scholarly journals Artificial-Intelligence-Assisted Discovery of Genetic Factors for Precision Medicine of Antiplatelet Therapy in Diabetic Peripheral Artery Disease

Biomedicines ◽  
2022 ◽  
Vol 10 (1) ◽  
pp. 116
Author(s):  
Chi-Hsiao Yeh ◽  
Yi-Ju Chou ◽  
Tsung-Hsien Tsai ◽  
Paul Wei-Che Hsu ◽  
Chun-Hsien Li ◽  
...  
Keyword(s):  
Artificial Intelligence ◽  
Precision Medicine ◽  
Antiplatelet Therapy ◽  
Peripheral Artery Disease ◽  
Cardiovascular Events ◽  
Genetic Factors ◽  
Genome Wide Association Study ◽  
Peripheral Artery ◽  
Increased Risk ◽  
Artery Disease

An increased risk of cardiovascular events was identified in patients with peripheral artery disease (PAD). Clopidogrel is one of the most widely used antiplatelet medications. However, there are heterogeneous outcomes when clopidogrel is used to prevent cardiovascular events in PAD patients. Here, we use an artificial intelligence (AI)-assisted methodology to identify genetic factors potentially involved in the clopidogrel-resistant mechanism, which is currently unclear. Several discoveries can be pinpointed. Firstly, a high proportion (>50%) of clopidogrel resistance was found among diabetic PAD patients in Taiwan. Interestingly, our result suggests that platelet function test-guided antiplatelet therapy appears to reduce the post-interventional occurrence of major adverse cerebrovascular and cardiac events in diabetic PAD patients. Secondly, AI-assisted genome-wide association study of a single-nucleotide polymorphism (SNP) database identified a SNP signature composed of 20 SNPs, which are mapped into 9 protein-coding genes (SLC37A2, IQSEC1, WASHC3, PSD3, BTBD7, GLIS3, PRDM11, LRBA1, and CNR1). Finally, analysis of the protein connectivity map revealed that LRBA, GLIS3, BTBD7, IQSEC1, and PSD3 appear to form a protein interaction network. Intriguingly, the genetic factors seem to pinpoint a pathway related to endocytosis and recycling of P2Y12 receptor, which is the drug target of clopidogrel. Our findings reveal that a combination of AI-assisted discovery of SNP signatures and clinical parameters has the potential to develop an ethnic-specific precision medicine for antiplatelet therapy in diabetic PAD patients.

scholarly journals Sortilin levels correlate with major cardiovascular events of diabetic patients with peripheral artery disease following revascularization: a prospective study

2020 ◽  
Author(s):  
Federico Biscetti ◽  
Elisabetta Nardella ◽  
Maria Margherita Rando ◽  
Andrea Leonardo Cecchini ◽  
Nicola Bonadia ◽  
...  
Keyword(s):  
Peripheral Artery Disease ◽  
Cardiovascular Events ◽  
Vascular Complications ◽  
Diabetic Patients ◽  
Operating Characteristics ◽  
Peripheral Artery ◽  
Baseline Serum ◽  
Increased Risk ◽  
Artery Disease

Abstract Background: Peripheral artery disease (PAD) represents one of the most relevant vascular complications of type 2 diabetes mellitus (T2DM). Moreover, T2DM patients suffering from PAD have an increased risk of major adverse cardiovascular events (MACE) and major adverse limb events (MALE). Sortilin, a protein involved in apolipoproteins trafficking, is associated with lower limb PAD in T2DM patients.Objective: To evaluate the relationship between baseline serum levels of sortilin, MACE and MALE occurrence after revascularization of T2DM patients with PAD and chronic limb-threatening ischemia (CLTI).Research Design and Methods: We performed a prospective non-randomized study including 230 statin-free T2DM patients with PAD and CLTI. Sortilin levels were measured before the endovascular intervention and incident outcomes were assessed during a 12-month follow-up.Results: Sortilin levels were significantly increased in individuals with more aggressive PAD (2.25 ± 0.51 ng/mL vs 1.44 ± 0.47 ng/mL, p < 0.001). During follow-up, 83 MACE and 116 MALE occurred. In patients, who then developed MACE and MALE, sortilin was higher. In particular, 2.46 ± 0.53 ng/mL vs 1.55 ± 0.42 ng/mL, p < 0.001 for MACE and 2.10 ± 0.54 ng/mL vs 1.65 ± 0.65 ng/mL, p < 0.001 for MALE. After adjusting for traditional atherosclerosis risk factors, the association between sortilin and vascular outcomes remained significant in a multivariate analysis. In our receiver operating characteristics (ROC) curve analysis using sortilin levels the prediction of MACE incidence improved (area under the curve [AUC] = 0.94) and MALE (AUC = 0.72).Conclusions: This study demonstrates that sortilin correlates with incidence of MACE and MALE after endovascular revascularization in a diabetic population with PAD and CLTI.

scholarly journals Sortilin levels correlate with major cardiovascular events of diabetic patients with peripheral artery disease following revascularization: a prospective study

2020 ◽  
Vol 19 (1) ◽  
Author(s):  
Federico Biscetti ◽  
Elisabetta Nardella ◽  
Maria Margherita Rando ◽  
Andrea Leonardo Cecchini ◽  
Nicola Bonadia ◽  
...  
Keyword(s):  
Peripheral Artery Disease ◽  
Cardiovascular Events ◽  
Vascular Complications ◽  
Diabetic Patients ◽  
Operating Characteristics ◽  
Peripheral Artery ◽  
Baseline Serum ◽  
Increased Risk ◽  
Artery Disease

Abstract Background Peripheral artery disease (PAD) represents one of the most relevant vascular complications of type 2 diabetes mellitus (T2DM). Moreover, T2DM patients suffering from PAD have an increased risk of major adverse cardiovascular events (MACE) and major adverse limb events (MALE). Sortilin, a protein involved in apolipoproteins trafficking, is associated with lower limb PAD in T2DM patients. Objective To evaluate the relationship between baseline serum levels of sortilin, MACE and MALE occurrence after revascularization of T2DM patients with PAD and chronic limb-threatening ischemia (CLTI). Research design and methods We performed a prospective non-randomized study including 230 statin-free T2DM patients with PAD and CLTI. Sortilin levels were measured before the endovascular intervention and incident outcomes were assessed during a 12 month follow-up. Results Sortilin levels were significantly increased in individuals with more aggressive PAD (2.25 ± 0.51 ng/mL vs 1.44 ± 0.47 ng/mL, p < 0.001). During follow-up, 83 MACE and 116 MALE occurred. In patients, who then developed MACE and MALE, sortilin was higher. In particular, 2.46 ± 0.53 ng/mL vs 1.55 ± 0.42 ng/mL, p < 0.001 for MACE and 2.10 ± 0.54 ng/mL vs 1.65 ± 0.65 ng/mL, p < 0.001 for MALE. After adjusting for traditional atherosclerosis risk factors, the association between sortilin and vascular outcomes remained significant in a multivariate analysis. In our receiver operating characteristics (ROC) curve analysis using sortilin levels the prediction of MACE incidence improved (area under the curve [AUC] = 0.94) and MALE (AUC = 0.72). Conclusions This study demonstrates that sortilin correlates with incidence of MACE and MALE after endovascular revascularization in a diabetic population with PAD and CLTI.

scholarly journals Sortilin levels correlate with major cardiovascular events of diabetic patients with peripheral artery disease following revascularization: a prospective study

2020 ◽  
Author(s):  
Federico Biscetti ◽  
Elisabetta Nardella ◽  
Maria Margherita Rando ◽  
Andrea Leonardo Cecchini ◽  
Nicola Bonadia ◽  
...  
Keyword(s):  
Peripheral Artery Disease ◽  
Cardiovascular Events ◽  
Vascular Complications ◽  
Major Adverse Cardiovascular Events ◽  
Diabetic Patients ◽  
Operating Characteristics ◽  
Peripheral Artery ◽  
Increased Risk ◽  
Artery Disease

Abstract Background: Peripheral artery disease (PAD) represents one of the most relevant vascular complications of type 2 diabetes mellitus (T2DM). Moreover, T2DM patients suffering from PAD have an increased risk of major adverse cardiovascular events (MACE) and major adverse limb events (MALE). Sortilin, a protein involved in apolipoproteins trafficking, is associated with lower limb PAD in T2DM patients.Objective: To evaluate the relationship between baseline level of Sortilin levels, MACE and MALE occurrence after revascularization of T2DM patients with PAD and chronic limb-threatening ischemia (CLTI).Research Design and Methods: We performed a prospective non-randomized study including 230 statin-free T2DM patients with PAD and CLTI. Sortilin serum levels were measured before the endovascular intervention and incident outcomes were assessed during a 12-month follow-up.Results: Sortilin levels were significantly increased in individuals with more aggressive PAD (2.25 ± 0.51 ng/mL vs 1.44 ± 0.47 ng/mL, p < 0.001). During follow-up, 83 MACE and 116 MALE occurred. In patients, who then developed MACE and MALE, Sortilin was higher. In particular, 2.46 ± 0.53 ng/mL vs 1.55 ± 0.42 ng/mL, p < 0.001 for MACE and 2.10 ± 0.54 ng/mL vs 1.65 ± 0.65 ng/mL, p < 0.001 for MALE. After adjusting for traditional atherosclerosis risk factors, the association between Sortilin and vascular outcomes remained significant in a multivariate analysis. In our receiver operating characteristics (ROC) curve analysis using Sortilin levels the prediction of MACE incidence improved [area under the curve (AUC) = 0.94] and MALE (AUC = 0.72).Conclusions: This study demonstrates that Sortilin correlates with incidence of MACE and MALE after endovascular revascularization in a diabetic population with PAD and CLTI.

scholarly journals High ankle brachial index predicts high risk of cardiovascular events amongst people with peripheral artery disease

PLoS ONE ◽  
2020 ◽  
Vol 15 (11) ◽  
pp. e0242228
Author(s):  
Jonathan Golledge ◽  
Joseph V. Moxon ◽  
Sophie Rowbotham ◽  
Jenna Pinchbeck ◽  
Frank Quigley ◽  
...  
Keyword(s):  
Risk Factors ◽  
Peripheral Artery Disease ◽  
Cardiovascular Events ◽  
Ankle Brachial Index ◽  
Cardiovascular Death ◽  
Peripheral Artery ◽  
Major Cardiovascular Events ◽  
Increased Risk ◽  
Traditional Risk Factors ◽  
Artery Disease

Ankle-brachial pressure index (ABPI) is commonly measured in people referred to vascular specialists. This study aimed to assess the association of high ABPI (≥ 1.4) with cardiovascular events in people with peripheral artery disease (PAD). 1533 participants with PAD diagnosed by a vascular specialist were prospectively recruited from four out-patient clinics in Australia. ABPI was measured at recruitment and the occurrence of myocardial infarction (MI), stroke or cardiovascular death (major cardiovascular events; MACE) and any amputation were recorded over a median (inter-quartile range) follow-up of 3.3 (1.0–7.1) years. The association of high, compared to normal, low (0.5–0.9) or very low (<0.5), ABPI with clinical events was estimated using Cox proportional hazard analyses, adjusting for traditional risk factors and reported as hazard ratio with 95% confidence intervals. 596 (38.9%), 676 (44.1%), 157 (10.2%) and 104 (6.8%) participants had normal, low, very low and high ABPI, respectively. Participants with high ABPI had increased risk of MACE, MI and death by comparison to those with either normal ABPI [1.69 (1.07, 2.65), 1.93 (1.07, 3.46) and 1.67 (1.09, 2.56)] or either low or very low ABPI [1.51 (1.02, 2.23), 1.92 (1.16, 3.19) and 1.47 (1.02, 2.14)] after adjusting for other risk factors. Findings were similar in a sensitivity analysis excluding people with ABPI only measured in one leg (n = 120). Participants with high ABPI also had an increased risk of MACE and MI compared to those with very low ABPI alone. High ABPI is a strong indicator of excess risk of cardiovascular events amongst people with PAD.

Novel Oral Anticoagulants in Peripheral Artery Disease: Current Evidence

2019 ◽  
Vol 24 (38) ◽  
pp. 4511-4515 ◽  
Author(s):  
A. Koutsoumpelis ◽  
C. Argyriou ◽  
K.M. Tasopoulou ◽  
E.I. Georgakarakos ◽  
G.S. Georgiadis
Keyword(s):  
Peripheral Artery Disease ◽  
Oral Anticoagulants ◽  
Novel Oral Anticoagulants ◽  
Current Evidence ◽  
Peripheral Artery ◽  
Cardiac Events ◽  
Traditional Therapy ◽  
Cardiovascular Morbidity And Mortality ◽  
Increased Risk ◽  
Artery Disease

Background: Peripheral artery disease is a common manifestation of systemic atherosclerosis which strongly correlates to cardiovascular morbidity and mortality. In addition, the progression of peripheral artery disease leads to an increased risk of limb loss. In order to reduce these events, the benchmark of treatment and research over the last years has been the antiplatelet therapy which aims at inhibition of platelet aggregation. Over the last years, new studies combining antiplatelet agents in different therapeutic schemes have been proven efficacious. Unfortunately, patients remain still at high risk of CV events. Novel Oral Anticoagulants have been introduced as alternatives to warfarin, in the prevention and treatment of venous thromboembolism. The rationale of using medication which acts on platelet activation and the coagulation pathway of thrombosis has led investigators to examine the role of Noac's in preventing CV events in patients with peripheral artery disease, stable or unstable. Methods: The aim of this study is to review the current evidence with respect to recently published studies concerning the use of Novel anticoagulants in peripheral artery disease. Results: The Compass trial has shown that a combination of rivaroxaban with traditional therapy may produce promising results in reducing amputation rates, stroke, cardiac events, and mortality, however, there are still safety issues with bleeding requiring acute care. The ePAD study has provided us with insight concerning safety and efficacy after peripheral angioplasty or stenting and actually the need for further research. The Voyager Pad study, following the steps of Compass, is studying the effect and safety of the addition of rivaroxaban to traditional therapy in the highest risk population aka patients undergoing peripheral revascularization. The evidence concerning patients with concomitant atrial fibrillation appears to be insufficient, however, recent guidelines propose the use of novel oral anticoagulants. Conclusion: For the time being, novel oral anticoagulants in combination with aspirin may provide an alternative treatment in PAD, however, it is deemed necessary to identify patient subgroups who will benefit the most.

Antithrombotic Therapy in Lower Extremity Artery Disease

2020 ◽  
Vol 18 (3) ◽  
pp. 215-222 ◽  
Author(s):  
Mislav Vrsalovic ◽  
Victor Aboyans
Keyword(s):  
Lower Extremity ◽  
Antiplatelet Therapy ◽  
Antithrombotic Therapy ◽  
Cardiovascular Events ◽  
Cardiovascular Outcomes ◽  
Lower Limbs ◽  
Stent Type ◽  
Increased Risk ◽  
Artery Disease ◽  
Lower Extremity Artery Disease

Lower extremity artery disease (LEAD) is a marker of a more advanced atherosclerotic process often affecting multiple vascular beds beyond the lower limbs, with a consequent increased risk for all-cause and cardiovascular mortality. Antithrombotic therapy is the cornerstone of management of these patients to prevent ischaemic cardiovascular and limb events and death. In patients with symptomatic LEAD, the efficacy of aspirin has been established long ago for the prevention of cardiovascular events. In the current guidelines, clopidogrel may be preferred over aspirin following its incremental ability to prevent cardiovascular events, while ticagrelor is not superior to clopidogrel in reducing cardiovascular outcomes. Dual antiplatelet therapy (DAPT, aspirin with clopidogrel) is currently recommended for at least 1 month after endovascular interventions irrespective of the stent type. Antiplatelet monotherapy is recommended after infra-inguinal bypass surgery, and DAPT may be considered in below-the-knee bypass with a prosthetic graft. In symptomatic LEAD, the addition of anticoagulant (vitamin K antagonists) to antiplatelet therapy increased the risk of major and life-threatening bleeding without benefit regarding cardiovascular outcomes. In a recent trial, low dose of direct oral anticoagulant rivaroxaban plus aspirin showed promising results, not only to reduce death and major cardiovascular events, but also major limb events including amputation. Yet, this option should be considered especially in very high risk patients, after considering also the bleeding risk. Despite all the evidence accumulated since >40 years, many patients with LEAD remain undertreated and deserve close attention and implementation of guidelines advocating the use of antithrombotic therapies, tailored according to their level of risk.

A Targeted Literature Review of the Disease Burden in Patients With Symptomatic Peripheral Artery Disease

Angiology ◽  
2019 ◽  
Vol 71 (4) ◽  
pp. 303-314
Author(s):  
Rupert Bauersachs ◽  
Sebastian Debus ◽  
Mark Nehler ◽  
Maria Huelsebeck ◽  
Janita Balradj ◽  
...  
Keyword(s):  
Peripheral Artery Disease ◽  
Disease Burden ◽  
Ankle Brachial Index ◽  
Peripheral Artery ◽  
Economic Burden Of Disease ◽  
Surgical Interventions ◽  
Treatment Practice ◽  
Patient Profile ◽  
Increased Risk ◽  
Artery Disease

Patients with peripheral artery disease (PAD) have an increased risk of cardiovascular (CV) and limb events, but the disease is frequently underdiagnosed and treatment options are limited. This review examines the disease burden of symptomatic PAD as well as key guideline recommendations. Publications were identified using the ProQuest portal to access the Medline, Medline In-Process, and Embase databases. Search terms for symptomatic PAD were combined with terms relevant to epidemiology, burden, treatment practice, and physiopathology. Articles in English published between January 2001 and September 2016 were screened according to the population, interventions, comparator, outcomes, and study design criteria. Relevant publications (n = 200) were identified. The reported incidence and prevalence of PAD varied depending on the definitions used and the study populations. Patients generally had a poor prognosis, with an increased risk of mortality, CV, and limb events and decreased quality of life. Guideline recommendations included ankle–brachial index measurements, exercise testing, and angiography for diagnosis and risk factor modification, antiplatelets, cilostazol, exercise therapy, or surgical interventions for treatment, depending on the patient profile. The clinical, humanistic, and economic burden of disease in patients with symptomatic PAD is substantial and needs to be reduced through improved PAD management.

scholarly journals Association between cholesterol efflux capacity and peripheral artery disease in coronary heart disease patients with and without type 2 diabetes: from the CORDIOPREV study

2021 ◽  
Vol 20 (1) ◽  
Author(s):  
Elena M. Yubero-Serrano ◽  
Juan F. Alcalá-Diaz ◽  
Francisco M. Gutierrez-Mariscal ◽  
Antonio P. Arenas-de Larriva ◽  
Patricia J. Peña-Orihuela ◽  
...  
Keyword(s):  
Coronary Heart Disease ◽  
Heart Disease ◽  
Secondary Prevention ◽  
Peripheral Artery Disease ◽  
Cholesterol Efflux ◽  
Newly Diagnosed ◽  
Peripheral Artery ◽  
Cholesterol Efflux Capacity ◽  
Increased Risk ◽  
Artery Disease

Abstract Background Peripheral artery disease (PAD) is recognized as a significant predictor of mortality and adverse cardiovascular outcomes in patients with coronary heart disease (CHD). In fact, coexisting PAD and CHD is strongly associated with a greater coronary event recurrence compared with either one of them alone. High-density lipoprotein (HDL)-mediated cholesterol efflux capacity (CEC) is found to be inversely associated with an increased risk of incident CHD. However, this association is not established in patients with PAD in the context of secondary prevention. In this sense, our main aim was to evaluate the association between CEC and PAD in patients with CHD and whether the concurrent presence of PAD and T2DM influences this association. Methods CHD patients (n = 1002) from the CORDIOPREV study were classified according to the presence or absence of PAD (ankle-brachial index, ABI ≤ 0.9 and ABI > 0.9 and < 1.4, respectively) and T2DM status. CEC was quantified by incubation of cholesterol-loaded THP-1 cells with the participants' apoB-depleted plasma was performed. Results The presence of PAD determined low CEC in non-T2DM and newly-diagnosed T2DM patients. Coexisting PAD and newly-diagnosed T2DM provided and additive effect providing an impaired CEC compared to non-T2DM patients with PAD. In established T2DM patients, the presence of PAD did not determine differences in CEC, compared to those without PAD, which may be restored by glucose-lowering treatment. Conclusions Our findings suggest an inverse relationship between CEC and PAD in CHD patients. These results support the importance of identifying underlying mechanisms of PAD, in the context of secondary prevention, that provide potential therapeutic targets, that is the case of CEC, and establishing strategies to prevent or reduce the high risk of cardiovascular events of these patients. Trial registrationhttps://clinicaltrials.gov/ct2/show/NCT00924937. Unique Identifier: NCT00924937

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