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Research Article

Utility of Global Registry of Acute Coronary Event Score (GRACE) and Thrombolysis in Myocardial Infarction Risk Score (TIMI Score) in predicting 30-day Mortality in patients undergoing primary angioplasty at a Tertiary care center – A record-based study

[version 1; peer review: awaiting peer review]
PUBLISHED 15 Apr 2024
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This article is included in the Manipal Academy of Higher Education gateway.

Abstract

Background

This research work aims to assess the effectiveness of Global Registry Of Coronary Events (GRACE) and Thrombolysis In Myocardial Infarction (TIMI) risk scores in predicting outcomes for patients who underwent primary Percutaneous Coronary Intervention (PCI). The study included a cohort from a tertiary care centre.

Methods

This record-based study enrolled 94 patients who underwent primary PCI after a diagnosis of ST segment elevation myocardial infarction (STEMI). The data, for this study, was extracted from sources including, medical records. These records contained the computation and documentation of both GRACE and TIMI scores. The study also conducted Receiver Operating Curve (ROC) curve analysis, subsequently yielding the area under the curve alongside a 95% confidence interval, which was duly reported.

Results

The current study attempts a comparative analysis of the capacities of TIMI and GRACE scores. Accordingly, the study highlights that both are equally effective in predicting 30-day mortality for patients with STEMI. The TIMI Risk Score, with 85% sensitivity and 99% specificity metrics (also p-value = 0.008), and the GRACE Score, with 85% sensitivity and 99% specificity metrics (also p-value = 0.006), exhibit a strong similarity in the prognostic performance. Also, the sensitivity and specificity metrics were obtained after a thorough analysis of the receiver operating characteristic curve (ROCC).

Conclusions

The study utilized the TIMI score which demonstrated a sensitivity of 85% and specificity of 99% and the GRACE Score with 85% sensitivity and 99% specificity to predict 30-day mortality in STEMI patients. This included more than one month of observation period. Post observations, the results of the experiment suggested an improvement in the left ventricular functionwhich helped to infer that recovery after primary PCI is gradual rather than an immediate and pronounced recovery.

Keywords

Global registry of Acute coronary event, Thrombolysis in myocardial infarction, mortality, Acute coronary syndrome, Primary percutaneous coronary intervention, Left ventricular function, Coronary angiography, Risk score

Introduction

ST-segment elevation myocardial infarction (STEMI) is a distinct form of acute myocardial infarction primarily triggered by the formation of a blood clot, resulting in the abrupt obstruction of coronary arteries at the site of a rupture. This rupture typically occurs in conjunction with pre-existing atheromatous deposits, often causing structural damage to the plaque and the presence of calcified deposits.1 Patients who present with STEMI, the most suitable approach is primary percutaneous coronary intervention with the deployment of a stent at the lesion site. This helps to reopen the obstructed coronary artery and immediately restore the coronary blood flow. PCI aims to achieve restoration of coronary blood flow and prevent myocardial salvage.2

The TIMI Risk Score tailored for STEMI patients, predicts an increased mortality rate within 30 days of intervention. This score is drawn based on eight clinical indicators that includes age, angina, hypertension, presence of diabetes, systolic blood pressure < 100 mmHg, heart rate exceeding 100 beats per minute, Killip class II to IV, weight less than 67 kg, new left bundle branch block (LBBB) or anterior wall MI (AWMI), and time to fibrinolytic therapy exceeding 4 hours) which are recorded at the time of admission. Their cumulative values ranges from 0 to 14. Based on the scoring system, the patients are categorized into distinct risk tiers: low-risk (0-5 points), medium-risk (6-7 points), and high-risk (>7 points). This classification helps healthcare providers to assess and stratify the level of risk associated with 30-day mortality in STEMI patients based on objective clinical information recorded at the time of admission.3

The GRACE score is widely used for forecasting inpatient mortality. It uses eight key factors: age, cardiac arrest, BP, cardiac biomarkers, Killip class, serum creatinine, ST segment deviation, and heart rate. The patients were categorized as low (0-95), medium (96-125), or high (>125) based on their scores.4

The current research aims to evaluate the effectiveness of the GRACE and TIMI risk scores in predicting death within 30 days from receiving primary PCI.

Methods

Study design and setting

This research was a retrospective investigation conducted from November 2022 to November 2023. The primary objective of the study was to evaluate the effectiveness of TIMI and GRACE risk scores in predicting mortality within 30 days of receiving primary PCI in STEMI patients. Before the commencement of this research, the team received ethical approval (approval number IEC KMC MLR 10/2022/434, date of approval 20th October, 2022) from the Institutional Ethics Committee, Kasturba Medical College, Mangalore. Also, the study obtained signed authorized consent from every participant involved in the study.

Participants

The study included 94 participants who presented with STEMI. These patients received primary PCI at the Department of Cardiology, Kasturba Medical College Hospital, Mangalore. STEMI is defined as ST-segment elevation ≥ 1 mm in 2 contiguous electrocardiographic leads or ≥ 2 mm in precordial leads V1 to V3. Individuals with a history of ischemic heart disease were excluded from this study (Figure 1).

efe18b07-e131-4d7a-a84f-93428211a5a3_figure1.gif

Figure 1. Flow diagram showing recruitment of participants for the study.

Participant selection

Data gathering

The study recorded details of the selected patients based on the medical records. The data included demographic details like gender, current health conditions, symptoms, past medical and family history, as well as risk factors such as smoking, diabetes, and hypertension.

Twelve lead ECG and Echocardiography (as per the guidelines recommended by the American Society of Echocardiography) were performed on all the participants as a part of the routine cardiac investigation. Coronary angiography was performed in every participant to evaluate coronary artery disease and to identify number of affected vessels and the type of lesion. The possibility of adverse cardiac events was evaluated during subsequent follow-ups, in every selected patient using the GRACE and TIMI scores.

Statistical analysis

For the statistical analysis, all recorded data was populated on an Excel spreadsheet. Later, R software was employed for analysis. Quantitative variables were represented as mean values along with standard deviation, whereas discrete variables were expressed in frequency and percentages. Two-sample t-tests were applied to analyze the continuous variables, with significance set at a p-value of less than 0.05. Furthermore, with the help of ROC curves, the sensitivity and specificity of both GRACE and TIMI scores were calculated.

Results

Baseline parameters: This research encompassed 94 STEMI patients within a specific age range (average age of 59.4 ± 9.0 years). Among the 94 participants, 75 (80%) were male and 19 (20%) were female. The patient’s baseline characteristics were thoroughly examined and discussed in detail in the table below (Table 1).10

Table 1. Baseline characteristics of the study population at the time of presentation.

CharacteristicsMean±Standard deviation
HR79.5±21.3
SBP135.7±28.1
DBP84.3±17.3
SP0295.9±3.7
Creatinine1.1±0.4
Hemoglobin12.6±2.6
KILLIP CategoryNumber (%)
KILLIP Class I47 (50%)
KILLIP Class II18 (19.1%)
KILLIP Class II10 (10.6%)
KILLIP Class IV19 (20.2%)
12 Lead electrocardiographic characteristics
AWMI25 (26.6%)
IWMI46 (49.0%)
LWMI22 (23.3%)
PWMI1 (9%)

The baseline LVEF average for the PCI cohort was 47.5 ± 5.7. Post-follow-up, the mean LVEF was 49.0 ± 7.0, the p-value was 0.09. SVD was diagnosed in 50 (53%) patients, DVD in 29 (31%), and TVD in 15 (16%).

Based on the TIMI score, 50 patients (53.1%) were categorized as low risk, 25 patients (26.5%) as medium risk, and 19 patients (20.1%) as high risk. The average TIMI score was 5.3 ± 2.4. The GRACE score classification resulted in 27 patients (28.7%) ranked in the minimal-risk category, 37 (39.3%) in the intermediate-risk category, and 30 (31.9%) in the high-risk category. The mean GRACE score was calculated at 119.5 ± 37.4.

The 30-day mortality was considered as the state variable. Also, this study employed the ROC-curve-AUC-analysis to examine the distinguishing outcomes of both TIMI scores and GRACE scores. A ROC curve shows the relationship between the true positive rate displayed on the vertical axis and the complement of the true negative rate on the horizontal axis even as one adjusts the classification threshold. The ROC curve area was established at 95% confidence level. In Figure 2, the TIMI score yielded an AUC of 0.80, whereas in Figure 3, the GRACE score resulted in an AUC of 0.81.

efe18b07-e131-4d7a-a84f-93428211a5a3_figure2.gif

Figure 2. ROC curve for TIMI Scores for predicting 30-day mortality.

ROC curve area for the TIMI score =0.008.

efe18b07-e131-4d7a-a84f-93428211a5a3_figure3.gif

Figure 3. ROC curve for GRACE scores for predicting 30-day mortality.

ROC curve area for the GRACE score = 0.006.

Both TIMI and GRACE scores showed strong diagnostic performances. Each score exhibited 99% specificity and 85% sensitivity, and their p-values (TIMI, p = 0.008; GRACE, p = 0.006) were statistically significant. During the follow-up period of 1 month, the outcome events indicated 4% reinfarction, 6% re-hospitalization, 1% heart failure, and 14% death.

Discussion

The observations from the study indicated that with age, the degree of acute coronary events also increases; the incidence is higher among males than in females. In this study, the presence of hypertension and diabetes were directly associated with advancing age and risk factors like hypertension and diabetes. The above findings were seen in agreement with research by Elizabeth RC Millet et al.5; this study investigated gender differences among the risk factors for MI and concluded that the incidence of MI was higher in men than in women for all the predicted risk factors and the gender difference in the risk factors reduced with advancing age.

The results from the current study documented 13 case fatalities following primary PCI; this included 6 in-hospital deaths and 7 out-of-hospital deaths. Upon evaluating their TIMI and GRACE scores, it was noted that 5 participants belonged to the High-Risk category, indicating the comparable predictive value of both scores. Further investigation revealed that the results were similar to the findings of the study by Correia, LC et al.1 which concluded that the discriminatory capacity of both scores was similar for in-hospital death.

In the current study, researchers calculated the sensitivity and specificity of the scores by using the ROC curve. The TIMI Risk Score showed an 85% true-positive rate and a 99% true-negative rate, with a p-value of 0.008. Similarly, the GRACE Score exhibited a true positive rate of 85%, a true negative rate of 99%, and a p-value of 0.006. These results indicated that the discriminatory capacity of both GRACE and TIMI scores were similar. Thus, these findings were noted to align with the research findings by Correia et al.1

In a previous study by J.M. Poldervaart et al.,6 the HEART, TIMI, and GRACE scores exhibited different levels of true positive rate and true negative rate, with values of 0.36 and 0.95, 0.96 and 0.50, and 0.78 and 0.56, respectively. The AUC values were 0.80 for TIMI and HEART was 0.70 GRACE. Indirect comparison findings indicate that TIMI and HEART scores outperformed the GRACE score in predicting MACEs. However, there were no noteworthy disparities between HEART and TIMI scores for predicting MACEs.

In another study by Jun Ke et al.,7 both TIMI and HEART scores demonstrated higher effectiveness than GRACE scores in predicting the risk of Major adverse cardiovascular events (MACE) among selected participants with sudden chest discomfort.

In the current study, LVEF was recorded at the time of presentation and re-assessed during follow-up. In the course of 30-day follow-up, those patients who received primary PCI exhibited improvement in the left ventricular performance. In another study by Eslami et al.8; the results concluded that recovery of LV after STEMI assessed by LVEF took as long as 2 months after primary PCI and not immediate, but early recovery of LV was noted in global longitudinal strain (GLS). The current study findings showed improvement in left ventricular ejection fraction by >2% (47% to 49%) within a period of 30 days. Therefore, the current study concluded that left ventricular recovery was not immediate after PCI, but improves gradually over time following successful revascularization.

During the follow-up, patients experienced cardiovascular complications, with mortality being more frequent. A smaller proportion of patients reported instances of reinfarction, and in all four cases, the cause was attributed to the omission of antiplatelet drugs. These findings align with a study conducted by Jafri SM et al.,9 which emphasizes the strong recommendation for continuing Aspirin for secondary prevention after myocardial infarction unless contraindications are present. The various causal factors for hospitalization includes reinfarction, chest pain, pulmonary edema, contrast-induced nephropathy, lower respiratory tract infection (LRTI), ischemic myocarditis, pedal edema, and left ventricular apical clots.

Conclusion

The study’s findings suggest that the discriminatory capabilities of both GRACE and TIMI scores were akin. The TIMI Risk Score demonstrated a sensitivity of 85% and specificity of 99%, whereas the GRACE Score exhibited a sensitivity of 85% and specificity of 99% in predicting 30-day mortality among patients presenting with STEMI. Notably, both scores assorted 60% of patients into the same risk category.

Over a one-month follow-up period, patients who underwent PCI displayed an enhancement in left ventricular function. This indicates that recovery of left ventricular function following PCI was not immediate, but rather exhibited a gradual improvement.

Limitations

This study did not include patients undergoing thrombolytic therapy.

LVEF was calculated using conventional 2D echocardiography which does not analyse the left ventricular segmental function. The inter-and-intra-observer variability limited the scope of functional assessment by LV M-Mode.

The ROC curve was plotted for both scores with only mortality as a state variable, and other cardiovascular complications were not included while calculating sensitivity and specificity.

Ethics and consent

Before the commencement of this research, the team received ethical approval (approval number IEC KMC MLR 10/2022/434, date of approval 20th October 2022) from the Institutional Ethics Committee, Kasturba Medical College, Mangalore. Also, the study obtained signed authorized consent from every participant involved in the study.

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Kamath P, Nayak C, Pai D DN et al. Utility of Global Registry of Acute Coronary Event Score (GRACE) and Thrombolysis in Myocardial Infarction Risk Score (TIMI Score) in predicting 30-day Mortality in patients undergoing primary angioplasty at a Tertiary care center – A record-based study [version 1; peer review: awaiting peer review]. F1000Research 2024, 13:272 (https://doi.org/10.12688/f1000research.145283.1)
NOTE: If applicable, it is important to ensure the information in square brackets after the title is included in all citations of this article.
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VERSION 1 PUBLISHED 15 Apr 2024
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Alongside their report, reviewers assign a status to the article:
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Approved with reservations - A number of small changes, sometimes more significant revisions are required to address specific details and improve the papers academic merit.
Not approved - fundamental flaws in the paper seriously undermine the findings and conclusions
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