BioMed Research International · 2019 · 28 citations · 25 references
BusinessHealth SciencesInfectious DiseasesEpidemiologyRisk AssessmentSurvival AnalysisInfectious Disease Risk FactorsMortality AnalysisMortality ModelingMortality Risk AssessmentPredictive Health ModelingRisk PredictionClinical Risk Assessment ModelsClinical Risk PredictionHospitalization Risk PredictionIn-hospital MortalityMortality PredictionOverall MortalityPneumocystis InfectionPredictive Mortality Modeling
We aimed to develop and validate a predictive model to evaluate in-hospital mortality risk in HIV/AIDS patients with PCP in China. 1001 HIV/AIDS patients with PCP admitted in the Beijing Ditan hospital from August 2009 to January 2018 were included in this study. Multivariate Cox proportional hazard model was used to identify independent risk factors of death, and a predictive model was devised based on risk factors. The overall in-hospital mortality was 17.3%. The patients were randomly assigned into derivation cohort (801cases) and validation cohort (200 cases) in 8:2 ratio, respectively, in which in derivation cohort we found that 7 predictors, including LDH >350U/L, HR>130 times/min, room air PaO 2 <70mmHg, later admission to ICU, Anemia (HGB≤90g/L), CD4<50cells/ul, and development of a pneumothorax, were associated with poor prognosis in HIV/AIDS patients with PCP and were included in the predictive model. The model had excellent discrimination with AUC of 0.904 and 0.921 in derivation and validation cohort, respectively. The predicted scores were divided into two groups to assess the in-hospital mortality risk: low-risk group (0-11 points with mortality with 2.15-12.77%) and high-risk group (12-21 points with mortality with 38.78%-81.63%). The cumulative mortality rate also indicated significant difference between two groups with Kaplan-Meier curve ( p <0.001). A predictive model to evaluate mortality in HIV/AIDS patients with PCP was constructed based on routine laboratory and clinical parameters, which may be a simple tool for physicians to assess the prognosis in HIV/AIDS patients with PCP in China.
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BTS guidelines for the management of community acquired pneumonia in adults: update 2009
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AIDS-defining opportunistic illnesses in US patients, 1994–2007: a cohort study
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Public Health, Infectious Diseases, Epidemiologic Methods +15