Assessment of the prognosis of the outcome of severe community-acquired pneumonia caused by Klebsiella pneumoniae

V. I. Sakharov, P. Mironov, A. A. Tсandekov, V. Rudnov
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Abstract

Introduction. The problem of an adequate assessment of the prognosis of the outcome of severe community-acquired pneumonia (CAP) is particularly difficult if it is caused by an unusual pathogen for it, in particular Klebsiella pneumoniae.The objective was to develop the approach for predicting the survival of a heterogeneous population of patients with CAP caused by Klebsiella pneumoniae using statistical approaches based on artificial neural networks.Materials and methods. The design is a retrospective, multicenter, controlled, non-randomized study. Inclusion criteria: clinical, laboratory and radiological diagnosis of CAP associated with Klebsiella pneumoniae with a SOFA score of 2 or more points. The development included 100 patients. 50 died. The prognostic significance of the SOFA, APACHE II, PSI/PORT, Glasgow and Charlson comorbidity index, procalciotonin, C-reactive protein scales was evaluated. The data obtained were evaluated in the StatPlus 7 and Pycharm GPT programs.Results. None of the stated scales has shown its significance. There were no statistically significant differences between the surviving and deceased patients in terms of the level of biomarkers studied. In this regard, we have compiled a logistic regression equation for assessing the prognosis based on a combination of the SOFA score, the Charlson index and the procalcitonin level.Conclusion. In assessing the prognosis of outcome in patients with CAP caused by Klebsiella pneumoniae, it is advisable to use a combination of data from the SOFA score, Charlson comorbidity index and procalciotonin levels. Threshold critical values are SOFA score of more than 4 points, Charlson comorbidity index of more than 7 points, procalciotonin level of more than 2 ng/ml.
肺炎克雷伯菌引起的社区获得性重症肺炎预后评估
导言。如果重症社区获得性肺炎(CAP)是由不常见的病原体(尤其是肺炎克雷伯菌)引起的,那么对其预后进行充分评估就显得尤为困难。本研究的目的是利用基于人工神经网络的统计方法,开发预测由肺炎克雷伯菌引起的异质性 CAP 患者生存率的方法。本研究是一项回顾性、多中心、对照、非随机研究。纳入标准:临床、实验室和放射学诊断为肺炎克雷伯菌引起的CAP,SOFA评分为2分或2分以上。研究共纳入 100 名患者。50 人死亡。评估了 SOFA、APACHE II、PSI/PORT、格拉斯哥和夏尔森合并症指数、降钙素原、C 反应蛋白量表的预后意义。获得的数据在 StatPlus 7 和 Pycharm GPT 程序中进行了评估。没有一个量表显示出其重要性。在所研究的生物标志物水平方面,存活患者和死亡患者之间没有明显的统计学差异。为此,我们根据 SOFA 评分、Charlson 指数和降钙素原水平的组合,编制了一个评估预后的逻辑回归方程。在评估由肺炎克雷伯氏菌引起的 CAP 患者的预后时,建议综合使用 SOFA 评分、Charlson 合并症指数和降钙素原水平的数据。阈值临界值为 SOFA 评分超过 4 分,Charlson 合并症指数超过 7 分,procalciotonin 水平超过 2 ng/ml。
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