RESUMO
We used the Artificial Neural Network (ANN) model to identify predictors of Sudden Cardiac Arrest (SCA) in a national cohort of young Asian patients in the United States. The National Inpatient Sample (2019) was used to identify young Asians (18-44-year-old) who were hospitalized with SCA. The neural network's predicted criteria for SCA were selected. After eliminating missing data, young Asians (nâ¯=â¯65,413) were randomly divided into training (nâ¯=â¯45,094) and testing (nâ¯=â¯19347) groups. Training data (70%) was used to calibrate ANN while testing data (30%) was utilized to assess the algorithm's accuracy. To determine ANN's performance in predicting SCA, we compared the frequency of incorrect prediction between training and testing data and measured the area under the Receiver Operating Curve (AUC). The 2019 young Asian cohort had 327,065 admissions (median age 32 years; 84.2% female), with SCA accounting for 0.21%. The exact rate of error in predictions vs. tests was shown by training data (0.2% vs 0.2%). In descending order, the normalized importance of predictors to accurately predict SCA in young adults included prior history of cardiac arrest, sex, age, diabetes, anxiety disorders, prior coronary artery bypass grafting, hypertension, congenital heart disease, income, peripheral vascular disease, and cancer. The AUC was 0.821, indicating an excellent ANN model for SCA prediction. Our ANN models performed excellently in revealing the order of important predictors of SCA in young Asian American patients. These findings could have a considerable impact on clinical practice to develop risk prediction models to improve the survival outcome in high-risk patients.
Assuntos
Asiático , Parada Cardíaca , Adulto Jovem , Humanos , Feminino , Estados Unidos/epidemiologia , Adulto , Adolescente , Masculino , Parada Cardíaca/diagnóstico , Parada Cardíaca/epidemiologia , Morte Súbita Cardíaca/epidemiologia , Morte Súbita Cardíaca/etiologia , Morte Súbita Cardíaca/prevenção & controle , Ponte de Artéria Coronária , Redes Neurais de ComputaçãoRESUMO
Mucormycosis is a destructive, necrotizing, and potentially fatal fungal disease that usually affects immunocompromised or diabetic patients. Granulomatosis with polyangiitis (GPA), previously known as Wegener's granulomatosis is a rare, aseptic necrotizing, granulomatous vasculitis affecting small- to medium-sized vessels, resulting in systemic manifestations. Here, we present a case of a 46-year-old gentleman with overlapping features of mucormycosis and GPA, that was successfully treated with isavuconazole monotherapy.
RESUMO
Candida parapsilosis complex has been further divided into C. parapsilosis, C. orthopsilosis, and C. metapsilosis. C. metapsilosis is considered to be the least virulent fungi of the complex. Candida endocarditis is uncommon but is associated with a very high mortality rate. Prosthetic or previously damaged valves act as common targets, but native, structurally normal valves are seldom affected. We hereby present a case of Candida metapsilosis endocarditis involving a native aortic valve in an immunocompetent 55-year-old male who was successfully treated with surgical valve replacement and antifungal therapy.
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Portal vein thrombosis (PVT) is a heterogeneous entity often described as either an acute or chronic occlusion of the portal vein or its tributaries. The clinical presentation is highly variable, and it often mimics other more common causes of abdominal pain. In most patients, imaging studies such as doppler ultrasound, computed tomography, or magnetic resonance imaging are adequate for diagnosis. Occasionally imaging studies may be inadequate, and the diagnosis may not be made until complications such as bowel necrosis and perforation have occurred. We present a case of a morbidly obese 45-year-old female who was initially treated for suspected small bowel enteritis and discharged home on several occasions after nonspecific findings on abdominal imaging were seen and interval improvement in symptoms occurred with intravenous fluids and antibiotics. She then presented with worsening symptoms and was found on abdominal imaging to have a large fluid collection in the peritoneal cavity requiring exploratory laparotomy with peritoneal washout and partial small bowel resection due to perforation. She was diagnosed with PVT with mesenteric extension after samples of the resected mesentery were evaluated in the pathology laboratory. Her treatment included a prolonged course of antibiotics, total parenteral nutrition, and anticoagulation.
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Coronavirus disease 2019 (COVID-19) is predominantly a respiratory disease that often presents with fever, cough, dyspnea, and myalgia or fatigue. Digestive symptoms such as nausea, vomiting, diarrhea, and abdominal pain may accompany respiratory symptoms. However, gastrointestinal (GI) bleeding among COVID-19 patients is a rare and unusual presentation, since these patients are frequently hypercoagulable and are less likely to bleed and more likely to clot. In this report, we present a case of an 80-year-old male with a history of type 2 diabetes mellitus, hypertension, and obesity who presented with GI bleed and was subsequently found to have COVID-19.
RESUMO
Lynch syndrome is an autosomal dominant disorder caused by germline mutation affecting mismatch-repair genes. Genetic testing is performed selectively. Diagnosed individuals are to undergo surveillance to detect and manage Lynch syndrome-related cancers early in the course. Muir-Torre syndrome is a phenotypic variant of Lynch syndrome characterized by sebaceous neoplasms, keratoacanthoma, or both in addition to other Lynch syndrome-related cancers. Other neoplasms of the skin, such as squamous cell carcinoma, are not recognized as part of the Lynch syndrome tumor-spectrum. We report a case of cutaneous squamous cell carcinoma occurring in a patient with Lynch syndrome and explore some of the characteristic features and significance of this association.