Literature DB >> 26046091

Tricks to translating TB transcriptomics.

Armin Deffur1, Robert J Wilkinson1, Anna K Coussens1.   

Abstract

Transcriptomics and other high-throughput methods are increasingly applied to questions relating to tuberculosis (TB) pathogenesis. Whole blood transcriptomics has repeatedly been applied to define correlates of TB risk and has produced new insight into the late stage of disease pathogenesis. In a novel approach, authors of a recently published study in Science Translational Medicine applied complex data analysis of existing TB transcriptomic datasets, and in vitro models, in an attempt to identify correlates of protection in TB, which are crucially required for the development of novel TB diagnostics and therapeutics to halt this global epidemic. Utilizing latent TB infection (LTBI) as a surrogate of protection, they identified IL-32 as a mediator of interferon gamma (IFNγ)-vitamin D dependent antimicrobial immunity and a marker of LTBI. Here, we provide a review of all TB whole-blood transcriptomic studies to date in the context of identifying correlates of protection, discuss potential pitfalls of combining complex analyses originating from such studies, the importance of detailed metadata to interpret differential patient classification algorithms, the effect of differing circulating cell populations between patient groups on the interpretation of resulting biomarkers and we decipher weighted gene co-expression network analysis (WGCNA), a recently developed systems biology tool which holds promise of identifying novel pathway interactions in disease pathogenesis. In conclusion, we propose the development of an integrated OMICS platform and open access to detailed metadata, in order for the TB research community to leverage the vast array of OMICS data being generated with the aim of unraveling the holy grail of TB research: correlates of protection.

Entities:  

Keywords:  Biomarker; correlates of risk; microarray; protective immunity; systems biology; tuberculosis (TB)

Year:  2015        PMID: 26046091      PMCID: PMC4437947          DOI: 10.3978/j.issn.2305-5839.2015.04.12

Source DB:  PubMed          Journal:  Ann Transl Med        ISSN: 2305-5839


  20 in total

1.  Gene-expression patterns in whole blood identify subjects at risk for recurrent tuberculosis.

Authors:  Rohit Mistry; Jacqueline M Cliff; Christopher L Clayton; Nulda Beyers; Yasmin S Mohamed; Paul A Wilson; Hazel M Dockrell; Don M Wallace; Paul D van Helden; Ken Duncan; Pauline T Lukey
Journal:  J Infect Dis       Date:  2006-12-21       Impact factor: 5.226

2.  Increased cellular activity in thoracic lymph nodes in early human latent tuberculosis infection.

Authors:  Nasrin Ghesani; Amee Patrawalla; Alfred Lardizabal; Padmini Salgame; Kevin P Fennelly
Journal:  Am J Respir Crit Care Med       Date:  2014-03-15       Impact factor: 21.405

3.  IL-32 is a molecular marker of a host defense network in human tuberculosis.

Authors:  Dennis Montoya; Megan S Inkeles; Phillip T Liu; Susan Realegeno; Rosane M B Teles; Poorva Vaidya; Marcos A Munoz; Mirjam Schenk; William R Swindell; Rene Chun; Kathryn Zavala; Martin Hewison; John S Adams; Steve Horvath; Matteo Pellegrini; Barry R Bloom; Robert L Modlin
Journal:  Sci Transl Med       Date:  2014-08-20       Impact factor: 17.956

4.  Common patterns and disease-related signatures in tuberculosis and sarcoidosis.

Authors:  Jeroen Maertzdorf; January Weiner; Hans-Joachim Mollenkopf; Torsten Bauer; Antje Prasse; Joachim Müller-Quernheim; Stefan H E Kaufmann
Journal:  Proc Natl Acad Sci U S A       Date:  2012-04-30       Impact factor: 11.205

5.  Vitamin D is required for IFN-gamma-mediated antimicrobial activity of human macrophages.

Authors:  Mario Fabri; Steffen Stenger; Dong-Min Shin; Jae-Min Yuk; Philip T Liu; Susan Realegeno; Hye-Mi Lee; Stephan R Krutzik; Mirjam Schenk; Peter A Sieling; Rosane Teles; Dennis Montoya; Shankar S Iyer; Heiko Bruns; David M Lewinsohn; Bruce W Hollis; Martin Hewison; John S Adams; Andreas Steinmeyer; Ulrich Zügel; Genhong Cheng; Eun-Kyeong Jo; Barry R Bloom; Robert L Modlin
Journal:  Sci Transl Med       Date:  2011-10-12       Impact factor: 17.956

6.  Detectable changes in the blood transcriptome are present after two weeks of antituberculosis therapy.

Authors:  Chloe I Bloom; Christine M Graham; Matthew P R Berry; Katalin A Wilkinson; Tolu Oni; Fotini Rozakeas; Zhaohui Xu; Jose Rossello-Urgell; Damien Chaussabel; Jacques Banchereau; Virginia Pascual; Marc Lipman; Robert J Wilkinson; Anne O'Garra
Journal:  PLoS One       Date:  2012-10-02       Impact factor: 3.240

7.  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

8.  Genome-wide expression profiling identifies type 1 interferon response pathways in active tuberculosis.

Authors:  Tom H M Ottenhoff; Ranjeeta Hari Dass; Ninghan Yang; Mingzi M Zhang; Hazel E E Wong; Edhyana Sahiratmadja; Chiea Chuen Khor; Bachti Alisjahbana; Reinout van Crevel; Sangkot Marzuki; Mark Seielstad; Esther van de Vosse; Martin L Hibberd
Journal:  PLoS One       Date:  2012-09-21       Impact factor: 3.240

9.  Functional correlations of pathogenesis-driven gene expression signatures in tuberculosis.

Authors:  Jeroen Maertzdorf; Martin Ota; Dirk Repsilber; Hans J Mollenkopf; January Weiner; Philip C Hill; Stefan H E Kaufmann
Journal:  PLoS One       Date:  2011-10-28       Impact factor: 3.240

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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  13 in total

Review 1.  The pathogenesis of post-primary tuberculosis. A game changer for vaccine development.

Authors:  Robert Hunter; Jeffrey Actor
Journal:  Tuberculosis (Edinb)       Date:  2019-04-26       Impact factor: 3.131

2.  Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood.

Authors:  Leonardo S de Araujo; Lea A I Vaas; Marcelo Ribeiro-Alves; Robert Geffers; Fernanda C Q Mello; Alexandre S de Almeida; Adriana da S R Moreira; Afrânio L Kritski; José R Lapa E Silva; Milton O Moraes; Frank Pessler; Maria H F Saad
Journal:  Front Microbiol       Date:  2016-10-25       Impact factor: 5.640

Review 3.  Type I Interferons in the Pathogenesis of Tuberculosis: Molecular Drivers and Immunological Consequences.

Authors:  Meg L Donovan; Thomas E Schultz; Taylor J Duke; Antje Blumenthal
Journal:  Front Immunol       Date:  2017-11-27       Impact factor: 7.561

4.  Meta-analysis of host response networks identifies a common core in tuberculosis.

Authors:  Awanti Sambarey; Abhinandan Devaprasad; Priyanka Baloni; Madhulika Mishra; Abhilash Mohan; Priyanka Tyagi; Amit Singh; J S Akshata; Razia Sultana; Shashidhar Buggi; Nagasuma Chandra
Journal:  NPJ Syst Biol Appl       Date:  2017-02-10

Review 5.  The Biology and Role of Interleukin-32 in Tuberculosis.

Authors:  Wu Li; Wanyan Deng; Jianping Xie
Journal:  J Immunol Res       Date:  2018-10-22       Impact factor: 4.818

Review 6.  Genetic Resistance to Mycobacterium tuberculosis Infection and Disease.

Authors:  Marlo Möller; Craig J Kinnear; Marianna Orlova; Elouise E Kroon; Paul D van Helden; Erwin Schurr; Eileen G Hoal
Journal:  Front Immunol       Date:  2018-09-27       Impact factor: 7.561

Review 7.  Diagnostic 'omics' for active tuberculosis.

Authors:  Carolin T Haas; Jennifer K Roe; Gabriele Pollara; Meera Mehta; Mahdad Noursadeghi
Journal:  BMC Med       Date:  2016-03-23       Impact factor: 8.775

Review 8.  Genome-wide host RNA signatures of infectious diseases: discovery and clinical translation.

Authors:  Harriet D Gliddon; Jethro A Herberg; Michael Levin; Myrsini Kaforou
Journal:  Immunology       Date:  2017-10-24       Impact factor: 7.397

9.  Systems Immunology of Diabetes-Tuberculosis Comorbidity Reveals Signatures of Disease Complications.

Authors:  Cesar A Prada-Medina; Kiyoshi F Fukutani; Nathella Pavan Kumar; Leonardo Gil-Santana; Subash Babu; Flávio Lichtenstein; Kim West; Shanmugam Sivakumar; Pradeep A Menon; Vijay Viswanathan; Bruno B Andrade; Helder I Nakaya; Hardy Kornfeld
Journal:  Sci Rep       Date:  2017-05-17       Impact factor: 4.379

Review 10.  Host Transcriptomics as a Tool to Identify Diagnostic and Mechanistic Immune Signatures of Tuberculosis.

Authors:  Julie G Burel; Mariana Babor; Mikhail Pomaznoy; Cecilia S Lindestam Arlehamn; Nabeela Khan; Alessandro Sette; Bjoern Peters
Journal:  Front Immunol       Date:  2019-02-19       Impact factor: 7.561

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