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Relationship between Systemic Immune-Inflammation Index and Coronary Collateral Circulation in Patients with Chronic Total Occlusion

Abstract

Background

Inflammation plays a key role in the initiation and progression of coronary artery disease (CAD). The systemic immune-inflammation index (SII) is a novel inflammatory parameter that has been shown to be associated with CAD.

Objective

This study aimed to investigate the relationship between SII and coronary collateral circulation (CCC) in patients with stable CAD and chronic total occlusion (CTO).

Methods

The patients were divided into two groups, with poor CCC and good CCC, according to the Rentrop Classification. Ninety-four patients had poor CCC, and 81 patients had good CCC. Inflammation parameters were calculated from the laboratory results. The statistical significance level applied was 0.05.

Results

High SII level (OR: 1.003, 95% CI: 1.001-1.004, p<0,001), absence of CTO in RCA (OR: 0.204, 95% CI: 0.096-0.436, p<0,001) and low Gensini score (OR: 0.980, 95% CI: 0.962-0.998, p=0,028) were significantly associated with poor CCC. The cutoff value of SII was 679.96 for the highest predictive power of poor CCC, with a sensitivity of 74.5% and specificity of 43.2%. Mortality rates were similar between the two groups during a mean follow-up of 21.5±10.8 months (p=0.107).

Conclusions

High SII level, the absence of CTO in the right coronary artery, and low Gensini score were significantly related to poor CCC. The rapid and cost-effective use of new inflammatory markers in clinical practice guides the prognosis of CAD.

Collateral Circulation; Coronary Occlusion; Coronary Vessels

Resumo

Fundamento

A inflamação desempenha um papel fundamental no início e na progressão da doença arterial coronariana (DAC). O Índice Imune-inflamação Sistêmico (SII) é um novo parâmetro inflamatório que demonstrou estar associado à DAC.

Objetivos

Este estudo teve como objetivo investigar a relação entre o SII e a circulação colateral coronariana (CCC) em pacientes com DAC estável e oclusão crônica total (OTC).

Métodos

Os pacientes foram divididos em dois grupos, com CCC deficiente e CCC boa, de acordo com a Classificação Rentrop. Noventa e quatro pacientes apresentavam CCC deficiente e 81 pacientes CCC boa. Os parâmetros de inflamação foram calculados a partir dos resultados laboratoriais. O nível de significância estatística aplicado foi de 0,05.

Resultados

Alto nível de SII (OR: 1,003, IC 95%: 1,001-1,004, p<0,001), ausência de OTC na ACD (artéria coronária direita) (OR: 0,204, IC 95%: 0,096-0,436, p<0,001) e baixo escore de Gensini (OR: 0,980, IC 95%: 0,962-0,998, p=0,028) foram significantemente associados com CCC deficiente. O valor de corte do SII foi de 679,96 para o maior poder preditivo de CCC deficiente, com sensibilidade de 74,5% e especificidade de 43,2%. As taxas de mortalidade foram semelhantes entre os dois grupos durante um seguimento médio de 21,5±10,8 meses (p=0,107).

Conclusões

Alto nível de SII, ausência de OTC na artéria coronária direita e baixo escore de Gensini foram significantemente relacionados à CCC deficiente. O uso rápido e custo-efetivo de novos marcadores inflamatórios na prática clínica orienta o prognóstico da DAC.

Circulação Colateral; Oclusão Coronária; Vasos Coronários

Introduction

Chronic total occlusion (CTO) is a type of coronary artery disease (CAD) characterized by complete or near-complete occlusion of the epicardial coronary arteries for at least three months and has worse clinical outcomes. CTO has an incidence ranging from 18% to 52% in the cohort obtained from the examination of coronary angiographies.11. Allahwala UK, Nour D, Bhatia K, Ward MR, Lo S, Weaver JC, et al. Prognostic Impact of Collaterals in Patients with a Coronary Chronic Total Occlusion: A Meta-analysis of Over 3,000 Patients. Catheter Cardiovasc Interv. 2021;97(6):771-7. doi: 10.1002/ccd.29348. Coronary collateral circulation (CCC) is an adaptive response that develops to maintain perfusion of myocardial tissue in patients with stenotic or occlusive coronary lesions. In a meta-analysis by Meier et al., it was reported that patients with good CCC had 36% less mortality than patients with poor CCC.22. Meier P, Hemingway H, Lansky AJ, Knapp G, Pitt B, Seiler C. The Impact of the Coronary Collateral Circulation on Mortality: A Meta-analysis. Eur Heart J. 2012;33(5):614-21. doi: 10.1093/eurheartj/ehr308.

The degree of coronary stenosis, presence of diabetes mellitus, exercise status, anginal attacks, mediators that affect angiogenesis such as vascular endothelial growth factor (VEGF), and the levels of inflammatory cells affect coronary collateral development.22. Meier P, Hemingway H, Lansky AJ, Knapp G, Pitt B, Seiler C. The Impact of the Coronary Collateral Circulation on Mortality: A Meta-analysis. Eur Heart J. 2012;33(5):614-21. doi: 10.1093/eurheartj/ehr308.

3. Werner GS, Ferrari M, Heinke S, Kuethe F, Surber R, Richartz BM, et al. Angiographic Assessment of Collateral Connections in Comparison with Invasively Determined Collateral Function in Chronic Coronary Occlusions. Circulation. 2003;107(15):1972-7. doi: 10.1161/01.CIR.0000061953.72662.3A.

4. Shen Y, Ding FH, Dai Y, Wang XQ, Zhang RY, Lu L, et al. Reduced Coronary Collateralization in Type 2 Diabetic Patients with Chronic Total Occlusion. Cardiovasc Diabetol. 2018;17(1):26. doi: 10.1186/s12933-018-0671-6.

5. Dai Y, Chang S, Wang S, Shen Y, Li C, Huang Z, et al. The Preservation Effect of Coronary Collateral Circulation on Left Ventricular Function in Chronic Total Occlusion and its Association with the Expression of Vascular Endothelial Growth Factor A. Adv Clin Exp Med. 2020;29(4):493-7. doi: 10.17219/acem/104535.
- 66. Imhof BA, Aurrand-Lions M. Angiogenesis and Inflammation Face Off. Nat Med. 2006;12(2):171-2. doi: 10.1038/nm0206-171. Because of the inflammatory processes that affect CAD on a large scale, inflammatory parameters obtained from routine tests such as complete blood count (CBC) and blood biochemistry are frequently used in a wide variety of clinical studies as predictors of both coronary collateral development and CAD severity.77. Açar G, Kalkan ME, Avci A, Alizade E, Tabakci MM, Toprak C, et al. The Relation of Platelet-lymphocyte Ratio and Coronary Collateral Circulation in Patients with Stable Angina Pectoris and Chronic Total Occlusion. Clin Appl Thromb Hemost. 2015;21(5):462-8. doi: 10.1177/1076029613508599.

8. Akın F, Ayça B, Çelik Ö, Şahin C. Predictors of Poor Coronary Collateral Development in Patients with Stable Coronary Artery Disease: Neutrophil-to-Lymphocyte Ratio and Platelets. Anatol J Cardiol. 2015;15(3):218-23. doi: 10.5152/akd.2014.5263.
- 99. Akboga MK, Balci KG, Maden O, Ertem AG, Kirbas O, Yayla C, et al. Usefulness of Monocyte to HDL-cholesterol Ratio to Predict High SYNTAX Score in Patients with Stable Coronary Artery Disease. Biomark Med. 2016;10(4):375-83. doi: 10.2217/bmm-2015-0050.

Systemic immune-inflammation index (SII), a novel inflammatory parameter, was found to be an independent predictor of cardiovascular events in CAD patients undergoing percutaneous coronary intervention (PCI).1010. Yang YL, Wu CH, Hsu PF, Chen SC, Huang SS, Chan WL, et al. Systemic Immune-inflammation Index (SII) Predicted Clinical Outcome in Patients with Coronary Artery Disease. Eur J Clin Invest. 2020;50(5):e13230. doi: 10.1111/eci.13230. Although many inflammatory parameters have been studied in CAD patients with CTO, monocyte to high-density lipoprotein ratio (MHR) and SII have not been previously studied in the literature in this clinical situation. Therefore, we aimed to investigate the predictor value of SII on coronary collateral development in patients with stable CAD with CTO.

Methods

Study population and design

After the approval of the local ethics committee, 2576 coronary angiography procedure results were assessed between January 2018 and July 2020, obtained from the institute records. The flowchart of patient enrollment is seen in Figure 1 . One hundred and seventy-five stable CAD patients with CTO were included in the study and were grouped according to the Rentrop classification,1111. Cohen M, Rentrop KP. Limitation of Myocardial Ischemia by Collateral Circulation During Sudden Controlled Coronary Artery Occlusion in Human Subjects: A Prospective Study. Circulation. 1986;74(3):469-76. doi: 10.1161/01.cir.74.3.469. in terms of coronary collateral development in CTO. The patients were divided into two groups, with poor CCC (Grades 0 and 1) and with good CCC (Grades 2 and 3). Ninety-four patients had poor CCC, and 81 patients had good CCC. Clinical and demographic characteristics, CAD risk factors, medications, laboratory results, electrocardiogram (ECG), and mortality recordings of the patients were obtained from the hospital database. SII, MHR, platelet to lymphocyte ratio (PLR), and neutrophil-lymphocyte ratio (NLR) were calculated from the CBC and biochemical parameters laboratory results. The SII value was calculated with the formula SII = (P × N) / L. In the formula, P, N, and L symbolize platelets, neutrophils, and lymphocytes, respectively. Hypertension was defined as the previous documentation of a systolic blood pressure of 140 mm Hg and/or a diastolic blood pressure of 90 mm Hg in at least two measurements or active use of any antihypertensive agent. Diabetes mellitus was defined as a fasting plasma glucose level > 126 mg/dL, a glucose level > 200 mg/dL, or a glycated hemoglobin level over 6.5% in any measurement, or the active use of an antidiabetic agent. Total cholesterol >200 mg/dL and triglyceride levels >150 mg/dL were considered as hyperlipidemia, or the active use of an antihyperlipidemic drug.

Figure 1
Flowchart of patient enrollment.

Patients with moderate to severe heart valve pathology, acute coronary syndrome in last three months, decompensated heart failure (NHYA class III or IV), chronic obstructive pulmonary disease, clinical signs of active infection, acute or chronic renal, hepatic insufficiency, and those with a history of malignancy, coronary artery bypass grafting (CABG) surgery, pulmonary embolism, chronic inflammatory or autoimmune diseases, and those undergoing renal-hepatic transplantation were excluded from the study.

This study complies with the principles outlined in the Declaration of Helsinki.

Coronary collateral circulation assessment

Coronary angiography was indicated in patients with chest pain or those submitted to non-invasive tests that showed myocardial ischemia. The coronary angiography was performed by transfemoral or transradial access using the routine Judkins technique. CTO was defined as a total occlusion of a coronary artery with a distally TIMI 0 flow for at least 3 months. Patients who had at least one coronary artery with CTO were included in the study. CCC was evaluated by two cardiologists who were blinded to the study. CCC was graded using the scoring system developed by Cohen et al. (the Rentrop classification ).1111. Cohen M, Rentrop KP. Limitation of Myocardial Ischemia by Collateral Circulation During Sudden Controlled Coronary Artery Occlusion in Human Subjects: A Prospective Study. Circulation. 1986;74(3):469-76. doi: 10.1161/01.cir.74.3.469. According to the classification system: Grade 0, no visible filling from any coronary collateral; Grade 1, filling of side branches of the artery to be dilated via collateral channels without visualization of the epicardial part; Grade 2, partial filling of the epicardial part via collateral channels; Grade 3, complete filling of the epicardial artery, being dilated via collateral channels.

Statistical analysis

All data were analyzed using the SPSS 22.0 statistics package (SPSS Inc., Chicago, IL, USA). Continuous variables were reported as mean ± standard deviation, and categorical variables as absolute and relative frequencies. The Kolmogorov-Smirnov test was used to determine the normality of the data. The independent Student’s t-test was used to compare normally-distributed variables. Categorical variables were compared with the χ2test or Fisher’s exact test. A p-value < 0.05 was considered statistically significant. The effects of different variables on poor CCC were assessed by backward logistic regression analysis. The inclusion of covariates in the multivariate model was first determined by selecting those that exhibited 2-sided p < 0.10 in the unadjusted analyses. The inclusion of additional covariates was determined by performing a stepwise-backward selection process until all the other variables in the model exhibited p < 0.10. The receiver-operating characteristic (ROC) curve analysis was used to determine the best cutoff value of the SII level in predicting poor CCC.

Results

In total, 175 stable CAD patients with CTO were enrolled in the study. The mean age of the patients was 68.2±10.9 and 80.6% of the patients were male. There were two groups; one that had 94 patients in the poor CCC (Rentrop Grade 0 or 1) and 81 patients in the good CCC (Rentrop Grade 2 or 3) groups. Age, gender, presence of hypertension, diabetes hyperlipidemia, family history of cardiovascular disease (CVD), prior MI, and medications were similar between the two groups. In all patients, the CTO location was higher in the right coronary artery (RCA) and statistically higher in the good CCC group. Multivessel disease (≥ 2 CAD) rate was slightly and Gensini score was significantly higher in the good CCC. Mortality rates were similar between the two groups, during a mean follow-up of 21.5±10.8 months. Baseline demographic, clinical characteristics, CAD risk factors, and previous medication of the patients are shown in Table 1 .

Table 1
Baseline demographic and clinical characteristics of the study population

The laboratory results and the inflammatory parameters of both groups are shown in Table 2 . Platelet levels, WBC and neutrophil counts were remarkably higher in the poor CCC group. Lymphocyte count was higher in the good CCC group. Hemoglobin, monocyte count, glomerular filtration rate, and cholesterol levels were similar between the two groups. Among the inflammatory parameters, C-reactive protein (CRP) and MHR showed no significant difference between groups, but NLR, PLR, and SII values were found to be statistically lower in the good CCC group.

Table 2
Laboratory results and inflammatory parameters of the patients

The multivariate Backward-Regression analysis of risk factors for poor CCC was performed. The model included age, gender, hypertension, diabetes, hyperlipidemia, current smoking, prior MI, multivessel disease, heart rate, ejection fraction, acetylsalicylic-acid use, statin use, presence of CTO in the RCA, collateral state, Gensini score, NLR, PLR, and SII. The analysis showed that the absence of CTO in RCA and low Gensini score were related to poor CCC. In addition, a high SII level was significantly associated with poor CCC ( Table 3 ).

Table 3
Multivariate Backward-Regression analysis of risk factors for poor CCC

We assessed the predictor value of the SII for poor CCC in a ROC curve analysis. When the cutoff value of the SII was set at 679.96, the predictive power of poor CCC was the highest, with a sensitivity of 74.5% and specificity of 43.2% (AUC: 0.732; 95% CI, 0.659–0.804, p<0.001) ( Figure 2 ).

Figure 2
ROC curves of patients with poor CCC predicted by SII.

Discussion

To the best of our knowledge, this is the first study that evaluates the relationship between SII and CCC in patients with stable CAD and CTO. In the current study, we found that a high SII, the absence of CTO in RCA, and low Gensini score were related to poor CCC.

Coronary collateral vessels are an adaptive mechanism that is activated by chronic or recurrent myocardial ischemic events; they progress gradually, and protect from myocardial ischemia and its associated complications.22. Meier P, Hemingway H, Lansky AJ, Knapp G, Pitt B, Seiler C. The Impact of the Coronary Collateral Circulation on Mortality: A Meta-analysis. Eur Heart J. 2012;33(5):614-21. doi: 10.1093/eurheartj/ehr308. , 1212. Khand A, Fisher M, Jones J, Patel B, Perry R, Mitsudo K. The Collateral Circulation of the Heart in Coronary Total Arterial Occlusions in Man: Systematic Review of Assessment and Pathophysiology. Am Heart J. 2013;166(6):941-52. doi: 10.1016/j.ahj.2013.09.010. Hypoxia, increased redox potential or shear stress, and some genomic expressions cause endothelial cell activation and initiation of the inflammatory cascades.1313. Allahwala UK, Khachigian LM, Nour D, Ridiandres A, Billah M, Ward M, et al. Recruitment and Maturation of the Coronary Collateral Circulation: Current Understanding and Perspectives in Arteriogenesis. Microvasc Res. 2020;132:104058. doi: 10.1016/j.mvr.2020.104058. Because of the central role of the inflammation on the initiation and progression of CAD, various studies have been carried out to identify the effect of inflammatory processes on CCC. High CRP, NLR, PLR, CRP to albumin ratio (CAR), and fibrinogen to albumin ratio (FAR) have been used for this purpose.77. Açar G, Kalkan ME, Avci A, Alizade E, Tabakci MM, Toprak C, et al. The Relation of Platelet-lymphocyte Ratio and Coronary Collateral Circulation in Patients with Stable Angina Pectoris and Chronic Total Occlusion. Clin Appl Thromb Hemost. 2015;21(5):462-8. doi: 10.1177/1076029613508599. , 88. Akın F, Ayça B, Çelik Ö, Şahin C. Predictors of Poor Coronary Collateral Development in Patients with Stable Coronary Artery Disease: Neutrophil-to-Lymphocyte Ratio and Platelets. Anatol J Cardiol. 2015;15(3):218-23. doi: 10.5152/akd.2014.5263. , 1414. 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(9):829-35. doi: 10.1177/00033197211004392.

15. Zhao Y, Wang S, Yang J, Lin Z, Chen Q. Association of Fibrinogen/Albumin Ratio and Coronary Collateral Circulation in Stable Coronary Artery Disease Patients. Biomark Med. 2020;14(16):1513-20. doi: 10.2217/bmm-2020-0333.
- 1616. Gulec S, Ozdemir AO, Maradit-Kremers H, Dincer I, Atmaca Y, Erol C. Elevated Levels of C-Reactive Protein are Associated with Impaired Coronary Collateral Development. Eur J Clin Invest. 2006;36(6):369-75. doi: 10.1111/j.1365-2362.2006.01641.x.

Acar et al. found that PLR was a predictor of poor collateral flow in patients with stable angina pectoris and CTO.77. Açar G, Kalkan ME, Avci A, Alizade E, Tabakci MM, Toprak C, et al. The Relation of Platelet-lymphocyte Ratio and Coronary Collateral Circulation in Patients with Stable Angina Pectoris and Chronic Total Occlusion. Clin Appl Thromb Hemost. 2015;21(5):462-8. doi: 10.1177/1076029613508599. In another study, NLR was found to be associated with reduced coronary collateral flow in CAD with CTO.88. Akın F, Ayça B, Çelik Ö, Şahin C. Predictors of Poor Coronary Collateral Development in Patients with Stable Coronary Artery Disease: Neutrophil-to-Lymphocyte Ratio and Platelets. Anatol J Cardiol. 2015;15(3):218-23. doi: 10.5152/akd.2014.5263. We also found the PLR and NLR levels were high in the poor CCC group (p <0.001), but this significance was not found in the regression analysis.

Increased MHR level has been identified as a predictor of the high SYNTAX score in stable CAD patients.99. Akboga MK, Balci KG, Maden O, Ertem AG, Kirbas O, Yayla C, et al. Usefulness of Monocyte to HDL-cholesterol Ratio to Predict High SYNTAX Score in Patients with Stable Coronary Artery Disease. Biomark Med. 2016;10(4):375-83. doi: 10.2217/bmm-2015-0050. In the current study, we also aimed to investigate the effect of this inflammatory parameter on CCC development, but there was no significant difference in terms of MHR.

SII has been developed from inflammatory cells including platelet, neutrophil, and lymphocyte counts. Firstly, it has been associated with poor prognosis in many types of cancer.1717. Hu B, Yang XR, Xu Y, Sun YF, Sun C, Guo W, et al. Systemic Immune-Inflammation Index Predicts Prognosis of Patients After Curative Resection for Hepatocellular Carcinoma. Clin Cancer Res. 2014;20(23):6212-22. doi: 10.1158/1078-0432.CCR-14-0442. , 1818. Yang R, Chang Q, Meng X, Gao N, Wang W. Prognostic Value of Systemic Immune-Inflammation Index in Cancer: A Meta-analysis. J Cancer. 2018;9(18):3295-302. doi: 10.7150/jca.25691. Using The Dongfeng-Tongji cohort, Xu et al. have found that SII was associated with thrombocytosis, inflammation, and the development of cerebrovascular disease in 13,929 middle-aged and older adults without CVD and cancer, over a mean follow-up of 8.28 years.1919. Xu M, Chen R, Liu L, Liu X, Hou J, Liao J, et al. Systemic Immune-inflammation Index and Incident Cardiovascular Diseases Among Middle-aged and Elderly Chinese Adults: The Dongfeng-Tongji Cohort Study. Atherosclerosis. 2021;323:20-29. doi: 10.1016/j.atherosclerosis.2021.02.012. Yang et al. have demonstrated that high SII level is independently associated with increased risk of cardiovascular death, nonfatal MI, nonfatal stroke, and admission for heart failure in 5206 CAD patients who underwent PCI.1010. Yang YL, Wu CH, Hsu PF, Chen SC, Huang SS, Chan WL, et al. Systemic Immune-inflammation Index (SII) Predicted Clinical Outcome in Patients with Coronary Artery Disease. Eur J Clin Invest. 2020;50(5):e13230. doi: 10.1111/eci.13230. In this study, an optimal SII cutoff point (≥694.3) was identified for major adverse cardiovascular events (MACE) in the CAD cohort. Similarly, in our study, we found an optimal SII cutoff point of 679.96 for the best prediction of poor CCC, with a sensitivity of 74.5% and a specificity of 43.2%.

The effect of the CCC on mortality is debatable. In a meta-analysis that included over 3000 patients, Allahwala et al. have indicated that robust CCC is not associated with lower rates of acute myocardial infarction or all-cause mortality but increases the chance of PCI success.11. Allahwala UK, Nour D, Bhatia K, Ward MR, Lo S, Weaver JC, et al. Prognostic Impact of Collaterals in Patients with a Coronary Chronic Total Occlusion: A Meta-analysis of Over 3,000 Patients. Catheter Cardiovasc Interv. 2021;97(6):771-7. doi: 10.1002/ccd.29348. On the other hand, Meier et al. demonstrated that high collateralization had a protective effect and a 36% decreased mortality risk compared with patients with low collateralization.22. Meier P, Hemingway H, Lansky AJ, Knapp G, Pitt B, Seiler C. The Impact of the Coronary Collateral Circulation on Mortality: A Meta-analysis. Eur Heart J. 2012;33(5):614-21. doi: 10.1093/eurheartj/ehr308. However, in our study, there was no significant difference in mortality rates during 21.5±10.8 months of follow-up.

This study has some limitations. First, there was quite a small number of patients and the study was a cross-sectional, single-center one, with a retrospective design. Hence, the selected sample population may not reflect the whole cohort, and thus further studies are warranted. Second, all measurements and laboratory parameters were evaluated only once during follow-up. Finally, specific gene expressions, inflammatory parameters such as VEGF and TNF-α were not measured, so these measurements could be supportive in demonstrating the association of poor CCC with SII.

Conclusion

In this study, we found that a high SII, the absence of CTO in RCA, and low Gensini score were significantly related to poor CCC. It is important to quickly determine the inflammation status from the blood laboratory results and to determine the poor CCC and high-risk patients that result in high mortality in CAD patients. SII is an inflammatory parameter, which is easy to calculate from CBC and may be very useful to identify high-risk patients with poor CCC.

Referências

  • 1
    Allahwala UK, Nour D, Bhatia K, Ward MR, Lo S, Weaver JC, et al. Prognostic Impact of Collaterals in Patients with a Coronary Chronic Total Occlusion: A Meta-analysis of Over 3,000 Patients. Catheter Cardiovasc Interv. 2021;97(6):771-7. doi: 10.1002/ccd.29348.
  • 2
    Meier P, Hemingway H, Lansky AJ, Knapp G, Pitt B, Seiler C. The Impact of the Coronary Collateral Circulation on Mortality: A Meta-analysis. Eur Heart J. 2012;33(5):614-21. doi: 10.1093/eurheartj/ehr308.
  • 3
    Werner GS, Ferrari M, Heinke S, Kuethe F, Surber R, Richartz BM, et al. Angiographic Assessment of Collateral Connections in Comparison with Invasively Determined Collateral Function in Chronic Coronary Occlusions. Circulation. 2003;107(15):1972-7. doi: 10.1161/01.CIR.0000061953.72662.3A.
  • 4
    Shen Y, Ding FH, Dai Y, Wang XQ, Zhang RY, Lu L, et al. Reduced Coronary Collateralization in Type 2 Diabetic Patients with Chronic Total Occlusion. Cardiovasc Diabetol. 2018;17(1):26. doi: 10.1186/s12933-018-0671-6.
  • 5
    Dai Y, Chang S, Wang S, Shen Y, Li C, Huang Z, et al. The Preservation Effect of Coronary Collateral Circulation on Left Ventricular Function in Chronic Total Occlusion and its Association with the Expression of Vascular Endothelial Growth Factor A. Adv Clin Exp Med. 2020;29(4):493-7. doi: 10.17219/acem/104535.
  • 6
    Imhof BA, Aurrand-Lions M. Angiogenesis and Inflammation Face Off. Nat Med. 2006;12(2):171-2. doi: 10.1038/nm0206-171.
  • 7
    Açar G, Kalkan ME, Avci A, Alizade E, Tabakci MM, Toprak C, et al. The Relation of Platelet-lymphocyte Ratio and Coronary Collateral Circulation in Patients with Stable Angina Pectoris and Chronic Total Occlusion. Clin Appl Thromb Hemost. 2015;21(5):462-8. doi: 10.1177/1076029613508599.
  • 8
    Akın F, Ayça B, Çelik Ö, Şahin C. Predictors of Poor Coronary Collateral Development in Patients with Stable Coronary Artery Disease: Neutrophil-to-Lymphocyte Ratio and Platelets. Anatol J Cardiol. 2015;15(3):218-23. doi: 10.5152/akd.2014.5263.
  • 9
    Akboga MK, Balci KG, Maden O, Ertem AG, Kirbas O, Yayla C, et al. Usefulness of Monocyte to HDL-cholesterol Ratio to Predict High SYNTAX Score in Patients with Stable Coronary Artery Disease. Biomark Med. 2016;10(4):375-83. doi: 10.2217/bmm-2015-0050.
  • 10
    Yang YL, Wu CH, Hsu PF, Chen SC, Huang SS, Chan WL, et al. Systemic Immune-inflammation Index (SII) Predicted Clinical Outcome in Patients with Coronary Artery Disease. Eur J Clin Invest. 2020;50(5):e13230. doi: 10.1111/eci.13230.
  • 11
    Cohen M, Rentrop KP. Limitation of Myocardial Ischemia by Collateral Circulation During Sudden Controlled Coronary Artery Occlusion in Human Subjects: A Prospective Study. Circulation. 1986;74(3):469-76. doi: 10.1161/01.cir.74.3.469.
  • 12
    Khand A, Fisher M, Jones J, Patel B, Perry R, Mitsudo K. The Collateral Circulation of the Heart in Coronary Total Arterial Occlusions in Man: Systematic Review of Assessment and Pathophysiology. Am Heart J. 2013;166(6):941-52. doi: 10.1016/j.ahj.2013.09.010.
  • 13
    Allahwala UK, Khachigian LM, Nour D, Ridiandres A, Billah M, Ward M, et al. Recruitment and Maturation of the Coronary Collateral Circulation: Current Understanding and Perspectives in Arteriogenesis. Microvasc Res. 2020;132:104058. doi: 10.1016/j.mvr.2020.104058.
  • 14
    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(9):829-35. doi: 10.1177/00033197211004392.
  • 15
    Zhao Y, Wang S, Yang J, Lin Z, Chen Q. Association of Fibrinogen/Albumin Ratio and Coronary Collateral Circulation in Stable Coronary Artery Disease Patients. Biomark Med. 2020;14(16):1513-20. doi: 10.2217/bmm-2020-0333.
  • 16
    Gulec S, Ozdemir AO, Maradit-Kremers H, Dincer I, Atmaca Y, Erol C. Elevated Levels of C-Reactive Protein are Associated with Impaired Coronary Collateral Development. Eur J Clin Invest. 2006;36(6):369-75. doi: 10.1111/j.1365-2362.2006.01641.x.
  • 17
    Hu B, Yang XR, Xu Y, Sun YF, Sun C, Guo W, et al. Systemic Immune-Inflammation Index Predicts Prognosis of Patients After Curative Resection for Hepatocellular Carcinoma. Clin Cancer Res. 2014;20(23):6212-22. doi: 10.1158/1078-0432.CCR-14-0442.
  • 18
    Yang R, Chang Q, Meng X, Gao N, Wang W. Prognostic Value of Systemic Immune-Inflammation Index in Cancer: A Meta-analysis. J Cancer. 2018;9(18):3295-302. doi: 10.7150/jca.25691.
  • 19
    Xu M, Chen R, Liu L, Liu X, Hou J, Liao J, et al. Systemic Immune-inflammation Index and Incident Cardiovascular Diseases Among Middle-aged and Elderly Chinese Adults: The Dongfeng-Tongji Cohort Study. Atherosclerosis. 2021;323:20-29. doi: 10.1016/j.atherosclerosis.2021.02.012.
  • Study Association
    This study is not associated with any thesis or dissertation work.
  • Ethics approval and consent to participate
    This study was approved by the Ethics Committee of the Pamukkale University under the protocol number E-60116787-020-4313. All the procedures in this study were in accordance with the 1975 Helsinki Declaration, updated in 2013. Informed consent was obtained from all participants included in the study.
  • Sources of Funding: There were no external funding sources for this study.

Publication Dates

  • Publication in this collection
    10 June 2022
  • Date of issue
    July 2022

History

  • Received
    13 May 2021
  • Reviewed
    01 Sept 2021
  • Accepted
    10 Nov 2021
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