pre-vascularization
Dotaz
Zobrazit nápovědu
PURPOSE: TACE induces variable systemic effects by producing factors that promote inflammation, oncogenesis, and angiogenesis. Here we compare concentrations of microRNAs (miR-21, miR-210 and miR-34a) and vascular endothelial growth factor (VEGF) in hepatocellular carcinoma (HCC) patients undergoing TACE with degradable (DSM) and nondegradable (DEB) particles and potential use of these biomarker changes for prediction of patient outcomes. MATERIALS AND METHODS: Overall, 52 patients with HCC treated with DSM TACE (24 patients) and DEB TACE (28 patients) were included in this prospective study. Concentrations of studied biomarkers were measured from blood plasma preprocedurally, immediately (< 90 min) postprocedurally, and 24-h after TACE. Levels were compared between DSM and DEB TACE and correlated with treatment response six and 12 months after the first TACE. RESULTS: Both DSM and DEB TACE elevated plasma levels of miR-21, miR-34a, and miR-210 at 24 h post-procedure compared to baseline levels (FC 1.25-4.0). MiR-34a elevation immediately after TACE was significantly associated with nonprogressive disease compared to those with progressive disease at both six months (FCa: p = 0.014) and 12 months (FCa: p = 0.029) post-TACE. No significant biomarker changes were found between the embolization particle groups. However, VEGF levels showed a decrease only in the DSM TACE group (FC24: p = < 0.001). CONCLUSION: Embolization particle type did not significantly impact miRNA or VEGF changes post-TACE. However, miR-34a elevation immediately after the procedure predicts better patient outcome and may prove useful as a biomarkers for the monitoring of clinical outcomes. LEVEL OF EVIDENCE: Level 3 Prospective cohort study.
- MeSH
- biologické markery krev MeSH
- chemoembolizace * metody MeSH
- hepatocelulární karcinom * terapie krev genetika MeSH
- lidé středního věku MeSH
- lidé MeSH
- mikro RNA * krev MeSH
- nádorové biomarkery * krev MeSH
- nádory jater * terapie genetika krev MeSH
- prospektivní studie MeSH
- senioři MeSH
- vaskulární endoteliální růstový faktor A * krev MeSH
- výsledek terapie MeSH
- Check Tag
- lidé středního věku MeSH
- lidé MeSH
- mužské pohlaví MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
INTRODUCTION: The objective of this study was to assess the relationship between longitudinal changes in the uterine Doppler velocimetry and the maternal profile of angiogenic factors in the third trimester and to assess their ability to predict term preeclampsia (PE). METHODS: A cohort of low-risk pregnant women was scheduled for a uterine Doppler evaluation and measurement of the circulating levels of angiogenic factors at ∼30 and ∼36 weeks. The performance of both parameters and their change over time in predicting term PE was evaluated. RESULTS: A total of 1,191 women were analyzed, of which 28 (2.4%) women developed term PE. At ∼30 weeks, a model including the sFlt-1/PlGF (fms-like tyrosine kinase-1/placental growth factor) ratio and the uterine Doppler explained 16.2% of the uncertainty of developing term PE, while at ∼36 weeks, the same variables explained 25.2% [p < 0.001]. The longitudinal changes of both predictors had an R2 of 26.8%, which was not different from that of the ∼36 weeks evaluation [p = 0.45]. The area under the curve (AUC) of the ∼36 weeks ratio was significantly higher than at ∼30 weeks (0.86 [0.77-0.94] vs. 0.81 [0.73-0.9]; p = 0.043). The AUC of the longitudinal change of the ratio (0.85 [0.77-0.94]) did not differ from that of at ∼36 weeks (p = 0.82). At ∼36 weeks, for a 10% of false positives, the ratio had a detection rate of 71.4%. CONCLUSION: A cross-sectional measurement of the sFlt-1/PlGF ratio outperforms uterine Doppler in predicting term PE. The combination of both markers does not improve such prediction, nor the evaluation of the longitudinal changes between weeks.
- MeSH
- dospělí MeSH
- lidé MeSH
- placentární oběh fyziologie MeSH
- placentární růstový faktor * krev MeSH
- plocha pod křivkou MeSH
- prediktivní hodnota testů MeSH
- preeklampsie * krev diagnostické zobrazování MeSH
- receptor 1 pro vaskulární endoteliální růstový faktor * krev MeSH
- reologie * metody statistika a číselné údaje MeSH
- reprodukovatelnost výsledků MeSH
- rychlost toku krve fyziologie MeSH
- těhotenství MeSH
- třetí trimestr těhotenství * krev fyziologie MeSH
- ultrasonografie dopplerovská metody statistika a číselné údaje MeSH
- ultrasonografie prenatální * metody statistika a číselné údaje MeSH
- Check Tag
- dospělí MeSH
- lidé MeSH
- těhotenství MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- multicentrická studie MeSH
- randomizované kontrolované studie MeSH
- srovnávací studie MeSH
BACKGROUND: Individuals with adverse pregnancy outcomes have an increased risk of cerebrovascular disease, but the association between adverse pregnancy outcomes and cognitive impairment and dementia is less well established. We aimed to synthesise, combine, and assess the growing body of data examining the associations between adverse pregnancy outcomes and mild cognitive impairment and dementia in parous women. METHODS: In this systematic review and meta-analysis, we searched PubMed (MEDLINE), Web of Science, and Embase from database inception up to July 18, 2024, with no language restrictions, for observational studies or clinical trials that reported mild cognitive impairment or dementia as outcomes and included female individuals or women who had an adverse pregnancy outcome, including hypertensive disorders of pregnancy, gestational diabetes, stillbirth, fetal growth restriction, preterm birth, or placental abruption. We excluded studies of men, nulliparous women, women with pre-pregnancy conditions associated with impaired cognition, and studies examining cognitive impairment within 6 months of pregnancy. Database searches were supplemented by manual review of the reference lists of included studies. If studies met eligibility criteria but did not have sufficient data for meta-analysis (ie, did not report a summary statistic or a hazard ratio [HR] for outcome estimation), they were included in the systematic review and excluded from the meta-analysis. After removing duplicates, two investigators independently screened titles and abstracts using Covidence software, with potentially eligible studies undergoing full-text review by the same reviewers, with further review by a third reviewer and disagreements resolved by discussion and group consensus. Study quality was assessed and summary statistics extracted by two reviewers independently. The primary outcomes of our study were mild cognitive impairment, all-cause dementia, Alzheimer's disease, and vascular dementia. Heterogeneity was measured using the Q test and I2 statistic, and we used random-effects models with inverse-variance weighting to assess the association between adverse pregnancy outcome and primary outcomes with sufficient meta-analysable data via pooled adjusted HRs and 95% CIs. The study protocol was registered with PROSPERO, CRD42023453511. FINDINGS: Of 11 251 publications identified, 15 studies (including 7 347 202 participants) met inclusion criteria for the systematic review, and 11 studies (6 263 431 participants) had sufficient data for meta-analysis. A history of any adverse pregnancy outcome was associated with higher risk of all-cause dementia (adjusted HR 1·32 [95% CI 1·17-1·49]; I2= 80%), Alzheimer's disease (1·26 [1·04-1·53]; I2=63%), and vascular dementia (1·94 [1·70-2·21]; I2=0%). A history of any hypertensive disorder of pregnancy was significantly associated with all-cause dementia (1·32 [1·11-1·57]; I2=74%) and vascular dementia (1·78 [1·46-2·17]; I2=0%), but not Alzheimer's disease (1·24 [0·98-1·57]; I2=66%). Stillbirth was not significantly associated with higher risk of all-cause dementia (1·26 [95% CI 0·93-1·71]; I2=62%). In individual studies, similar effect directions were observed for preterm birth and fetal growth restriction, but data were insufficient for meta-analysis. INTERPRETATION: Given their increased risk of dementia, women with a history of adverse pregnancy outcomes should be evaluated for additional dementia risk factors and monitored closely for any signs of cognitive decline. Furthermore, to obtain more reliable findings, future studies should measure both exposures and outcomes prospectively and objectively. FUNDING: National Institutes of Health, National Institute of Neurological Disorders and Stroke, National Institute on Aging, and National Heart, Lung and Blood Institute.
- MeSH
- demence * epidemiologie psychologie MeSH
- kognitivní dysfunkce * epidemiologie psychologie MeSH
- lidé MeSH
- těhotenství MeSH
- výsledek těhotenství * epidemiologie psychologie MeSH
- Check Tag
- lidé MeSH
- těhotenství MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- metaanalýza MeSH
- systematický přehled MeSH
Portosinusoidální vaskulární choroba (PSVD) je málo rozpoznávané onemocnění jater podmíněné postižením malých cév. Diagnóza je definována souborem klinických a/nebo histopatologických kritérií, absolutní podmínkou je vyloučení cirhózy jater biopsií. Klinicky se PSVD obvykle manifestuje komplikací portální hypertenze, ta ale nemusí byt vyjádřena u všech nemocných. V článku popisujeme případ 71letého pacienta se známou, hematologicky nevysvětlenou a dále neprošetřenou splenomegalií, který byl vyšetřen pro těžkou symptomatickou mikrocytární anemii, pravděpodobně sekundární k portální hypertenzi, byť bez deklarovaných krvácivých projevů. Za hospitalizace byla provedena ligace velkých rizikových varixů jícnu, jiný zdroj anemizace prokázán nebyl. U pacienta byla vyloučena pre- nebo posthepatální etiologie portální hypertenze, elastografie jater byla ve fyziologických hodnotách, jaterní testy byly vyjma marginální izolované elevace gama-glutamyltransferázy v normě, funkce jater byla intaktní. V jaterní biopsii byl nález kompatibilní s diagnózou PSVD. U pacienta nebylo rozpoznáno žádné z asociovaných onemocnění, rovněž neužíval rizikovou medikaci, léčba tudíž spočívala pouze v řešení komplikací portální hypertenze, ambulantně byla dokončena eradikace jícnových varixů. Při terapii perorálním preparátem železa došlo k normalizaci hemoglobinu, fyziologické hodnoty přetrvávají i měsíce po ukončení substituční léčby, jaterní funkce je nadále v normě.
Portosinusoidal vascular disease (PSVD) is a rarely recognized liver condition caused by the involvement of small hepatic vessels. The diagnosis is established based on a set of clinical and/or histopathological criteria, with the absolute requirement of excluding liver cirrhosis through biopsy. Clinically, PSVD often presents with complications related to portal hypertension, although not all patients exhibit these signs. This article discusses the case of a 71-year-old patient with known splenomegaly, which had not been fully investigated and lacked a hematological explanation. The patient was evaluated for severe symptomatic microcytic anemia, likely secondary to portal hypertension, despite the absence of overt bleeding symptoms. During hospitalization, ligation of large, high-risk esophageal varices was performed, and no other sources of anemia were identified. Pre- or post-hepatic causes of portal hypertension were ruled out. Liver elastography results were within normal ranges, and liver function tests were normal except for a marginal isolated elevation of gamma-glutamyltransferase. Liver function remained intact. Liver biopsy findings were consistent with a diagnosis of PSVD. The patient did not have any identifiable associated conditions and was not taking any medications known to pose a risk. Therefore, treatment was focused solely on managing the complications of portal hypertension. Outpatient follow-up included the eradication of esophageal varices. Treatment with oral iron supplements led to the normalization of hemoglobin levels, which remained stable for months after the discontinuation of therapy, and liver function tests continued to be normal.
- MeSH
- antihypertenziva terapeutické užití MeSH
- hypochromní anemie diagnóza farmakoterapie MeSH
- jaterní žilní okluze * diagnóza terapie MeSH
- karvedilol terapeutické užití MeSH
- lidé MeSH
- portální hypertenze * diagnóza farmakoterapie MeSH
- senioři MeSH
- splenomegalie MeSH
- železo terapeutické užití MeSH
- Check Tag
- lidé MeSH
- mužské pohlaví MeSH
- senioři MeSH
- Publikační typ
- kazuistiky MeSH
During hypoxia, tissues are subjected to an inadequate oxygen supply, disrupting the balance needed to maintain normal function. This deficiency can occur due to reduced oxygen delivery caused by impaired blood flow or a decline in the blood's ability to carry oxygen. In tumors, hypoxia and vascularization play crucial roles, shaping their microenvironments and influencing cancer progression, response to treatment and metastatic potential. This chapter provides guidance on the use of non-invasive imaging methods including Positron Emission Tomography and Magnetic Resonance Imaging to study tumor oxygenation in pre-clinical settings. These imaging techniques offer valuable insights into tumor vascularity and oxygen levels, aiding in understanding tumor behavior and treatment effects. For example, PET imaging uses tracers such as [18F]-fluoromisonidazole (FMISO) to visualize hypoxic areas within tumors, while MRI complements this with anatomical and functional images. Although directly assessing tumor hypoxia with MRI remains challenging, techniques like Blood Oxygen Level Dependent (BOLD) and Dynamic Contrast-Enhanced MRI (DCE-MRI) provide valuable information. BOLD can track changes in oxygen levels during oxygen challenges, while DCE-MRI offers real-time access to perfusion and vessel permeability data. Integrating data from these imaging modalities can help assess oxygen supply, refine treatment strategies, enhance therapeutic effectiveness, and ultimately improve patient outcomes.
- MeSH
- hypoxie diagnostické zobrazování MeSH
- kyslík metabolismus MeSH
- lidé MeSH
- magnetická rezonanční tomografie * metody MeSH
- misonidazol analogy a deriváty MeSH
- myši MeSH
- nádorová hypoxie MeSH
- nádory diagnostické zobrazování krevní zásobení patologie MeSH
- patologická angiogeneze diagnostické zobrazování patologie MeSH
- pozitronová emisní tomografie * metody MeSH
- zvířata MeSH
- Check Tag
- lidé MeSH
- myši MeSH
- zvířata MeSH
- Publikační typ
- časopisecké články MeSH
- MeSH
- biologické markery MeSH
- lidé MeSH
- novorozenec MeSH
- placentární růstový faktor MeSH
- předčasná porodní činnost * MeSH
- prediktivní hodnota testů MeSH
- preeklampsie * MeSH
- receptor 1 pro vaskulární endoteliální růstový faktor MeSH
- Check Tag
- lidé MeSH
- novorozenec MeSH
- ženské pohlaví MeSH
- Publikační typ
- dopisy MeSH
BACKGROUND AND AIMS: The question of when and how to treat truly asymptomatic patients with severe aortic stenosis (AS) and normal left ventricular (LV) systolic function is still subject to debate and ongoing research. Here, the results of extended follow-up of the AVATAR trial are reported (NCT02436655, ClinicalTrials.gov). METHODS: The AVATAR trial randomly assigned patients with severe, asymptomatic AS and LV ejection fraction ≥ 50% to undergo either early surgical aortic valve replacement (AVR) or conservative treatment with watchful waiting strategy. All patients had negative exercise stress testing. The primary hypothesis was that early AVR will reduce a primary composite endpoint comprising all-cause death, acute myocardial infarction, stroke, or unplanned hospitalization for heart failure (HF), as compared with conservative treatment strategy. RESULTS: A total of 157 low-risk patients (mean age 67 years, 57% men, mean Society of Thoracic Surgeons score 1.7%) were randomly allocated to either the early AVR group (n = 78) or the conservative treatment group (n = 79). In an intention-to-treat analysis, after a median follow-up of 63 months, the primary composite endpoint outcome event occurred in 18/78 patients (23.1%) in the early surgery group and in 37/79 patients (46.8%) in the conservative treatment group [hazard ratio (HR) early surgery vs. conservative treatment 0.42; 95% confidence interval (CI) 0.24-0.73, P = .002]. The Kaplan-Meier estimates for individual endpoints of all-cause death and HF hospitalization were significantly lower in the early surgery compared with the conservative group (HR 0.44; 95% CI 0.23-0.85, P = .012, for all-cause death and HR 0.21; 95% CI 0.06-0.73, P = .007, for HF hospitalizations). CONCLUSIONS: The extended follow-up of the AVATAR trial demonstrates better clinical outcomes with early surgical AVR in truly asymptomatic patients with severe AS and normal LV ejection fraction compared with patients treated with conservative management on watchful waiting.
- MeSH
- aortální chlopeň chirurgie MeSH
- aortální stenóza * chirurgie mortalita terapie MeSH
- asymptomatické nemoci terapie MeSH
- avatar MeSH
- cévní mozková příhoda MeSH
- chirurgická náhrada chlopně * metody MeSH
- hospitalizace statistika a číselné údaje MeSH
- konzervativní terapie * metody MeSH
- lidé středního věku MeSH
- lidé MeSH
- následné studie MeSH
- pozorné vyčkávání MeSH
- senioři MeSH
- tepový objem fyziologie MeSH
- výsledek terapie MeSH
- Check Tag
- lidé středního věku MeSH
- lidé MeSH
- mužské pohlaví MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- multicentrická studie MeSH
- randomizované kontrolované studie MeSH
- srovnávací studie MeSH
BACKGROUND: Atherosclerotic cardiovascular disease (ACVD) is worsened by chronic inflammatory diseases. Interleukin receptor antagonists (IL-RAs) and tumour necrosis factor-alpha (TNF) inhibitors have been studied to see if they can prevent cardiovascular events. OBJECTIVES: The purpose of this study was to assess the clinical benefits and harms of IL-RAs and TNF inhibitors in the primary and secondary prevention of ACVD. SEARCH METHODS: The Cochrane Heart Specialised Register, the Cochrane Central Register of Controlled Trials (CENTRAL), Ovid MEDLINE (including In-Process & Other Non-Indexed Citations), Ovid Embase, EBSCO CINAHL plus, and clinical trial registries for ongoing and unpublished studies were searched in February 2024. The reference lists of relevant studies, reviews, meta-analyses and health technology reports were searched to identify additional studies. No limitations on language, date of publication or study type were set. SELECTION CRITERIA: RCTs that recruited people with and without pre-existing ACVD, comparing IL-RAs or TNF inhibitors versus placebo or usual care, were selected. The primary outcomes considered were all-cause mortality, myocardial infarction, unstable angina, and adverse events. DATA COLLECTION AND ANALYSIS: Two or more review authors, working independently at each step, selected studies, extracted data, assessed the risk of bias and used GRADE to judge the certainty of evidence. MAIN RESULTS: We included 58 RCTs (22,053 participants; 21,308 analysed), comparing medication efficacy with placebo or usual care. Thirty-four trials focused on primary prevention and 24 on secondary prevention. The interventions included IL-1 RAs (anakinra, canakinumab), IL-6 RA (tocilizumab), TNF-inhibitors (etanercept, infliximab) compared with placebo or usual care. The certainty of evidence was low to very low due to biases and imprecision; all trials had a high risk of bias. Primary prevention: IL-1 RAs The evidence is very uncertain about the effects of the intervention on all-cause mortality(RR 0.33, 95% CI 0.01 to 7.58, 1 trial), myocardial infarction (RR 0.71, 95% CI 0.04 to 12.48, I2 = 39%, 2 trials), unstable angina (RR 0.24, 95% CI 0.03 to 2.11, I2 = 0%, 2 trials), stroke (RR 2.42, 95% CI 0.12 to 50.15; 1 trial), adverse events (RR 0.85, 95% CI 0.59 to 1.22, I2 = 54%, 3 trials), or infection (rate ratio 0.84, 95% 0.55 to 1.29, I2 = 0%, 4 trials). Evidence is very uncertain about whether anakinra and cankinumab may reduce heart failure (RR 0.21, 95% CI 0.05 to 0.94, I2 = 0%, 3 trials). Peripheral vascular disease (PVD) was not reported as an outcome. IL-6 RAs The evidence is very uncertain about the effects of the intervention on all-cause mortality (RR 0.68, 95% CI 0.12 to 3.74, I2 = 30%, 3 trials), myocardial infarction (RR 0.27, 95% CI 0.04 to1.68, I2 = 0%, 3 trials), heart failure (RR 1.02, 95% CI 0.11 to 9.63, I2 = 0%, 2 trials), PVD (RR 2.94, 95% CI 0.12 to 71.47, 1 trial), stroke (RR 0.34, 95% CI 0.01 to 8.14, 1 trial), or any infection (rate ratio 1.10, 95% CI: 0.88 to 1.37, I2 = 18%, 5 trials). Adverse events may increase (RR 1.13, 95% CI 1.04 to 1.23, I2 = 33%, 5 trials). No trial assessed unstable angina. TNF inhibitors The evidence is very uncertain about the effects of the intervention on all-cause mortality (RR 1.78, 95% CI 0.63 to 4.99, I2 = 10%, 3 trials), myocardial infarction (RR 2.61, 95% CI 0.11 to 62.26, 1 trial), stroke (RR 0.46, 95% CI 0.08 to 2.80, I2 = 0%; 3 trials), heart failure (RR 0.85, 95% CI 0.06 to 12.76, 1 trial). Adverse events may increase (RR 1.13, 95% CI 1.01 to 1.25, I2 = 51%, 13 trials). No trial assessed unstable angina or PVD. Secondary prevention: IL-1 RAs The evidence is very uncertain about the effects of the intervention on all-cause mortality (RR 0.94, 95% CI 0.84 to 1.06, I2 = 0%, 8 trials), unstable angina (RR 0.88, 95% CI 0.65 to 1.19, I2 = 0%, 3 trials), PVD (RR 0.85, 95% CI 0.19 to 3.73, I2 = 38%, 3 trials), stroke (RR 0.94, 95% CI 0.74 to 1.2, I2 = 0%; 7 trials), heart failure (RR 0.91, 95% 0.5 to 1.65, I2 = 0%; 7 trials), or adverse events (RR 0.92, 95% CI 0.78 to 1.09, I2 = 3%, 4 trials). There may be little to no difference between the groups in myocardial infarction (RR 0.88, 95% CI 0.0.75 to 1.04, I2 = 0%, 6 trials). IL6-RAs The evidence is very uncertain about the effects of the intervention on all-cause mortality (RR 1.09, 95% CI 0.61 to 1.96, I2 = 0%, 2 trials), myocardial infarction (RR 0.46, 95% CI 0.07 to 3.04, I2 = 45%, 3 trials), unstable angina (RR 0.33, 95% CI 0.01 to 8.02, 1 trial), stroke (RR 1.03, 95% CI 0.07 to 16.25, 1 trial), adverse events (RR 0.89, 95% CI 0.76 to 1.05, I2 = 0%, 2 trials), or any infection (rate ratio 0.66, 95% CI 0.32 to 1.36, I2 = 0%, 4 trials). No trial assessed PVD or heart failure. TNF inhibitors The evidence is very uncertain about the effect of the intervention on all-cause mortality (RR 1.16, 95% CI 0.69 to 1.95, I2 = 47%, 5 trials), heart failure (RR 0.92, 95% 0.75 to 1.14, I2 = 0%, 4 trials), or adverse events (RR 1.15, 95% CI 0.84 to 1.56, I2 = 32%, 2 trials). No trial assessed myocardial infarction, unstable angina, PVD or stroke. Adverse events may be underestimated and benefits inflated due to inadequate reporting. AUTHORS' CONCLUSIONS: This Cochrane review assessed the benefits and harms of using interleukin-receptor antagonists and tumour necrosis factor inhibitors for primary and secondary prevention of atherosclerotic diseases compared with placebo or usual care. However, the evidence for the predetermined outcomes was deemed low or very low certainty, so there is still a need to determine whether these interventions provide clinical benefits or cause harm from this perspective. In summary, the different biases and imprecision in the included studies limit their external validity and represent a limitation to determining the effectiveness of the intervention for both primary and secondary prevention of ACVD.
- MeSH
- ateroskleróza * prevence a kontrola mortalita MeSH
- humanizované monoklonální protilátky * aplikace a dávkování škodlivé účinky MeSH
- infarkt myokardu * prevence a kontrola mortalita MeSH
- lidé MeSH
- nestabilní angina pectoris prevence a kontrola mortalita MeSH
- příčina smrti MeSH
- primární prevence * metody MeSH
- randomizované kontrolované studie jako téma MeSH
- receptory interleukinu-1 * antagonisté a inhibitory MeSH
- sekundární prevence * metody MeSH
- TNF-alfa * antagonisté a inhibitory MeSH
- zkreslení výsledků (epidemiologie) MeSH
- Check Tag
- lidé MeSH
- Publikační typ
- časopisecké články MeSH
- metaanalýza MeSH
- systematický přehled MeSH
To identify patterns in big medical datasets and use Deep Learning and Machine Learning (ML) to reliably diagnose Cardio Vascular Disease (CVD), researchers are currently delving deeply into these fields. Training on large datasets and producing highly accurate validation results is exceedingly difficult. Furthermore, early and precise diagnosis is necessary due to the increased global prevalence of cardiovascular disease (CVD). However, the increasing complexity of healthcare datasets makes it challenging to detect feature connections and produce precise predictions. To address these issues, the Intelligent Cardiovascular Disease Diagnosis based on Ant Colony Optimisation with Enhanced Deep Learning (ICVD-ACOEDL) model was developed. This model employs feature selection (FS) and hyperparameter optimization to diagnose CVD. Applying a min-max scaler, medical data is first consistently prepared. The key feature that sets ICVD-ACOEDL apart is the use of Ant Colony Optimisation (ACO) to select an optimal feature subset, which in turn helps to upgrade the performance of the ensuring deep learning enhanced neural network (DLENN) classifier. The model reforms the hyperparameters of DLENN for CVD classification using Bayesian optimization. Comprehensive evaluations on benchmark medical datasets show that ICVD-ACOEDL exceeds existing techniques, indicating that it could have a significant impact on CVD diagnosis. The model furnishes a workable way to increase CVD classification efficiency and accuracy in real-world medical situations by incorporating ACO for feature selection, min-max scaling for data pre-processing, and Bayesian optimization for hyperparameter tweaking.
- MeSH
- Bayesova věta MeSH
- deep learning * MeSH
- diagnóza počítačová metody MeSH
- Formicidae MeSH
- kardiovaskulární nemoci * diagnóza MeSH
- lidé MeSH
- neuronové sítě * MeSH
- Check Tag
- lidé MeSH
- Publikační typ
- časopisecké články MeSH
Pulsed field ablation (PFA) is an emerging technology for the treatment of atrial fibrillation (AF), for which pre-clinical and early-stage clinical data are suggestive of some degree of preferentiality to myocardial tissue ablation without damage to adjacent structures. Here in the MANIFEST-17K study we assessed the safety of PFA by studying the post-approval use of this treatment modality. Of the 116 centers performing post-approval PFA with a pentaspline catheter, data were received from 106 centers (91.4% participation) regarding 17,642 patients undergoing PFA (mean age 64, 34.7% female, 57.8% paroxysmal AF and 35.2% persistent AF). No esophageal complications, pulmonary vein stenosis or persistent phrenic palsy was reported (transient palsy was reported in 0.06% of patients; 11 of 17,642). Major complications, reported for ~1% of patients (173 of 17,642), were pericardial tamponade (0.36%; 63 of 17,642) and vascular events (0.30%; 53 of 17,642). Stroke was rare (0.12%; 22 of 17,642) and death was even rarer (0.03%; 5 of 17,642). Unexpected complications of PFA were coronary arterial spasm in 0.14% of patients (25 of 17,642) and hemolysis-related acute renal failure necessitating hemodialysis in 0.03% of patients (5 of 17,642). Taken together, these data indicate that PFA demonstrates a favorable safety profile by avoiding much of the collateral damage seen with conventional thermal ablation. PFA has the potential to be transformative for the management of patients with AF.
- MeSH
- fibrilace síní * chirurgie terapie MeSH
- katetrizační ablace * škodlivé účinky metody MeSH
- lidé středního věku MeSH
- lidé MeSH
- pooperační komplikace epidemiologie etiologie MeSH
- senioři MeSH
- výsledek terapie MeSH
- Check Tag
- lidé středního věku MeSH
- lidé MeSH
- mužské pohlaví MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- multicentrická studie MeSH