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1.
Sci Rep ; 14(1): 13503, 2024 06 12.
Artigo em Inglês | MEDLINE | ID: mdl-38866831

RESUMO

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.


Assuntos
Inteligência Artificial , Ecocardiografia , Insuficiência Cardíaca , Sistemas Automatizados de Assistência Junto ao Leito , Humanos , Insuficiência Cardíaca/diagnóstico por imagem , Insuficiência Cardíaca/diagnóstico , Feminino , Ecocardiografia/métodos , Masculino , Pessoa de Meia-Idade , Idoso , Estudos Prospectivos , Volume Sistólico , Programas de Rastreamento/métodos
2.
Infect Dis (Lond) ; 51(6): 417-424, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30985233

RESUMO

BACKGROUND: Left ventricular assist device (LVAD) associated infections (LVADIs) have substantial morbidity and mortality. We aim to describe the incidence and epidemiology of LVADIs in an Asian cohort. This is currently not well studied. METHODS: We conducted a retrospective review of 52 patients who underwent LVAD implantation from 1 May 2009-31 December 2014 in National Heart Centre Singapore. LVADIs were defined based on definitions proposed by the International Society for Heart and Lung Transplantation. RESULTS: There were 39 males and 13 females. Seventy-three percent had Heartmate II LVAD implant while 27% received Heartware HVAD. Eighty-one percent were implanted as bridge to heart transplantation, 19% as destination therapy. Forty-five episodes of LVADIs occurred in 25 patients. Overall LVADI incidence was 47.5 cases per 100 patient-years. Driveline infections (58%) were the commonest type of LVADI. The commonest causative organisms were coagulase-negative staphylococci (33%), Staphylococcus aureus (31%) and Corynebacterium species (19%). Twelve percent of patients with LVADI required surgical debridement and one patient required pump exchange due to pump pocket infection. All-cause mortality was 13%. CONCLUSIONS: The findings of our study add to the understanding and epidemiology of LVADIs, particularly in the Asian setting. This can contribute to the development of evidence based strategies to prevent and manage LVADIs.


Assuntos
Coração Auxiliar/microbiologia , Infecções Relacionadas à Prótese/epidemiologia , Infecções Estafilocócicas/epidemiologia , Adolescente , Adulto , Idoso , Antibacterianos/uso terapêutico , Povo Asiático , Desbridamento , Gerenciamento Clínico , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Infecções Relacionadas à Prótese/microbiologia , Estudos Retrospectivos , Singapura/epidemiologia , Infecções Estafilocócicas/tratamento farmacológico , Infecções Estafilocócicas/mortalidade , Staphylococcus aureus/efeitos dos fármacos , Adulto Jovem
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