- Academic Editor
†These authors contributed equally.
Percutaneous coronary intervention (PCI) is a widely used reperfusion strategy
for coronary artery disease, with millions of procedures performed annually.
Attention has recently been drawn to a unique population, known as
“bi-risk” patients, who have high ischemic and high bleeding risks and
undergo PCI. However, there is currently no established definition or optimal
antithrombotic therapy for this group. Genotype-guided antithrombotic therapy,
which uses cytochrome P450 (CYP) 2C19 gene testing, may offer a more
personalized and precise approach. Nevertheless, recent research has shown that
routine genetic testing to guide treatment in the PCI population does not improve
patient outcomes, preventing it from being routinely recommended in guidelines.
This review proposes, for the first time, the definition of the bi-risk
population and the concept of TAILOR-BIRISK for their treatment
strategies. TAILOR-BIRISK emphasizes de-escalating antithrombotic
treatment and suggests that a short course of dual antiplatelet therapy (DAPT)
followed by monotherapy by either clopidogrel or ticagrelor 60 mg BID (BID, twice daily) could be a
reasonable option for this population. Additionally, the use of CYP2C19
gene testing to guide P2Y
As the most widely used reperfusion therapy, percutaneous coronary intervention (PCI) is performed millions of times each year worldwide. Among them, the population with high bleeding or ischemic risk who also undergo PCI has received particular attention, as this population requires individual antithrombotic intensity and duration. A more unique population, namely the group with both high ischemic and high bleeding risk (bi-risk), has gradually begun to draw attention [1]. Currently, there is a lack of unified definition for this population, and the optimal antithrombotic strategy for this unique group has not previously been suggested. Therefore, we have conducted a comprehensive review of the current research on the bi-risk population and here propose our definition of bi-risk to increase awareness of this population.
Meanwhile, with the improvement in stent design quality and the control of high ischemic metabolic factors such as diabetes and hyperlipidemia, the overall ischemic event rate in patients undergoing PCI has significantly decreased, and the concept of de-escalation antithrombotic treatment has become prevalent. Current guidelines recommend that for patients with both high bleeding risk (HBR) and stent implantation, dual antiplatelet therapy (DAPT) is recommended for at least 6 months for acute coronary syndrome (ACS), while for chronic coronary syndrome (CCS) DAPT can be shortened to 1–3 months [2]. Several studies, such as prospective randomized comparison of the biofreedom biolimus A9 drug-coated stent versus the gazelle BMS (bare metal stent) in patients at high bleeding risk (LEADERS-FREE) and a randomized controlled trial with resolute onyx in one month DAPT for high-bleeding risk patients (ONYX ONE), have revealed that when using a new generation of drug-eluting stents in the HBR population, compared with bare-metal stents, it is safe and feasible to shorten the duration of DAPT to 1 month [3, 4]. In addition, scholars have also explored the feasibility of de-escalation antiplatelet therapy in patients with high ischemic risk. The short and optimal duration of dual antiplatelet therapy after everolimus-eluting cobalt-chromium stent (STOPDAPT-2) and STOPDAPT-2 ACS studies have gradually revealed the feasibility of maintenance treatment with clopidogrel after short-term DAPT [5, 6]. Therefore, we might consider a short duration of DAPT followed by clopidogrel monotherapy a suitable antithrombotic strategy for bi-risk patients. Additionally, the ticagrelor with aspirin or alone in high-risk patients after coronary intervention unfractionated heparin (TWILIGHT) series of studies have revealed that the use of ticagrelor in combination with aspirin for 3 months followed by monotherapy with ticagrelor in PCI patients is not inferior to 12 months of combination therapy with aspirin and ticagrelor [7]. Combined with the conclusion of the previous prevention of cardiovascular events in patients with prior heart attack using ticagrelor compared to placebo on a background of aspirin-thrombolysis in myocardial infarction 54 (PEGASUS-TIMI 54) study and the landmark analysis of the a clinical study comparing two forms of anti-platelet therapy after stent implantation (GLOBAL LEADERS) trial, we presume that the use of ticagrelor 60 mg BID (BID, twice daily) in the chronic maintenance period is also a feasible option for bi-risk populations [8, 9]. In addition, we reviewed studies on CYP2C19 gene testing and speculated that testing drug metabolism genes could better help us develop the optimal antithrombotic regimen for the bi-risk population. We summarize our hypothesis above as “TAILOR-BIRISK”, an individualized, tailored de-escalation antithrombotic regimen for bi-risk populations.
This review proposes a definition of the bi-risk population and the concept of TAILOR-BIRISK, and we suggest that more large-sample randomized control studies should be conducted to further explore the optimal antithrombotic strategy for the bi-risk population.
In the early 1990s, studies demonstrated that both longer lesion lengths and
longer stent lengths increased the incidence of ischemic events in patients after
PCI. In the study by Kobayashi et al. [10], occurrence versus
non-occurrence of in-stent restenosis in patient stent lengths were (32.8
Coronary artery chronic total occlusion (CTO) lesions are generally defined as
obstructive coronary artery lesions with positive thrombolysis in myocardial
infarction (TIMI) flow grade 0 with occlusion time
Cardiovascular interventionalists believe that the complexity of the PCI
procedure is directly related to the patient’s subsequent adverse ischemic
outcome [14]. Giustino et al. [15] pooled patient-level data from 6
randomized controlled trials and found that at a median follow-up time of 392
days, patients undergoing complex PCI had a higher risk of major adverse
cardiovascular events (MACE) compared with non-complex PCI (hazard ratio [HR]
1.98, 95% confidence interval [CI] 1.50–2.60, p
Researchers also discovered that extracardiac diseases, including diabetes and chronic kidney disease, were significant risk factors for ischemia in patients after PCI. Diabetic patients are especially vulnerable to severe vasculopathy, as well as metabolic abnormalities like hyperglycemia and hyperinsulinemia, which can enhance platelet adhesion, activation and aggregation, ultimately leading to platelet hyperreactivity [16]. Likewise, chronic kidney disease (CKD) can contribute to an increased incidence of thrombotic events in post-PCI patients through a variety of mechanisms, such as intimal damage, accelerated vascular sclerosis, increased platelet aggregation and dyslipidemia. Subsequently, the 2018 European Society of Cardiology (ESC)/European Association for Cardio-Thoracic Surgery (EACTS) guidelines on myocardial revascularization proposed criteria for people at high ischemic risk (HIR), which included complex lesions such as diffuse lesions, bifurcation lesions, long lesions, CTO lesions, and other diseases such as diabetes and CKD [17]. The development of this standard will help clinicians manage this group of patients more accurately.
Similar to HIR, high bleeding risk (HBR) was also significantly associated with adverse events in patients undergoing PCI. Several bleeding risk stratification models have been developed to predict bleeding outcomes over different timeframes, from in-hospital to long-term [18, 19, 20, 21, 22, 23, 24, 25]. In the past, PCI was performed with femoral access and heparin plus glycoprotein inhibitors (GPIs) were administered during the procedure without considering stent types and activated clotting time [26, 27, 28]. As a result, bleeding incidents during PCI became a recurrent issue. Clinical trials primarily concentrated on minimizing the occurrence of major bleeding while patients were hospitalized. The initial bleeding risk stratification model, known as randomized evaluation in PCI linking angiomax to reduced clinical events (REPLACE-2), was documented in 2007 [29]. It was developed from two large, systematically collected datasets and served as a clinically useful risk model for in-hospital major bleeding. The modified model, which used only five preprocedural clinical variables, was capable of differentiating patients with low, moderate, and high risk of major bleeding. In 2009, Subherwal et al. [21] utilized data from the Can Rapid Risk Stratification of Unstable Angina Patients Suppress ADverse Outcomes with Early Implementation of the ACC/AHA Guidelines (CRUSADE) Quality Improvement Initiative to create and validate a scoring model for assessing the risk of major bleeding during hospitalization in patients with non-ST-segment elevation myocardial infarction. They consolidated eight baseline factors into a straightforward and validated tool known as the CRUSADE score [21].
Improvements in bleeding prevention techniques have led to a decrease in the occurrence of in-hospital bleeding incidents over time. Contemporary predictive models now anticipate the likelihood of out-of-hospital bleeding [30, 31]. The predicting bleeding complications in patients undergoing stent implantation and subsequent dual antiplatelet therapy (PRECISE-DAPT) score incorporates five factors to forecast the probability of out-of-hospital bleeding within one year. According to Costa et al. [24], patients with a PRECISE-DAPT score of 25 or higher, indicating a high risk of bleeding, are advised to follow a shortened DAPT regimen of less than 12 months. This recommendation is further supported by the post hoc analysis of 6-month versus 12-month or longer dual antiplatelet therapy after percutaneous coronary intervention in patients with acute coronary syndrome (SMART-DATE), which highlights the benefits of a shortened 6-month DAPT regimen for patients with a PRECISE-DAPT score of 25 or above [32]. In 2019, the Academic Research Consortium for High Bleeding Risk (ARC-HBR) established a consensus definition of high bleeding risk based on the available evidence [33]. The 2020 ESC Guidelines for the management of acute coronary syndromes in patients without persistent ST-segment elevation have endorsed the utilization of two bleeding risk stratification tools, namely PRECISE-DAPT and ARC-HBR, to determine the optimal duration of dual antiplatelet therapy [34].
The preceding exposition has delineated the definition and development of both HIR and HBR as well as their respective characteristics. However, for patients who exhibit both proclivities for bleeding and ischemia, they are designated as the bi-risk population. This group can be bifurcated into two subcategories based on the different risk factors they possess: (1) those individuals who inherently exhibit factors that elevate both bleeding and thrombotic risks, such as chronic kidney disease, advanced age, ischemic stroke, and so forth; and (2) those who have both HIR and HBR risk factors. To date, there is no standardized definition that clearly delimits this population, but one study’s protocol has proposed their definition of bi-risk patients [1]. We have combined their definition with our collection and integration of existing evidence to present our own definition of bi-risk patients, as shown in Table 1 (Ref. [1]). This population is not uncommon and necessitates judicious selection and management to balance their competing risks of bleeding and thrombosis.
Definition of bi-risk patients | |||
The bi-risk population is a group of patients who are evaluated for both high bleeding and high ischemia at the time of PCI. Under these conditions any one of the two following criteria meets the diagnosis for bi-risk: | |||
Patient meets at least one of the following criteria for both high bleeding and high ischemia: | |||
Chronic kidney disease (defined as an estimated glomerular filtration rate | |||
Elderly patients (defined as age | |||
Moderate or severe ischemic stroke within the past 6 months | |||
Patient meets at least one high ischemic risk factor and at least one major high bleeding risk factor or two minor high bleeding risk factors at the same time: | |||
High bleeding risk criteria | |||
Main criteria | |||
Anticipated use of long-term oral anticoagulation | |||
Hemoglobin | |||
Spontaneous bleeding requiring hospitalization or transfusion in the past 6 months or at any time, if recurrent | |||
Moderate or severe baseline thrombocytopenia (platelet count | |||
Chronic bleeding diathesis | |||
Liver cirrhosis with portal hypertension | |||
Active malignancy (excluding nonmelanoma skin cancer) within the past 12 months | |||
Previous spontaneous intracranial hemorrhage (at any time) | |||
Nondeferrable major surgery on dual antiplatelet therapy | |||
Recent major surgery or major trauma within 30 days before PCI | |||
Secondary criteria | |||
Hemoglobin 11–12.9 g/dL for men and 11–11.9 g/dL for women | |||
Spontaneous bleeding requiring hospitalization or transfusion within the past 12 months not meeting the major criterion | |||
Long-term use of oral NSAIDs or steroids | |||
High ischemic risk criteria | |||
Acute coronary syndrome | |||
Multiple coronary lesions | |||
Target lesions with a total stent length greater than 30 mm | |||
Thrombotic target lesions | |||
Left main ( | |||
Bifurcation lesion (Medina staging 0, 1, 1, or 1, 1, 1) requiring at least 2 stents | |||
Calcified target lesion requiring rotational atherectomy | |||
Concomitant with defined vascular disease | |||
Chronic total occlusion | |||
Recurrent myocardial infarction, coronary revascularization, in-stent thrombosis, stroke within 9 months prior to PCI | |||
Concomitant with diabetes requiring medication |
PCI, percutaneous coronary intervention; NSAIDs, nonsteroidal anti-inflammatory drugs.
DAPT consisting of aspirin and a P2Y
Since the definition of ARC-HBR proposed in 2019, studies have focused extensively on PCI-HBR population. Subsequent research such as management of high bleeding risk patients post bioresorbable polymer coated stent implantation with an abbreviated versus prolonged DAPT regimen (MASTER-DAPT) [35], TWILIGHT-HBR [7], evaluate safety and effectiveness of the tivoli drug-eluting stents (DES) and the firebird DES for treatment of coronary revascularization (I LOVE-IT-2) [36] and STOPDAPT-2 [37], all suggest that PCI-HBR patients have a higher risk of bleeding and a worse prognosis, and attenuating antithrombotic regimens in this group of patients can improve the prognosis of HBR patients, by greatly reducing the risk of bleeding, without increasing the risk of ischemia. The MASTER-DAPT study involved 4579 patients with HBR who underwent PCI using biodegradable polymeric sirolimus-eluting stents. The study concluded that a one-month DAPT regimen was equally effective as three months or more of DAPT, and even showed a reduced occurrence of major or clinically relevant non-major bleeding [35]. Similarly, the STOPDAPT-2 study demonstrated that shortening DAPT to one month, followed by clopidogrel monotherapy, did not lead to an increase in ischemic events. On the contrary, it resulted in a decrease in major bleeding events, particularly benefiting the HBR subgroup [37].
Research has unveiled that individuals belonging to the PCI-HBR patient cohort often face a heightened likelihood of encountering ischemic events [38, 39, 40]. Given the aging of the global population, patients with coronary artery disease (CAD) are increasingly presenting with comorbidities, more complex coronary lesions, and more severe disease. Features associated with a high risk of ischemia, such as multi-vessel disease, diffuse disease, bifurcation lesions, calcified lesions, long lesions, recurrent myocardial infarctions, as well as comorbidities such as diabetes and renal dysfunction, are becoming more prevalent in patients. These high ischemic factors, in turn, make this group of patients require more potent antithrombotic regimens to control the significantly elevated ischemic events [41]. For CAD patients with both a high risk of bleeding and a high risk of ischemia, it is crucial to exercise caution in selecting their antiplatelet therapy. An overly aggressive approach may increase the risk of bleeding, while an approach that is too weak may lead to ischemic events such as myocardial infarction and in-stent thrombosis. Therefore, the bi-risk population has been defined to raise awareness and assist cardiologists in better managing these special individuals [1]. Thus, given the evidence regarding antiplatelet strategy above, we propose for the first time the concept of TAILOR-BIRISK for the treatment of the bi-risk population undergoing PCI (Fig. 1). We emphasize that a short course of DAPT in combination with clopidogrel monotherapy is feasible for this population, and that short-term DAPT combined with maintenance treatment with ticagrelor 60 mg BID is also feasible. TAILOR-BIRISK also impliesthat the use of the CYP2C19 gene test to guide de-escalating strategies can help to better individualize and customize the anti-thrombotic regimen.
Characteristics of patients undergoing PCI with high bleeding and
ischemia risk and the concept of TAILOR-BIRISK. The concept indicates
de-escalating antithrombotic treatment and suggests that short-term dual
antiplatelet therapy combined with clopidogrel monotherapy or ticagrelor 60 mg
BID monotherapy in maintenance is feasible for this bi-risk population.
The use of CYP2C19 gene testing to guide P2Y
However, no study so far has directly investigated the possibility of reducing ticagrelor to 60 mg BID as monotherapy during the first 12 months after PCI, and there is a lack of large randomized controlled trials that compare various antithrombotic regimens in bi-risk patients. The ongoing optimal antiplatelet therapy for high bleeding and ischemic risk patients (OPT-BIRISK) Trial (NCT 03431142) compares the use of extended DAPT for maintenance treatment versus clopidogrel monotherapy after 9–12 months of DAPT; and is anticipated to provide new evidence for antithrombotic therapy during the chronic maintenance period for bi-risk patients [1]. However, given that the peri-PCI and early post-PCI periods are high-risk times for in-stent thrombosis and reinfarction, it remains essential to study the best antithrombotic strategy during this critical period. Therefore, more research should be focused on the peri-PCI stage and the early stages following PCI in bi-risk patients.
Research has confirmed that the risk of cardiovascular adverse events in
individuals taking clopidogrel is directly related to their CYP2C19 gene
polymorphism, as the CYP2C19 enzyme encoded by the gene is involved in
the metabolism of clopidogrel [42]. Clopidogrel itself is an inactive prodrug,
and about 85% of it is hydrolyzed into inactive metabolites by esterases in the
small intestine after absorption, while only about 15% of clopidogrel is
metabolized in the liver through the CYP2C19-mediated process to form
active metabolites that irreversibly bind to the platelet membrane surface
adenosine diphosphate (ADP) receptor P2Y
Metabolism of clopidogrel and the impact of different genotypes on drug recommendations. CYP, cytochrome P450; UMs, ultrarapid metabolizers; RMs, rapid metabolizers; NMs, normal metabolizers; IMs, intermediate metabolizers; PMs, poor metabolizers.
The CYP2C19 gene has polymorphisms, and the polymorphisms at some loci can affect enzyme activity, ultimately leading to differences in the metabolic efficiency of drugs in different individuals. In large-scale meta-analyses, it has been demonstrated that patients receiving clopidogrel treatment during PCI who possess the CYP2C19 intermediate metabolizer (IM) genotype, such as *1/*2 and *1/*3, or the poor metabolizer (PM) genotype, such as *2/*2 and *2/*3, exhibit an elevated risk of experiencing MACE and stent thrombosis compared to those with the normal metabolizer (NM) genotype, i.e, *1/*1 [44, 45, 46].
A multicenter randomized controlled trial by Cavallari et al. [47]
showed a higher incidence of MACE after PCI in patients with LoF gene
variants treated with clopidogrel. After 1 year of follow-up, MACE was more
likely to occur in the clopidogrel-treated group compared with other treatment
groups amongst CYP2C19 LoF allele carriers (adjusted hazard ratio (HR)
2.21, p = 0.021). For patients receiving prasugrel or ticagrelor, the
risk of MACE was similar in the CYP2C19 LoF allele group compared with
the no-LoF allele group (adjusted HR 0.81, 95% CI 0.48–1.35; p = 0.41)
[47]. Similarly, a meta-analysis of randomized control trials suggested a higher
risk of MACE in patients with CYP219 LoF gene variants when treated with
clopidogrel compared with other P2Y
However, multiple studies aiming to demonstrate the superiority of
genotype-guided antithrombotic strategies have not achieved the expected results.
A meta-analysis by Bauer et al. [49] including 15 randomized controlled
trials (RCTs) did not support routine CYP2C19 gene testing of patients
to guide platelet therapy. Published in 2020, the Tailored Antiplatelet
Initiation to Lesson Outcomes Due to Decreased Clopidogrel Response after
Percutaneous Coronary Intervention study (TAILOR-PCI) is the largest study using
CYP2C19 genetic testing to guide antiplatelet treatment strategies after
PCI, with 5302 PCI patients randomized to a genotype-guided strategy group and a
conventional treatment strategy group and followed for 12 months. In the
genotype-guided treatment group, ticagrelor was given to CYP2C19 LoF
allele carriers and clopidogrel to wild-type allele carriers; all patients in the
standard treatment group received clopidogrel. However, the results of the study
showed that a genotype-directed post-PCI DAPT regimen did not significantly
reduce adverse cardiovascular events. The difference in the composite endpoint of
cardiovascular death, myocardial infarction, stroke, in-stent thrombosis, and
serious recurrent ischemic events at 12 months was not statistically significant
for the primary endpoint of genotype-guided versus conventional treatment
strategy (4.03% vs. 5.85%, OR = 0.66, p = 0.056) [50]. Similarly, the
genotype-guided treatment group in the Patient Outcome After Primary PCI
(POPular) Genetics study did not significantly reduce the net clinical endpoint
events compared with the conventional treatment group (5.1% vs. 5.9% in the
standard treatment group; absolute rate difference 0.7%; 95% CI 2.0–0.7) [51].
All patients in the standard treatment arm of the study received prasugrel or
ticagrelor. This trial also suggests that in high ischemic risk patients,
genotype-guided P2Y
However, multiple guidelines and expert consensus currently do not routinely endorse genetic testing to inform antiplatelet therapy after PCI due to several reasons [34, 52, 53]. Firstly, there is inadequate evidence demonstrating that genetic testing can substantially enhance the efficacy and safety of antiplatelet therapy after PCI. Secondly, genetic testing may escalate treatment expenses and necessitate additional time and resources, which may not prove to be cost-effective. Thirdly, the therapeutic efficacy of clopidogrel is predominantly governed by the CYP2C19 gene, although other genetic polymorphisms such as ABCB1 and PON1, as well as the overall physiological function of the body, also play a role [54, 55]. This elucidates why gene-guided antiplatelet therapy may confer greater benefit to patients in the early post-PCI period (post-procedure to 3–6 months), whereas this benefit tends to diminish during the chronic maintenance phase. Moreover, the CYP2C19 test can only indicate possible metabolic types of clopidogrel instead of actual efficacy, and combined platelet function tests may be possible to better assess the actual effects of clopidogrel. However, platelet function tests require continuous dynamic monitoring, unlike genetic testing, which is a one-time test. Clinically, for high-risk ischemic populations, direct use of ticagrelor is often preferred rather than testing clopidogrel metabolism to guide drug use.
Although most guidelines do not routinely recommend genetic testing for patients requiring clopidogrel after PCI, some make recommendations for specific populations. The 2017 ESC guideline recommended that patients with recurrent adverse events may undergo genetic testing to guide patients on the need to change antiplatelet agents [2].
The 2022 position statement from the European Society of Cardiology Working Group on Cardiovascular Drug Therapy recommended that consideration should be given to genotyping high-risk cardiovascular patients, especially those at high risk of thrombosis or bleeding, before prescribing clopidogrel [56].
Currently, the majority of evidence suggests that routine CYP2C19 genetic testing in the PCI population is not feasible. However, the value of such testing may still be untapped in certain special populations, such as patients with high ischemic or bleeding risk, and further research in this area is needed.
As the second generation of drug-eluting stents feature unique technologies such
as thin strut design and ultra-thin biodegradable polymer coating that aids rapid
endothelialization and reduces the sustained risk of stent thrombosis; coupled
with the recent emphasis on intensive blood pressure and lipid-lowering
interventions targeting coronary risk factors, the long-term thrombotic risk has
decreased compared to the past and de-escalation has therefore become a research
hotspot in the field of antithrombotic therapy for PCI in recent years [57, 58].
Currently, the optimal thrombotic method for PCI in bi-risk patients
remains uncertain. The trend of de-escalating antithrombotic therapy in patients
with high risk of ischemia or bleeding indicates that it may be equally feasible
to shorten the duration of DAPT in patients with bi- risk. From existing
studies targeting patients separately with HBR or HIR, it appears that a
de-escalation approach using short-term DAPT followed by a P2Y
While aspirin has been the preferred antiplatelet drug for CAD based on its long
history and extensive clinical research, recent studies such as aspirin versus
clopidogrel for chronic maintenance monotherapy after percutaneous coronary
intervention (HOST-EXAM) study [62] and HOST-EXAM extended study [63] suggest
that P2Y
Roule et al. [64]’s meta-analysis provides evidence for this
hypothesis. They included a specific bi-risk population, elderly
patients, and demonstrated that the use of P2Y
In the context of the increasing importance of P2Y
For bi-risk patients, genetic testing can guide the selection of
P2Y
The optimal antithrombotic therapy for bi-risk patients undergoing PCI, who are at high risk for both ischemic and bleeding complications, remains unclear. This review proposes the definition of the bi-risk population and the concept of TAILOR-BIRISK, which implies that a short course of DAPT followed by monotherapy by either clopidogrel or ticagrelor 60 mg BID could be a reasonable option for this population. Nevertheless, genotype-guided antithrombotic therapy, which employs CYP2C19 gene testing, has shown potential in providing a more personalized and precise approach. Although the current limitations of genetic testing in terms of time and cost prevent it from being routinely recommended in guidelines, this review provides a summary of the latest evidence on CYP2C19 gene testing and the characteristics of dual high-risk patients to fill the gap in evidence-based antithrombotic treatment. This approach has the potential to offer a more individualized approach to the bi-risk population, possibly assisting the choice between the two aforementioned proposed treatment strategies. More large-sample randomized control studies should be conducted to further explore the optimal antithrombotic strategy for the bi-risk population.
JYZ and ZXC jointly proposed the main idea of the article and designed the overall structure of the paper. JYZ and ZXC wrote the manuscript. YH conceived, instructed, reviewed, and revised the manuscript. All authors read and approved the final version of the manuscript. All authors have participated sufficiently in the work and agreed to be accountable for all aspects of the work.
Not applicable.
Not applicable.
This study was funded by a grant from the Natural Science Foundation of China (grant number 82100282), the 1.3.5 project for disciplines of excellence–Clinical Research Incubation Project, West China Hospital, Sichuan University (grant number: 2021HXFH021) and The Science & Technology Pillar Program of Sichuan Province (grant number: 2022YFS0357).
The authors declare no conflict of interest.
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