Host lung gene expression patterns predict infectious etiology in a mouse model of pneumonia

被引:9
作者
Evans, Scott E. [1 ,2 ]
Tuvim, Michael J. [1 ,2 ]
Zhang, Jiexin [3 ]
Larson, Derek T. [1 ]
Garcia, Cesar D. [4 ]
Martinez Pro, Sylvia [4 ]
Coombes, Kevin R. [3 ]
Dickey, Burton F. [1 ,2 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Pulm Med, Houston, TX 77030 USA
[2] Texas A&M Inst Biosci & Technol, Ctr Lung Inflammat & Infect, Houston, TX USA
[3] Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
[4] Tecnol Monterrey Sch Med, Monterrey, Nuevo Leon, Mexico
基金
美国国家卫生研究院;
关键词
IMMUNOCOMPROMISED PATIENTS; STREPTOCOCCUS-PNEUMONIAE; BRONCHOALVEOLAR LAVAGE; IMMUNE-RESPONSE; INNATE IMMUNITY; INFLAMMATORY RESPONSE; DIAGNOSTIC YIELD; CELLS; DISEASE; SUSCEPTIBILITY;
D O I
10.1186/1465-9921-11-101
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
100201 [内科学];
摘要
Background: Lower respiratory tract infections continue to exact unacceptable worldwide mortality, often because the infecting pathogen cannot be identified. The respiratory epithelia provide protection from pneumonias through organism-specific generation of antimicrobial products, offering potential insight into the identity of infecting pathogens. This study assesses the capacity of the host gene expression response to infection to predict the presence and identity of lower respiratory pathogens without reliance on culture data. Methods: Mice were inhalationally challenged with S. pneumoniae, P. aeruginosa, A. fumigatus or saline prior to whole genome gene expression microarray analysis of their pulmonary parenchyma. Characteristic gene expression patterns for each condition were identified, allowing the derivation of prediction rules for each pathogen. After confirming the predictive capacity of gene expression data in blinded challenges, a computerized algorithm was devised to predict the infectious conditions of subsequent subjects. Results: We observed robust, pathogen-specific gene expression patterns as early as 2 h after infection. Use of an algorithmic decision tree revealed 94.4% diagnostic accuracy when discerning the presence of bacterial infection. The model subsequently differentiated between bacterial pathogens with 71.4% accuracy and between non-bacterial conditions with 70.0% accuracy, both far exceeding the expected diagnostic yield of standard culture-based bronchoscopy with bronchoalveolar lavage. Conclusions: These data substantiate the specificity of the pulmonary innate immune response and support the feasibility of a gene expression-based clinical tool for pneumonia diagnosis.
引用
收藏
页数:10
相关论文
共 53 条
[1]
[Anonymous], 2004, WORLD HLTH REPORT 20
[2]
Innate immunity in the lung: how epithelial cells fight against respiratory pathogens [J].
Bals, R ;
Hiemstra, PS .
EUROPEAN RESPIRATORY JOURNAL, 2004, 23 (02) :327-333
[3]
Infectious pulmonary complications after stem cell transplantation or chemotherapy: Diagnostic yield of bronchoalveolar lavage [J].
Bissinger, AL ;
Einsele, H ;
Hamprecht, K ;
Schumacher, U ;
Kandolf, R ;
Loeffler, J ;
Aepinus, C ;
Bock, T ;
Jahn, G ;
Hebart, H .
DIAGNOSTIC MICROBIOLOGY AND INFECTIOUS DISEASE, 2005, 52 (04) :275-280
[4]
Stereotyped and specific gene expression programs in human innate immune responses to bacteria [J].
Boldrick, JC ;
Alizadeh, AA ;
Diehn, M ;
Dudoit, S ;
Liu, CL ;
Belcher, CE ;
Botstein, D ;
Staudt, LM ;
Brown, PO ;
Relman, DA .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (02) :972-977
[5]
Brass David M, 2007, Proc Am Thorac Soc, V4, P92, DOI 10.1513/pats.200607-147JG
[6]
Bull Todd M, 2007, Proc Am Thorac Soc, V4, P117, DOI 10.1513/pats.200605-128JG
[7]
Predictive value of serial measurements of sTREM-1 in the treatment response of patients with community-acquired pneumonia [J].
Chao, Wen-Cheng ;
Wang, Chia-Hui ;
Chan, Ming-Cheng ;
Chow, Kuan-Chih ;
Hsu, Jeng-Yuan ;
Wu, Chieh-Liang .
JOURNAL OF THE FORMOSAN MEDICAL ASSOCIATION, 2007, 106 (03) :187-195
[8]
Analysis of significance patterns identifies ubiquitous and disease-specific gene-expression signatures in patient peripheral blood leukocytes [J].
Chaussabel, D ;
Allman, W ;
Mejias, A ;
Chung, W ;
Bennett, L ;
Ramilo, O ;
Pascual, V ;
Palucka, AK ;
Banchereau, J .
HUMAN IMMUNOLOGY: PATIENT-BASED RESEARCH, 2005, 1062 :146-154
[9]
Stimulation of lung innate immunity protects against lethal pneumococcal pneumonia in mice [J].
Clement, Cecilia G. ;
Evans, Scott E. ;
Evans, Christopher M. ;
Hawke, David ;
Kobayashi, Ryuji ;
Reynolds, Paul R. ;
Moghaddam, Seyed J. ;
Scott, Brenton L. ;
Melicoff, Ernestina ;
Adachil, Roberto ;
Dickey, Burton F. ;
Tuvim, Michael J. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2008, 177 (12) :1322-1330
[10]
Allergic lung inflammation alters neither susceptibility to Streptococcus pneumoniae infection nor inducibility of innate resistance in mice [J].
Clement, Cecilia G. ;
Tuvim, Michael J. ;
Evans, Christopher M. ;
Tuvin, Daniel M. ;
Dickey, Burton F. ;
Evans, Scott E. .
RESPIRATORY RESEARCH, 2009, 10