Validation of Chest Computed Tomography Artificial Intelligence to Determine the Requirement for Mechanical Ventilation and Risk of Mortality in Hospitalized Coronavirus Disease-19 Patients in a Tertiary Care Center In Mexico City

ABSTRACT Background: Artificial intelligence (AI) in radiology has improved diagnostic performance and shortened reading times of coronavirus disease 2019 (COVID-19) patients’ studies. Objectives: The objectives pf the study were to analyze the performance of a chest computed tomography (CT) AI quantitative algorithm for determining the risk of mortality/mechanical ventilation (MV) in hospitalized COVID-19 patients and explore a prognostic multivariate model in a tertiary-care center in Mexico City. Methods: Chest CT images of 166 COVID-19 patients hospitalized from April 1 to 20, 2020, were retrospectively analyzed using AI algorithm software. Data were collected from their medical records. We analyzed the diagnostic yield of the relevant CT variables using the area under the ROC curve (area under the curve [AUC]). Optimal thresholds were obtained using the Youden index. We proposed a predictive logistic model for each outcome based on CT AI measures and predetermined laboratory and clinical characteristics. Results: The highest diagnostic yield of the assessed CT variables for mortality was the percentage of total opacity (threshold >51%; AUC = 0.88, sensitivity = 74%, and specificity = 91%). The AUC of the CT severity score (threshold > 12.5) was 0.88 for MV (sensitivity = 65% and specificity = 92%). The proposed prognostic models include the percentage of opacity and lactate dehydrogenase level for mortality and troponin I and CT severity score for MV requirement. Conclusion: The AI-calculated CT severity score and total opacity percentage showed good diagnostic accuracy for mortality and met MV criteria. The proposed prognostic models using biochemical variables and imaging data measured by AI on chest CT showed good risk classification in our population of hospitalized COVID-19 patients.

Trastorno por atracón, depresión, ansiedad y gen del neuropéptido relacionado con Agouti en pacientes con cirugía bariátrica / Binge eating disorder, depression, anxiety and Agouti gen related neuropeptide in patients with bariatric surgery

Resumen El objetivo de este estudio retroprospectivo fue analizar la relación de la sintomatología de depresión, de ansiedad y el trastorno por atracón (TPA) con el gen del neuropéptido relacionado con Agouti en pacientes sometidos a cirugía bariátrica. Participó una cohorte de 249 adultos (edad media = 41.1, DE =11.3), 64.1% mujeres y 35.9% hombres. La evaluación de la sintomatología depresiva, de ansiedad y de TPA se llevó a cabo a través de una entrevista semiestructurada. Además, se calculó el índice de masa corporal y se tomaron muestras de sangre para realizar un análisis de discriminación alélica. Del total de pacientes, un 20.2% fueron diagnosticados con TPA, encontrando una asociación de este trastorno con una menor pérdida de peso posterior a la cirugía bariátrica a los 6,12, 18 y 24 meses. Las medidas de depresión y de ansiedad no difirieron entre pacientes con TPA vs. sin TPA. Los pacientes con un alelo mutante en el gen del neuropéptido relacionado con Agouti tuvieron un riesgo 2.6 veces mayor de presentar TPA (IC 95% 1.0-6.8; p = 0.04). Además, el TPA parece ser más frecuente en pacientes con el gen del neuropéptido relacionado con Agouti mutado. Destaca la necesidad de que en el estudio de la obesidad se aborden tanto los aspectos psicológicos como los genéticos.

Abstract The objective of this retrospective study was to analyze the relationship between the symptoms of depression, anxiety and binge eating disorder (BED) with the gene related to the Agouti neuropeptide in patients undergoing bariatric surgery. A cohort of 249 adults (average age = 41.1, SD = 11.3), 64.1% women and 35.9% men, were included. The assessment of depression, anxiety and BED symptoms was carried out through a semi-structured interview. In addition, the body mass index was calculated, and blood samples were taken for an allelic discrimination analysis. Of the total number of patients 20.2% were diagnosed with BED, finding an association of this disorder with a lower weight loss after bariatric surgery at 6, 12, 18 and 24 months. The measures of depression and anxiety did not differ between patients with BED vs. without BED. Patients with a mutant allele in the gene related to the Agouti neuropeptide were 2.6 times more likely to present BED (95% C11.0-6.8, P = 0.04). In addition, BED appears to be more frequent in patients with a gene related to the Agouti neuropeptide mutated. When obesity is studied, it is emphasized the need to address both psychological and genetic factors.

El uso de nifedipina sublingual en pacientes pediátricos hipertensos del Hospital de la Capital / The use of sublingual nifedipine in pediatric hypertensive patients at the Hospital de la Capital

Se observó la respuesta a la nifedipina sublingual en 7 pacientes pediátricos con enfermedad renal e hipertensión aguda severa. La dosis promedio fue de 0.21mg/Kg, evidenciándose una respuesta ya a los 3 min., con un efecto hipotensor mayor ocurrido en los primeros 30 min., pero continuando su efecto hasta los 60-120 min. La droga fue ien tolerada, de rápida acción y sugiere ser eficaz en el manejo de niños y adolescentes con hipertensión secundaria aguda. No se observaron efectos adversos sericos