Gene expression profiling identifies candidate biomarkers for active and latent tuberculosis
Shih-Wei Lee1,2, Lawrence Shih-Hsin Wu3, Guan-Mau Huang4
1Taoyuan General Hospital, Ministry of Health and Welfare, Taoyuan, Taiwan. swl@mail.tygh.gov.tw.
BMC Bioinformatics
|January 29, 2016
Summary
This study identifies novel gene biomarkers in blood to detect active and latent tuberculosis (TB) infections. These findings could lead to more sensitive and cost-effective diagnostic tools for TB.
Area of Science:
- Genomics
- Molecular Diagnostics
- Infectious Disease Research
Background:
- Tuberculosis (TB) remains a significant global health challenge, with current diagnostic methods lacking optimal sensitivity, efficiency, or specificity.
- Distinguishing between active TB, latent TB infection, and healthy states is critical for disease control.
- Mycobacterium tuberculosis infection presents diagnostic challenges due to asymptomatic latent phases.
Purpose of the Study:
- To identify gene expression profiles in peripheral blood mononuclear cells (PBMCs) differentiating active TB, latent TB infection, and healthy individuals.
- To discover novel biomarkers for early and accurate TB diagnosis.
- To develop a computational model for TB detection using identified gene biomarkers.
Main Methods:
- Microarray analysis of PBMCs from Taiwanese individuals with active TB, latent infection, and healthy controls.
- Bioinformatic analysis to identify differentially expressed genes.
- Reverse transcription-quantitative PCR (RT-PCR) for validating candidate biomarkers (NEMF, ASUN, DHX29, PTPRC).
- Receiver operating characteristic (ROC) analysis and Naïve Bayes classification model construction.
Main Results:
- Gene expression analysis revealed significant differences in immune response, inflammation, and cell cycle pathways.
- Four genes (NEMF, ASUN, DHX29, PTPRC) were identified as potential TB biomarkers.
- PTPRC expression distinguished active TB from healthy individuals; ASUN differentiated latent TB from healthy individuals.
- DHX29 showed potential in identifying latent TB among active TB patients or healthy individuals.
- A Naïve Bayes model using ASUN, DHX29, and PTPRC demonstrated high performance in classifying TB states.
Conclusions:
- Blood gene expression profiles can effectively identify active TB patients and differentiate latent TB infections from healthy states.
- The identified biomarkers (ASUN, DHX29, PTPRC) show promise for developing sensitive molecular diagnostic tools for TB.
- Further validation in larger cohorts is necessary to confirm biomarker reliability and advance a cost-effective TB diagnostic platform.
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