Blood transcriptomic diagnosis of pulmonary and extrapulmonary tuberculosis

被引:81
作者
Roe, Jennifer K. [1 ]
Thomas, Niclas [1 ]
Gil, Eliza [1 ]
Best, Katharine [1 ]
Tsaliki, Evdokia [1 ]
Morris-Jones, Stephen [2 ]
Stafford, Sian [1 ]
Simpson, Nandi [1 ]
Witt, Karolina D. [3 ]
Chain, Benjamin [1 ]
Miller, Robert F. [4 ]
Martineau, Adrian [3 ]
Noursadeghi, Mahdad [1 ,5 ]
机构
[1] UCL, Div Infect & Immun, Cruciform Bldg, London WC1E 6BT, England
[2] Univ Coll London Hosp NHS Trust, Dept Microbiol, London, England
[3] Queen Mary Univ London, Blizard Inst, Barts & London Sch Med & Dent, London, England
[4] UCL, Res Dept Infect & Populat Hlth, London, England
[5] Univ Coll London Hosp, Biomed Res Ctr, Natl Inst Hlth Res, London, England
基金
英国惠康基金; 英国医学研究理事会;
关键词
EXPRESSION; SIGNATURE; DISEASE; TESTS;
D O I
10.1172/jci.insight.87238
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
BACKGROUND. Novel rapid diagnostics for active tuberculosis (TB) are required to overcome the time delays and inadequate sensitivity of current microbiological tests that are critically dependent on sampling the site of disease. Multiparametric blood transcriptomic signatures of TB have been described as potential diagnostic tests. We sought to identify the best transcript candidates as host biomarkers for active TB, extend the evaluation of their specificity by comparison with other infectious diseases, and to test their performance in both pulmonary and extrapulmonary TB. METHODS. Support vector machine learning, combined with feature selection, was applied to new and previously published blood transcriptional profiles in order to identify the minimal TB-specific transcriptional signature shared by multiple patient cohorts including pulmonary and extrapulmonary TB, and individuals with and without HIV-1 coinfection. RESULTS. We identified and validated elevated blood basic leucine zipper transcription factor 2 (BATF2) transcript levels as a single sensitive biomarker that discriminated active pulmonary and extrapulmonary TB from healthy individuals, with receiver operating characteristic (ROC) area under the curve (AUC) scores of 0.93 to 0.99 in multiple cohorts of HIV-1-negative individuals, and 0.85 in HIV-1-infected individuals. In addition, we identified and validated a potentially novel 4-gene signature comprising CD177, haptoglobin, immunoglobin J chain, and galectin 10 that discriminated active pulmonary and extrapulmonary TB from other febrile infections, giving ROC AUCs of 0.94 to 1. CONCLUSIONS. Elevated blood BATF2 transcript levels provide a sensitive biomarker that discriminates active TB from healthy individuals, and a potentially novel 4-gene transcriptional signature differentiates between active TB and other infectious diseases in individuals presenting with fever.
引用
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页数:14
相关论文
共 36 条
[1]  
[Anonymous], GLOB TUB REP 2015
[2]   Understanding the incremental value of novel diagnostic tests for tuberculosis [J].
Arinaminpathy, Nimalan ;
Dowdy, David .
NATURE, 2015, 528 (7580) :S60-S67
[3]   An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis [J].
Berry, Matthew P. R. ;
Graham, Christine M. ;
McNab, Finlay W. ;
Xu, Zhaohui ;
Bloch, Susannah A. A. ;
Oni, Tolu ;
Wilkinson, Katalin A. ;
Banchereau, Romain ;
Skinner, Jason ;
Wilkinson, Robert J. ;
Quinn, Charles ;
Blankenship, Derek ;
Dhawan, Ranju ;
Cush, John J. ;
Mejias, Asuncion ;
Ramilo, Octavio ;
Kon, Onn M. ;
Pascual, Virginia ;
Banchereau, Jacques ;
Chaussabel, Damien ;
O'Garra, Anne .
NATURE, 2010, 466 (7309) :973-U98
[4]   A Multisite Assessment of the Quantitative Capabilities of the Xpert MTB/RIF Assay [J].
Blakemore, Robert ;
Nabeta, Pamela ;
Davidow, Amy L. ;
Vadwai, Viral ;
Tahirli, Rasim ;
Munsamy, Vanisha ;
Nicol, Mark ;
Jones, Martin ;
Persing, David H. ;
Hillemann, Doris ;
Ruesch-Gerdes, Sabine ;
Leisegang, Felicity ;
Zamudio, Carlos ;
Rodrigues, Camilla ;
Boehme, Catharina C. ;
Perkins, Mark D. ;
Alland, David .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2011, 184 (09) :1076-1084
[5]   Transcriptional Blood Signatures Distinguish Pulmonary Tuberculosis, Pulmonary Sarcoidosis, Pneumonias and Lung Cancers [J].
Bloom, Chloe I. ;
Graham, Christine M. ;
Berry, Matthew P. R. ;
Rozakeas, Fotini ;
Redford, Paul S. ;
Wang, Yuanyuan ;
Xu, Zhaohui ;
Wilkinson, Katalin A. ;
Wilkinson, Robert J. ;
Kendrick, Yvonne ;
Devouassoux, Gilles ;
Ferry, Tristan ;
Miyara, Makoto ;
Bouvry, Diane ;
Dominique, Valeyre ;
Gorochov, Guy ;
Blankenship, Derek ;
Saadatian, Mitra ;
Vanhems, Phillip ;
Beynon, Huw ;
Vancheeswaran, Rama ;
Wickremasinghe, Melissa ;
Chaussabel, Damien ;
Banchereau, Jacques ;
Pascual, Virginia ;
Ho, Ling-pei ;
Lipman, Marc ;
O'Garra, Anne .
PLOS ONE, 2013, 8 (08)
[6]   Detectable Changes in The Blood Transcriptome Are Present after Two Weeks of Antituberculosis Therapy [J].
Bloom, Chloe I. ;
Graham, Christine M. ;
Berry, Matthew P. R. ;
Wilkinson, Katalin A. ;
Oni, Tolu ;
Rozakeas, Fotini ;
Xu, Zhaohui ;
Rossello-Urgell, Jose ;
Chaussabel, Damien ;
Banchereau, Jacques ;
Pascual, Virginia ;
Lipman, Marc ;
Wilkinson, Robert J. ;
O'Garra, Anne .
PLOS ONE, 2012, 7 (10)
[7]   The Changing Landscape of Diagnostic Services for Tuberculosis Preface [J].
Boehme, Catharina C. ;
Saacks, Sharon ;
O'Brien, Richard J. .
SEMINARS IN RESPIRATORY AND CRITICAL CARE MEDICINE, 2013, 34 (01) :17-31
[8]   InnateDB: systems biology of innate immunity and beyond-recent updates and continuing curation [J].
Breuer, Karin ;
Foroushani, Amir K. ;
Laird, Matthew R. ;
Chen, Carol ;
Sribnaia, Anastasia ;
Lo, Raymond ;
Winsor, Geoffrey L. ;
Hancock, Robert E. W. ;
Brinkman, Fiona S. L. ;
Lynn, David J. .
NUCLEIC ACIDS RESEARCH, 2013, 41 (D1) :D1228-D1233
[9]  
Chain B., AGILP AGILENT EXPRES
[10]   Error, reproducibility and sensitivity: a pipeline for data processing of Agilent oligonucleotide expression arrays [J].
Chain, Benjamin ;
Bowen, Helen ;
Hammond, John ;
Posch, Wilfried ;
Rasaiyaah, Jane ;
Tsang, Jhen ;
Noursadeghi, Mahdad .
BMC BIOINFORMATICS, 2010, 11