78
Views
0
CrossRef citations to date
0
Altmetric
ORIGINAL RESEARCH

A Prediction Model Based on Systemic Immune-Inflammatory Index Combined with Other Predictors for Major Adverse Cardiovascular Events in Acute Myocardial Infarction Patients

ORCID Icon, , , , , , , & show all
Pages 1211-1225 | Received 04 Oct 2023, Accepted 06 Feb 2024, Published online: 22 Feb 2024

References

  • Yeh RW, Sidney S, Chandra M, Sorel M, Selby JV, Go AS. Population trends in the incidence and outcomes of acute myocardial infarction. New Engl J Med. 2010;362(23):2155–2165. doi:10.1056/NEJMoa0908610
  • Wu X, Reboll MR, Korf-Klingebiel M, Wollert KC. Angiogenesis after acute myocardial infarction. Cardiovascul Res. 2021;117(5):1257–1273. doi:10.1093/cvr/cvaa287
  • Zellweger MJ, Kaiser C, Jeger R, et al. Coronary artery disease progression late after successful stent implantation. J Am College Cardiol. 2012;59:793–799. doi:10.1016/j.jacc.2011.11.024
  • Jernberg T, Hasvold P, Henriksson M, Hjelm H, Thuresson M, Janzon M. Cardiovascular risk in post-myocardial infarction patients: nationwide real world data demonstrate the importance of a long-term perspective. Eur Heart J. 2015;36:1163–1170. doi:10.1093/eurheartj/ehu505
  • Li J, Li X, Wang Q, et al. ST-segment elevation myocardial infarction in China from 2001 to 2011 (the China PEACE-Retrospective Acute Myocardial Infarction Study): a retrospective analysis of hospital data. Lancet. 2015;385:441–451. doi:10.1016/s0140-6736(14)60921-1
  • Murugiah K, Wang Y, Nuti SV, et al. Are non-ST-segment elevation myocardial infarctions missing in China? Eur Heart J Qual Care Clin Outcomes. 2017;3:319–327. doi:10.1093/ehjqcco/qcx025
  • Holmstrom L, Chugh SS. How to minimize in-hospital mortality from acute myocardial infarction: focus on primary prevention of ventricular fibrillation. Eur Heart J. 2022;43:4897–4898. doi:10.1093/eurheartj/ehac578
  • Granger CB, Goldberg RJ, Dabbous O, et al. Predictors of hospital mortality in the global registry of acute coronary events. Arch Int Med. 2003;163:2345–2353. doi:10.1001/archinte.163.19.2345
  • Castro-Dominguez Y, Dharmarajan K, McNamara RL. Predicting death after acute myocardial infarction. Trend Cardiovasc Med. 2018;28:102–109. doi:10.1016/j.tcm.2017.07.011
  • Sincer I, Mansiroglu AK, Aktas G, Gunes Y, Kocak MZ. Association between hemogram parameters and coronary collateral development in subjects with non-ST-elevation myocardial infarction. Rev Assoc Med Bras. 2020;66(2):160–165. doi:10.1590/1806-9282.66.2.160
  • Sincer I, Gunes Y, Mansiroglu AK, Cosgun M, Aktas G. Association of mean platelet volume and red blood cell distribution width with coronary collateral development in stable coronary artery disease. Adv Int Cardiol. 2018;14(3):263–269. doi:10.5114/aic.2018.78329
  • Sincer I, Gunes Y, Mansiroglu AK, Aktas G. Differential value of eosinophil count in acute coronary syndrome among elderly patients. Aging Male. 2020;23(5):958–961. doi:10.1080/13685538.2019.1643310
  • Aktas G. Association between the Prognostic Nutritional Index and Chronic Microvascular Complications in Patients with Type 2 Diabetes Mellitus. J Clin Med. 2023;12. doi: 10.3390/jcm12185952
  • Kocak MZ, Aktas G, Erkus E, Sincer I, Atak B, Duman T. Serum uric acid to HDL-cholesterol ratio is a strong predictor of metabolic syndrome in type 2 diabetes mellitus. Rev Assoc Med Bras. 2019;65(1):9–15. doi:10.1590/1806-9282.65.1.9
  • Kosekli MA, Kurtkulagii O, Kahveci G, et al. The association between serum uric acid to high density lipoprotein-cholesterol ratio and non-alcoholic fatty liver disease: the abund study. Rev Assoc Med Bras. 2021;67(4):549–554. doi:10.1590/1806-9282.20201005
  • Ong SB, Hernández-Reséndiz S, Crespo-Avilan GE, et al. Inflammation following acute myocardial infarction: multiple players, dynamic roles, and novel therapeutic opportunities. Pharmacol Ther. 2018;186:73–87. doi:10.1016/j.pharmthera.2018.01.001
  • Westman PC, Lipinski MJ, Luger D, et al. Inflammation as a driver of adverse left ventricular remodeling after acute myocardial infarction. J Am Coll Cardiol. 2016;67(17):2050–2060. doi:10.1016/j.jacc.2016.01.073
  • Song L, Zhao X, Chen R, et al. Association of PCSK9 with inflammation and platelet activation markers and recurrent cardiovascular risks in STEMI patients undergoing primary PCI with or without diabetes. Cardiovasc Diabetol. 2022;21(1):80. doi:10.1186/s12933-022-01519-3
  • Burger PM, Dorresteijn JAN, Fiolet ATL, et al. Individual lifetime benefit from low-dose colchicine in patients with chronic coronary artery disease. Eur J Prev Cardiol. 2023;30(18):1950–1962. doi:10.1093/eurjpc/zwad221
  • Chen Y, Chen S, Han Y, Xu Q, Zhao X. Neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio are important indicators for predicting in-hospital death in elderly AMI patients. J Inflamm Res. 2023;16:2051–2061. doi:10.2147/jir.S411086
  • Ibanez B, James S, Agewall S, et al. 2017 ESC Guidelines for the management of acute myocardial infarction in patients presenting with ST-segment elevation: the task force for the management of acute myocardial infarction in patients presenting with ST-segment elevation of the European Society of Cardiology (ESC). Eur Heart J. 2018;39:119–177. doi:10.1093/eurheartj/ehx393
  • Machado GP, Araujo GN, Carpes CK, et al. Comparison of neutrophil-to-lymphocyte ratio and mean platelet volume in the prediction of adverse events after primary percutaneous coronary intervention in patients with ST-elevation myocardial infarction. Atherosclerosis. 2018;274:212–217. doi:10.1016/j.atherosclerosis.2018.05.022
  • Zhang S, Diao J, Qi C, et al. Predictive value of neutrophil to lymphocyte ratio in patients with acute ST segment elevation myocardial infarction after percutaneous coronary intervention: a meta-analysis. BMC Cardiovasc Disord. 2018;18:75. doi:10.1186/s12872-018-0812-6
  • Dentali F, Nigro O, Squizzato A, et al. Impact of neutrophils to lymphocytes ratio on major clinical outcomes in patients with acute coronary syndromes: a systematic review and meta-analysis of the literature. Int J Cardiol. 2018;266:31–37. doi:10.1016/j.ijcard.2018.02.116
  • Li XT, Fang H, Li D, et al. Association of platelet to lymphocyte ratio with in-hospital major adverse cardiovascular events and the severity of coronary artery disease assessed by the Gensini score in patients with acute myocardial infarction. Chin Med J. 2020;133:415–423. doi:10.1097/cm9.0000000000000650
  • Fang L, Moore XL, Dart AM, Wang LM. Systemic inflammatory response following acute myocardial infarction. J Geriatr Cardiol. 2015;12:305–312. doi:10.11909/j.issn.1671-5411.2015.03.020
  • Dziedzic EA, Gąsior JS, Tuzimek A, et al. Investigation of the associations of novel inflammatory biomarkers-Systemic Inflammatory Index (SII) and Systemic Inflammatory Response Index (SIRI)-with the severity of coronary artery disease and acute coronary syndrome occurrence. Int J Mol Sci. 2022;23. doi:10.3390/ijms23179553
  • Taslamacioglu Duman T, Ozkul FN, Balci B. Could systemic inflammatory index predict diabetic kidney injury in type 2 diabetes mellitus? Diagnostics. 2023;13. doi:10.3390/diagnostics13122063
  • Thygesen K, Alpert JS, Jaffe AS, et al. Fourth Universal Definition of Myocardial Infarction (2018). Circulation. 2018;138:e618–e651. doi:10.1161/cir.0000000000000617
  • Oki T, Ishii S, Takigami Y, et al. Re-worsening left ventricular ejection fraction after response to cardiac resynchronization therapy. J Cardiol. 2022;79:358–364. doi:10.1016/j.jjcc.2021.10.010
  • Armillotta M, Amicone S, Bergamaschi L, et al. Predictive value of Killip classification in MINOCA patients. Eur J Intern Med. 2023;117:57–65. doi:10.1016/j.ejim.2023.08.011
  • Luo E, Wang D, Yan G, et al. High triglyceride-glucose index is associated with poor prognosis in patients with acute ST-elevation myocardial infarction after percutaneous coronary intervention. Cardiovascul Diabetol. 2019;18:150. doi:10.1186/s12933-019-0957-3
  • Hicks KA, Tcheng JE, Bozkurt B, et al. 2014 ACC/AHA key data elements and definitions for cardiovascular endpoint events in clinical trials: a report of the American College of Cardiology/American Heart Association Task Force on Clinical Data Standards (Writing Committee to Develop Cardiovascular Endpoints Data Standards). Circulation. 2015;132:302–361. doi:10.1161/cir.0000000000000156
  • Dharmarajan K, Li J, Li X, Lin Z, Krumholz HM, Jiang L. The China Patient-Centered Evaluative Assessment of Cardiac Events (China PEACE) retrospective study of acute myocardial infarction: study design. Circ Cardiovasc Qual Outcomes. 2013;6:732–740. doi:10.1161/circoutcomes.113.000441
  • Wu C, Huo X, Liu J, et al. Development and validation of a risk prediction model for in-hospital major cardiovascular events in patients hospitalised for acute myocardial infarction. BMJ open. 2021;11:e042506. doi:10.1136/bmjopen-2020-042506
  • Björkegren JLM, Lusis AJ. Atherosclerosis: recent developments. Cell. 2022;185:1630–1645. doi:10.1016/j.cell.2022.04.004
  • Libby P, Buring JE, Badimon L, et al. Atherosclerosis. Nat Rev Dis Primers. 2019;5:56. doi:10.1038/s41572-019-0106-z
  • Wolf D, Ley K. Immunity and inflammation in atherosclerosis. Circ Res. 2019;124:315–327. doi:10.1161/circresaha.118.313591
  • Chen Y, Li X, Lin X, et al. Complement C5a induces the generation of neutrophil extracellular traps by inhibiting mitochondrial STAT3 to promote the development of arterial thrombosis. Thromb J. 2022;20:24. doi:10.1186/s12959-022-00384-0
  • Harrington RA. Targeting inflammation in coronary artery disease. N Engl J Med. 2017;377:1197–1198. doi:10.1056/NEJMe1709904
  • Wirtz PH, von Känel R. Psychological stress, inflammation, and coronary heart disease. Curr Cardiol Rep. 2017;19:111. doi:10.1007/s11886-017-0919-x
  • Kelesoglu S, Yilmaz Y, Elcık D. Relationship between C-reactive protein to albumin ratio and coronary collateral circulation in patients with stable coronary artery disease. Angiology. 2021;72:829–835. doi:10.1177/00033197211004392
  • Aday AW, Bagheri M, Vaitinadin NS, Mosley JD, Wang TJ. Polygenic risk score in comparison with C-reactive protein for predicting incident coronary heart disease. Atherosclerosis. 2023;379:117194. doi:10.1016/j.atherosclerosis.2023.117194
  • Massberg S, Brand K, Grüner S, et al. A critical role of platelet adhesion in the initiation of atherosclerotic lesion formation. J Exp Med. 2002;196:887–896. doi:10.1084/jem.20012044
  • Pfeiler S, Stark K, Massberg S, Engelmann B. Propagation of thrombosis by neutrophils and extracellular nucleosome networks. Haematologica. 2017;102:206–213. doi:10.3324/haematol.2016.142471
  • Trakarnwijitr I, Li B, Adams H, Layland J, Garlick J, Wilson A. Age modulates the relationship between platelet-to-lymphocyte ratio and coronary artery disease. Int J Cardiol. 2017;248:349–354. doi:10.1016/j.ijcard.2017.06.127
  • Agarwal R, Aurora RG, Siswanto BB, Muliawan HS. The prognostic value of neutrophil-to-lymphocyte ratio across all stages of coronary artery disease. Coron Artery Dis. 2022;33:137–143. doi:10.1097/mca.0000000000001040
  • Hu B, Yang XR, Xu Y, et al. Systemic immune-inflammation index predicts prognosis of patients after curative resection for hepatocellular carcinoma. Clin Cancer Res. 2014;20:6212–6222. doi:10.1158/1078-0432.Ccr-14-0442
  • Yilmaz Y, Kelesoglu S, Kalay N. A novel predictor of contrast-induced nephropathy in patients with carotid artery disease; the systemic immune inflammation index. Angiology. 2022;73:781–787. doi:10.1177/00033197211061919
  • Kelesoglu S, Yilmaz Y, Elcik D, et al. Increased serum systemic immune-inflammation index is independently associated with severity of carotid artery stenosis. Angiology. 2023;74:790–797. doi:10.1177/00033197221144934
  • Kelesoglu S, Yilmaz Y, Elcık D, et al. Systemic immune inflammation index: a novel predictor of contrast-induced nephropathy in patients with Non-ST segment elevation myocardial infarction. Angiology. 2021;72:889–895. doi:10.1177/00033197211007738
  • Yilmaz Y, Kelesoglu S, Elcik D, Ozmen R, Kalay N. Predictive values of systemic immune-inflammation index in new-onset atrial fibrillation following coronary artery bypass grafting. Braz J Cardiovasc Surg. 2023;38:96–103. doi:10.21470/1678-9741-2021-0278
  • Yang YL, Wu CH, Hsu PF, et al. Systemic immune-inflammation index (SII) predicted clinical outcome in patients with coronary artery disease. Eur J Clin Invest. 2020;50:e13230. doi:10.1111/eci.13230
  • Huang J, Zhang Q, Wang R, et al. Systemic immune-inflammatory index predicts clinical outcomes for elderly patients with acute myocardial infarction receiving percutaneous coronary intervention. Med Sci Monit. 2019;25:9690–9701. doi:10.12659/msm.919802
  • Liu Y, Ye T, Chen K, et al. A nomogram risk prediction model for no-reflow after primary percutaneous coronary intervention based on rapidly accessible patient data among patients with ST-segment elevation myocardial infarction and its relationship with prognosis. Front Cardiovasc Med. 2022;9:966299. doi:10.3389/fcvm.2022.966299
  • Moledina SM, Kontopantelis E, Wijeysundera HC, et al. Ethnicity-dependent performance of the Global Registry of Acute Coronary Events risk score for prediction of non-ST-segment elevation myocardial infarction in-hospital mortality: nationwide cohort study. Eur Heart J. 2022;43:2289–2299. doi:10.1093/eurheartj/ehac052
  • Collet JP, Thiele H, Barbato E, et al. 2020 ESC Guidelines for the management of acute coronary syndromes in patients presenting without persistent ST-segment elevation. Eur Heart J. 2021;42:1289–1367. doi:10.1093/eurheartj/ehaa575
  • Meune C, Drexler B, Haaf P, et al. The GRACE score’s performance in predicting in-hospital and 1-year outcome in the era of high-sensitivity cardiac troponin assays and B-type natriuretic peptide. Heart. 2011;97:1479–1483. doi:10.1136/hrt.2010.220988