Acute Coronary Syndrome in Intensive Care Unit Patients: Troponin or Triglyceride Glucose Index Levels?
Abstract
1. Introduction
2. Methods
2.1. Study Design and Population
2.2. Data Collection and Definitions
2.3. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
ACS | Acute Coronary Syndrome |
AI | Artificial Intelligence |
AUC | Area Under the Curve |
BMI | Body Mass Index |
CAC | Coronary Artery Calcium |
DM | Diabetes Mellitus |
HDL | High-Density Lipoprotein |
HOMA-IR | Homeostasis Model Assessment of Insulin Resistance |
ICU | Intensive Care Unit |
MACE | Major Adverse Cardiovascular Events |
METS-IR | Metabolic Score for Insulin Resistance |
QUICKI | Quantitative Insulin Sensitivity Check Index |
ROC | Receiver Operating Characteristic |
STEMI | ST Elevation Myocardial Infarction |
TyG | Triglyceride–Glucose |
WC | Waist Circumference |
References
- Han, T.S.; Lean, M.E.J. Metabolic syndrome. Medicine 2015, 43, 80–87. [Google Scholar] [CrossRef]
- Mills, J.D.; Grant, P.J. Insulin resistance, haemostatic factors and cardiovascular risk. Br. J. Diabetes Vasc. Dis. 2002, 2, 19–26. [Google Scholar] [CrossRef]
- Unger, G.; Benozzi, S.F.; Perruzza, F.; Pennacchiotti, G.L. Triglycerides and glucose index: A useful indicator of insulin resistance. Endocrinol. Nutr. 2014, 61, 533–540. [Google Scholar] [CrossRef] [PubMed]
- Low, S.; Khoo, K.C.J.; Irwan, B.; Sum, C.F.; Subramaniam, T.; Lim, S.C.; Wong, T.K.M. The role of triglyceride glucose index in development of type 2 diabetes mellitus. Diabetes Res. Clin. Pr. 2018, 143, 43–49. [Google Scholar] [CrossRef] [PubMed]
- Selvi, N.M.K.; Nandhini, S.; Sakthivadivel, V.; Lokesh, S.; Srinivasan, A.R.; Sumathi, S. Association of triglyceride–glucose index (TyG index) with HbA1c and insulin resistance in type 2 diabetes mellitus. Maedica 2021, 16, 375–381. [Google Scholar] [CrossRef]
- Jin, J.-L.; Cao, Y.-X.; Wu, L.-G.; You, X.-D.; Guo, Y.-L.; Wu, N.-Q.; Zhu, C.-G.; Gao, Y.; Dong, Q.-T.; Zhang, H.-W.; et al. Triglyceride glucose index for predicting cardiovascular outcomes in patients with coronary artery disease. J. Thorac. Dis. 2018, 10, 6137–6146. [Google Scholar] [CrossRef]
- Ding, X.; Wang, X.; Wu, J.; Zhang, M.; Cui, M. Triglyceride–glucose index and the incidence of atherosclerotic cardiovascular diseases: A meta-analysis of cohort studies. Cardiovasc. Diabetol. 2021, 20, 76. [Google Scholar] [CrossRef]
- Hong, S.; Han, K.; Park, C.-Y. The triglyceride glucose index is a simple and low-cost marker associated with atherosclerotic cardiovascular disease: A population-based study. BMC Med. 2020, 18, 361. [Google Scholar] [CrossRef]
- Wang, X.; Xu, W.; Song, Q.; Zhao, Z.; Meng, X.; Xia, C.; Wang, F. Association between the triglyceride–glucose index and severity of coronary artery disease. Cardiovasc. Diabetol. 2022, 21, 168. [Google Scholar] [CrossRef]
- Abbasi, F.; Brown, B.W., Jr.; Lamendola, C.; McLaughlin, T.; Reaven, G.M. Relationship between obesity, insulin resistance, and coronary heart disease risk. J. Am. Coll. Cardiol. 2002, 40, 937–943. [Google Scholar] [CrossRef]
- Mossmann, M.; Wainstein, M.V.; Zanella, A.M.; Garcez, M.B.; Dutra, G.; Bertoluci, M.C. HOMA-IR is associated with significant angiographic coronary artery disease in non-diabetic, non-obese individuals: A cross-sectional study. Diabetol. Metab. Syndr. 2015, 7, 100. [Google Scholar] [CrossRef] [PubMed]
- Hřebíček, J.; Janout, V.; Malincíková, J.; Horáková, D.; Cízek, L. Detection of insulin resistance by simple quantitative insulin sensitivity check index QUICKI for epidemiological assessment and prevention. J. Clin. Endocrinol. Metab. 2002, 87, 144. [Google Scholar] [CrossRef] [PubMed]
- Yang, W.; Cai, X.; Hu, J.; Wen, W.; Mulalibieke, H.; Yao, X.; Yao, L.; Zhu, Q.; Hong, J.; Luo, Q.; et al. The metabolic score for insulin resistance (METS-IR) predicts cardiovascular disease and its subtypes in patients with hypertension and obstructive sleep apnea. Clin. Epidemiol. 2023, 15, 177–189. [Google Scholar] [CrossRef] [PubMed]
- Bello-Chavolla, O.Y.; Almeda-Valdes, P.; Gomez-Velasco, D.; Viveros-Ruiz, T.; Cruz-Bautista, I.; Romo-Romo, A.; Sánchez-Lázaro, D.; Meza-Oviedo, D.; Vargas-Vázquez, A.; Campos, O.A.; et al. METS-IR, a novel score to evaluate insulin sensitivity, is predictive of visceral adiposity and incident type 2 diabetes. Eur. J. Endocrinol. 2018, 178, 533–544. [Google Scholar] [CrossRef]
- da Silva, A.; Caldas, A.P.S.; Hermsdorff, H.H.M.; Bersch-Ferreira, Â.C.; Torreglosa, C.R.; Weber, B.; Bressan, J. Triglyceride-glucose index is associated with symptomatic coronary artery disease in patients in secondary care. Cardiovasc. Diabetol. 2019, 18, 89. [Google Scholar] [CrossRef]
- Gurbuz, D.C.; Varis, E. Correlation between coronary artery calcium score and triglyceride-glucose index in post-menopausal women. Cureus 2023, 15, e39034. [Google Scholar] [CrossRef]
- Song, S.; Choi, S.; Park, H.E.; Han, H.; Park, S.H.; Sung, J.; Jung, H.O.; Sung, J.M.; Chang, H. Incremental prognostic value of triglyceride glucose index additional to coronary artery calcium score in asymptomatic low-risk population. Cardiovasc. Diabetol. 2022, 21, 193. [Google Scholar] [CrossRef]
- Won, K.-B.; Kim, Y.S.; Lee, B.K.; Heo, R.; Han, D.; Lee, J.H.; Lee, S.-E.; Sung, J.M.; Cho, I.; Park, H.-B.; et al. The relationship of insulin resistance estimated by triglyceride glucose index and coronary plaque characteristics. Medicine 2018, 97, e10726. [Google Scholar] [CrossRef]
- Pan, L.; Lu, S.; Xia, Q.; Deng, Y.; Wu, J.; Luo, S.; Deng, C.; Gu, N.; Yang, S.; Zhou, G.; et al. Relationship and prognostic value of the triglyceride-glucose index and optical coherence tomography-derived physiological index in patients with acute coronary syndrome. Sci. Rep. 2025, 15, 16788. [Google Scholar] [CrossRef]
- Hayıroğlu, M.İ.; Çınar, T.; Çiçek, V.; Palice, A.; Ayhan, G.; Tekkeşin, A.İ. The triglyceride-glucose index can predict long-term major adverse cardiovascular events in Turkish patients with high cardiovascular risk. J. Lipid Atheroscler. 2022, 11, 280–287. [Google Scholar]
- Gao, A.; Liu, J.; Hu, C.; Liu, Y.; Zhu, Y.; Han, H.; Zhou, Y.; Zhao, Y. Association between the triglyceride glucose index and coronary collateralization in coronary artery disease patients with chronic total occlusion lesions. Lipids Health Dis. 2021, 20, 140. [Google Scholar] [CrossRef] [PubMed]
- Liu, T.; Wu, Z.; Liu, J.; Lv, Y.; Li, W. Metabolic syndrome and its components reduce coronary collateralization in chronic total occlusion: An observational study. Cardiovasc. Diabetol. 2021, 20, 104. [Google Scholar] [CrossRef] [PubMed]
- Rubanyi, G.M. Mechanistic, technical, and clinical perspectives in therapeutic stimulation of coronary collateral development by angiogenic growth factors. Mol. Ther. 2013, 21, 725–738. [Google Scholar] [CrossRef] [PubMed]
- Vedantam, D.; Poman, D.S.; Motwani, L.; Asif, N.; Patel, A.; Anne, K.K. Stress-induced hyperglycemia: Consequences and management. Cureus 2022, 14, e26714. [Google Scholar] [CrossRef]
- Marik, P.E.; Bellomo, R. Stress hyperglycemia: An essential survival response! Crit. Care 2013, 17, 305. [Google Scholar] [CrossRef]
- McCowen, K.C.; Malhotra, A.; Bistrian, B.R. Stress-induced hyperglycemia. Crit. Care Clin. 2001, 17, 107–124. [Google Scholar] [CrossRef]
- Van den Berghe, G.; Wouters, P.; Weekers, F.; Verwaest, C.; Bruyninckx, F.; Schetz, M.; Vlasselaers, D.; Ferdinande, P.; Lauwers, P.; Bouillon, R. Intensive insulin therapy in critically ill patients. N. Engl. J. Med. 2001, 345, 1359–1367. [Google Scholar] [CrossRef]
- Kerby, J.D.; Griffin, R.L.; MacLennan, P.; Rue, L.W.I. Stress-induced hyperglycemia, not diabetic hyperglycemia, is associated with higher mortality in trauma. Ann. Surg. 2012, 256, 446–452. [Google Scholar] [CrossRef]
- Wang, L.; Cong, H.-L.; Zhang, J.-X.; Hu, Y.-C.; Wei, A.; Zhang, Y.-Y.; Yang, H.; Ren, L.-B.; Qi, W.; Li, W.-Y.; et al. Triglyceride-glucose index predicts adverse cardiovascular events in patients with diabetes and acute coronary syndrome. Cardiovasc. Diabetol. 2020, 19, 80. [Google Scholar] [CrossRef]
- Spadafora, L.; Pastena, P.; Cacciatore, S.; Betti, M.; Biondi-Zoccai, G.; D’aScenzo, F.; De Ferrari, G.M.; De Filippo, O.; Versaci, F.; Sciarretta, S.; et al. One-Year Prognostic Differences and Management Strategies between ST-Elevation and Non-ST-Elevation Myocardial Infarction: Insights from the PRAISE Registry. Am. J. Cardiovasc. Drugs 2025, 25, 681–691. [Google Scholar] [CrossRef]
- Manari, A.; Albiero, R.; De Servi, S. High-risk non-ST-segment elevation myocardial infarction versus ST-segment elevation myocardial infarction: Same behaviour and outcome? J. Cardiovasc. Med. 2009, 10, S13–S16. [Google Scholar] [CrossRef]
- Krishnamurthy, S.N.; Pocock, S.; Kaul, P.; Owen, R.; Goodman, S.G.; Granger, C.B.; Nicolau, J.C.; Simon, T.; Westermann, D.; Yasuda, S.; et al. Comparing the long-term outcomes in chronic coronary syndrome patients with prior ST-segment and non-ST-segment elevation myocardial infarction: Findings from the TIGRIS registry. BMJ Open 2023, 13, e070237. [Google Scholar] [CrossRef] [PubMed]
- Vora, A.N.; Wang, T.Y.; Hellkamp, A.S.; Thomas, L.; Henry, T.D.; Goyal, A.; Roe, M.T. Differences in short- and long-term outcomes among older patients with ST-elevation ver- sus non-ST-elevation myocardial infarction with angiographically proven coronary artery disease. Circ. Cardiovasc. Qual. Outcomes 2016, 9, 513–522. [Google Scholar] [CrossRef] [PubMed]
- Ma, X.; Chu, H.; Sun, Y.; Cheng, Y.; Zhang, D.; Zhou, Y.; Wang, Z. The effect of hsCRP on TyG index-associated cardiovascular risk in patients with acute coronary syndrome undergoing PCI. Sci. Rep. 2024, 14, 18083. [Google Scholar] [CrossRef] [PubMed]
- Mao, Q.; Zhou, D.; Li, Y.; Wang, Y.; Xu, S.-C.; Zhao, X.-H. The triglyceride-glucose index predicts coronary artery disease severity and cardiovascular outcomes in patients with non-ST-segment elevation acute coronary syndrome. Dis. Markers 2019, 2019, 6891537. [Google Scholar] [CrossRef]
- Ozbek, O.; Belen, E. The role of TyG index in predicting low left ventricular ejection fraction after acute coronary syndrome. Biomark. Med. 2025, 19, 267–275. [Google Scholar] [CrossRef]
- Karadeniz, F.Ö.; Sancaktepe, E.A.; Karadeniz, Y. High triglyceride–glucose index is associated with poor prognosis in patients with acute coronary syndrome in long-term follow-up. Angiology 2023, 74, 139–148. [Google Scholar] [CrossRef]
- Dedic, A.; Lubbers, M.M.; Schaap, J.; Lammers, J.; Lamfers, E.J.; Rensing, B.J.; Nieman, K. Coronary CT angiography for suspected ACS in the era of high-sensitivity troponins: Randomized multicenter study. J. Am. Coll. Cardiol. 2016, 67, 16–26. [Google Scholar] [CrossRef]
- Arslan, M.; Schaap, J.; van Gorsel, B.; Aubanell, A.; Budde, R.P.J.; Hirsch, A.; Smulders, M.W.; Mihl, C.; Damman, P.; Sliwicka, O.; et al. Coronary computed tomography angiography improves assessment of patients with acute chest pain and inconclusively elevated high-sensitivity troponins. Eur. Radiol. 2025, 35, 789–797. [Google Scholar] [CrossRef]
ACS (+) 36.9% (n = 216) | ACS (−) 63.1% (n = 370) | All Patients (n = 586) | p | |
---|---|---|---|---|
Age (mean ± SD) | 65.13 ± 11.54 | 68.67 ± 11.38 | 67.37 ± 11.55 | p < 0.001 |
Female Gender | 73 (33.8%) | 160 (43.2%) | 233 (39.8%) | p < 0.001 |
HT | 128 (59.3%) | 225 (60.8%) | 353 (60.2%) | p > 0.05 |
DM | 105 (48.6%) | 192 (51.9%) | 297 (50.7%) | p > 0.05 |
HF | 59 (27.4%) | 135 (36.5%) | 194 (33.2%) | p > 0.05 |
Stroke | 3 (1.4%) | 14 (3.8%) | 17 (2.9%) | p > 0.05 |
COPD | 12 (5.6%) | 47 (12.7%) | 59 (10.1%) | p > 0.05 |
CKD | 20 (9.3%) | 48 (13.0%) | 68 (11.6%) | p > 0.05 |
AF | 27 (12.6%) | 144 (39.1%) | 171 (29.4%) | p < 0.001 |
Bleeding | 4 (1.9%) | 7 (1.9%) | 11 (1.9%) | p > 0.05 |
Antiaggregant | 168 (77.8%) | 173 (46.9%) | 341 (58.3%) | p < 0.001 |
Anticoagulant | 45 (20.8%) | 166 (45%) | 211 (36.1%) | p < 0.001 |
Statin | 118 (54.6%) | 125 (33.8%) | 243 (41.5%) | p < 0.001 |
OAD | 49 (22.7%) | 87 (23.5%) | 136 (23.2%) | p > 0.05 |
N | Q1 (25%) | Median | Q3 (75%) | IQR | |
---|---|---|---|---|---|
Troponin ACS+ | 216 | 106.1 | 424.80 | 3268 | 3162 |
Troponin ACS− | 370 | 7.6 | 13.85 | 26.25 | 18.65 |
ACS (+) | ACS (−) | p | |
---|---|---|---|
TyG index | 4.92 ± 0.29 | 4.65 ± 0.27 | p < 0.001 |
Triglyceride (mg/dL) | 171.58 ± 114.45 | 120.92 ± 63.02 | p < 0.001 |
Glucose (mg/dL) | 133.57 ± 48.87 | 104.88 ± 34.76 | p < 0.001 |
TyG Index ≤ 4.49 n = 131 (22.4%) | TyG Index > 4.49 77.6% (n = 455) | p | |
---|---|---|---|
ACS Patient | n = 13 (9.9%) | n = 203 (44.6%) | p < 0.001 |
Troponin >35 ng/mL | n = 24 (18.3%) | n = 239 (52.5%) | p < 0.001 |
r | p | |
---|---|---|
TyG index | 0.430 | <0.001 |
Glucose | 0.397 | <0.001 |
Triglyceride | 0.321 | <0.001 |
Variable | RR | 95% CI | p |
---|---|---|---|
Age | 0.977 | 0.958–0.997 | 0.025 |
Gender | 0.819 | 0.511–1.313 | 0.407 |
Troponin | 1.002 | 1.002–1.003 | <0.001 |
Triglyceride | 0.998 | 0.993–1.003 | 0.338 |
Glucose | 1.001 | 0.992–1.009 | 0.869 |
TyG index | 30.994 | 4.217–227.775 | <0.001 |
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Şafak, Ö.; Hekim, M.T.; Akgün, D.E. Acute Coronary Syndrome in Intensive Care Unit Patients: Troponin or Triglyceride Glucose Index Levels? J. Clin. Med. 2025, 14, 7421. https://doi.org/10.3390/jcm14207421
Şafak Ö, Hekim MT, Akgün DE. Acute Coronary Syndrome in Intensive Care Unit Patients: Troponin or Triglyceride Glucose Index Levels? Journal of Clinical Medicine. 2025; 14(20):7421. https://doi.org/10.3390/jcm14207421
Chicago/Turabian StyleŞafak, Özgen, Mehmet Tolga Hekim, and Didar Elif Akgün. 2025. "Acute Coronary Syndrome in Intensive Care Unit Patients: Troponin or Triglyceride Glucose Index Levels?" Journal of Clinical Medicine 14, no. 20: 7421. https://doi.org/10.3390/jcm14207421
APA StyleŞafak, Ö., Hekim, M. T., & Akgün, D. E. (2025). Acute Coronary Syndrome in Intensive Care Unit Patients: Troponin or Triglyceride Glucose Index Levels? Journal of Clinical Medicine, 14(20), 7421. https://doi.org/10.3390/jcm14207421