Abstract
Aim
Left ventricular remodeling (LVR) after myocardial infarction (MI) can lead to heart failure, arrhythmia, and death. We aim to describe adverse LVR patterns at 6 months post-MI and their relationships with subsequent outcomes and to determine baseline.
Methods and results
A multicenter cohort of 410 patients (median age 57 years, 87% male) with reperfused MI and at least 3 akinetic LV segments on admission was analyzed. All patients had transthoracic echocardiography performed 4 days and 6 months post-MI, and 214 also had cardiac magnetic resonance imaging performed on day 4. To predict LVR, machine learning methods were employed in order to handle many variables, some of which may have complex interactions. Six months post-MI, echocardiographic increases in LV end-diastolic volume (LVEDV), LV end-systolic volume (LVESV), and LV ejection fraction (LVEF) were 14.1% [interquartile range 0.0, 32.0], 5.0% [− 14.0, 25.8], and 8.7% [0.0, 19.4], respectively. At 6 months, ≥ 15% or 20% increases in LVEDV were observed in 49% and 42% of patients, respectively, and 37% had an LVEF < 50%. The rate of death or new-onset HF at the end of 5-year follow-up was 8.8%. Baseline variables associated with adverse LVR were determined best by random forest analysis and included stroke volume, stroke work, necrosis size, LVEDV, LVEF, and LV afterload, the latter assessed by Ea or Ea/Ees. In contrast, baseline clinical and biological characteristics were poorly predictive of LVR. After adjustment for predictive baseline variables, LV dilation > 20% and 6-month LVEF < 50% were significantly associated with the risk of death and/or heart failure: hazard ratio (HR) 2.12 (95% confidence interval (CI) 1.05–4.43; p = 0.04) and HR 2.68 (95% CI 1.20–6.00; p = 0.016) respectively.
Conclusion
Despite early reperfusion and cardioprotective therapy, adverse LVR remains frequent after acute MI and is associated with a risk of death and HF. A machine learning approach identified and prioritized early variables that are associated with adverse LVR and which were mainly hemodynamic, combining LV volumes, estimates of systolic function, and afterload.
Graphical abstract
Similar content being viewed by others
Data availability
The data underlying this article will be shared by the corresponding author upon reasonable request.
References
Pfeffer MA, Lamas GA, Vaughan DE, Parisi AF, Braunwald E (1988) Effect of captopril on progressive ventricular dilatation after anterior myocardial infarction. NEJM 319:80–86
Bauters C, Dubois E, Porouchani S, Saloux E, Fertin M, de Groote P, Lamblin N, Pinet F (2017) Long-term prognostic impact of left ventricular remodeling after a first myocardial infarction in modern clinical practice. PLoS ONE 12:e0188884
Bolognese L, Neskovic AN, Parodi G, Cerisano G, Buonamici P, Santoro GM et al (2002) Left ventricular remodeling after primary coronary angioplasty: patterns of left ventricular dilation and long-term prognostic implications. Circulation 106:2351–2357
Legallois D, Hodzic A, Alexandre J, Dolladille C, Saloux E, Manrique A, Roule V, Labombarda F, Milliez P, Beygui F (2022) Definition of left ventricular remodelling following ST-elevation myocardial infarction: a systematic review of cardiac magnetic resonance studies in the past decade. Heart Fail Rev 27:37–48
Bulluck H, Go YY, Crimi G, Ludman AJ, Rosmini S, Abdel-Gadir A, Bhuva AN, Treibel TA, Fontana M, Pica S, Raineri C, Sirker A, Herrey AS, Manisty C, Groves A, Moon JC, Hausenloy DJ (2017) Defining left ventricular remodeling following acute ST-segment elevation myocardial infarction using cardiovascular magnetic resonance. J Cardiovasc Magn Reson 19:26
Cheong BY, Muthupillai R, Wilson JM, Sung A, Huber S, Amin S, Elayda MA, Lee VV, Flamm SD (2009) Prognostic significance of delayed-enhancement magnetic resonance imaging: survival of 857 patients with and without left ventricular dysfunction. Circulation 120:2069–2076
Bulluck H, Carberry J, Carrick D, McEntegart M, Petrie MC, Eteiba H, Hood S, Watkins S, Lindsay M, Mahrous A, Ford I, Oldroyd KG, Berry C (2020) Redefining adverse and reverse left ventricular remodeling by cardiovascular magnetic resonance following st-segment-elevation myocardial infarction and their implications on long-term prognosis. Circ Cardiovasc Imaging 13:e009937
van der Bijl P, Abou R, Goedemans L, Gersh BJ, Holmes DR Jr, Ajmone Marsan N, Delgado V, Bax JJ (2020) Left ventricular post-infarct remodeling: implications for systolic function improvement and outcomes in the modern era. JACC Heart Fail 8:131–140
Bossard M, Binbraik Y, Beygui F, Pitt B, Zannad F, Montalescot G, Jolly SS (2018) Mineralocorticoid receptor antagonists in patients with acute myocardial infarction—a systematic review and meta-analysis of randomized trials. Am Heart J 195:60–69
Liu S, Yin B, Wu B, Fan Z (2022) Protective effect of sacubitril/valsartan in patients with acute myocardial infarction: a meta-analysis. Exp Ther Med 23:1–9
Liu S, Meng X, Li G, Gokulnath P, Wang J, Xiao J (2022) Exercise training after myocardial infarction attenuates dysfunc-tional ventricular remodeling and promotes cardiac recovery. Rev Cardiovasc Med 23:148
Shameer K, Johnson KW, Glicksberg BS, Dudley JT, Sengupta PP (2018) Machine learning in cardiovascular medicine: are we there yet? Heart 104:1156–1164
Lang RM, Badano LP, Mor-Avi V, Afilalo J, Armstrong A, Ernande L, Flachskampf FA, Foster E, Goldstein SA, Kuznetsova T, Lancellotti P, Muraru D, Picard MH, Rietzschel ER, Rudski L, Spencer KT, Tsang W, Voigt JU (2015) Recommendations for cardiac chamber quantification by echocardiography in adults: an update from the American Society of Echocardiography and the European Association of Cardiovascular Imaging. J Am Soc Echocardiogr 28:1-39.e14
Altman M, Bergerot C, Aussoleil A, Davidsen ES, Sibellas F, Ovize M, Bonnefoy-Cudraz E, Thibault H, Derumeaux G (2014) Assessment of left ventricular systolic function by deformation imaging derived from speckle tracking: a comparison between 2D and 3D echo modalities. Eur Heart J Cardiovasc Imaging 15:316–323
Sirol M, Gzara H, Gayat E, Dautry R, Gellen B, Logeart D, Soyer P, Vicaut E, Mercadier JJ (2016) Comparison between visual grading and planimetric quantification of microvascular obstruction extent assessment in reperfused acute myocardial infarction. Eur Radiol 26:2166–2175
Pedregosa F et al (2011) Scikit-learn: machine learning in python. JMLR 12:2825–2830
Breiman L (2001) Random forests. Mach Learn 45:5–32
Breiman L (1996) Bagging predictors. Mach Learn 24:123–140
Chen T, Guestrin C (2016) XGBoost: a scalable tree boosting system. In: Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining
Kursa MB, Rudnicki WR (2010) Feature selection with the boruta package. J Stat Softw 36(11):1–13
Altmann A, Toloşi L, Sander O, Lengauer T (2010) Permutation importance: a corrected feature importance measure. Bioinformatics 26(10)
Fertin M, Hennache B, Hamon M, Ennezat PV, Biausque F, Elkohen M, Nugue O, Tricot O, Lamblin N, Pinet F, Bauters C (2010) Usefulness of serial assessment of B-type natriuretic peptide, troponin I, and C-reactive protein to predict left ventricular remodeling after acute myocardial infarction (from the REVE-2 study). Am J Cardiol 106(10):1410–1416
Frantz F, Hundertmark MJ, Schulz-Menger J, Bengel FM, Bauersachs J (2022) Left ventricular remodelling post-myocardial infarction: pathophysiology, imaging, and novel therapies. Eur Heart J 43:2549–2561
Kehat I, Molkentin JD (2010) Molecular pathways underlying cardiac remodeling during pathophysiological stimulation. Circulation 122:2727–2735
Masci PG, Ganame J, Francone M, Desmet W, Lorenzoni V, Iacucci I, Barison A, Carbone I, Lombardi M, Agati L, Janssens S, Bogaert J (2011) Relationship between location and size of myocardial infarction and their reciprocal influences on post-infarction left ventricular remodelling. Eur Heart J 32:1640–1648
Rezkalla SH, Kloner RA (2002) No-reflow phenomenon. Circulation 105:656–662
Tarantini G, Razzolini R, Cacciavillani L, Bilato C, Sarais C, Corbetti F, Marra MP, Napodano M, Ramondo A, Iliceto S (2006) Influence of transmurality, infarct size, and severe microvascular obstruction on left ventricular remodeling and function after primary coronary angioplasty. Am J Cardiol 98:1033–1040
Carberry J, Carrick D, Haig C, Ahmed N, Mordi I, McEntegart M, Petrie MC, Eteiba H, Hood S, Watkins S, Lindsay M, Davie A, Mahrous A, Ford I, Sattar N, Welsh P, Radjenovic A, Oldroyd KG, Berry C (2018) Persistent iron within the infarct core after ST-segment elevation myocardial infarction: implications for left ventricular remodeling and health outcomes. JACC Cardiovasc Imaging 11:1248–1256
Frangogiannis NG (2014) The inflammatory response in myocardial injury, repair and remodeling. Nat Rev Cardiol 11:255–265
St John Sutton M, Pfeffer MA, Plappert T, Rouleau JL, Moyé LA, Dagenais GR, Lamas GA, Klein M, Sussex B, Goldman S et al (1994) Quantitative two-dimensional echocardiographic measurements are major predictors of adverse cardiovascular events after acute myocardial infarction. The protective effects of captopril. Circulation 89:68–75
Udelson JE, Feldman AM, Greenberg B, Pitt B, Mukherjee R, Solomon HA, Konstam MA (2010) Randomized, double-blind, multicenter, placebo-controlled study evaluating the effect of aldosterone antagonism with eplerenone on ventricular remodeling in patients with mild-to-moderate heart failure and left ventricular systolic dysfunction. Circ Heart Fail 3(3):347–353
Docherty KF, Campbell RT, Brooksbank KJM, Dreisbach JG, Forsyth P, Godeseth RL, Hopkins T, Jackson AM, Lee MMY, McConnachie A, Roditi G, Squire IB, Stanley B, Welsh P, Jhund PS, Petrie MC, McMurray JJV (2021) Effect of neprilysin inhibition on left ventricular remodeling in patients with asymptomatic left ventricular systolic dysfunction late after myocardial infarction. Circulation 144(3):199–209
Rodriguez-Palomares JF, Gavara J, Ferreira-González I, Valente F, Rios C, Rodríguez-García J, Bonanad C, García Del Blanco B, Miñana G, Mutuberria M, Nuñez J, Barrabés J, Evangelista A, Bodí V, García-Dorado D (2019) Prognostic value of initial left ventricular remodeling in patients with reperfused STEMI. JACC Cardiovasc Imaging 12:2445–2456
Funaro S, La Torre G, Madonna M et al (2009) Incidence, determinants, and prognostic value of reverse left ventricular remodelling after primary percutaneous coronary intervention: results of the Acute Myocardial Infarction Contrast Imaging (AMICI) multicenter study. Eur Heart J 30(5):566–575
Sabovčik F, Cauwenberghs N, Kouznetsov D, Haddad F, Alonso-Betanzos A, Vens C, Kuznetsova T (2021) Applying machine learning to detect early stages of cardiac remodelling and dysfunction. Eur Heart J Cardiovasc Imaging 20(22):1208–1217
Dieu X, Chabrun F, Prunier F, Angoulvant D, Mewton N, Roubille F, Reynier P, Ferre M, Moal V, Mirebeau-Prunier D (2022) Post-infarct cardiac remodeling predictions with machine learning. Int J Card 355:1–4
Solomon SD, Skali H, Bourgoun M, Fang J, Ghali JK, Martelet M, Wojciechowski D, Ansmite B, Skards J, Laks T, Henry D, Packer M, Pfeffer MA, OVERTURE Investigators (2005) Effect of angiotensin-converting enzyme or vasopeptidase inhibition on ventricular size and function in patients with heart failure: the Omapatrilat Versus Enalapril Randomized Trial of Utility in Reducing Events (OVERTURE) echocardiographic study. Am Heart J 150:257–262
Verma A, Meris A, Skali H, Ghali JK, Arnold JM, Bourgoun M, Velazquez EJ, McMurray JJ, Kober L, Pfeffer MA, Califf RM, Solomon SD (2008) Prognostic implications of left ventricular mass and geometry following myocardial infarction: the VALIANT (VALsartan In Acute myocardial iNfarcTion) Echocardiographic Study. JACC Cardiovasc Imaging 1:582–591
Huttin O, Mandry D, Eschalier R, Zhang L, Micard E, Odille F, Beaumont M, Fay R, Felblinger J, Camenzind E, Zannad F, Girerd N, Marie PY (2017) Cardiac remodeling following reperfused acute myocardial infarction is linked to the concomitant evolution of vascular function as assessed by cardiovascular magnetic resonance. J Cardiovasc Magn Reson 19:2
Fertin M, Dubois E, Belliard A, Amouyel P, Pinet F, Bauters C (2012) Usefulness of circulating biomarkers for the prediction of left ventricular remodeling after myocardial infarction. Am J Cardiol 110:277–283
Berezin AE, Berezin AA (2020) Adverse cardiac remodelling after acute myocardial infarction: old and new biomarkers. Dis Markers 2020(12):1215802. https://doi.org/10.1155/2020/1215802
Garcia R, Bouleti C, Sirol M, Logeart D, Monnot C, Ardidie-Robouant C, Caligiuri G, Mercadier JJ, Germain S (2019) VEGF-A plasma levels are associated with microvascular obstruction in patients with ST-segment elevation myocardial infarction. Int J Cardiol 15(291):19–24. https://doi.org/10.1016/j.ijcard.2019.02.067. (Epub 2019 Mar 6)
Acknowledgements
The authors are grateful to Pelle Stolt PhD for help with manuscript editing.
Funding
The grant from a clinical research program, provided by the French government.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors state that they have no conflict of interest to declare.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Logeart, D., Taille, Y., Derumeaux, G. et al. Patterns of left ventricular remodeling post-myocardial infarction, determinants, and outcome. Clin Res Cardiol (2024). https://doi.org/10.1007/s00392-023-02331-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00392-023-02331-z