Deploying unsupervised clustering analysis to derive clinical phenotypes and risk factors associated with mortality risk in 2022 critically ill patients with COVID-19 in Spain.

BACKGROUND: The identification of factors associated with Intensive Care Unit (ICU) mortality and derived clinical phenotypes in COVID-19 patients could help for a more tailored approach to clinical decision-making that improves prognostic outcomes. METHODS: Prospective, multicenter, observational study of critically ill patients with confirmed COVID-19 disease and acute respiratory failure admitted from 63 ICUs in Spain. The objective was to utilize an unsupervised clustering analysis to derive clinical COVID-19 phenotypes and to analyze patient's factors associated with mortality risk. Patient features including demographics and clinical data at ICU admission were analyzed. Generalized linear models were used to determine ICU morality risk factors. The prognostic models were validated and their performance was measured using accuracy test, sensitivity, specificity and ROC curves. RESULTS: The database included a total of 2022 patients (mean age 64 [IQR 5-71] years, 1423 (70.4%) male, median APACHE II score (13 [IQR 10-17]) and SOFA score (5 [IQR 3-7]) points. The ICU mortality rate was 32.6%. Of the 3 derived phenotypes, the A (mild) phenotype (537; 26.7%) included older age (< 65 years), fewer abnormal laboratory values and less development of complications, B (moderate) phenotype (623, 30.8%) had similar characteristics of A phenotype but were more likely to present shock. The C (severe) phenotype was the most common (857; 42.5%) and was characterized by the interplay of older age (> 65 years), high severity of illness and a higher likelihood of development shock. Crude ICU mortality was 20.3%, 25% and 45.4% for A, B and C phenotype respectively. The ICU mortality risk factors and model performance differed between whole population and phenotype classifications. CONCLUSION: The presented machine learning model identified three clinical phenotypes that significantly correlated with host-response patterns and ICU mortality. Different risk factors across the whole population and clinical phenotypes were observed which may limit the application of a "one-size-fits-all" model in practice.

Aspergilosis invasora como complicación de infección por virus influenza H3N2 / Invasive Aspergillosis as a Complication of Influenza Virus H3N2 Infection

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Diagnóstico de meningitis/encefalitis en UCI con sistema de PCR múltiple. ¿Es tiempo de cambio? / Meningitis/Encephalitis diagnosis in ICU using Multiplex PCR system: is it time of change?

OBJETIVO: Evaluar el impacto clínico de la PCR-múltiple FilmArray(R) panel Meningitis/Encefalitis en el diagnóstico de infecciones del sistema nervioso central y comparar los resultados obtenidos y el tiempo necesario hasta el diagnóstico con las técnicas microbiológicas convencionales. PACIENTES Y MÉTODOS: Estudio prospectivo observacional en una Unidad de Cuidados Intensivos (UCI) de adultos de un hospital de tercer nivel. Se realizó punción lumbar a todos los pacientes y en el LCR extraído se realizó FilmArray(R) panel de meningitis /encefalitis, estudio citoquímico, Gram y cultivos microbiológicos convencionales. RESULTADOS: 21 pacientes ingresados con sospecha de Meningitis/Encefalitis. Edad: mediana 58,4 años (RIQ 38,1-67,3), APACHE II: mediana 18 (RIQ 12-24). La mediana de estancia en UCI fue de 4 días (RIQ 2-6) y la hospitalaria de 17 días (RIQ 14-28). Mortalidad 14,3%. Se estableció un diagnóstico clínico final de Meningitis/Encefalitis en 16 pacientes, con diagnóstico etiológico en 12 casos (75%). La etiología más frecuente fue Streptococcus pneumoniae (8 casos). FilmArray(R) permitió diagnóstico etiológico en 3 casos con cultivo negativo y el resultado implicó cambios en el tratamiento antibiótico de 7 de los 16 pacientes (43,8%). Para la totalidad de pacientes, FilmArray(R) presentó una sensibilidad y especificidad del 100% y 90% respectivamente. La mediana de tiempo hasta la obtención del resultado de FilmArray(R) fue de 2,9 horas (RIQ 2,1-3,8) y del cultivo incluyendo antibiograma 45,1 horas (RIQ 38,9-58,7). CONCLUSIONES: FilmArray(R) panel Meningitis/Encefalitis realiza un diagnóstico etiológico más precoz que los cultivos convencionales, muestra una mayor sensibilidad y permite realizar un tratamiento antimicrobiano dirigido

OBJECTIVE: To evaluate the clinical impact of Meningitis/Encephalitis FilmArray(R) panel for the diagnosis of cerebral nervous system infection and to compare the results (including time for diagnosis) with those obtained by conventional microbiological techniques. PATIENTS AND METHODS: A prospective observational study in an Intensive Care Unit of adults from a tertiary hospital was carried out. Cerebrospinal fluid from all patients was taken by lumbar puncture and assessed by the meningitis/encephalitis FilmArray(R) panel ME, cytochemical study, Gram, and conventional microbiological cultures. RESULTS: A total of 21 patients admitted with suspicion of Meningitis/Encephalitis. Median age of patients was 58.4 years (RIQ 38.1-67.3), median APACHE II 18 (RIQ 12-24). Median stay in ICU and median hospital stay was 4 (RIQ 2-6) and 17 days (RIQ 14-28), respectively. The overall mortality was 14.3%. A final clinical diagnosis of meningitis or encephalitis was established in 16 patients, obtaining the etiological diagnosis in 12 of them (75%). The most frequent etiology was Streptococcus pneumoniae (8 cases). FilmArray(R) allowed etiological diagnosis in 3 cases in which the culture had been negative, and the results led to changes in the empirical antimicrobial therapy in 7 of 16 cases (43.8%). FilmArray(R) yielded a global sensitivity and specificity of 100% and 90%, respectively. The median time to obtain results from the latter and conventional culture (including antibiogram) was 2.9 hours (RIQ 2.1-3.8) and 45.1 hours (RIQ 38.9-58.7), respectively. CONCLUSIONS: The Meningitis/Encephalitis FilmArray(R) panel was able to establish the etiologic diagnosis faster than conventional methods. Also, it achieved a better sensitivity and led to prompt targeted antimicrobial therapy

Una causa inusual de fallo hepático agudo: infiltración tumoral por carcinoma neuroendocrino / An unusual cause of acute liver failure: Tumour infiltration by neuroendocrine carcinoma

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