Oved Kfir, Cohen Asi, Boico Olga, Navon Roy, Friedman Tom, Etshtein Liat, Kriger Or, Bamberger Ellen, Fonar Yura, Yacobov Renata, Wolchinsky Ron, Denkberg Galit, Dotan Yaniv, Hochberg Amit, Reiter Yoram, Grupper Moti, Srugo Isaac, Feigin Paul, Gorfine Malka, Chistyakov Irina, Dagan Ron, Klein Adi, Potasman Israel, Eden Eran
MeMed Diagnostics, Tirat Carmel, Israel.
MeMed Diagnostics, Tirat Carmel, Israel; Rambam Medical Center, Haifa, Israel.
PLoS One. 2015 Mar 18;10(3):e0120012. doi: 10.1371/journal.pone.0120012. eCollection 2015.
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.
细菌感染和病毒感染在临床上往往难以区分,这会导致对患者的不当管理以及抗生素的滥用。细菌诱导产生的宿主蛋白,如降钙素原、C反应蛋白(CRP)和白细胞介素-6,常被用于辅助感染的诊断。然而,患者之间的个体差异,包括症状出现后的时间、临床综合征以及病原体等,会对它们的诊断性能产生负面影响。我们的目标是识别出新型的病毒诱导宿主蛋白,这些蛋白可以补充细菌诱导蛋白,从而提高诊断准确性。最初,我们进行了一项生物信息学筛选,以识别假定的循环宿主免疫反应蛋白。随后,我们使用来自1002名前瞻性招募的疑似急性传染病患者和无明显感染的对照者的血样,对筛选出的600个候选蛋白进行了诊断潜力的定量筛选。对于每位患者,三名独立的医生根据包括针对21种病原体的PCR检测在内的全面临床和实验室检查结果进行诊断,共得出319例细菌感染、334例病毒感染、112例对照和98例不确定诊断;根据预定标准排除了139名患者。表现最佳的宿主蛋白是肿瘤坏死因子相关凋亡诱导配体(TRAIL)(曲线下面积[AUC]为0.89;95%置信区间[CI],0.86至0.91),它在病毒感染患者中持续上调。我们进一步利用逻辑回归在一半患者中开发了一种多蛋白特征,并在另一半患者中进行了验证。精度最高的特征包括病毒和细菌诱导蛋白:TRAIL、干扰素γ诱导蛋白-10和CRP(AUC为0.94;95%CI,0.92至0.96)。该特征优于任何单个蛋白(P<0.001),也优于常规使用的临床参数及其组合(P<0.001)。它在不同的生理系统、症状出现后的时间以及病原体中都保持稳健(AUC为0.87 - 1.0)。这种由病毒和细菌诱导蛋白组成的新型组合所提供的准确鉴别诊断,有可能改善急性感染患者的管理并减少抗生素的滥用。