Elevated Composite Inflammatory Markers are Associated with Clinical Severity and Long-term Amputation Risk in Patients with Critical Limb Ischemia after Percutaneous Transluminal Angioplasty
Article Category: Original Research
Published Online: Sep 30, 2024
Page range: 102 - 110
Received: May 09, 2024
Accepted: Jun 26, 2024
DOI: https://doi.org/10.2478/jce-2024-0014
Keywords
© 2024 Adrian Vasile Mureșan et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.
Chronic limb-threatening ischemia (CLTI) represents the advanced stages of peripheral arterial disease (PAD) and is caused by atherosclerotic damage in the lower limbs.1,2 According to the Leriche-Fontaine classification,3 patients with CLTI present the following stages: stage III with rest pain and stage IV with trophic lesions.1,2,3 Patients with CLTI typically present with advanced age, a higher incidence of comorbidities and risk factors, as well as a greater risk of major amputation.1,2,4
Patients with CLTI exhibit a higher level of systemic inflammatory status than healthy controls5 and those in the initial stages of PAD.6,7 Recently, intensive research in vascular surgery has been conducted on inflammatory biomarkers derived from blood counts, such as the neutrophil-to-lymphocyte ratio (NLR), the monocyte-to-lymphocyte ratio (MLR), and the platelet-to-lymphocyte ratio (PLR).5,6,7,8,9,10,11,12,13,14 Currently, none of the biomarkers mentioned above are used in medical practice. As a result, composite biomarkers have been developed, such as the systemic immune index (SII), the systemic inflammation response index (SIRI), and the aggregate index of systemic inflammation (AISI).9 However, few articles have been published on the prognostic role of SII, SIRI, and AISI in vascular surgery, especially in patients with PAD, and to our knowledge, they have not been analyzed in patients with CLTI treated with endovascular interventions.
The aim of this study was to analyze the impact of SII, SIRI, and AISI on the clinical severity and long-term risk of major amputation in patients with CLTI after percutaneous transluminal angioplasty (PTA).
This is a retrospective observational study involving all patients diagnosed with CLTI, treated endovascularly, and admitted to the Vascular Surgery Clinic of the County Emergency Clinical Hospital of Târgu Mureș from January 2020 to December 2022. Patients with severe atherosclerotic lesions above the inguinal level (more than 70% stenosis of the common or external iliac artery) and those with oncological, hematological, or autoimmune conditions were excluded. Moreover, patients who tested positive for COVID-19 or had any infection confirmed within 3 months before admission were also excluded owing to the increased risk of complications associated with COVID-1915,16,17,18,19,20,21,22,23 and the increase in systemic inflammation.15,16,17 After applying these exclusion criteria, 104 patients with CLTI were enrolled in the study. Based on the clinical severity of the disease, the cohort was divided into a group with stage III Leriche-Fontaine and a group with stage IV Leriche-Fontaine.
Demographic information, comorbidities, and laboratory data from the day of admission, as well as characteristics of atherosclerotic lesions from computed tomography angiography (CTA) were collected from the hospital’s electronic database. The comorbidities that were followed included cardiovascular pathologies such as hypertension, atrial fibrillation, ischemic heart disease, and chronic heart failure, along with diabetes, varicose veins, and composite comorbidities. In addition, cardiovascular events (history of myocardial infarction or angina pectoris) and cerebrovascular events (stroke or transient ischemic attack), as well as active smoking, obesity, and dyslipidemia were noted. The preoperative CTA results showed the presence of atherosclerotic lesions in the superficial femoral artery, popliteal artery, anterior tibial artery, posterior tibial artery, and peroneal artery. The severity of the lesions was measured as follows: severe stenosis (stenosis of 70–90%), subocclusive stenosis (stenosis of 90–99%), and occlusion along the entire length of the artery.
Using the preoperative neutrophil, monocyte, platelet, and lymphocyte counts, composite inflammatory biomarkers were calculated as follows:
SII = neutrophil count × platelet count / lymphocyte count SIRI = neutrophil count × monocyte count / lymphocyte count AISI = neutrophil count × platelet count × monocyte count / lymphocyte count
In the short term, we assessed clinical severity, and in the long term, we monitored the risk of major amputation (above the ankle level) by contacting patients by phone.
Statistical analysis was performed using SPSS for Mac OS version 29.0.2.0 (IBM Corp). The average age, laboratory data, follow-up period, and length of stay were presented as mean ± s.d. We used Student’s t-test and the Mann–Whitney test to assess differences between continuous variables, and the chi-squared test to compare characteristics between groups for dichotomous variables. We used receiver operating characteristics (ROC) curve analysis to determine the cut-off values of SII, SIRI, and AISI. Additionally, multivariate Cox proportional hazard analyses were used to identify independent predictors of clinical severity and major amputation risk in patients with PAD. We used Kaplan–Meier curves to model the crude association between SII, SIRI, and AISI and major amputation risk, and the log rank test to compare the curves. All tests were two-tailed, and a p value of ≤0.05 was considered statistically significant.
The study included 104 patients with CLTI, with an average age of 70.59 ± 9.13 years. Of these patients, 81 (71.88%) were male. In terms of clinical presentation, 44 patients (42.30%) had stage III Leriche-Fontaine, and 60 patients (57.70%) had stage IV Leriche-Fontaine (Table 1). There were no statistically significant differences between the two groups in terms of demographic data, comorbidities, and risk factors (Table 1). However, patients in stage IV had increased levels of leukocytes (p = 0.005), neutrophils (p = 0.002), and monocytes (p < 0.001), as well as lower levels of hemoglobin (p = 0.030) (Table 1). There was also no significant difference in the risk of major amputation and length of stay between the two groups (Table 1).
Patient characteristics by clinical severity
Age, years, mean ± s.d. | 70.59 ± 9.13 | 68.86 ± 7.62 | 71.86 ± 9.96 | 0.081 |
Male, n (%) | 81 (77.88%) | 33 (75.00%) | 48 (80.00%) | 0.794 |
Hypertension | 90 (86.53%) | 38 (86.36%) | 52 (86.67%) | 0.133 |
Ischemic heart disease | 61 (58.65%) | 21 (47.72%) | 40 (66.67%) | 0.305 |
Chronic heart failure | 42 (40.38%) | 14 (31.81%) | 28 (46.66%) | 0.127 |
Atrial fibrillation | 12 (11.54%) | 3 (6.81%) | 9 (15.0%) | 0.197 |
Cardiovascular events | 13 (12.50%) | 4 (9.09%) | 9 (15.0%) | 0.368 |
Cerebrovascular events | 14 (13.46%) | 4 (9.09%) | 10 (16.67%) | 0.263 |
Diabetes mellitus | 63 (60.57%) | 23 (52.27%) | 40 (66.67%) | 0.529 |
Varicose veins | 11 (10.57%) | 4 (9.09%) | 7 (11.67%) | 0.673 |
Obesity | 26 (25.0%) | 9 (20.45%) | 17 (28.33%) | 0.359 |
Active smoking | 50 (48.07%) | 21 (47.72%) | 29 (48.33%) | 0.951 |
Dyslipidemia | 49 (47.11%) | 18 (40.91%) | 31 (51.67%) | 0.278 |
Hemoglobin, g/dl | 12.62 ± 1.86 | 13.07 ± 1.75 | 12.28 ± 1.89 | 0.030* |
Hematocrit, % | 38.16 ± 5.22 | 98.29 ± 4.53 | 37.33 ± 5.56 | 0.098 |
Leukocytes, × 103/µl | 9.44 ± 3.09 | 8.45 ± 2.69 | 10.17 ± 3.19 | 0.005* |
BUN, mg/dl | 45.05 ± 24.97 | 38.61 ± 12.73 | 49.39 ± 29.91 | 0.163 |
Creatinine, mg/dl | 1.31 ± 1.52 | 0.98 ± 0.29 | 1.55 ± 1.96 | 0.829 |
eGFR, ml/min/1.73 m2 | 82.20 ± 31.91 | 83.16 ± 24.87 | 81.48 ± 36.52 | 0.813 |
Glucose, mg/dl | 132.33 ± 58.99 | 128.83 ± 50.75 | 134.91 ± 64.72 | 0.840 |
AST, U/L | 19.83 ± 8.41 | 20.56 ± 9.10 | 19.30 ± 7.92 | 0.580 |
ALT, U/L | 19.74 ± 11.60 | 20.28 ± 10.84 | 19.34 ± 12.21 | 0.439 |
Neutrophils, × 103/µl | 6.67 ± 2.79 | 5.70 ± 2.16 | 7.38 ± 3.01 | 0.002* |
Lymphocytes, × 103/µl | 2.04 ± 1.48 | 1.93 ± 0.69 | 2.12 ± 1.86 | 0.840 |
Monocytes, × 103/µl | 0.73 ± 0.31 | 0.62 ± 0.29 | 0.79 ± 0.29 | <0.001* |
PLT, × 103/µl | 271.60 ± 105.54 | 258.35 ± 75.25 | 281.37 ± 122.96 | 0.671 |
INR | 1.18 ± 0.35 | 1.19 ± 0.37 | 1.17 ± 0.33 | 0.461 |
aPTT | 28.83 ± 11.36 | 28.50 ± 12.84 | 29.12 ± 10.04 | 0.465 |
Major amputation, n (%) | 16 (15.38%) | 6 (13.63%) | 10 (16.67%) | 0.672 |
Mortality, n (%) | 13 (12.50%) | 3 (6.81%) | 9 (15.0%) | 0.134 |
Follow-up period, years, mean ± s.d. | 1.26 ± 0.81 | 1.32 ± 0.84 | 1.22 ± 0.79 | 0.785 |
Length of stay, days, mean ± s.d. | 6.17 ± 4.13 | 6.02 ± 4.08 | 6.28 ± 4.20 | 0.782 |
Statistically significant
Additionally, we analyzed the severity of atherosclerotic lesions in the superficial femoral artery, popliteal artery, and infra-popliteal artery. Patients with stage IV Leriche-Fontaine had a higher incidence of PA occlusion (p = 0.036), subocclusive ATA stenoses (p = 0.007), and peroneal artery occlusion (p = 0.031) (Table 2).
Characteristics of atherosclerotic lesions of the infrainguinal arteries at preoperative CTA
Superficial femoral artery | 70–90% | 10 (9.61%) | 4 (9.09%) | 6 (10.0%) | 0.877 |
90–99% | 14 (13.46%) | 7 (15.91%) | 7 (11.66%) | 0.531 | |
Occlusion | 17 (16.34%) | 10 (22.72%) | 7 (11.66%) | 0.132 | |
Popliteal artery | 70–90% | 6 (5.76%) | 2 (4.54%) | 4 (6.67%) | 0.647 |
90–99% | 12 (11.53%) | 7 (15.91%) | 5 (8.33%) | 0.232 | |
Occlusion | 13 (12.5%) | 2 (4.54%) | 11 (18.33%) | 0.036* | |
Anterior tibial artery | 70–90% | 3 (2.88%) | - | 3 (5.0%) | 0.132 |
90–99% | 10 (9.61%) | 1 (2.27%) | 9 (15.0%) | 0.007* | |
Occlusion | 28 (26.92%) | 10 (22.72%) | 18 (30.0%) | 0.409 | |
Posterior tibial artery | 70–90% | 2 (1.92%) | - | 2 (3.33%) | 0.221 |
90–99% | 8 (7.69%) | 1 (2.27%) | 7 (11.66%) | 0.076 | |
Occlusion | 34 (32.69%) | 10 (22.72%) | 24 (40.0%) | 0.064 | |
Peroneal artery | 70–90% | 3 (2.88%) | 1 (2.27%) | 2 (3.33%) | 0.221 |
90–99% | 15 (14.42%) | 4 (9.09%) | 11 (18.33%) | 0.185 | |
Occlusion | 7 (6.73%) | 1 (2.27%) | 6 (10.0%) | 0.031* |
Statistically significant
We observed higher levels of three inflammatory biomarkers, the SII (p = 0.027), SIRI (p = 0.0008), and AISI (p = 0.0024) in patients with trophic lesions (Figure 1). Furthermore, the levels of these biomarkers were also higher in patients who underwent major amputation during the follow-up (Figure 2).

Graphical representation of the differences in SII (

Graphical representation of the differences in SII (
We performed a ROC analysis to determine the correlation between SII, SIRI, and AISI values at baseline and the two endpoints. Our findings indicate that SIRI (AUC, 0.698; p < 0.001 and AUC, 0.712; p < 0.001) and AISI (AUC, 0.680; p = 0.001 and AUC, 0.698; p = 0.003) are useful predictors of clinical severity and the risk of major amputation in the long term. On the other hand, although the findings suggest that SII is a useful prognostic factor of major amputation (AUC, 0.731; p = 0.001), it may not be a reliable predictor of clinical severity (p = 0.052) (Table 3).
ROC analysis for predicting clinical severity and major amputation
SII | – | 0.633 | 0.057 | 0.492–0.715 | – | – | 0.052 |
SIRI | 1.68 | 0.698 | 0.053 | 0.594–0.803 | 77.2% | 52.4% | <0.001* |
AISI | 362.25 | 0.680 | 0.055 | 0.572–0.787 | 80.7% | 50.0% | 0.001* |
SII | 961.68 | 0.731 | 0.067 | 0.600–0.862 | 81.3% | 69.9% | 0.001* |
SIRI | 1.49 | 0.712 | 0.060 | 0.595–0.829 | 93.8% | 42.2% | <0.001* |
AISI | 395.68 | 0.698 | 0.067 | 0.568–0.829 | 87.5% | 47.0% | 0.003* |
Statistically significant
According to the Kaplan–Meier graph presented in Figure 3, patients with values of SII (p = 0.008), SIRI (p = 0.022), and AISI (p = 0.006) above the median at the time of admission are at a higher risk of major amputation in the long term, following PTA.

Kaplan–Meier graph showing the incidence of major amputation during follow-up, categorized by the median values of SII (
We also performed a multivariate regression analysis to identify risk factors that can predict clinical severity. Our findings suggest that high baseline values of SIRI (OR = 2.28; p = 0.017) and AISI (OR = 2.32; p = 0.043), but not SII (OR = 1.71, p = 0.055), are associated with stage IV Leriche-Fontaine (Table 4). Additionally, the results of the Cox regression analysis suggest that SII (HR = 1.56; p = 0.010), SIRI (HR = 1.63; p = 0.009), and AISI (HR = 1.55; p = 0.016) are predictive factors for long-term risk of major amputation after following PTA (Table 4).
Factors predicting clinical severity and long-term risk of major amputation following PTA
Male | 1.33 | 0.52–3.38 | 0.545 | 1.34 | 0.38–4.70 | 0.649 |
Age | 1.41 | 0.94–2.12 | 0.100 | 0.98 | 0.61–1.59 | 0.928 |
Ischemic heart disease | 1.52 | 0.68–3.39 | 0.306 | 1.31 | 0.89–1.93 | 0.159 |
Diabetes mellitus | 1.45 | 0.66–3.17 | 0.351 | 2.59 | 0.86–7.74 | 0.089 |
Obesity | 1.54 | 0.61–3.87 | 0.361 | 0.82 | 0.26–2.55 | 0.729 |
Active smoking | 1.03 | 0.47–2.23 | 0.951 | 1.75 | 0.59–4.96 | 0.262 |
Dyslipidemia | 1.55 | 0.71–3.38 | 0.279 | 1.24 | 0.46–3.34 | 0.672 |
Leriche-Fontaine III | – | – | – | 0.77 | 0.28–2.12 | 0.612 |
Leriche-Fontaine IV | – | – | – | 1.30 | 0.47–3.57 | |
SII | 1.71# | 1.04–3.46 | 0.055 | 1.56# | 1.11–2.19 | 0.010* |
SIRI | 2.28# | 1.16–4.49 | 0.017 | 1.63# | 1.13–2.36 | 0.009* |
AISI | 2.32# | 1.03–5.26 | 0.043 | 1.55# | 1.08–2.22 | 0.016* |
HR expressed per 1 s.d. increase in baseline
Statistically significant
The main findings of our study present for the first time, to our knowledge, that composite inflammatory biomarkers SII, SIRI, and AISI can predict the clinical severity and the risk of major amputation in the long term after endovascular treatment for CLTI.
The development of atherosclerotic plaques is influenced by several factors,9,12,24,25,26,27,28,29,30,31,32,33,34 including cardiovascular risk factors,9,12,24,25 changes in local hemodynamics and biomechanics,26,27,28,29,30 and high levels of inflammation.31,32,33,34 Patients with CLTI have a poor prognosis,1,2 and studies have shown that those with high levels of inflammatory markers are at a greater risk of amputation and long-term mortality.35,36 There is also evidence that patients with PAD have a more pro-inflammatory genetic profile than healthy individuals, and that this is further potentiated by the severity of the disease.37 Furthermore, Gremmels
In a recent study by Ferreira
Recently, various inflammatory biomarkers have been proposed for cardiovascular disease, including SII, SIRI, and AISI, derived from blood cell counts. In this study, we have demonstrated the predictive role of these biomarkers regarding the clinical severity of PAD and the risk of major amputation in patients with CLTI, following PTA treatment. Studies by Candemir
There are a few studies on the prognostic value of SIRI in cardiovascular disease.46,47,48,49,50,51 Wang
There are some limitations to this study that need to be mentioned. First, it is an observational retrospective study that included patients from a single center. In the future, we need prospective studies that involve multiple centers to validate our findings and establish biomarker threshold values. Second, the study only involved patients with stage III–IV Leriche-Fontaine, therefore our results cannot be extrapolated to patients with stage I–II Leriche-Fontaine. Last, we could not obtain accurate data on the degree of restenosis after PTA because we relied on patients’ self-reporting of major amputations.
This study found elevated levels of SIRI and AISI to be linked with the severity of clinical symptoms and an increased risk of major amputation in the long term in patients with CLTI following PTA. Additionally, higher baseline values for SII were associated with a greater risk of major amputation, but not with clinical severity in the same group of patients. In the future, composite biomarkers derived from blood cell counts could be used to better identify patients at risk and personalize their therapeutic strategies. These biomarkers are highly accessible and cost-effective, making them a promising tool for health-care professionals.