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Nomogram for the Individualized Prediction of Survival Among Patients with H7N9 Infection

机译:H7N9感染患者中患者的个性化预测的载体

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Background: Until recently, almost all of these studies have identified multiple risk factors but did not offer practical instruments for routine use in predicting individualized survival in human H7N9 infection cases. The objective of this study is to create a practical instrument for use in predicting an individualized survival probability of H7N9 patients. Methods: A matched case–control study (1:2 ratios) was performed in Zhejiang Province between 2013 and 2019. We reviewed specific factors and outcomes regarding patients with H7N9 virus infection (VI) to determine relationships and developed a nomogram to calculate individualized survival probability. This tool was used to predict each individual patient’s probability of survival based on results obtained from the multivariable Cox proportional hazard regression analysis. Results: We examined 227 patients with H7N9 VI enrolled in our study. Stepwise selection was applied to the data, which resulted in a final model with 8 independent predictors [including initial PaO 2 /FiO 2 ratio ≤ 300 mmHg, age ≥ 60 years, chronic diseases, poor hand hygiene, time from illness onset to the first medical visit, incubation period ≤ 5 days, peak C-reactive protein ≥ 120 mg/L], and initial bilateral lung infection. The concordance index of this nomogram was 0.802 [95% confidence interval (CI): 0.694– 0.901] and 0.793 (95% CI: 0.611– 0.952) for the training and validation sets, respectively, which indicates adequate discriminatory power. The calibration curves for the survival showed optimal agreement between nomogram prediction and actual observation in the training and validation sets, respectively. Conclusion: We established and validated a novel nomogram that can accurately predict the survival probability of patients with H7N9 VI. This nomogram can serve an important role in counseling patients with H7N9 VI and guide treatment decisions.
机译:背景:直到最近,几乎所有这些研究都确定了多种危险因素,但没有提供实用的常规用途仪器,以预测人H7N9感染病例中的个体化存活。本研究的目的是创造一种用于预测H7N9患者的个体化存活概率的实用仪器。方法:在2013年至2019年间,在浙江省进行了匹配的病例对照研究(1:2比率)。我们审查了关于H7N9病毒感染患者的具体因素和结果,以确定关系,并制定了计算个体化生存的墨水图可能性。该工具用于预测每个患者的生存概率,基于从多变量的Cox比例危害回归分析获得的结果。结果:我们研究了227例H7N9 VI患者,我们的研究招生。将逐步选择应用于数据,导致最终模型,其中8个独立预测器[包括初始Pao 2 / FiO 2比率≤300mmHg,年龄≥60岁,慢性疾病,穷人的手卫生,从疾病发作到第一个医疗访问,潜伏期≤5天,峰C反应蛋白≥20mg / L],初始双侧肺部感染。该载体的一致性指数分别为0.802 [95%置信区间(CI):0.694- 0.901]和0.793(95%CI:0.611- 0.952),分别用于培训和验证集,这表明了足够的歧视性能力。生存期的校准曲线分别显示了培训和验证集中的NOM图预测与实际观察之间的最佳协议。结论:我们建立并验证了一种新型墨顶图,可以准确地预测H7N9 VI患者的存活概率。该纳米图可以为H7N9 VI的咨询患者提供重要作用,并指导治疗决策。

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