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Transcriptional Profiling and Deriving a Seven-Gene Signature That Discriminates Active and Latent Tuberculosis: An
Sudhakar Natarajan1, Mohan Ranganathan1, Luke Elizabeth Hanna1
1Department of Virology and Biotechnology, ICMR-National Institute for Research in Tuberculosis (NIRT), Chetpet, Chennai 600031, India.
Researchers identified a seven-gene signature to differentiate active tuberculosis (ATB) from latent tuberculosis infection (LTBI). This gene signature shows high diagnostic accuracy for distinguishing between active and latent TB infection.
Area of Science:
- Genomics
- Infectious Diseases
- Biomarker Discovery
Background:
- Tuberculosis (TB) is a significant global infectious disease caused by Mycobacterium tuberculosis.
- Distinguishing between active TB (ATB) and latent TB infection (LTBI) is crucial for effective treatment and control.
- Current diagnostic methods can be limited in differentiating these stages.
Purpose of the Study:
- To identify a gene expression signature for differentiating ATB from LTBI.
- To discover a potential blood-based biomarker for TB diagnosis.
- To analyze transcriptional profiles in individuals with ATB and LTBI.
Main Methods:
- Reanalyzed microarray datasets (GSE37250, GSE19491) from African cohorts.
- Performed differential gene expression analysis using BRB ArrayTool.
- Conducted pathway enrichment analysis (DAVID) and protein-protein interaction network construction (STRING).
- Validated a seven-gene signature using ROC curve analysis.
Main Results:
- Identified 375 upregulated and 152 downregulated differentially expressed genes (DEGs) between ATB and LTBI.
- Discovered a seven-gene signature (5 upregulated, 2 downregulated) with high diagnostic accuracy.
- The gene signature demonstrated sensitivity of 80-100% and specificity of 80-95% (AUC 0.84-1).
- Enriched pathways included IFN-stimulated genes and NOD-like receptor signaling for upregulated genes.
Conclusions:
- A novel seven-gene signature effectively discriminates between active TB and latent TB infection.
- This gene signature holds promise as a sensitive and specific biomarker for TB diagnosis.
- Further validation in diverse populations is warranted to confirm clinical utility.
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