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

被引:157
作者
Oved, Kfir [1 ]
Cohen, Asi [1 ]
Boico, Olga [1 ]
Navon, Roy [1 ]
Friedman, Tom [1 ,2 ]
Etshtein, Liat [1 ,3 ]
Kriger, Or [1 ]
Bamberger, Ellen [1 ,3 ,5 ]
Fonar, Yura [1 ]
Yacobov, Renata [4 ]
Wolchinsky, Ron [6 ]
Denkberg, Galit [7 ]
Dotan, Yaniv [3 ,8 ]
Hochberg, Amit [4 ]
Reiter, Yoram [6 ]
Grupper, Moti [3 ,9 ]
Srugo, Isaac [3 ,5 ]
Feigin, Paul [10 ]
Gorfine, Malka [10 ]
Chistyakov, Irina [3 ,5 ]
Dagan, Ron [11 ,12 ]
Klein, Adi [4 ]
Potasman, Israel [3 ,9 ]
Eden, Eran [1 ]
机构
[1] MeMed Diagnost, Tirat Carmel, Israel
[2] Rambam Med Ctr, Haifa, Israel
[3] Technion Israel Inst Technol, Rappaport Fac Med, Haifa, Israel
[4] Hillel Yaffe Med Ctr, Dept Pediat, Hadera, Israel
[5] Bnai Zion Med Ctr, Dept Pediat, Haifa, Israel
[6] Technion Israel Inst Technol, Fac Biol, Haifa, Israel
[7] Appl Immune Technol, Haifa, Israel
[8] Bnai Zion Med Ctr, Dept Internal Med, Haifa, Israel
[9] Bnai Zion Med Ctr, Infect Dis Unit, Haifa, Israel
[10] Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
[11] Soroka Med Ctr, Pediat Infect Dis Unit, IL-84101 Beer Sheva, Israel
[12] Soroka Med Ctr, Clin Microbiol Lab, IL-84101 Beer Sheva, Israel
来源
PLOS ONE | 2015年 / 10卷 / 03期
关键词
C-REACTIVE PROTEIN; LOWER RESPIRATORY-TRACT; COMMUNITY-ACQUIRED PNEUMONIA; QUALITY-OF-CARE; ADULT PATIENTS; PROCALCITONIN; BIOMARKERS; CHILDREN; DIAGNOSIS; OUTCOMES;
D O I
10.1371/journal.pone.0120012
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
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.
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页数:18
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