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Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood
Lately, much effort has been made to find mRNA biomarkers for tuberculosis (TB) disease/infection with microarray-based approaches. In a pilot investigation, through RNA sequencing technology, we observed a prominent modulation of DOCK9, EPHA4, and NPC2 mRNA abundance in the blood of TB patients. To...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5078140/ https://www.ncbi.nlm.nih.gov/pubmed/27826286 http://dx.doi.org/10.3389/fmicb.2016.01586 |
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author | de Araujo, Leonardo S. Vaas, Lea A. I. Ribeiro-Alves, Marcelo Geffers, Robert Mello, Fernanda C. Q. de Almeida, Alexandre S. Moreira, Adriana da S. R. Kritski, Afrânio L. Lapa e Silva, José R. Moraes, Milton O. Pessler, Frank Saad, Maria H. F. |
author_facet | de Araujo, Leonardo S. Vaas, Lea A. I. Ribeiro-Alves, Marcelo Geffers, Robert Mello, Fernanda C. Q. de Almeida, Alexandre S. Moreira, Adriana da S. R. Kritski, Afrânio L. Lapa e Silva, José R. Moraes, Milton O. Pessler, Frank Saad, Maria H. F. |
author_sort | de Araujo, Leonardo S. |
collection | PubMed |
description | Lately, much effort has been made to find mRNA biomarkers for tuberculosis (TB) disease/infection with microarray-based approaches. In a pilot investigation, through RNA sequencing technology, we observed a prominent modulation of DOCK9, EPHA4, and NPC2 mRNA abundance in the blood of TB patients. To corroborate these findings, independent validations were performed in cohorts from different areas. Gene expression levels in blood were evaluated by quantitative real-time PCR (Brazil, n = 129) or reanalysis of public microarray data (UK: n = 96; South Africa: n = 51; Germany: n = 26; and UK/France: n = 63). In the Brazilian cohort, significant modulation of all target-genes was observed comparing TB vs. healthy recent close TB contacts (rCt). With a 92% specificity, NPC2 mRNA high expression (NPC2(high)) showed the highest sensitivity (85%, 95% CI 65%–96%; area under the ROC curve [AUROC] = 0.88), followed by EPHA4 (53%, 95% CI 33%–73%, AUROC = 0.73) and DOCK9 (19%, 95% CI 7%–40%; AUROC = 0.66). All the other reanalyzed cohorts corroborated the potential of NPC2(high) as a biomarker for TB (sensitivity: 82–100%; specificity: 94–97%). An NPC2(high) profile was also observed in 60% (29/48) of the tuberculin skin test positive rCt, and additional follow-up evaluation revealed changes in the expression levels of NPC2 during the different stages of Mycobacterium tuberculosis infection, suggesting that further studies are needed to evaluate modulation of this gene during latent TB and/or progression to active disease. Considering its high specificity, our data indicate, for the first time, that NPC2(high) might serve as an accurate single-gene biomarker for TB. |
format | Online Article Text |
id | pubmed-5078140 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-50781402016-11-08 Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood de Araujo, Leonardo S. Vaas, Lea A. I. Ribeiro-Alves, Marcelo Geffers, Robert Mello, Fernanda C. Q. de Almeida, Alexandre S. Moreira, Adriana da S. R. Kritski, Afrânio L. Lapa e Silva, José R. Moraes, Milton O. Pessler, Frank Saad, Maria H. F. Front Microbiol Microbiology Lately, much effort has been made to find mRNA biomarkers for tuberculosis (TB) disease/infection with microarray-based approaches. In a pilot investigation, through RNA sequencing technology, we observed a prominent modulation of DOCK9, EPHA4, and NPC2 mRNA abundance in the blood of TB patients. To corroborate these findings, independent validations were performed in cohorts from different areas. Gene expression levels in blood were evaluated by quantitative real-time PCR (Brazil, n = 129) or reanalysis of public microarray data (UK: n = 96; South Africa: n = 51; Germany: n = 26; and UK/France: n = 63). In the Brazilian cohort, significant modulation of all target-genes was observed comparing TB vs. healthy recent close TB contacts (rCt). With a 92% specificity, NPC2 mRNA high expression (NPC2(high)) showed the highest sensitivity (85%, 95% CI 65%–96%; area under the ROC curve [AUROC] = 0.88), followed by EPHA4 (53%, 95% CI 33%–73%, AUROC = 0.73) and DOCK9 (19%, 95% CI 7%–40%; AUROC = 0.66). All the other reanalyzed cohorts corroborated the potential of NPC2(high) as a biomarker for TB (sensitivity: 82–100%; specificity: 94–97%). An NPC2(high) profile was also observed in 60% (29/48) of the tuberculin skin test positive rCt, and additional follow-up evaluation revealed changes in the expression levels of NPC2 during the different stages of Mycobacterium tuberculosis infection, suggesting that further studies are needed to evaluate modulation of this gene during latent TB and/or progression to active disease. Considering its high specificity, our data indicate, for the first time, that NPC2(high) might serve as an accurate single-gene biomarker for TB. Frontiers Media S.A. 2016-10-25 /pmc/articles/PMC5078140/ /pubmed/27826286 http://dx.doi.org/10.3389/fmicb.2016.01586 Text en Copyright © 2016 de Araujo, Vaas, Ribeiro-Alves, Geffers, Mello, de Almeida, Moreira, Kritski, Lapa e Silva, Moraes, Pessler and Saad. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Microbiology de Araujo, Leonardo S. Vaas, Lea A. I. Ribeiro-Alves, Marcelo Geffers, Robert Mello, Fernanda C. Q. de Almeida, Alexandre S. Moreira, Adriana da S. R. Kritski, Afrânio L. Lapa e Silva, José R. Moraes, Milton O. Pessler, Frank Saad, Maria H. F. Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood |
title | Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood |
title_full | Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood |
title_fullStr | Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood |
title_full_unstemmed | Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood |
title_short | Transcriptomic Biomarkers for Tuberculosis: Evaluation of DOCK9. EPHA4, and NPC2 mRNA Expression in Peripheral Blood |
title_sort | transcriptomic biomarkers for tuberculosis: evaluation of dock9. epha4, and npc2 mrna expression in peripheral blood |
topic | Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5078140/ https://www.ncbi.nlm.nih.gov/pubmed/27826286 http://dx.doi.org/10.3389/fmicb.2016.01586 |
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