bunin, I. A., Nargizian, A. B., et al. (1983) · PubMed · Cited by 9 · see citing works
[The fate of patients with renovascular hypertension after surgical and drug therapy].
Чернышев, В. Н., & Kalimullin, K. A. (1983) · PubMed · Cited by 1 · see citing works
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Multi-omics approaches to disease
Hasin, Y., Seldin, M., & Lusis, A. (2017) · Genome Biology · doi:10.1186/s13059-017-1215-1 · Cited by 2,953 · see citing works
Mitochondria and ageing: Role in heart, skeletal muscle and adipose tissue
Boengler, K., Kosiol, M., Mayr, M., Schulz, R., & Rohrbach, S. (2017) · Journal of Cachexia Sarcopenia and Muscle · doi:10.1002/jcsm.12178 · Cited by 421 · see citing works
Self-citationAgnetti, G., Kaludercic, N., Kane, L. A., Elliott, S. T., Guo, Y., Chakir, K., Samantapudi, D., Paolocci, N., Tomaselli, G. F., Kass, D. A., et al. (2010) · Circulation Cardiovascular Genetics · doi:10.1161/circgenetics.109.871236 · Cited by 117 · see citing works
Statistical workflow for feature selection in human metabolomics data
Antonelli, J., Claggett, B. L., Henglin, M., Kim, A., Ovsak, G., Kim, N., Deng, K., Rao, K., Tyagi, O., Watrous, J. D., et al. (2019) · Metabolites · doi:10.3390/metabo9070143 · Cited by 88 · see citing works
Proteomics in heart failure: top-down or bottom-up?
Gregorich, Z. R., Chang, Y.-H., & Ge, Y. (2014) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/s00424-014-1471-9 · Cited by 69 · see citing works
- Authors
- Mayr, M., Yusuf, S., Weir, G., Chung, Y.-L., Mayr, U., Yin, X., Ladroue, C., Madhu, B., Roberts, N., De Souza, A., Fredericks, S., Stubbs, M., Griffiths, J. R., Jahangiri, M., Xu, Q., & Camm, A. J.
- Affiliations
- King's College London (GB)
- University of London (GB)
- St George's, University of London (GB)
- University of Sussex (GB)
- Cancer Research UK (GB)
- Corresponding author
- Mayr, Manuel
- Yusuf, Shamil
- ORCID
- Venue
- Journal of the American College of Cardiology
- Publisher
- Elsevier BV
- Published
- 2008-02
- Volume
- 51
- Issue
- 5
- Pages
- 585-594
- ISSN
- 0735-1097 (ISSN-L)
- OpenAlex
- W2118486002
- Cited by
- 247
- References
- 35
- Citations by year
- 2026: 14 · 2025: 9 · 2024: 28 · 2023: 11 · 2022: 14 · 2021: 17 · 2020: 11 · 2019: 10 · 2018: 14 · 2017: 8 · 2016: 12 · 2015: 17 · 2014: 15 · 2013: 14 · 2012: 18
- FWCI
- 8.49
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Journal of the American College of Cardiology (publishedVersion)
- PubMed (publishedVersion)
- Research Portal (King's College London) (submittedVersion)
- Funders
- British Heart Foundation (FS/08/002/24537)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Atrial Fibrillation Management and Outcomes
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac electrophysiology and arrhythmias
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Arrhythmias and Treatments
- Keywords
- atrial fibrillation, myocardial metabolism, ketone bodies, beta-hydroxybutyrate, energy metabolism, atrial appendage, postoperative atrial fibrillation, coronary artery bypass grafting, metabolic biomarkers, cardiac remodeling
- MeSH terms
- Coronary Artery Bypass, Atrial Fibrillation, Coronary Disease, Humans, Ketone Bodies, Myocardium, Magnetic Resonance Spectroscopy, Postoperative Complications, Coenzyme A-Transferases, 3-Hydroxybutyric Acid, Proteomics
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