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Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes
BACKGROUND: In vitro, animal model and clinical evidence suggests that tuberculosis is not a monomorphic disease, and that host response to tuberculosis is protean with multiple distinct molecular pathways and pathologies (endotypes). We applied unbiased clustering to identify separate tuberculosis...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
European Respiratory Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474892/ https://www.ncbi.nlm.nih.gov/pubmed/35169026 http://dx.doi.org/10.1183/13993003.02263-2021 |
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author | DiNardo, Andrew R. Gandhi, Tanmay Heyckendorf, Jan Grimm, Sandra L. Rajapakshe, Kimal Nishiguchi, Tomoki Reimann, Maja Kirchner, H. Lester Kahari, Jaqueline Dlamini, Qiniso Lange, Christoph Goldmann, Torsten Marwitz, Sebastian Abhimanyu, Cirillo, Jeffrey D. Kaufmann, Stefan H.E. Netea, Mihai G. van Crevel, Reinout Mandalakas, Anna M. Coarfa, Cristian |
author_facet | DiNardo, Andrew R. Gandhi, Tanmay Heyckendorf, Jan Grimm, Sandra L. Rajapakshe, Kimal Nishiguchi, Tomoki Reimann, Maja Kirchner, H. Lester Kahari, Jaqueline Dlamini, Qiniso Lange, Christoph Goldmann, Torsten Marwitz, Sebastian Abhimanyu, Cirillo, Jeffrey D. Kaufmann, Stefan H.E. Netea, Mihai G. van Crevel, Reinout Mandalakas, Anna M. Coarfa, Cristian |
author_sort | DiNardo, Andrew R. |
collection | PubMed |
description | BACKGROUND: In vitro, animal model and clinical evidence suggests that tuberculosis is not a monomorphic disease, and that host response to tuberculosis is protean with multiple distinct molecular pathways and pathologies (endotypes). We applied unbiased clustering to identify separate tuberculosis endotypes with classifiable gene expression patterns and clinical outcomes. METHODS: A cohort comprised of microarray gene expression data from microbiologically confirmed tuberculosis patients was used to identify putative endotypes. One microarray cohort with longitudinal clinical outcomes was reserved for validation, as were two RNA-sequencing (seq) cohorts. Finally, a separate cohort of tuberculosis patients with functional immune responses was evaluated to clarify stimulated from unstimulated immune responses. RESULTS: A discovery cohort, including 435 tuberculosis patients and 533 asymptomatic controls, identified two tuberculosis endotypes. Endotype A is characterised by increased expression of genes related to inflammation and immunity and decreased metabolism and proliferation; in contrast, endotype B has increased activity of metabolism and proliferation pathways. An independent RNA-seq validation cohort, including 118 tuberculosis patients and 179 controls, validated the discovery results. Gene expression signatures for treatment failure were elevated in endotype A in the discovery cohort, and a separate validation cohort confirmed that endotype A patients had slower time to culture conversion, and a reduced cure rate. These observations suggest that endotypes reflect functional immunity, supported by the observation that tuberculosis patients with a hyperinflammatory endotype have less responsive cytokine production upon stimulation. CONCLUSION: These findings provide evidence that metabolic and immune profiling could inform optimisation of endotype-specific host-directed therapies for tuberculosis. |
format | Online Article Text |
id | pubmed-9474892 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | European Respiratory Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-94748922022-09-19 Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes DiNardo, Andrew R. Gandhi, Tanmay Heyckendorf, Jan Grimm, Sandra L. Rajapakshe, Kimal Nishiguchi, Tomoki Reimann, Maja Kirchner, H. Lester Kahari, Jaqueline Dlamini, Qiniso Lange, Christoph Goldmann, Torsten Marwitz, Sebastian Abhimanyu, Cirillo, Jeffrey D. Kaufmann, Stefan H.E. Netea, Mihai G. van Crevel, Reinout Mandalakas, Anna M. Coarfa, Cristian Eur Respir J Original Research Articles BACKGROUND: In vitro, animal model and clinical evidence suggests that tuberculosis is not a monomorphic disease, and that host response to tuberculosis is protean with multiple distinct molecular pathways and pathologies (endotypes). We applied unbiased clustering to identify separate tuberculosis endotypes with classifiable gene expression patterns and clinical outcomes. METHODS: A cohort comprised of microarray gene expression data from microbiologically confirmed tuberculosis patients was used to identify putative endotypes. One microarray cohort with longitudinal clinical outcomes was reserved for validation, as were two RNA-sequencing (seq) cohorts. Finally, a separate cohort of tuberculosis patients with functional immune responses was evaluated to clarify stimulated from unstimulated immune responses. RESULTS: A discovery cohort, including 435 tuberculosis patients and 533 asymptomatic controls, identified two tuberculosis endotypes. Endotype A is characterised by increased expression of genes related to inflammation and immunity and decreased metabolism and proliferation; in contrast, endotype B has increased activity of metabolism and proliferation pathways. An independent RNA-seq validation cohort, including 118 tuberculosis patients and 179 controls, validated the discovery results. Gene expression signatures for treatment failure were elevated in endotype A in the discovery cohort, and a separate validation cohort confirmed that endotype A patients had slower time to culture conversion, and a reduced cure rate. These observations suggest that endotypes reflect functional immunity, supported by the observation that tuberculosis patients with a hyperinflammatory endotype have less responsive cytokine production upon stimulation. CONCLUSION: These findings provide evidence that metabolic and immune profiling could inform optimisation of endotype-specific host-directed therapies for tuberculosis. European Respiratory Society 2022-09-15 /pmc/articles/PMC9474892/ /pubmed/35169026 http://dx.doi.org/10.1183/13993003.02263-2021 Text en Copyright ©The authors 2022. https://creativecommons.org/licenses/by-nc/4.0/This version is distributed under the terms of the Creative Commons Attribution Non-Commercial Licence 4.0. For commercial reproduction rights and permissions contact permissions@ersnet.org (mailto:permissions@ersnet.org) |
spellingShingle | Original Research Articles DiNardo, Andrew R. Gandhi, Tanmay Heyckendorf, Jan Grimm, Sandra L. Rajapakshe, Kimal Nishiguchi, Tomoki Reimann, Maja Kirchner, H. Lester Kahari, Jaqueline Dlamini, Qiniso Lange, Christoph Goldmann, Torsten Marwitz, Sebastian Abhimanyu, Cirillo, Jeffrey D. Kaufmann, Stefan H.E. Netea, Mihai G. van Crevel, Reinout Mandalakas, Anna M. Coarfa, Cristian Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
title | Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
title_full | Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
title_fullStr | Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
title_full_unstemmed | Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
title_short | Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
title_sort | gene expression signatures identify biologically and clinically distinct tuberculosis endotypes |
topic | Original Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9474892/ https://www.ncbi.nlm.nih.gov/pubmed/35169026 http://dx.doi.org/10.1183/13993003.02263-2021 |
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