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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
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.
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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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