Superiority of Transcriptional Profiling Over Procalcitonin for Distinguishing Bacterial From Viral Lower Respiratory Tract Infections in Hospitalized Adults

被引:109
作者
Suarez, Nicolas M. [1 ,2 ]
Bunsow, Eleonora [1 ,2 ]
Falsey, Ann R. [3 ,4 ]
Walsh, Edward E. [3 ,4 ]
Mejias, Asuncion [1 ,2 ]
Ramilo, Octavio [1 ,2 ]
机构
[1] Nationwide Childrens Hosp, Res Inst, Ctr Vaccines & Immun, Columbus, OH 43205 USA
[2] Nationwide Childrens Hosp, Res Inst, Div Pediat Infect Dis, Columbus, OH 43205 USA
[3] Univ Rochester, Dept Med, New York, NY USA
[4] Rochester Gen Hosp, New York, NY USA
基金
美国国家卫生研究院;
关键词
microarrays; lower respiratory tract infection; procalcitonin; viral infections; bacterial infections; SYSTEMIC INFLAMMATION; CHILDREN; SIGNATURE; COMMUNITY; ILLNESS; SEPSIS; CARE; PCR;
D O I
10.1093/infdis/jiv047
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background. Distinguishing between bacterial and viral lower respiratory tract infection (LRTI) remains challenging. Transcriptional profiling is a promising tool for improving diagnosis in LRTI. Methods. We performed whole blood transcriptional analysis in 118 patients (median age [interquartile range], 61 [50-76] years) hospitalized with LRTI and 40 age-matched healthy controls (median age, 60 [46-70] years). We applied class comparisons, modular analysis, and class prediction algorithms to identify and validate diagnostic bio-signatures for bacterial and viral LRTI. Results. Patients were classified as having bacterial (n = 22), viral (n = 71), or bacterial-viral LRTI (n = 25) based on comprehensive microbiologic testing. Compared with healthy controls, statistical group comparisons (P < .01; multiple-test corrections) identified 3376 differentially expressed genes in patients with bacterial LRTI, 2391 in viral LRTI, and 2628 in bacterial-viral LRTI. Patients with bacterial LRTI showed significant overexpression of inflammation and neutrophil genes (bacterial > bacterial-viral > viral), and those with viral LRTI displayed significantly greater overexpression of interferon genes (viral > bacterial-viral > bacterial). The K-nearest neighbors algorithm identified 10 classifier genes that discriminated between bacterial and viral LRTI with a 95% sensitivity (95% confidence interval, 77%-100%) and 92% specificity (77%-98%), compared with a sensitivity of 38% (18%-62%) and a specificity of 91% (76%-98%) for procalcitonin. Conclusions. Transcriptional profiling is a helpful tool for diagnosis of LRTI.
引用
收藏
页码:213 / 222
页数:10
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