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The development of percutaneous coronary intervention (PCI) has been one of the greatest advances in cardiology and has changed clinical practice for patients with coronary artery disease (CAD). Despite continuous improvements in operators' experience, techniques, and the development of new-generation devices, significant challenges remain in improving the efficacy of PCI, including calcification, bifurcation, multivascular disease, stent restenosis, and stent thrombosis, among others. The present review aims to provide an overview of the current status of knowledge of endovascular revascularization in CAD, including relevant trials, therapeutic strategies, and new technologies addressing particular scenarios that can impact the prognosis of this vulnerable population.
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Enfermedad de la Arteria Coronaria , Intervención Coronaria Percutánea , Humanos , Enfermedad de la Arteria Coronaria/terapia , Enfermedad de la Arteria Coronaria/cirugía , Intervención Coronaria Percutánea/métodos , Intervención Coronaria Percutánea/tendencias , Stents , Cardiología/tendencias , Cardiología/métodosRESUMEN
Elevated circulating platelet-derived extracellular vesicles (pEVs) have been associated with arterial hypertension. The role of hypertension-mediated organ damage (HMOD) to induce EV release is still unknown. We studied the micro- and macro-vascular changes (retinal vascular density and pulse wave velocity), endothelial function (flow-mediated vasodilation of brachial artery and finger plethysmography), and assessed the psychosocial status (anxiety and depression) in hypertensive patients to determine their relationship with EV release. Pulse wave velocity showed a significant positive correlation with pEVs (r = 0.33; p = 0.01). Systolic blood pressure (SBP) negatively correlated with retinal vascularity. The superficial retinal vascular plexus density in the whole image showed a significant negative correlation with 24 h SBP (r = −0.38, p < 0.01), day-SBP (r = −0.35, p = 0.01), and night-SBP (r = −0.27, p = 0.04). pEVs did not show significant associations with microvascular damage (retinal vascular density), endothelial function (flow-mediated vasodilation of brachial artery and finger plethysmography), or psychosocial status (anxiety and depression). Our results indicate that the pEV levels were associated with macrovascular damage measured by PWV, whereas no significant association between pEVs and microvascular damage, endothelial function, or emotional status could be detected. The potential utility of pEV in clinical practice in the context of HMOD may be limited to macrovascular changes.
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Vesículas Extracelulares , Hipertensión , Humanos , Análisis de la Onda del Pulso , Arteria Braquial , Presión Sanguínea/fisiologíaRESUMEN
Elevated circulating platelet-derived extracellular vesicles (EVs) have been reported in conditions associated with thrombotic risk. The present study aimed to assess the relationship between circulating platelet-derived EV levels, cardiovascular risk stratification and vascular organ damage, as assessed by pulse wave velocity (PWV). A total of 92 patients were included in the present analysis. Platelet EV were evaluated by flow cytometry (CD41+/Annexin v+). The cardiovascular risk was determined using the 2021 ESC guideline stratification and SCORE2 and SCORE-OP. PWV was performed as a surrogate to assess macrovascular damage. Risk stratification revealed significant group differences in EV levels (ANOVA, p = 0.04). Post hoc analysis demonstrated significantly higher levels of EVs in the very high-risk group compared with the young participants (12.53 ± 8.69 vs. 7.51 ± 4.67 EV/µL, p = 0.03). Linear regression models showed SCORE2 and SCORE-OP (p = 0.04) was a predictor of EV levels. EVs showed a significant association with macrovascular organ damage measured by PWV (p = 0.01). PWV progressively increased with more severe cardiovascular risk (p < 0.001) and was also associated with SCORE2 and SCORE-OP (p < 0.001). Within the pooled group of subjects with low to moderate risk and young participants (<40 years), those with EV levels in the highest tertile had a trend towards higher nocturnal blood pressure levels, fasting glucose concentration, lipid levels, homocysteine and PWV. Levels of platelet-derived EVs were highest in those patients with very high CV risk. Within a pooled group of patients with low to moderate risk, an unfavourable cardiometabolic profile was present with higher EV levels.
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Enfermedades Cardiovasculares , Vesículas Extracelulares , Hipertensión , Anexina A5 , Enfermedades Cardiovasculares/diagnóstico , Enfermedades Cardiovasculares/etiología , Glucosa , Factores de Riesgo de Enfermedad Cardiaca , Homocisteína , Humanos , Lípidos , Análisis de la Onda del Pulso , Factores de RiesgoRESUMEN
PURPOSE OF REVIEW: Loin pain hematuria syndrome (LPHS) frequently presents with severe chronic pain that poses a clinical challenge. Current treatment approaches are mostly empirical and include a wide range of therapeutic strategies such as physical therapy, local and systemic analgesia, interventional and surgical approaches usually flanked by psycho-behavioral therapy, and other strategies. LPHS often impacts negatively on quality of life particularly in patients who are refractory to treatment. RECENT FINDINGS: With recent advances in catheter-based treatment approaches and better understanding of the pathophysiology of LPHS, intraluminal renal denervation (RDN) has been proposed as a valuable treatment option for kidney-related pain syndromes. The present review provides a brief overview of the clinical challenges associated with LPHS, highlights recent insights into its underlying mechanisms, and summarizes currently available data on the use of RDN in the context of LPHS and kidney-related pain syndromes. Renal denervation via various approaches including surgical and catheter-based techniques has shown promise in alleviating kidney-related pain syndromes. Randomized controlled trials are now required to better define its role in the management of these conditions.
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Hematuria , Hipertensión , Hematuria/terapia , Humanos , Riñón , Dolor , Calidad de Vida , SíndromeRESUMEN
Cardiovascular diseases (CVDs) have been considered the most predominant cause of death and one of the most critical public health issues worldwide. In the past two decades, cardiovascular (CV) mortality has declined in high-income countries owing to preventive measures that resulted in the reduced burden of coronary artery disease (CAD) and heart failure (HF). In spite of these promising results, CVDs are responsible for ~17 million deaths per year globally with ~25% of these attributable to sudden cardiac death (SCD). Pre-clinical data demonstrated that renal denervation (RDN) decreases sympathetic activation as evaluated by decreased renal catecholamine concentrations. RDN is successful in reducing ventricular arrhythmias (VAs) triggering and its outcome was not found inferior to metoprolol in rat myocardial infarction model. Registry clinical data also suggest an advantageous effect of RDN to prevent VAs in HF patients and electrical storm. An in-depth investigation of how RDN, a minimally invasive and safe method, reduces the burden of HF is urgently needed. Myocardial systolic dysfunction is correlated to neuro-hormonal overactivity as a compensatory mechanism to keep cardiac output in the face of declining cardiac function. Sympathetic nervous system (SNS) overactivity is supported by a rise in plasma noradrenaline (NA) and adrenaline levels, raised central sympathetic outflow, and increased organ-specific spillover of NA into plasma. Cardiac NA spillover in untreated HF individuals can reach ~50-fold higher levels compared to those of healthy individuals under maximal exercise conditions. Increased sympathetic outflow to the renal vascular bed can contribute to the anomalies of renal function commonly associated with HF and feed into a vicious cycle of elevated BP, the progression of renal disease and worsening HF. Increased sympathetic activity, amongst other factors, contribute to the progress of cardiac arrhythmias, which can lead to SCD due to sustained ventricular tachycardia. Targeted therapies to avoid these detrimental consequences comprise antiarrhythmic drugs, surgical resection, endocardial catheter ablation and use of the implantable electronic cardiac devices. Analogous NA agents have been reported for single photon-emission-computed-tomography (SPECT) scans usage, specially the 123I-metaiodobenzylguanidine (123I-MIBG). Currently, HF prognosis assessment has been improved by this tool. Nevertheless, this radiotracer is costly, which makes the use of this diagnostic method limited. Comparatively, positron-emission-tomography (PET) overshadows SPECT imaging, because of its increased spatial definition and broader reckonable methodologies. Numerous ANS radiotracers have been created for cardiac PET imaging. However, so far, [11C]-meta-hydroxyephedrine (HED) has been the most significant PET radiotracer used in the clinical scenario. Growing data has shown the usefulness of [11C]-HED in important clinical situations, such as predicting lethal arrhythmias, SCD, and all-cause of mortality in reduced ejection fraction HF patients. In this article, we discussed the role and relevance of novel tools targeting the SNS, such as the [11C]-HED PET cardiac imaging and RDN to manage patients under of SCD risk.
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Muerte Súbita Cardíaca/etiología , Insuficiencia Cardíaca/complicaciones , Sistema Nervioso Simpático/efectos de los fármacos , 3-Yodobencilguanidina , Animales , Arritmias Cardíacas , Catecolaminas/orina , Modelos Animales de Enfermedad , Efedrina/análogos & derivados , Corazón , Humanos , Infarto del Miocardio , Miocardio , Tomografía de Emisión de Positrones , Taquicardia Ventricular , Tomografía Computarizada de Emisión de Fotón Único , Disfunción Ventricular IzquierdaRESUMEN
Cardiac tumors are rare entities in clinical practice, with an incidence of 0.05%. Approximately 75% are benign and 25% malignant. Among these, Lymphomas are uncommon, representing about 0.25%. The non-Hodgkin lymphomas can occur in extranodal tissues in 20% of the cases and 80% of these non-Hodgkin lymphomas are composed of diffuse B cells. The extranodal presentation is most frequent in young adults, with a high degree of malignancy and rapid growth. It can present with primary infiltration of various organs; cardiac involvement occurs in 20 to 28% of cases, usually located in the right chambers and with nonspecific symptoms, depending on the location and extent of the tumor. The diagnostic test in these cases is undoubtedly the biopsy of the lymph node or the affected tissue. We present the case of non-Hodgkin disease of diffuse large cells, with right intra-atrial involvement in a 23-year-old-female patient, who presented with progressive dyspnea. A transesophageal echocardiography was performed and an intra-atrial tumor mass was detected. A biopsy was performed, by femoral venous catheterization, allowing the establishment of the histopathological diagnosis and treatment. At a one year follow up, the patient shows complete remission.
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Atrios Cardíacos , Neoplasias Cardíacas/diagnóstico , Linfoma de Células B Grandes Difuso/diagnóstico , Femenino , Humanos , Adulto JovenRESUMEN
INTRODUCTION: Elevated nocturnal blood pressure (BP) is closely associated with increased risk of cardiovascular (CV) events. Circulating extracellular vesicles (EVs) have been proposed as a potential CV risk biomarker and shown to correlate with BP. The present study aimed to assess whether a reduction in BP is paralleled by respective changes in EVs. METHODS: Fifty-five hypertensive patients (age: 57.7â±â14.1âyears) were included in the study. EVs and BP were assessed at baseline and at 12âweeks follow-up. Interventions to lower BP included advice on life-style modification only or life-style advice combined with additional pharmacotherapy. EVs were evaluated by flow cytometry (CD41+/Annexin V+) and BP by unobserved automated office BP and ambulatory BP monitoring. RESULTS: Nocturnal systolic BP correlated with EV levels at baseline ( P â=â0.01). Multivariable regression models showed that changes in nocturnal systolic BP (adjusted R2 â=â0.23; P â=â0.01) and diastolic BP (adjusted R2 â=â0.18; P â=â0.02) were associated with respective changes in EV levels. Furthermore, intervention-induced improvement of systolic dipping was associated with a reduction in EVs in the univariate analysis (adjusted R2 â=â0.06; P â=â0.03). In contrast, systolic office, 24 h- and daytime-BP did not show significant associations with EVs. Patients whose medication was up-titrated at baseline showed a trend towards lower EV levels at follow-up (absolute change of -1.7â±â1.3âEV/µl; P â=â0.057). CONCLUSIONS: Circulating platelet-derived EVs were positively associated with nocturnal BP and therapy-induced changes over a 12-week treatment period. EVs may provide an integrated measure of BP changes achieved with pharmacotherapy.
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Vesículas Extracelulares , Hipertensión , Adulto , Anciano , Anexina A5 , Presión Sanguínea/fisiología , Monitoreo Ambulatorio de la Presión Arterial , Ritmo Circadiano/fisiología , Humanos , Persona de Mediana EdadRESUMEN
Elevated office blood pressure (BP) has previously been associated with increased levels of circulating extracellular vesicles (EVs). The present study aimed to assess the relationship between levels of platelet derived EVs, ambulatory BP parameters, and pulse wave velocity as a marker of macrovascular organ damage. A total of 96 participants were included in the study. Platelet-derived extracellular vesicles (pEVs) were evaluated by flow cytometry (CD41+/Annexin v+). BP evaluation included unobserved automated office BP and ambulatory BP monitoring. Carotid-femoral pulse wave velocity (PWV) was measured as a marker of macrovascular damage. pEVs correlated with nocturnal systolic BP (r = 0.31; p = .003) and nocturnal dipping (r = -0.29; p = .01) in univariable analysis. Multivariable regression models confirmed robustness of the association of EVs and nocturnal blood pressure (p = .02). In contrast, systolic office, 24h- and daytime-BP did not show significant associations with pEVs. No correlations were found with diastolic BP. Circulating pEVs correlated with pulse wave velocity (r = 0.25; p = .02). When comparing different hypertensive phenotypes, higher levels of EVs and PWV were evident in patients with sustained hypertension compared to patients with white coat HTN and healthy persons. Circulating platelet derived EVs were associated with nocturnal BP, dipping, and PWV. Given that average nocturnal BP is the strongest predictor of CV events, platelet derived EVs may serve as an integrative marker of vascular health, a proposition that requires testing in prospective clinical trials.
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Vesículas Extracelulares , Hipertensión , Rigidez Vascular , Biomarcadores , Presión Sanguínea/fisiología , Monitoreo Ambulatorio de la Presión Arterial , Humanos , Estudios Prospectivos , Análisis de la Onda del PulsoRESUMEN
BACKGROUND: Hypertension is the most common chronic condition globally, contributing to an increased risk of cardiovascular disease and premature death. Despite advances in treatment options, approximately 10% of patients have resistant hypertension, characterized by elevated blood pressure that does not respond to treatment. The gut microbiome is now increasingly recognized to play a role in the development and pathogenesis of several diseases, including hypertension, although the exact mechanisms remain unclear. METHOD: The aim of the present study was to investigate circulating levels of short-chain fatty acids, metabolites produced by gut bacteria, in essential ( n â=â168) and resistant hypertensive ( n â=â27) patients, compared with healthy controls ( n â=â38). RESULTS: Serum acetate was significantly lower in the resistant hypertensive population, compared with both the normotensive controls and those with essential hypertension (748â±â89 versus 1335â±â61 and 1171â±â22ânmol/ml, P â<â0.0001). Acetate was also significantly lower in treated versus untreated hypertensive patients or controls (1112â±â27 versus 1228â±â40 and 1327â±â63ânmol/l, P â<â0.01), with this finding more pronounced with increasing number of antihypertensive therapies. In contrast, propionate was lower and butyrate significantly higher in those with essential hypertension compared with controls (propionate: 25.2â±â7.5 versus 58.6â±â7.6ânmol/ml, P â<â0.0001; butyrate: 46.5â±â3.5 versus 14.7â±â9.9ânmol/ml, P â<â0.01). A novel and perhaps clinically relevant observation was the significant difference in acetate and propionate levels between patients taking ACE inhibitors or angiotensin-receptor blockers. CONCLUSION: The present study has highlighted differences in circulating short-chain fatty acids in different hypertensive phenotypes and a possible influence of drug number and class. Although further research is necessary, this may represent a novel therapeutic target, particularly in patients with resistant hypertension.
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Hipertensión , Propionatos , Antihipertensivos/farmacología , Antihipertensivos/uso terapéutico , Presión Sanguínea , Butiratos/farmacología , Butiratos/uso terapéutico , Hipertensión Esencial/tratamiento farmacológico , Ácidos Grasos Volátiles/farmacología , Ácidos Grasos Volátiles/uso terapéutico , Humanos , Fenotipo , Propionatos/farmacologíaRESUMEN
BACKGROUND AND AIMS: Machine Learning is transforming data processing in medical research and clinical practice. Missing data labels are a common limitation to training Machine Learning models. To overcome missing labels in a large dataset of microneurography recordings, a novel autoencoder based semi-supervised, iterative group-labelling methodology was developed. METHODS: Autoencoders were systematically optimised to extract features from a dataset of 478621 signal excerpts from human microneurography recordings. Selected features were clusters with k-means and randomly selected representations of the corresponding original signals labelled as valid or non-valid muscle sympathetic nerve activity (MSNA) bursts in an iterative, purifying procedure by an expert rater. A deep neural network was trained based on the fully labelled dataset. RESULTS: Three autoencoders, two based on fully connected neural networks and one based on convolutional neural network, were chosen for feature learning. Iterative clustering followed by labelling of complete clusters resulted in all 478621 signal peak excerpts being labelled as valid or non-valid within 13 iterations. Neural networks trained with the labelled dataset achieved, in a cross validation step with a testing dataset not included in training, on average 93.13% accuracy and 91% area under the receiver operating curve (AUC ROC). DISCUSSION: The described labelling procedure enabled efficient labelling of a large dataset of physiological signal based on expert ratings. The procedure based on autoencoders may be broadly applicable to a wide range of datasets without labels that require expert input and may be utilised for Machine Learning applications if weak-labels were available.
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Recent analysis of systolic inter-arm differences in blood pressure from the INTERPRESS-IPD Collaboration suggest an association with increased all-cause mortality, cardiovascular mortality and cardiovascular events. Previous studies have demonstrated associations with other risk parameters. We aimed to reproduce these associations in a cohort of 199 treated, at-risk hypertensive patients with pulse wave velocity (PWV) as a surrogate marker of cardiovascular (CV) damage. Simultaneously measured inter-arm blood pressure (BP) differences, 24 hour ambulatory BP and PWV were measured in 199 treated patients from a tertiary hospital hypertension outpatient clinic. Associations between systolic inter-arm BP difference and PWV were analyzed with uni- and multi-variate regression models. Out of 199 participants, 90 showed an inter-arm BP difference of more than 5 mmHg. The inter-arm difference was not associated with PWV. Furthermore, neither observed single BP measurements nor 24 hour ambulatory BP was associated with inter-arm BP differences. In our clinical patient cohort we failed to observe an association between inter-arm BP differences and PWV. Mode of assessment, study design and the sample characteristics of this treated, hypertensive cohort may have contributed to the negative findings. The limited sample size of the study poses a challenge to the detection of smaller effects in our study.
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Hipertensión , Rigidez Vascular , Presión Sanguínea/fisiología , Determinación de la Presión Sanguínea , Humanos , Análisis de la Onda del PulsoRESUMEN
BACKGROUND AND OBJECTIVES: Ambulatory blood pressure monitoring (ABPM) is usually reported in descriptive values such as circadian averages and standard deviations. Making use of the original, individual blood pressure measurements may be advantageous, particularly for research purposes, as this increases the flexibility of the analytical process, enables alternative statistical analyses and provide novel insights. Here we describe the development of a new multistep, hierarchical data extraction algorithm to collect raw data from .pdf reports and text files as part of a large multi-center clinical study. METHODS: Original reports were saved in a nested file system, from which they were automatically extracted, read and saved into databases with custom made programs written in Python 3. Data were further processed, cleaned and relevant descriptive statistics such as averages and standard deviations calculated according to a variety of definitions of day- and night-time. Additionally, data control mechanisms for manual review of the data and programmatic auto-detection of extraction errors was implemented as part of the project. RESULTS: The developed algorithm extracted 97% of the data automatically, the missing data consisted mostly of reports that were saved incorrectly or not formatted in the specified way. Manual checks comparing samples of the extracted data to original reports indicated a high level of accuracy of the extracted data, no errors introduced due to flaws in the extraction software were detected in the extracted dataset. CONCLUSIONS: The developed multistep, hierarchical data extraction algorithm facilitated collection from different file formats and paired with database cleaning and data processing steps led to an effective and accurate assembly of raw ABPM data for further and adjustable analyses. Manual work was minimized while data quality was ensured with standardized, reproducible procedures.
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Algoritmos , Monitoreo Ambulatorio de la Presión Arterial , Presión Sanguínea , Bases de Datos Factuales , Programas InformáticosRESUMEN
BACKGROUND: Renal denervation (RDN) has been proven in multiple sham-controlled trials to lower blood pressure (BP) in various forms of hypertension. RDN-mediated interruption of sympathetic signaling through its effects on renal blood flow, salt retention, and renin release are likely contributors to the BP-lowering effects. However, the impact of RDN on salt sensitivity in humans has not yet been explored. METHODS: We, therefore, investigated the effect of RDN on ambulatory BP monitoring-derived salt sensitivity in a cohort of patients with uncontrolled hypertension on habitual salt intake. RDN was performed in 153 hypertensive patients, who were categorized into low intermediate and high-salt sensitivity groups, based on the ambulatory BP monitoring-derived salt sensitivity index estimated prior to (baseline) and at 3, 6 and 12 months after the procedure as previously described. Crude and adjusted mixed effects ordinal regression models were fitted to test for changes in the proportions of salt sensitivity risk during follow-up. RESULTS: The proportions of individuals in the intermediate and high-salt sensitivity risk group increased after RDN and the odds for being in a higher estimated salt sensitivity risk group at 3, 6 and 12 months follow-up compared with baseline were highly significant during the 12âmonths follow-up period. CONCLUSION: Increased salt sensitivity after RDN may represent a compensatory mechanism to maintain renal capacity for adequate salt handling. This novel finding may have implications for patient management after RDN, such as prescription of salt moderation to further optimize RDN-induced BP-lowering efficacy.
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Monitoreo Ambulatorio de la Presión Arterial , Hipertensión , Presión Sanguínea/fisiología , Desnervación , Humanos , Riñón , Cloruro de Sodio Dietético/efectos adversos , Simpatectomía/métodos , Resultado del TratamientoRESUMEN
OBJECTIVE: We analyzed whether any change in capillary density in the retinal circulation could be detected in patients with hypertension in the prediabetic stage. RESEARCH DESIGN AND METHODS: In a cross-sectional analysis, we assessed capillary density in the foveal (CDF) and parafoveal retinal areas using optical coherence tomography-angiography in 62 patients with hypertension and normal glucose metabolism and 40 patients with hypertension and prediabetes. RESULTS: The CDF was lower in patients with prediabetes than in those with normal glucose metabolism. Moreover, we found a correlation between CDF and HbA1c and glucose levels for the entire cohort. In patients with HbA1c <6.5% (48 mmol/mol), CDF was lower in patients with HOMA for insulin resistance (HOMA-IR) ≥2.5 than in patients with HOMA-IR <2.5. CONCLUSIONS: Patients with hypertension and prediabetes display retinal capillary changes, and an association with markers of glucose metabolism exists, even within a nondiabetic HbA1c range.
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Hipertensión , Resistencia a la Insulina , Estado Prediabético , Glucemia/metabolismo , Estudios Transversales , Glucosa , Hemoglobina Glucada/metabolismo , Humanos , Hipertensión/complicaciones , Estado Prediabético/complicacionesRESUMEN
Background and aims: Dyslipidaemia is a significant risk factor for cardiovascular disease in the Mexican population. This analysis aimed to describe the baseline LDL-c levels of patients presenting to cardiovascular clinics and evaluate the proportion who achieved their risk-based LDL-c goals as recommended by 2021 ESC prevention guidelines. Methods: The REMECAR registry is an observational study of patients attending a specialized cardiovascular clinic for their first visit. The cardiovascular risk was retrospectively determined using the 2021 ESC guideline stratification and the SCORE2 and SCORE-OP. Results: A total of 5443 patients were included in the analysis. Within this population, 55.96% presented as very high, 39.98% as high and 4.06% as moderate to low risk. 63% of the participants were not on any lipid-lowering treatment at entry, while 12.4% were receiving high-intensity statin therapy. Patients presenting with established atherosclerotic cardiovascular disease had a mean LDL-c of 90.9 ± 40.7 mg/dL. Of these, 14.1% were achieving LDL-c levels of 70-55 mg/dL and 19.3% were achieving LDL-c levels <55 mg/dL. In diabetic patients at very high risk, only 25.7% achieved their LDL-c goal. Finally, in patients without another risk factor and very high-risk evaluated by SCORE2 & SCORE-OP, only 14% of patients achieved their LDL-c goals. Conclusions: An important number of patients were not receiving any lipid-lowering therapy. Furthermore, in those who were, a significant portion did not achieve LDL-c recommended thresholds. Our results underline the urgent need to improve the prescription and optimization of lipid-lowering therapy as the current management appears to be insufficient for achieving optimal recommended goals. Identifying key barriers in lipid management is fundamental to establishing better strategies and health system policies to reduce cardiovascular risk.
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BACKGROUND: Accessibility of labelled datasets is often a key limitation for the application of Machine Learning in clinical research. A novel semi-automated weak-labelling approach based on unsupervised clustering was developed to classify a large dataset of microneurography signals and subsequently used to train a Neural Network to reproduce the labelling process. METHODS: Clusters of microneurography signals were created with k-means and then labelled in terms of the validity of the signals contained in each cluster. Only purely positive or negative clusters were labelled, whereas clusters with mixed content were passed on to the next iteration of the algorithm to undergo another cycle of unsupervised clustering and labelling of the clusters. After several iterations of this process, only pure labelled clusters remained which were used to train a Deep Neural Network. RESULTS: Overall, 334,548 individual signal peaks form the integrated data were extracted and more than 99.99% of the data was labelled in six iterations of this novel application of weak labelling with the help of a domain expert. A Deep Neural Network trained based on this dataset achieved consistent accuracies above 95%. DISCUSSION: Data extraction and the novel iterative approach of labelling unsupervised clusters enabled creation of a large, labelled dataset combining unsupervised learning and expert ratings of signal-peaks on cluster basis in a time effective manner. Further research is needed to validate the methodology and employ it on other types of physiologic data for which it may enable efficient generation of large labelled datasets.
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Extracellular vesicles (EVs) represent a promising biomarker in several medical areas. Flow cytometry (FC) is one of the most widely-used methods to characterize EVs, providing quantitative information and determination of EV subtypes. EV evaluation represents a challenge as no standardized methods are available to facilitate assessment across different research centers. This is principally because their size falls below the detection limit of most standard flow cytometers and a thorough optimization process is required to ensure instrument-specific sensitivity. We provide an overview of a standardized method to evaluate large EVs using the Attune™ Nxt Acoustic Focusing Flow Cytometer system (Thermo Fisher Scientific).
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Vesículas Extracelulares/química , Citometría de Flujo/normas , Vesículas Extracelulares/inmunología , Humanos , Estándares de ReferenciaRESUMEN
Introduction: Sodium-glucose cotransporter-2 (SGLT2) inhibitors are a relatively novel glucose-lowering drugs (GLDs) which additionally promote weight loss and blood pressure reduction among other beneficial effects.Areas covered: This review reflects on the extra-glycemic effects of SGLT2 inhibitors and their impact on important clinical endpoints, and provides an overview of data relating to a newer member of the SGLT2 inhibitor class, bexagliflozin.Expert opinion: SGLT2 inhibitors, while consolidating glycemic control as adjunctive therapy, indisputably affect cardio-renal benefits in the T2D population which is prevalently afflicted by heightened cardiovascular risk and a disproportionately increased incidence of unfavorable cardiovascular and renal outcomes. The data from landmark trials demonstrate that beneficial effects of SGLT2 inhibitors extend to non-diabetic patients with chronic kidney disease (CKD) and/or heart failure with reduced ejection fraction (HFrEF). Preliminary findings from the BEST trial suggest that Bexagliflozin's effects reflect those of other licensed drugs in its class. Bexagliflozin has also been shown to be safe and effective in patients with diabetes and CKD stage 3b. If and when approved, it presents physicians with the prospect of an additional therapeutic option in managing patients with type 2 diabetes mellitus (T2D), and conceivably also, nondiabetic patients with established CKD and/or HFrEF.
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Diabetes Mellitus Tipo 2 , Insuficiencia Cardíaca , Diabetes Mellitus Tipo 2/tratamiento farmacológico , Humanos , Hipoglucemiantes/uso terapéutico , Piranos , Volumen SistólicoRESUMEN
INTRODUCTION: The concept of targeting the renal sympathetic nerves therapeutically to lower blood pressure (BP) is based on their crucial role in regulating both renal and cardiovascular control. These effects are mainly mediated via three major mechanisms including alteration of renal blood flow, renin-release, and Na+ retention. Initial surgical approaches applying crude and unselected sympathectomy, while rendering significant BP lowering and cardiovascular event reducing properties, where plagued by side effects. More modern selective catheter-based denervation approaches selectively targeting the renal nerves have been shown to be safe and effective in reducing BP in various forms of hypertension and multiple comorbidities. AREAS COVERED: This article covers the background relevant for the concept of renal denervation (RDN), the evidence obtained from relevant randomized controlled trials to substantiate the safety and efficacy of RDN, and recently published clinical recommendations. EXPERT OPINION: Catheter-based RDN is safe and has now been shown in sham-controlled randomized clinical trials to result in clinically meaningful BP lowering in both drug naïve hypertensive patients and those on concomitant antihypertensive therapy. Real world data from a large global registry further supports the clinical utility of RDN. It now seems time to embed renal denervation into routine clinical care.
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Ablación por Catéter , Hipertensión , Antihipertensivos/uso terapéutico , Presión Sanguínea , Humanos , Hipertensión/tratamiento farmacológico , Hipertensión/cirugía , Riñón/cirugía , Arteria Renal/cirugía , Simpatectomía , Resultado del TratamientoRESUMEN
Homocysteine is an independent risk factor for cardiovascular and cerebrovascular disease and has been proposed to contribute to vascular dysfunction. We sought to determine in a real-world clinical setting whether homocysteine levels were associated with hypertension mediated organ damage (HMOD) and could guide treatment choices in hypertension. We performed a cross-sectional analysis of prospectively collected data in 145 hypertensive patients referred to our tertiary hypertension clinic at Royal Perth Hospital and analyzed the association of homocysteine with HMOD, renin-angiotensin-aldosterone system (RAAS), and RAAS blockade. The average age of participants was 56 ± 17 years, and there was a greater proportion of males than females (89 vs. 56). Regression analysis showed that homocysteine was significantly associated with PWV (ß = 1.99; 95% CI 0.99-3.0; p < .001), albumin-creatinine ratio (lnACR: ß = 1.14; 95% CI 0.47, 1.8; p < .001), 24 h urinary protein excretion (ß = 0.7; 95% CI 0.48, 0.92; p < .001), and estimated glomerular filtration rate (ß = -29.4; 95% CI -36.35, -22.4; p < .001), which persisted after adjusting for potential confounders such as age, sex, 24 h BP, inflammation, smoking, diabetes mellitus (DM), and dyslipidemia. A positive predictive relationship was observed between plasma homocysteine levels and PWV, with every 1.0 µmol/L increase in homocysteine associated with a 0.1 m/s increase in PWV. Homocysteine was significantly associated with elevated aldosterone concentration (ß = 0.26; p < .001), and with attenuation of ACEi mediated systolic BP lowering and regression of HMOD compared to angiotensin receptor blockers in higher physiological ranges of homocysteine. Our results indicate that homocysteine is associated with hypertension mediated vascular damage and could potentially serve to guide first-line antihypertensive therapy.