Identification of Reduced Host Transcriptomic Signatures for Tuberculosis Disease and Digital PCR-Based Validation and Quantification

Front Immunol. 2021 Mar 2:12:637164. doi: 10.3389/fimmu.2021.637164. eCollection 2021.

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 diagnostic test development. To identify minimal transcript signatures, we applied a 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 further investigated using reverse transcriptase (RT)-digital PCR (dPCR). A four-transcript signature (GBP6, TMCC1, PRDM1, and 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, and C1QB) differentiated TB from LTBI (AUC 97.3%, CI95%: 93.3-100%), regardless of HIV. These signatures have been validated across platforms and across samples offering strong, quantitative support for their use as diagnostic biomarkers for TB.

Keywords: biomarkers; dPCR; gene expression; signatures; transcriptomics; tuberculosis.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Biomarkers / blood
  • Carrier Proteins / blood*
  • Carrier Proteins / genetics
  • Diagnostic Tests, Routine
  • Female
  • Gene Expression Profiling
  • Humans
  • Latent Tuberculosis / diagnosis*
  • Male
  • Middle Aged
  • Mitochondrial Proteins / blood*
  • Mitochondrial Proteins / genetics
  • Mycobacterium tuberculosis / genetics
  • Protein Array Analysis
  • RNA, Messenger / blood
  • RNA, Messenger / genetics
  • Receptors, IgG / blood*
  • Receptors, IgG / genetics
  • Reverse Transcriptase Polymerase Chain Reaction
  • South Africa
  • Transcriptome / genetics*
  • Tuberculosis, Pulmonary / diagnosis*
  • Young Adult
  • Zinc Fingers / physiology*

Substances

  • Biomarkers
  • C1QBP protein, human
  • Carrier Proteins
  • FCGR1A protein, human
  • Mitochondrial Proteins
  • RNA, Messenger
  • Receptors, IgG