RESUMEN
The increasing prevalence of heart failure (HF) in ageing populations drives demand for echocardiography (echo). There is a worldwide shortage of trained sonographers and long waiting times for expert echo. We hypothesised that artificial intelligence (AI)-enhanced point-of-care echo can enable HF screening by novices. The primary endpoint was the accuracy of AI-enhanced novice pathway in detecting reduced LV ejection fraction (LVEF) < 50%. Symptomatic patients with suspected HF (N = 100, mean age 61 ± 15 years, 56% men) were prospectively recruited. Novices with no prior echo experience underwent 2-weeks' training to acquire echo images with AI guidance using the EchoNous Kosmos handheld echo, with AI-automated reporting by Us2.ai (AI-enhanced novice pathway). All patients also had standard echo by trained sonographers interpreted by cardiologists (reference standard). LVEF < 50% by reference standard was present in 27 patients. AI-enhanced novice pathway yielded interpretable results in 96 patients and took a mean of 12 min 51 s per study. The area under the curve (AUC) of the AI novice pathway was 0.880 (95% CI 0.802, 0.958). The sensitivity, specificity, positive predictive and negative predictive values of the AI-enhanced novice pathway in detecting LVEF < 50% were 84.6%, 91.4%, 78.5% and 94.1% respectively. The median absolute deviation of the AI-novice pathway LVEF from the reference standard LVEF was 6.03%. AI-enhanced novice pathway holds potential to task shift echo beyond tertiary centres and improve the HF diagnostic workflow.
Asunto(s)
Inteligencia Artificial , Ecocardiografía , Insuficiencia Cardíaca , Sistemas de Atención de Punto , Humanos , Insuficiencia Cardíaca/diagnóstico por imagen , Insuficiencia Cardíaca/diagnóstico , Femenino , Ecocardiografía/métodos , Masculino , Persona de Mediana Edad , Anciano , Estudios Prospectivos , Volumen Sistólico , Tamizaje Masivo/métodosRESUMEN
BACKGROUND: Highly trained athletes running 42 km or more demonstrate elevated cardiac biomarkers, ventricular dysfunction, and decreased glomerular filtration rate (GFR). Whether similar changes occur in the much larger population of recreational runners following half-marathon distance running is unclear. HYPOTHESIS: Recreational runners exhibit changes in myocardial and renal biomarkers, including ventricular strain, after a half-marathon treadmill run. METHODS: 10 recreational subjects (mean age 36.5 ± 6.5 years) ran 21 km on a treadmill (mean completion time 121.6 ± 16.1 minutes). Serum high-sensitivity troponin T (hsTnT), amino-terminal pro-brain natriuretic peptide (NT-proBNP), creatinine, and neutrophil gelatinase-associated lipocalin (NGAL) were measured prior to, 1 hour post-, and 24 hours post-exercise. Pre- and post-exercise echocardiograms were performed. RESULTS: All biomarkers increased 1 hour post-exercise: hsTnT by 8.5 ± 8.5 pg/ml (P < .05), NT-ProBNP by 26.2 ± 22.8 pg/ml (P < .05) and NGAL by 29.5 ± 37.7 ng/ml (P=NS). By 24 hours post-run, these biomarkers declined toward baseline levels. Right ventricle (RV) free wall and left ventricle global longitudinal strain decreased by 5.5% and 1.8%, respectively (P < .001). Changes in NGAL correlated well with changes in serum creatinine (R = 0.79, P < .01) and GFR (R = -0.73, P < .05). Faster 21 km completion times, and a larger reduction in post-exercise RV strain, were associated with higher NGAL levels: (R = -0.75, P = .01) and (R = 0.66, P < .05), respectively. CONCLUSION: A 21 km run in recreational runners is associated with transient ventricular stunning and reversible changes in myocardial and renal biomarkers. Whether repeated bouts of similar activity contributes to chronic cardiac or kidney dysfunction deserves further evaluation.
Asunto(s)
Creatinina/sangre , Ventrículos Cardíacos/diagnóstico por imagen , Riñón/metabolismo , Lipocalina 2/sangre , Péptido Natriurético Encefálico/sangre , Fragmentos de Péptidos/sangre , Carrera/fisiología , Troponina T/sangre , Adulto , Biomarcadores/sangre , Ecocardiografía , Prueba de Esfuerzo , Femenino , Tasa de Filtración Glomerular/fisiología , Humanos , Masculino , Adulto JovenAsunto(s)
Disfunción Cognitiva/epidemiología , Insuficiencia Cardíaca/epidemiología , Anciano , Fibrilación Atrial/epidemiología , China/etnología , Enfermedad Crónica , Disfunción Cognitiva/sangre , Enfermedad de la Arteria Coronaria/epidemiología , Diabetes Mellitus/epidemiología , Femenino , Insuficiencia Cardíaca/sangre , Insuficiencia Cardíaca/fisiopatología , Hospitalización/estadística & datos numéricos , Humanos , Hipertensión/epidemiología , India/etnología , Malasia/etnología , Masculino , Persona de Mediana Edad , Mortalidad , Péptido Natriurético Encefálico/sangre , Fragmentos de Péptidos/sangre , Prevalencia , Insuficiencia Renal Crónica/epidemiología , Factores de Riesgo , Singapur/epidemiología , Fumar/epidemiología , Accidente Cerebrovascular/epidemiología , Troponina T/sangreRESUMEN
Inflammation is a known mediator of adverse ventricular remodeling after myocardial infarction (MI) that may lead to reduction of ejection fraction and subsequent heart failure. Berberine is a isoquinoline quarternary alkaloid from plants that has been associated with anti-inflammatory, anti-oxidative, and cardioprotective properties. Its poor solubility in aqueous buffers and its short half-life in the circulation upon injection, however, have been hampering the extensive usage of this natural product. We hypothesized that encapsulation of berberine into long circulating liposomes could improve its therapeutic availability and efficacy by protecting cardiac function against MI in vivo. Berberine-loaded liposomes were prepared by ethanol injection and characterized. They contained 0.3mg/mL of the drug and were 0.11µm in diameter. Subsequently they were tested for IL-6 secretion inhibition in RAW 264.7 macrophages and for cardiac function protection against adverse remodeling after MI in C57BL/6J mice. In vitro, free berberine significantly inhibited IL-6 secretion (IC50=10.4µM), whereas encapsulated berberine did not as it was not released from the formulation in the time frame of the in vitro study. In vivo, berberine-loaded liposomes significantly preserved the cardiac ejection fraction at day 28 after MI by 64% as compared to control liposomes and free berberine. In conclusion, liposomal encapsulation enhanced the solubility of berberine in buffer and preserves ejection fraction after MI. This shows that delivery of berberine-loaded liposomes significantly improves its therapeutic availability and identifies berberine-loaded liposomes as potential treatment of adverse remodeling after MI.