Literature DB >> 29921861

A modular transcriptional signature identifies phenotypic heterogeneity of human tuberculosis infection.

Akul Singhania1, Raman Verma2, Christine M Graham1, Jo Lee2, Trang Tran3, Matthew Richardson2, Patrick Lecine3, Philippe Leissner3, Matthew P R Berry4, Robert J Wilkinson5,6,7, Karine Kaiser8, Marc Rodrigue8, Gerrit Woltmann2, Pranabashis Haldar2, Anne O'Garra9,10.   

Abstract

Whole blood transcriptional signatures distinguishing active tuberculosis patients from asymptomatic latently infected individuals exist. Consensus has not been achieved regarding the optimal reduced gene sets as diagnostic biomarkers that also achieve discrimination from other diseases. Here we show a blood transcriptional signature of active tuberculosis using RNA-Seq, confirming microarray results, that discriminates active tuberculosis from latently infected and healthy individuals, validating this signature in an independent cohort. Using an advanced modular approach, we utilise the information from the entire transcriptome, which includes overabundance of type I interferon-inducible genes and underabundance of IFNG and TBX21, to develop a signature that discriminates active tuberculosis patients from latently infected individuals or those with acute viral and bacterial infections. We suggest that methods targeting gene selection across multiple discriminant modules can improve the development of diagnostic biomarkers with improved performance. Finally, utilising the modular approach, we demonstrate dynamic heterogeneity in a longitudinal study of recent tuberculosis contacts.

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Year:  2018        PMID: 29921861      PMCID: PMC6008327          DOI: 10.1038/s41467-018-04579-w

Source DB:  PubMed          Journal:  Nat Commun        ISSN: 2041-1723            Impact factor:   14.919


  61 in total

1.  Genome-wide expression for diagnosis of pulmonary tuberculosis: a multicohort analysis.

Authors:  Timothy E Sweeney; Lindsay Braviak; Cristina M Tato; Purvesh Khatri
Journal:  Lancet Respir Med       Date:  2016-02-20       Impact factor: 30.700

Review 2.  Evidence-based comparison of commercial interferon-gamma release assays for detecting active TB: a metaanalysis.

Authors:  Roland Diel; Robert Loddenkemper; Albert Nienhaus
Journal:  Chest       Date:  2009-12-18       Impact factor: 9.410

3.  Blood transcriptional signatures for tuberculosis diagnosis: a glass half-empty perspective.

Authors:  Nicholas D Walter; Randall Reves; J Lucian Davis
Journal:  Lancet Respir Med       Date:  2016-06       Impact factor: 30.700

4.  Blood Transcriptional Biomarkers for Active Tuberculosis among Patients in the United States: a Case-Control Study with Systematic Cross-Classifier Evaluation.

Authors:  Nicholas D Walter; Mikaela A Miller; Joshua Vasquez; Marc Weiner; Adam Chapman; Melissa Engle; Michael Higgins; Amy M Quinones; Vanessa Rosselli; Elizabeth Canono; Christina Yoon; Adithya Cattamanchi; J Lucian Davis; Tzu Phang; Robert S Stearman; Gargi Datta; Benjamin J Garcia; Charles L Daley; Michael Strong; Katerina Kechris; Tasha E Fingerlin; Randall Reves; Mark W Geraci
Journal:  J Clin Microbiol       Date:  2015-11-18       Impact factor: 5.948

5.  An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis.

Authors:  Matthew P R Berry; Christine M Graham; Finlay W McNab; Zhaohui Xu; Susannah A A Bloch; Tolu Oni; Katalin A Wilkinson; Romain Banchereau; Jason Skinner; Robert J Wilkinson; Charles Quinn; Derek Blankenship; Ranju Dhawan; John J Cush; Asuncion Mejias; Octavio Ramilo; Onn M Kon; Virginia Pascual; Jacques Banchereau; Damien Chaussabel; Anne O'Garra
Journal:  Nature       Date:  2010-08-19       Impact factor: 49.962

6.  Aberrant cell cycle and apoptotic changes characterise severe influenza A infection--a meta-analysis of genomic signatures in circulating leukocytes.

Authors:  Grant Parnell; Anthony McLean; David Booth; Stephen Huang; Marek Nalos; Benjamin Tang
Journal:  PLoS One       Date:  2011-03-08       Impact factor: 3.240

7.  Type I IFN induces IL-10 production in an IL-27-independent manner and blocks responsiveness to IFN-γ for production of IL-12 and bacterial killing in Mycobacterium tuberculosis-infected macrophages.

Authors:  Finlay W McNab; John Ewbank; Ashleigh Howes; Lucia Moreira-Teixeira; Anna Martirosyan; Nico Ghilardi; Margarida Saraiva; Anne O'Garra
Journal:  J Immunol       Date:  2014-09-03       Impact factor: 5.422

8.  HTSeq--a Python framework to work with high-throughput sequencing data.

Authors:  Simon Anders; Paul Theodor Pyl; Wolfgang Huber
Journal:  Bioinformatics       Date:  2014-09-25       Impact factor: 6.937

9.  edgeR: a Bioconductor package for differential expression analysis of digital gene expression data.

Authors:  Mark D Robinson; Davis J McCarthy; Gordon K Smyth
Journal:  Bioinformatics       Date:  2009-11-11       Impact factor: 6.937

10.  Transcriptional blood signatures distinguish pulmonary tuberculosis, pulmonary sarcoidosis, pneumonias and lung cancers.

Authors:  Chloe I Bloom; Christine M Graham; Matthew P R Berry; Fotini Rozakeas; Paul S Redford; Yuanyuan Wang; Zhaohui Xu; Katalin A Wilkinson; Robert J Wilkinson; Yvonne Kendrick; Gilles Devouassoux; Tristan Ferry; Makoto Miyara; Diane Bouvry; Dominique Valeyre; Valeyre Dominique; Guy Gorochov; Derek Blankenship; Mitra Saadatian; Phillip Vanhems; Huw Beynon; Rama Vancheeswaran; Melissa Wickremasinghe; Damien Chaussabel; Jacques Banchereau; Virginia Pascual; Ling-Pei Ho; Marc Lipman; Anne O'Garra
Journal:  PLoS One       Date:  2013-08-05       Impact factor: 3.240

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  71 in total

1.  Changes in inflammatory protein and lipid mediator profiles persist after antitubercular treatment of pulmonary and extrapulmonary tuberculosis: A prospective cohort study.

Authors:  Caian L Vinhaes; Deivide Oliveira-de-Souza; Paulo S Silveira-Mattos; Betania Nogueira; Ruiru Shi; Wang Wei; Xing Yuan; Guolong Zhang; Ying Cai; Clifton E Barry; Laura E Via; Kiyoshi F Fukutani; Bruno B Andrade; Katrin D Mayer-Barber
Journal:  Cytokine       Date:  2019-06-18       Impact factor: 3.861

Review 2.  Infect and Inject: How Mycobacterium tuberculosis Exploits Its Major Virulence-Associated Type VII Secretion System, ESX-1.

Authors:  Sangeeta Tiwari; Rosalyn Casey; Celia W Goulding; Suzie Hingley-Wilson; William R Jacobs
Journal:  Microbiol Spectr       Date:  2019-05

3.  Distinct Features of Human Myeloid Cell Cytokine Response Profiles Identify Neutrophil Activation by Cytokines as a Prognostic Feature during Tuberculosis and Cancer.

Authors:  Joseph C Devlin; Erin E Zwack; Mei San Tang; Zhi Li; David Fenyo; Victor J Torres; Kelly V Ruggles; P'ng Loke
Journal:  J Immunol       Date:  2020-04-29       Impact factor: 5.422

4.  Transcriptomic Profiles of Confirmed Pediatric Tuberculosis Patients and Household Contacts Identifies Active Tuberculosis, Infection, and Treatment Response Among Indian Children.

Authors:  Jeffrey A Tornheim; Anil K Madugundu; Mandar Paradkar; Kiyoshi F Fukutani; Artur T L Queiroz; Nikhil Gupte; Akshay N Gupte; Aarti Kinikar; Vandana Kulkarni; Usha Balasubramanian; Sreelakshmi Sreenivasamurthy; Remya Raja; Neeta Pradhan; Shri Vijay Bala Yogendra Shivakumar; Chhaya Valvi; Luke Elizabeth Hanna; Bruno B Andrade; Vidya Mave; Akhilesh Pandey; Amita Gupta
Journal:  J Infect Dis       Date:  2020-04-27       Impact factor: 5.226

5.  Host Gene Expression in Nose and Blood for the Diagnosis of Viral Respiratory Infection.

Authors:  Jinsheng Yu; Derick R Peterson; Andrea M Baran; Soumyaroop Bhattacharya; Todd N Wylie; Ann R Falsey; Thomas J Mariani; Gregory A Storch
Journal:  J Infect Dis       Date:  2019-04-01       Impact factor: 5.226

Review 6.  Tuberculosis Vaccine Development: Progress in Clinical Evaluation.

Authors:  Suraj B Sable; James E Posey; Thomas J Scriba
Journal:  Clin Microbiol Rev       Date:  2019-10-30       Impact factor: 26.132

Review 7.  The value of transcriptomics in advancing knowledge of the immune response and diagnosis in tuberculosis.

Authors:  Akul Singhania; Robert J Wilkinson; Marc Rodrigue; Pranabashis Haldar; Anne O'Garra
Journal:  Nat Immunol       Date:  2018-10-17       Impact factor: 25.606

8.  Latent Tuberculosis Infection and Subclinical Coronary Atherosclerosis in Peru and Uganda.

Authors:  Moises A Huaman; Carlo N De Cecco; Marcio S Bittencourt; Eduardo Ticona; Cissy Kityo; Isabel Ballena; Sophie Nalukwago; Rashidah Nazzinda; Cesar Ticona; Ruben Azañero; Bin Zhang; Carey Farquhar; Thomas R Hawn; Timothy R Sterling; Carl J Fichtenbaum; Chris T Longenecker
Journal:  Clin Infect Dis       Date:  2021-11-02       Impact factor: 9.079

9.  Elevated Notch ligands in serum are associated with HIV/TB coinfection.

Authors:  Jennifer R Bermick; Pamela M Lincoln; Ronald M Allen; Steven L Kunkel; Matthew A Schaller
Journal:  J Clin Tuberc Other Mycobact Dis       Date:  2021-06-27

10.  Multi-country evaluation of RISK6, a 6-gene blood transcriptomic signature, for tuberculosis diagnosis and treatment monitoring.

Authors:  Rim Bayaa; Mame Diarra Bousso Ndiaye; Carole Chedid; Eka Kokhreidze; Nestani Tukvadze; Sayera Banu; Mohammad Khaja Mafij Uddin; Samanta Biswas; Rumana Nasrin; Paulo Ranaivomanana; Antso Hasina Raherinandrasana; Julio Rakotonirina; Voahangy Rasolofo; Giovanni Delogu; Flavio De Maio; Delia Goletti; Hubert Endtz; Florence Ader; Monzer Hamze; Mohamad Bachar Ismail; Stéphane Pouzol; Niaina Rakotosamimanana; Jonathan Hoffmann
Journal:  Sci Rep       Date:  2021-07-01       Impact factor: 4.996

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