Frontiers in ImmunologyMolecular BiologyPeer-reviewed journal article
Identification of reduced host transcriptomic signatures for tuberculosis and digital PCR-based validation and quantification
Harriet D. GliddoniD, Myrsini KaforouiD, Mary Alikian, Dominic Habgood-CooteiD, Chenxi ZhouiD, Tolu OniiD, Suzanne T. B. AndersoniD, Andrew BrentiD, Amelia Catharine CrampiniD, Brian EleyiD, Robert S. HeydermaniD, Florian KerniD, Paul Richard LangfordiD, Tom H. M. OttenhoffiD, Martin Lloyd HibberdiD, Neil FrenchiD, Victoria J. WrightiD, Hazel M. DockrelliD, Lachlan CoiniD, Robert John WilkinsoniD, Michael LeviniD
Abstract
Recently, host whole blood gene expression signatures have been identified for diagnosis of tuberculosis (TB). Absolute quantification of the concentrations of signature transcripts in blood have not been reported, but would facilitate the development of diagnostic tests.\n\nTo identify minimal transcript signatures, we applied a novel transcript selection procedure to microarray data from African adults comprising 536 patients with TB, other diseases (OD) and latent TB (LTBI), divided into training and test sets. Signatures were validated using reverse transcriptase (RT) - digital PCR (dPCR).\n\nA four-transcript signature (GBP6, TMCC1, PRDM1, ARG1) measured using RT-dPCR distinguished TB patients from those with OD (area under the curve (AUC) 93.8% (CI95% 82.2 - 100%). A three-transcript signature (FCGR1A, ZNF296, C1QB) differentiated TB from LTBI (AUC 97.3%, CI95%: 93.3 - 100%), regardless of HIV.\n\nThese signatures have been validated across platforms and across samples offering strong, quantitative support for their use as diagnostic biomarkers for TB.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- approach: statistical model
- Citations
- 56
- FWCI
- 2.85
- Field percentile
- top 7%
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