Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children

Abstract Pediatric tuberculosis (TB) is challenging to diagnose, confirmed by growth of Mycobacterium tuberculosis at best in 40% of cases. The WHO has assigned high priority to the development of non-sputum diagnostic tools. We therefore sought to identify transcriptional signatures in whole blood...

Full description

Bibliographic Details
Main Authors: John Espen Gjøen, Synne Jenum, Dhanasekaran Sivakumaran, Aparna Mukherjee, Ragini Macaden, Sushil K. Kabra, Rakesh Lodha, Tom H. M. Ottenhoff, Marielle C. Haks, Timothy Mark Doherty, Christian Ritz, Harleen M. S. Grewal
Format: Article
Language:English
Published: Nature Publishing Group 2017-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-017-05057-x
id doaj-e3c7dd1d08254a8dbb04f27f1e98da63
record_format Article
spelling doaj-e3c7dd1d08254a8dbb04f27f1e98da632020-12-08T01:24:46ZengNature Publishing GroupScientific Reports2045-23222017-07-01711910.1038/s41598-017-05057-xNovel transcriptional signatures for sputum-independent diagnostics of tuberculosis in childrenJohn Espen Gjøen0Synne Jenum1Dhanasekaran Sivakumaran2Aparna Mukherjee3Ragini Macaden4Sushil K. Kabra5Rakesh Lodha6Tom H. M. Ottenhoff7Marielle C. Haks8Timothy Mark Doherty9Christian Ritz10Harleen M. S. Grewal11Department of Clinical Science, Faculty of Medicine, University of BergenDepartment of Clinical Science, Faculty of Medicine, University of BergenDepartment of Clinical Science, Faculty of Medicine, University of BergenDepartment of Pediatrics, All India Institute of Medical SciencesDivision of Infectious Diseases, St. John’s Research InstituteDepartment of Pediatrics, All India Institute of Medical SciencesDepartment of Pediatrics, All India Institute of Medical SciencesDepartment of Infectious Diseases Group, Immunology and Immunogenetics of Bacterial Infectious Disease, Leiden University Medical CenterDepartment of Infectious Diseases Group, Immunology and Immunogenetics of Bacterial Infectious Disease, Leiden University Medical CenterGlaxoSmithKline VaccinesDepartment of Nutrition, Exercise and Sports, University of CopenhagenDepartment of Clinical Science, Faculty of Medicine, University of BergenAbstract Pediatric tuberculosis (TB) is challenging to diagnose, confirmed by growth of Mycobacterium tuberculosis at best in 40% of cases. The WHO has assigned high priority to the development of non-sputum diagnostic tools. We therefore sought to identify transcriptional signatures in whole blood of Indian children, capable of discriminating intra-thoracic TB disease from other symptomatic illnesses. We investigated the expression of 198 genes in a training set, comprising 47 TB cases (19 definite/28 probable) and 36 asymptomatic household controls, and identified a 7- and a 10-transcript signature, both including NOD2, GBP5, IFITM1/3, KIF1B and TNIP1. The discriminatory abilities of the signatures were evaluated in a test set comprising 24 TB cases (17 definite/7 probable) and 26 symptomatic non-TB cases. In separating TB-cases from symptomatic non-TB cases, both signatures provided an AUC of 0.94 (95%CI, 0.88–1.00), a sensitivity of 91.7% (95%CI, 71.5–98.5) regardless of culture status, and 100% sensitivity for definite TB. The 7-transcript signature provided a specificity of 80.8% (95%CI, 60.0–92.7), and the 10-transcript signature a specificity of 88.5% (95%CI, 68.7–96.9%). Although warranting exploration and validation in other populations, our findings are promising and potentially relevant for future non-sputum based POC diagnostic tools for pediatric TB.https://doi.org/10.1038/s41598-017-05057-x
collection DOAJ
language English
format Article
sources DOAJ
author John Espen Gjøen
Synne Jenum
Dhanasekaran Sivakumaran
Aparna Mukherjee
Ragini Macaden
Sushil K. Kabra
Rakesh Lodha
Tom H. M. Ottenhoff
Marielle C. Haks
Timothy Mark Doherty
Christian Ritz
Harleen M. S. Grewal
spellingShingle John Espen Gjøen
Synne Jenum
Dhanasekaran Sivakumaran
Aparna Mukherjee
Ragini Macaden
Sushil K. Kabra
Rakesh Lodha
Tom H. M. Ottenhoff
Marielle C. Haks
Timothy Mark Doherty
Christian Ritz
Harleen M. S. Grewal
Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
Scientific Reports
author_facet John Espen Gjøen
Synne Jenum
Dhanasekaran Sivakumaran
Aparna Mukherjee
Ragini Macaden
Sushil K. Kabra
Rakesh Lodha
Tom H. M. Ottenhoff
Marielle C. Haks
Timothy Mark Doherty
Christian Ritz
Harleen M. S. Grewal
author_sort John Espen Gjøen
title Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
title_short Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
title_full Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
title_fullStr Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
title_full_unstemmed Novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
title_sort novel transcriptional signatures for sputum-independent diagnostics of tuberculosis in children
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2017-07-01
description Abstract Pediatric tuberculosis (TB) is challenging to diagnose, confirmed by growth of Mycobacterium tuberculosis at best in 40% of cases. The WHO has assigned high priority to the development of non-sputum diagnostic tools. We therefore sought to identify transcriptional signatures in whole blood of Indian children, capable of discriminating intra-thoracic TB disease from other symptomatic illnesses. We investigated the expression of 198 genes in a training set, comprising 47 TB cases (19 definite/28 probable) and 36 asymptomatic household controls, and identified a 7- and a 10-transcript signature, both including NOD2, GBP5, IFITM1/3, KIF1B and TNIP1. The discriminatory abilities of the signatures were evaluated in a test set comprising 24 TB cases (17 definite/7 probable) and 26 symptomatic non-TB cases. In separating TB-cases from symptomatic non-TB cases, both signatures provided an AUC of 0.94 (95%CI, 0.88–1.00), a sensitivity of 91.7% (95%CI, 71.5–98.5) regardless of culture status, and 100% sensitivity for definite TB. The 7-transcript signature provided a specificity of 80.8% (95%CI, 60.0–92.7), and the 10-transcript signature a specificity of 88.5% (95%CI, 68.7–96.9%). Although warranting exploration and validation in other populations, our findings are promising and potentially relevant for future non-sputum based POC diagnostic tools for pediatric TB.
url https://doi.org/10.1038/s41598-017-05057-x
work_keys_str_mv AT johnespengjøen noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT synnejenum noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT dhanasekaransivakumaran noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT aparnamukherjee noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT raginimacaden noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT sushilkkabra noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT rakeshlodha noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT tomhmottenhoff noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT mariellechaks noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT timothymarkdoherty noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT christianritz noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
AT harleenmsgrewal noveltranscriptionalsignaturesforsputumindependentdiagnosticsoftuberculosisinchildren
_version_ 1724394958870282240