Multivessel disease (MVD) is present in 40%–50% of patients with acute myocardial infarction (AMI) (1–4). It is generally accepted that the prognosis of AMI with MVD is worse than that of its counterparts (1, 2), necessitating extensive research to optimize revascularization strategies for non-culprit arteries to improve patient outcomes.
Prior studies have consistently demonstrated that complete revascularization (CR) with percutaneous coronary intervention (PCI) for AMI with MVD yields better clinical outcomes than culprit-only PCI (4–9). In light of these findings, contemporary guidelines now advocate CR for patients with AMI and MVD (10, 11).
However, compared to the established benefit of CR in AMI with MVD, the optimal timing of PCI for non-culprit arteries in hemodynamically stable patients remains unclear. Despite recent guidelines recommending staged complete revascularization and advocating for selective immediate complete revascularization in AMI with MVD (10, 11), the supporting evidence for these recommendations is limited. Given the currently limited data from dedicated studies on this topic (12, 13), the search for further evidence to define the optimal timing of PCI for non-culprit arteries continues to be of value.
In this study, we present a post-hoc analysis of the fractional flow reserve (FFR) vs. angiography-guided strategy for the management of non-infarction related artery stenosis in patients with AMI from the FRAME-AMI trial. Our aim was to compare strategies with differing timings of PCI for non-culprit arteries—staged vs. immediate CR in AMI with MVD—using data derived from the FRAME-AMI trial. In addition, applying the FFR in PCI for non-culprit arteries to vary the timing of CR was also examined.
Method Study population and treatmentThe study protocol was approved by the ethics committees of the participating centers (IRB no: CNUH-2018-143) and adhered to the principles of the Declaration of Helsinki. All patients provided written informed consent before inclusion in the registry.
The FRAME-AMI trial design and its principal results have been discussed in detail previously, specifically in the appendix of the primary publication (14).
Briefly, the FRAME-AMI trial was an open-label, multicenter, randomized study that contrasted the outcomes of FFR-guided vs. angiography-guided PCI for non-culprit arteries in AMI with MVD. The culprit artery was defined as the artery related to AMI, and it was determined by the operator based on angiography and/or other modalities, including electrocardiogram, echocardiography, or intravascular imaging, if indicated. Other coronary arteries were considered non-culprit arteries. MVD was defined as stenosis > 50% in a non-culprit vessel with a diameter ≥ 2.0 mm, as visually estimated. The study included patients aged over 18 years diagnosed with AMI. Primary PCI for the culprit artery was undertaken within 12 h of symptom onset in cases of ST elevation myocardial infarction (STEMI), and within 72 h in non-ST elevation myocardial infarction (NSTEMI) cases. The trial protocol was approved by the institutional review board at each participating site.
Exclusion criteria included cardiogenic shock at presentation, unprotected left main coronary artery disease (stenosis > 50% by visual estimation), non-culprit arteries not amenable for PCI, severe stenosis with thrombolysis in myocardial infarction (TIMI) flow II or less, or chronic total occlusion. Further details of inclusion and exclusion criteria have been previously described (14).
Following the culprit artery PCI, evaluation and PCI for non-culprit arteries were conducted either immediately or at a later stage, based on the operator's discretion. While the interval between index and staged PCI was not pre-determined, staged PCI for non-culprit arteries was carried out during the index hospitalization. CR was defined when all non-culprit arteries were treated with PCI according to predefined criteria based on FFR or angiographic guidance as described below.
In the FFR group, FFR was carried out in all non-culprit arteries with a lesion(s) presenting > 50% stenosis on visual estimation, and PCI for non-culprit arteries was performed only when the FFR result was 0.80 or lower. In the angiography group, lesions with a diameter stenosis > 50% were treated with PCI. All medical treatments adhered to the current guidelines (15), and dual antiplatelet treatment was maintained for a minimum of 12 months.
This study's objective was to assess the impact of the timing of PCI for non-culprit arteries in AMI with MVD. To this end, we conducted a post-hoc analysis of the FRAME-AMI trial. Participants were categorized into immediate and staged CR groups based on the timing of evaluation and PCI for non-culprit arteries. All staged PCIs were performed during the index hospitalization. The flow of analyses is depicted in Figure 1. After excluding patients treated for non-culprit arteries in violation of the treatment protocol, comparisons were made for all AMI patients and separately for STEMI and NSTEMI cohorts.
Figure 1. Flow for defining study subject. *Details of violation include 5 protocol violation in the FFR group (3 no PCI despite FFR < 0.80, 1 PCI despite FFR > 0.80, 1 no FFR measurement) and 8 protocol violation in the CAG group (no PCI for non-culprit). AMI, acute myocardial infarction; CR, complete revascularization.
Clinical endpointsThe primary endpoint of this study was a composite of all-cause death, myocardial infarction (MI), or any repeat revascularization. Secondary endpoints encompassed each component of the primary endpoint, cerebrovascular accident (CVA), definitive or probable stent thrombosis, and contrast-induced nephropathy (CIN). The definition of death adhered to the guidelines set by the Academic Research Consortium (16). All deaths were presumed to be cardiac unless a distinct non-cardiac cause could be established. MI was defined in accordance with the third universal definition (17), which includes recurrent or procedural-related MI and thus encompasses periprocedural MI. The definition and classification of stent thrombosis adhered to the Academic Research Consortium's guidelines (16). More detailed definitions of clinical outcomes have been previously described in the appendix of the main paper (14).
Statistical analysisCategorical variables were analyzed using the chi-square or Fisher's exact tests. Continuous variables are reported as the mean ± SD or median with interquartile range and were analyzed using the Student's t-test or the Wilcoxon rank-sum test. A two-tailed p-value less than 0.05 was deemed to indicate statistical significance.
Kaplan–Meier analyses were conducted to compare the primary and secondary endpoints in groups with varying treatment strategies. The log-rank test was used to assess differences in survival between the groups.
Cox-proportional hazard regression models were employed to ascertain whether staged or immediate CR constitutes an independent predictor of clinical outcomes. Variables deemed significant in the univariable analysis (p < 0.1) or those with clinical significance for each outcome were included in the multivariable analysis. Multivariable Cox-proportional hazard models were prepared with propensity score (PS)-based overlap weighting as described below.
PSs were calculated to mitigate the confounding effects of variable differences in the variable distributions between the two groups and overlap weighting (OW) (18, 19) was applied. PSs were calculated for the revascularization strategies in the analyses (Supplementary Figures S1–S3) using the PSweight package. Several variables were adjusted for the timing of CR including age, sex, hypertension, systolic blood pressure (SBP), diastolic blood pressure, diabetes mellitus (DM), current smoking, door to balloon time, three-vessel disease, left main disease, location of the culprit lesion, transradial approach, use of a glycoprotein IIb-IIIA inhibitor, direct stenting for the culprit lesion, image-guided PCI for culprit vessels, creatinine, total numbers of culprit lesion(s) and non-culprit lesions, left ventricular ejection fraction, FFR guidance for non-culprit lesion, and STEMI in cases of all AMI. Histograms for PS and plots for PS density with weighting are provided for AMI, STEMI, and NSTEMI (Supplementary Figures S4–S6, respectively). Furthermore, subgroup analysis for the primary endpoint was performed for major clinically significant variables.
All statistical analyses were conducted using the R statistical package (version 4.2.0; R Foundation for Statistical Computing, Vienna, Austria).
ResultsOf the 562 patients with AMI and MVD who underwent PCI between August 2016 and December 2020, a total of 549 patients were analyzed after excluding those who violated the treatment protocol for their non-culprit artery.
In this analysis of patients with AMI and MVD, 329 patients (60.0%) underwent immediate complete revascularization, and 220 patients (40.0%) underwent staged complete revascularization. The median follow-up duration was 3.48 years (interquartile range 2.68 to 4.08 years).
Baseline and procedural profiles in all AMI patientsThe baseline clinical characteristics of the patients are presented in Table 1.
Table 1. Baseline characteristics in patients with all acute myocardial infarction.
Several statistically significant differences were observed between the groups. The immediate CR group had a lower proportion of males, with higher SBP, more frequent DM with higher hemoglobin A1C, lower creatinine, and higher left ventricular ejection fraction.
The procedural profiles are compared in Table 2. Immediate CR was less frequently performed in patients with STEMI (33.1% vs. 66.8%, p < 0.001). The distribution of culprit vessels also differed (p < 0.001), with a higher proportion of left anterior descending (LAD) (40.4% vs. 26.4%) and a lower proportion of right coronary artery (RCA) (33.4% vs. 54.5%), and less frequent three-vessel disease (31.6% vs. 48.6%, p < 0.001) in the immediate CR group. Pre-PCI diameter of the stenosis and the FFR value for non-culprit arteries were comparable between the two groups, but the total length of the non-culprit lesions was longer in immediate CR.
Table 2. Procedural profiles and in-hospital complications in all AMI patients.
Procedural differences during PCI between the two groups were noted. The immediate CR group showed a lower rate of transfemoral approach (9.7% vs. 25.5%, p < 0.001) and use of glycoprotein IIb-IIIa inhibitors (15.2% vs. 24.1%, p = 0.012). Image-guided PCI for the culprit artery was more frequent in the immediate CR group (24.9% vs. 16.4%, p = 0.022). However, image guidance for PCI of non-culprit arteries was less frequently used in this group (24.9% vs. 36.8%, p = 0.009). The rate of FFR usage was statistically comparable in both groups.
Although mean FFR value for non-culprit artery was comparable (0.70 ± 0.1), non-culprit arteries with diameter stenosis ranged 70 to 90% was more prevalent in the staged CR group (46.2% vs. 54.3, p = 0.034).
The total number of stents used in the whole PCI procedure was lower in the immediate group (2.3 ± 0.9 vs. 2.5 ± 1.1, p = 0.001), with a shorter total length of stents (34.8 ± 20.0 mm vs. 43.8 ± 21.3 mm, p < 0.001), and a significantly lower number of stents for non-culprit arteries (1.0 ± 0.8 vs. 1.3 ± 0.9, p < 0.001) in the immediate CR group.
The length of hospital stay was not statistically different (3.0 days as median in both groups, p = 0.197). The total rate of in-hospital complications was comparable between groups (3.6% vs. 6.4%, p = 0.206), except for a lower rate of cardiogenic shock in the immediate CR group (0.3% vs. 2.7%, p = 0.036).
Baseline and procedural profiles in STEMI and NSTEMIThe baseline clinical characteristics of the patients are presented in Supplementary Table S1. Patients with STEMI and MVD were less frequently treated with immediate CR than those with NSTEMI (42.5% vs. 75%, p < 0.001). Baseline characteristics in both STEMI and NSTEMI groups were statistically similar except for a higher heart rate and DM prevalence in STEMI (34.9% vs. 21.1%, p = 0.021), and higher SBP in NSTEMI patients treated with immediate CR.
Procedural profiles are compared in Supplementary Table S2. For STEMI patients, the door-to-balloon time (DBT) for a culprit artery was comparable between the two groups (median: 72.5 min vs. 68.0 min, p = 0.113). The distribution of the culprit vessel significantly differed (p = 0.002), with a higher proportion of LAD (50.5% vs. 28.6%) and lower proportion of right coronary artery (RCA) (37.6% vs. 56.5%) in the immediate CR group. The transfemoral approach was less frequently used (11.9% vs. 25.9%, p = 0.009) during immediate CR. In contrast to the similar usage rate of imaging devices for the culprit artery, imaging guidance was less frequently used for non-culprit arteries in the immediate CR group (23.2% vs. 38.1%, p = 0.027). Additionally, a lower number (1.1 ± 0.6 vs. 1.3 ± 0.8, p = 0.023) and shorter total length of stents (32.3 ± 15.0 mm vs. 40.8 ± 20.9 mm, p = 0.001) were used for non-culprit arteries in immediate CR. The incidence of in-hospital complications was comparable.
In NSTEMI patients, the DBT was longer in the immediate CR group (median: 625.5 min vs. 350.0 min, p = 0.001). There was also a difference in the distribution of culprit vessels (p = 0.009) between the two groups; similar to STEMI, LAD was more frequent (35.5% vs. 21.9%) and RCA was less common (31.5% vs. 50.7%) in the immediate CR group. The transfemoral approach was also less frequently used in immediate multivessel PCI (8.6% vs. 24.7%, p = 0.001).
Fewer stents were used (1.0 ± 0.8 vs. 1.4 ± 1.0, p = 0.001) with a shorter total stent length (36.2 ± 22.3 mm vs. 50.1 ± 20.9 mm, p < 0.001) for non-culprit arteries during immediate CR. The incidence of in-hospital complications, including CIN, was comparable.
Clinical outcomes and survival analysisClinical outcomes are detailed in Table 3. The results of Kaplan-Meier analysis for the primary endpoints in AMI, STEMI, and NSTEMI are provided in Figure 2.
Table 3. Outcomes in AMI, STEMI and NSTEMI.
Figure 2. Kaplan-Meier curves of a composite outcome in patients with AMI (A), STEMI (B) and NSTEMI (C) with multivessel disease treated with immediate or staged PCI strategy for non-culprit artery(s). AMI, acute myocardial infarction; CI, confidence interval; NSTEMI, non-ST segment elevation myocardial infarction; HR, hazard ratio; POCO, patient-oriented composite outcome; STEMI, ST segment elevation myocardial infarction.
Among all AMI patients, during the follow-up period (median 3.48 years, 1Q/3Q = 2.68/4.08 years), the primary endpoint occurred in 35 and 22 patients in the immediate and staged CR groups, respectively. All-cause death occurred in 13 and 8 patients in each group. Among them, 11 and 7 cardiac deaths occurred in each group. There was no in-hospital mortality in either group. No other outcomes were significantly different.
In patients with STEMI, composite outcomes occurred in 11 patients in each group and all-cause death occurred in 1 and 4 patients in each group. All mortalities were cardiac-related. In patients with NSTEMI, the primary endpoint occurred in 24 and 11 patients in each group (13.2% vs. 29.2%). All-cause death occurred in 12 and 4 patients in each group (6.0% vs. 20.3%). Other secondary endpoints did not significantly differ. The results of Kaplan-Meier analysis for secondary endpoints in AMI, STEMI, and NSTEMI are provided in Supplementary Figures S7–S9.
Subgroup analysisThe results of the subgroup analysis for the primary endpoint are displayed in Figure 3. Because subgroups according to presentation (STEMI or NSTEMI) were analyzed in detail separately, the subgroups were not included in Figure 3 (interaction p = 0.281). There were no statistically significant differences in HR for the primary endpoint from either immediate or staged PCI for nonculprit arteries in all analyzed subgroups.
Figure 3. The result of subgroup analysis for the primary endpoint. CAG, coronary angiography; CI, confidence interval; Cr, creatinine (md/dl); DM, diabetes mellitus; EF, ejection fraction; FFR, fractional flow reserve; HR, hazard ratio; LAD, left anterior descending; LCX, left circumflex; LV, left ventricle; NSTEMI, non-ST segment elevation myocardial infarction; PCI, percutaneous coronary intervention; RCA, right coronary artery.
DiscussionThe current study draws upon data from the FRAME-AMI trial to compare clinical outcomes between two different revascularization strategies for non-culprit arteries in AMI with MVD: immediate vs. staged CR, followed by detailed subgroup evaluations of STEMI and NSTEMI patients.
Our findings can be summarized as follows:
First, during the FRAME-AMI trial, approximately 60% of patients with AMI and MVD underwent immediate PCI for non-culprit arteries. It is worth noting that immediate CR at the time of index PCI was less frequent in patients with STEMI and MVD compared to those with NSTEMI (42.5% vs. 75%, p < 0.001).
Second, our analysis revealed no statistically significant difference in both primary and secondary endpoints based on the timing of CR over a median follow-up period of 3.48 years in AMI, STEMI, and NSTEMI patients. These statistical similarities extended to potential periprocedural complications, including CIN, stroke, or cardiogenic shock or arrest.
Third, a subgroup analysis for the primary endpoint showed no difference in risk for the outcome between immediate and staged CR across all subgroups.
Despite the well-established benefits of CR in AMI with MVD (4–11), the timing of PCI for non-culprit arteries remains a contested point in practice. For instance, immediate CR raises concerns about potential additional complications for non-culprit arteries, such as CIN (20), or a deterioration in patient status, which might be challenging to manage in detail during an extended PCI. This is due to the additional immediate PCI for non-culprit arteries, which prolongs the procedure time and increases the contrast dose. Moreover, the extended procedural time related to additional procedures at the time of index PCI could disrupt the workflow of a catheterization laboratory, presenting a practical issue for immediate CR in some settings.
Compared to immediate CR, a staged complete revascularization strategy might also pose certain challenges such as the risk of periprocedural complications related to additional vascular access at the time of staged PCI. Moreover, uncertainty about the culprit artery(s), particularly in NSTEMI (21, 22), could complicate the index PCI in some instances, unlike the immediate complete revascularization strategy where the non-culprit artery could be evaluated and treated during the index PCI. Potential plaque instability and subsequent events (23) during the interval between index and staged PCI could be an additional concern. Furthermore, the potential for increased socioeconomic costs due to a staged procedure or prolonged duration of hospitalization might be a disadvantage of a staged CR strategy in real-world practice.
Considering these issues, evidence from a limited number of dedicated, prospective studies suggests that immediate CR could be selectively chosen with comparable outcomes. For instance, Gennaro et al. (13) compared outcomes in NSTEMI with MVD patients treated with immediate or staged CR performed during the index hospitalization (mean 4.76 days). They found a better composite outcome in the group treated with immediate PCI for non-culprit artery(s), mainly driven by a lower rate of one-year target vessel revascularization. The immediate PCI strategy was not associated with a higher risk of CIN and was linked to a more rapid decrease in troponin levels during the periprocedural period. Compared to the immediate CR group, staged CR was associated with an increase in troponin T levels 12 h after index PCI. Furthermore, additional vascular access during staged PCI was associated with a higher rate of minor bleeding, but not major bleeding.
The recently published results from the BIOVASC trial, which examined biodegradable polymer-coated stents in patients with acute coronary syndrome and multivessel disease, provided further insight into the optimal timing of PCI for non-culprit arteries in AMI with MVD. In this prospective multicenter trial, which compared immediate and staged CR in AMI with MVD, Roberto et al. demonstrated the non-inferiority of the immediate complete revascularization strategy for a 1-year composite outcome (12). Their analysis showed that staged complete revascularization was associated with a higher incidence of MI and unplanned ischemia-driven revascularization. In their study, staged PCI for non-culprit arteries was performed later during the index hospitalization or through re-admission within six weeks after the index procedure. Interestingly, 44.1% of MI occurred in the interval between the index and staged PCI, with 66% of these MIs associated with non-culprit arteries.
In comparison with the data from the BIOVASC trial, our analysis did not show a significant difference in MI or any repeated revascularization in either the culprit or non-culprit arteries between the immediate and staged complete revascularization groups. These findings could be attributed to the shorter interval between the index and staged PCI for the non-culprit artery in our study. While the interval between the index and staged PCI was not predetermined in the study protocol, all PCIs were performed during the index hospitalization in our study. The average hospital stay for staged CR was 3.0 days (1Q/3Q = 1.0/5.0 days), which is shorter than the median interval to staged PCI (15 days) in the BIOVASC trial. These differences may provide insights for determining the optimal interval between the index and staged PCI for non-culprit arteries, to reduce clinical events in future studies.
The recently published MULTISTARS AMI study (24), compared immediate CR with staged CR in hemodynamically stable STEMI patients with MVD, and also showed a higher risk of unplanned ischemia-driven revascularization in the staged CR arm. In that study, the interval between the index procedure and the staged procedure was longer than ours, 19–45 days in protocol (median 37 days), and more than half of the events occurred during the interval (23 of 39 patients). Based on these and our observations, we hypothesized that the interval between immediate and staged interventions could affect adverse events in a staged CR strategy, so further study about the optimal interval between the index and staged interventions in patients with AMI and MVD is suggested.
In addition to the difference in the interval to staged PCI between studies, differences in the definition of CR caused by measures to determine the significance of non-culprit arteries should also be discussed. Although the definition of CR to treat non-culprit arteries with significance is basically the same, the non-culprit artery was treated with PCI based on angiographic guidance in the BIOVASC and MULTISTARS AMI studies, and the decision for PCI was left to the operator's discretion in the BIOVASC trial. Physiological testing was not mandatory in less than 20% of the cases. Thus, our results should be interpreted differently from these two trials. PCI for non-culprit arteries was performed in 81.9% of cases in the FRAME-AMI trial, and less frequently in the FFR guidance group (64.1%). This means that about 20% of patients in our study were treated with functional CR in which the non-culprit artery with hyperemic FFR ≥ 0.80 was treated medically. Compared to our data, the investigator-reported CR rate was 96.1% in the BIOVASC trial. In addition, a significant proportion of non-culprit arteries in the FRAME-AMI trial (38.8%) had diameter stenoses ranging from 50 to 70%, which was not significant in the BIOVASC and MULTISTARS AMI trials. These lesions were evaluated and treated with PCI in the angiography-guided group. Differences in the mandatory use of FFR and the protocolized treatment and criteria for enrollment (>50% vs. 70%) of non-culprit arteries has led to differences in the definitions of CR between studies and should be considered for appropriate interpretation.
LimitationsSeveral limitations in our study should be acknowledged. During the FRAME-AMI trial, patients were not randomly assigned to either of the CR strategies; the choice was determined by the operators’ decisions, which were likely to have been influenced by various clinical factors such as baseline renal function, the distribution of culprit and nonculprit arteries, the complexity of the nonculprit artery, disease extent, or the usage of imaging guidance for culprit artery PCI, as seen in our analysis. Although we attempted to reduce the impact of this patient profile disparity between the two revascularization strategies by applying propensity score-based methodology in the Cox proportional hazard model, the results should be interpreted with caution. Moreover, some of the variables such as the interval between the index and staged revascularization, procedural time, and contrast or radiation dose, were not collected and provided by the original study data.
Insufficient sample size and a lack of statistical power were important limitations. Because the original study was not constructed for this topic, the results of our analysis are inconclusive because of these limitations. Nevertheless, our analysis adds valuable insight about this topic because of some distinct features in the data, such as the mandatory use of physiological testing and protocolized PCI for nonculprit arteries according to the interval to staged PCI.
Finally, our results are not applicable to patients with cardiogenic shock or chronic total occlusion, as these populations were excluded in the original study.
In conclusion, our study demonstrated no significant differences in clinical outcomes between immediate and staged CR strategies for AMI with MVD and its subgroups, such as STEMI or NSTEMI, in the FRAME-AMI population. However, the results should be interpreted carefully because of limitations, including a limited sample size and a lack of statistical power.
Data availability statementThe raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
Ethics statementThe studies involving humans were approved by Chonnam National University Hospital Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.
Author contributionsYL: Formal Analysis, Methodology, Software, Writing – original draft, Writing – review & editing. JJ: Formal Analysis, Methodology, Software, Writing – original draft, Writing – review & editing. SL: Data curation, Writing – review & editing. JA: Data curation, Writing – review & editing. YH: Investigation, Writing – review & editing. YA: Investigation, Writing – review & editing. MJ: Investigation, Writing – review & editing. CK: Methodology, Project administration, Writing – original draft, Writing – review & editing. JH: Writing – review & editing, Resources. JL: Writing – review & editing, Funding acquisition. KP: Resources, Writing – review & editing. EC: Writing – review & editing, Resources. SA: Resources, Writing – review & editing. JD: Validation, Writing – review & editing. SL: Validation, Writing – review & editing. SP: Validation, Writing – review & editing. HL: Validation, Writing – review & editing. MK: Visualization, Writing – review & editing. YC: Visualization, Writing – review & editing. CN: Visualization, Writing – review & editing. SB: Conceptualization, Supervision, Writing – original draft, Writing – review & editing. MK: Conceptualization, Methodology, Supervision, Writing – original draft, Writing – review & editing.
FundingThe author(s) declare financial support was received for the research, authorship, and/or publication of this article. This trial is investigator-initiated, with grant support from Medtronic, BIOTRONIK, Chong Kun Dang Pharmaceutical, and JW Pharmaceutical. None of the funders were involved with the protocol development or study process.
AcknowledgmentsThanks to all the FRAME-AMI investigators.
Conflict of interestSL received an Institutional Research Grant from Abbott Vascular; JH received an Institutional Research Grant from National Evidence-based Healthcare Collaborating Agency, Ministry of Health & Welfare, Republic of Korea, Abbott Vascular, Biosensors, Boston Scientific, Daiichi Sankyo, Donga-ST, and Medtronic Inc; JL received an Institutional Research Grant from Abbott Vascular, Boston Scientific, Philips Volcano, Terumo Corporation, Donga-ST, and Zoll Medical.
The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher's noteAll claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary materialThe Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fcvm.2024.1475483/full#supplementary-material
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