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RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response
Improved tuberculosis diagnostics and tools for monitoring treatment response are urgently needed. We developed a robust and simple, PCR-based host-blood transcriptomic signature, RISK6, for multiple applications: identifying individuals at risk of incident disease, as a screening test for subclinic...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7248089/ https://www.ncbi.nlm.nih.gov/pubmed/32451443 http://dx.doi.org/10.1038/s41598-020-65043-8 |
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author | Penn-Nicholson, Adam Mbandi, Stanley Kimbung Thompson, Ethan Mendelsohn, Simon C. Suliman, Sara Chegou, Novel N. Malherbe, Stephanus T. Darboe, Fatoumatta Erasmus, Mzwandile Hanekom, Willem A. Bilek, Nicole Fisher, Michelle Kaufmann, Stefan H. E. Winter, Jill Murphy, Melissa Wood, Robin Morrow, Carl Van Rhijn, Ildiko Moody, Branch Murray, Megan Andrade, Bruno B. Sterling, Timothy R. Sutherland, Jayne Naidoo, Kogieleum Padayatchi, Nesri Walzl, Gerhard Hatherill, Mark Zak, Daniel Scriba, Thomas J. |
author_facet | Penn-Nicholson, Adam Mbandi, Stanley Kimbung Thompson, Ethan Mendelsohn, Simon C. Suliman, Sara Chegou, Novel N. Malherbe, Stephanus T. Darboe, Fatoumatta Erasmus, Mzwandile Hanekom, Willem A. Bilek, Nicole Fisher, Michelle Kaufmann, Stefan H. E. Winter, Jill Murphy, Melissa Wood, Robin Morrow, Carl Van Rhijn, Ildiko Moody, Branch Murray, Megan Andrade, Bruno B. Sterling, Timothy R. Sutherland, Jayne Naidoo, Kogieleum Padayatchi, Nesri Walzl, Gerhard Hatherill, Mark Zak, Daniel Scriba, Thomas J. |
author_sort | Penn-Nicholson, Adam |
collection | PubMed |
description | Improved tuberculosis diagnostics and tools for monitoring treatment response are urgently needed. We developed a robust and simple, PCR-based host-blood transcriptomic signature, RISK6, for multiple applications: identifying individuals at risk of incident disease, as a screening test for subclinical or clinical tuberculosis, and for monitoring tuberculosis treatment. RISK6 utility was validated by blind prediction using quantitative real-time (qRT) PCR in seven independent cohorts. Prognostic performance significantly exceeded that of previous signatures discovered in the same cohort. Performance for diagnosing subclinical and clinical disease in HIV-uninfected and HIV-infected persons, assessed by area under the receiver-operating characteristic curve, exceeded 85%. As a screening test for tuberculosis, the sensitivity at 90% specificity met or approached the benchmarks set out in World Health Organization target product profiles for non-sputum-based tests. RISK6 scores correlated with lung immunopathology activity, measured by positron emission tomography, and tracked treatment response, demonstrating utility as treatment response biomarker, while predicting treatment failure prior to treatment initiation. Performance of the test in capillary blood samples collected by finger-prick was noninferior to venous blood collected in PAXgene tubes. These results support incorporation of RISK6 into rapid, capillary blood-based point-of-care PCR devices for prospective assessment in field studies. |
format | Online Article Text |
id | pubmed-7248089 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-72480892020-06-04 RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response Penn-Nicholson, Adam Mbandi, Stanley Kimbung Thompson, Ethan Mendelsohn, Simon C. Suliman, Sara Chegou, Novel N. Malherbe, Stephanus T. Darboe, Fatoumatta Erasmus, Mzwandile Hanekom, Willem A. Bilek, Nicole Fisher, Michelle Kaufmann, Stefan H. E. Winter, Jill Murphy, Melissa Wood, Robin Morrow, Carl Van Rhijn, Ildiko Moody, Branch Murray, Megan Andrade, Bruno B. Sterling, Timothy R. Sutherland, Jayne Naidoo, Kogieleum Padayatchi, Nesri Walzl, Gerhard Hatherill, Mark Zak, Daniel Scriba, Thomas J. Sci Rep Article Improved tuberculosis diagnostics and tools for monitoring treatment response are urgently needed. We developed a robust and simple, PCR-based host-blood transcriptomic signature, RISK6, for multiple applications: identifying individuals at risk of incident disease, as a screening test for subclinical or clinical tuberculosis, and for monitoring tuberculosis treatment. RISK6 utility was validated by blind prediction using quantitative real-time (qRT) PCR in seven independent cohorts. Prognostic performance significantly exceeded that of previous signatures discovered in the same cohort. Performance for diagnosing subclinical and clinical disease in HIV-uninfected and HIV-infected persons, assessed by area under the receiver-operating characteristic curve, exceeded 85%. As a screening test for tuberculosis, the sensitivity at 90% specificity met or approached the benchmarks set out in World Health Organization target product profiles for non-sputum-based tests. RISK6 scores correlated with lung immunopathology activity, measured by positron emission tomography, and tracked treatment response, demonstrating utility as treatment response biomarker, while predicting treatment failure prior to treatment initiation. Performance of the test in capillary blood samples collected by finger-prick was noninferior to venous blood collected in PAXgene tubes. These results support incorporation of RISK6 into rapid, capillary blood-based point-of-care PCR devices for prospective assessment in field studies. Nature Publishing Group UK 2020-05-25 /pmc/articles/PMC7248089/ /pubmed/32451443 http://dx.doi.org/10.1038/s41598-020-65043-8 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Penn-Nicholson, Adam Mbandi, Stanley Kimbung Thompson, Ethan Mendelsohn, Simon C. Suliman, Sara Chegou, Novel N. Malherbe, Stephanus T. Darboe, Fatoumatta Erasmus, Mzwandile Hanekom, Willem A. Bilek, Nicole Fisher, Michelle Kaufmann, Stefan H. E. Winter, Jill Murphy, Melissa Wood, Robin Morrow, Carl Van Rhijn, Ildiko Moody, Branch Murray, Megan Andrade, Bruno B. Sterling, Timothy R. Sutherland, Jayne Naidoo, Kogieleum Padayatchi, Nesri Walzl, Gerhard Hatherill, Mark Zak, Daniel Scriba, Thomas J. RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response |
title | RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response |
title_full | RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response |
title_fullStr | RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response |
title_full_unstemmed | RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response |
title_short | RISK6, a 6-gene transcriptomic signature of TB disease risk, diagnosis and treatment response |
title_sort | risk6, a 6-gene transcriptomic signature of tb disease risk, diagnosis and treatment response |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7248089/ https://www.ncbi.nlm.nih.gov/pubmed/32451443 http://dx.doi.org/10.1038/s41598-020-65043-8 |
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