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A Novel Host-Proteome Signature for Distinguishing between Acute Bacterial and Viral Infections

机译:区分急性细菌和病毒感染的新型宿主蛋白质组签名。

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摘要

Bacterial and viral infections are often clinically indistinguishable, leading to inappropriate patient management and antibiotic misuse. Bacterial-induced host proteins such as procalcitonin, C-reactive protein (CRP), and Interleukin-6, are routinely used to support diagnosis of infection. However, their performance is negatively affected by inter-patient variability, including time from symptom onset, clinical syndrome, and pathogens. Our aim was to identify novel viral-induced host proteins that can complement bacterial-induced proteins to increase diagnostic accuracy. Initially, we conducted a bioinformatic screen to identify putative circulating host immune response proteins. The resulting 600 candidates were then quantitatively screened for diagnostic potential using blood samples from 1002 prospectively recruited patients with suspected acute infectious disease and controls with no apparent infection. For each patient, three independent physicians assigned a diagnosis based on comprehensive clinical and laboratory investigation including PCR for 21 pathogens yielding 319 bacterial, 334 viral, 112 control and 98 indeterminate diagnoses; 139 patients were excluded based on predetermined criteria. The best performing host-protein was TNF-related apoptosis-inducing ligand (TRAIL) (area under the curve [AUC] of 0.89; 95% confidence interval [CI], 0.86 to 0.91), which was consistently up-regulated in viral infected patients. We further developed a multi-protein signature using logistic-regression on half of the patients and validated it on the remaining half. The signature with the highest precision included both viral- and bacterial-induced proteins: TRAIL, Interferon gamma-induced protein-10, and CRP (AUC of 0.94; 95% CI, 0.92 to 0.96). The signature was superior to any of the individual proteins (P<0.001), as well as routinely used clinical parameters and their combinations (P<0.001). It remained robust across different physiological systems, times from symptom onset, and pathogens (AUCs 0.87-1.0). The accurate differential diagnosis provided by this novel combination of viral- and bacterial-induced proteins has the potential to improve management of patients with acute infections and reduce antibiotic misuse.
机译:细菌和病毒感染在临床上通常难以区分,导致患者管理不当和抗生素滥用。细菌诱导的宿主蛋白,例如降钙素原,C反应蛋白(CRP)和白介素6,通常用于支持感染的诊断。但是,它们的性能会受到患者间差异的负面影响,包括从出现症状开始的时间,临床综合征和病原体。我们的目标是鉴定新型病毒诱导的宿主蛋白,该蛋白可以补充细菌诱导的蛋白以提高诊断准确性。最初,我们进行了生物信息学筛选,以鉴定假定的循环宿主免疫应答蛋白。然后,使用来自1002名疑似急性感染性疾病和没有明显感染的对照组的前瞻性患者的血液样本,对所得的600名候选人进行定量筛查,以确定其诊断潜力。对于每位患者,三名独立的医生根据全面的临床和实验室研究分配了诊断,包括对21种病原体进行PCR产生319种细菌,334种病毒,112种对照和98种不确定的诊断。根据预定标准排除了139名患者。表现最佳的宿主蛋白是TNF相关的凋亡诱导配体(TRAIL)(曲线[AUC]下的面积为0.89; 95%置信区间[CI]为0.86至0.91),其在病毒感染者中持续上调耐心。我们对一半的患者进行了logistic回归分析,进一步开发了一种多蛋白签名,并在其余的一半上进行了验证。具有最高精确度的特征包括病毒和细菌诱导的蛋白质:TRAIL,干扰素γ诱导的蛋白质10和CRP(AUC为0.94; 95%CI为0.92至0.96)。签名优于任何单个蛋白(P <0.001),以及常规使用的临床参数及其组合(P <0.001)。在不同的生理系统,症状发作的时间和病原体(AUC 0.87-1.0)中,它均保持稳定。由病毒和细菌诱导的蛋白质的这种新颖组合提供的准确的鉴别诊断具有改善急性感染患者管理和减少抗生素滥用的潜力。

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