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Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes

Andrew R. DiNardo, Tanmay Gandhi, Jan Heyckendorf, Sandra L. Grimm, Kimal Rajapakshe, Tomoki Nishiguchi, Maja Reimann, H. Lester Kirchner, Jaqueline Kahari, Qiniso Dlamini, Christoph Lange, Torsten Goldmann, Sebastian Marwitz, DZIF-TB cohort study group, Abhimanyu, Jeffrey D. Cirillo, Stefan HE Kaufmann, Mihai G. Netea, Reinout van Crevel, Anna M. Mandalakas, Cristian Coarfa
European Respiratory Journal 2022; DOI: 10.1183/13993003.02263-2021
Andrew R. DiNardo
1The Global Tuberculosis Program, Texas Children's Hospital, Immigrant and Global Health, WTS Center for Human Immunobiology, Department of Pediatrics, Baylor College of Medicine, Houston, USA
10Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, Netherlands
15Co-first authors contributing equally
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  • For correspondence: dinardo@bcm.edu
Tanmay Gandhi
2Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, USA
3Molecular and Cellular Biology Department, Baylor College of Medicine, Houston, USA
15Co-first authors contributing equally
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Jan Heyckendorf
4Division of Clinical Infectious Diseases, Research Center Borstel; German Center for Infection Research (DZIF) Clinical Tuberculosis Unit, Borstel, Germany
5Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany
15Co-first authors contributing equally
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  • ORCID record for Jan Heyckendorf
Sandra L. Grimm
2Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, USA
15Co-first authors contributing equally
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Kimal Rajapakshe
2Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, USA
3Molecular and Cellular Biology Department, Baylor College of Medicine, Houston, USA
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Tomoki Nishiguchi
1The Global Tuberculosis Program, Texas Children's Hospital, Immigrant and Global Health, WTS Center for Human Immunobiology, Department of Pediatrics, Baylor College of Medicine, Houston, USA
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Maja Reimann
4Division of Clinical Infectious Diseases, Research Center Borstel; German Center for Infection Research (DZIF) Clinical Tuberculosis Unit, Borstel, Germany
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  • ORCID record for Maja Reimann
H. Lester Kirchner
1The Global Tuberculosis Program, Texas Children's Hospital, Immigrant and Global Health, WTS Center for Human Immunobiology, Department of Pediatrics, Baylor College of Medicine, Houston, USA
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Jaqueline Kahari
5Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany
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Qiniso Dlamini
5Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany
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Christoph Lange
1The Global Tuberculosis Program, Texas Children's Hospital, Immigrant and Global Health, WTS Center for Human Immunobiology, Department of Pediatrics, Baylor College of Medicine, Houston, USA
4Division of Clinical Infectious Diseases, Research Center Borstel; German Center for Infection Research (DZIF) Clinical Tuberculosis Unit, Borstel, Germany
5Respiratory Medicine & International Health, University of Lübeck, Lübeck, Germany
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Torsten Goldmann
4Division of Clinical Infectious Diseases, Research Center Borstel; German Center for Infection Research (DZIF) Clinical Tuberculosis Unit, Borstel, Germany
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  • ORCID record for Torsten Goldmann
Sebastian Marwitz
4Division of Clinical Infectious Diseases, Research Center Borstel; German Center for Infection Research (DZIF) Clinical Tuberculosis Unit, Borstel, Germany
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17Members of the DZIF-TB cohort study group are listed below
Abhimanyu
1The Global Tuberculosis Program, Texas Children's Hospital, Immigrant and Global Health, WTS Center for Human Immunobiology, Department of Pediatrics, Baylor College of Medicine, Houston, USA
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Jeffrey D. Cirillo
7Department of Microbial Pathogenesis and Immunology, Texas A&M Health Science Center, Bryan, TX, USA
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Stefan HE Kaufmann
8Max Planck Institute for Infection Biology, Berlin, Germany
9Hagler Institute for Advanced Study at Texas A&M University, College Station, TX, USA
13Max Planck Institute for Biophysical Chemistry, Göttingen, Germany
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Mihai G. Netea
10Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, Netherlands
11Genomics and Immunoregulation, Life & Medical Sciences Institute, University of Bonn, Bonn, Germany
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Reinout van Crevel
10Department of Internal Medicine and Radboud Center for Infectious Diseases, Radboud University Medical Center, Nijmegen, Netherlands
14Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
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Anna M. Mandalakas
1The Global Tuberculosis Program, Texas Children's Hospital, Immigrant and Global Health, WTS Center for Human Immunobiology, Department of Pediatrics, Baylor College of Medicine, Houston, USA
16Co-senior authors contributing equally
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Cristian Coarfa
2Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, USA
3Molecular and Cellular Biology Department, Baylor College of Medicine, Houston, USA
12Center for Precision Environmental Health, Baylor College of Medicine, Houston, USA
16Co-senior authors contributing equally
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Abstract

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 were used to identify putative endotypes. One microarray cohort with longitudinal clinical outcomes was reserved for validation, as was two RNA-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.

Footnotes

This manuscript has recently been accepted for publication in the European Respiratory Journal. It is published here in its accepted form prior to copyediting and typesetting by our production team. After these production processes are complete and the authors have approved the resulting proofs, the article will move to the latest issue of the ERJ online. Please open or download the PDF to view this article.

The authors have declared that no conflict of interest exists.

This is a PDF-only article. Please click on the PDF link above to read it.

  • Received August 16, 2021.
  • Accepted January 27, 2022.
  • Copyright ©The authors 2022. For reproduction rights and permissions contact permissions{at}ersnet.org
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Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes
Andrew R. DiNardo, Tanmay Gandhi, Jan Heyckendorf, Sandra L. Grimm, Kimal Rajapakshe, Tomoki Nishiguchi, Maja Reimann, H. Lester Kirchner, Jaqueline Kahari, Qiniso Dlamini, Christoph Lange, Torsten Goldmann, Sebastian Marwitz, DZIF-TB cohort study group, Abhimanyu, Jeffrey D. Cirillo, Stefan HE Kaufmann, Mihai G. Netea, Reinout van Crevel, Anna M. Mandalakas, Cristian Coarfa
European Respiratory Journal Jan 2022, 2102263; DOI: 10.1183/13993003.02263-2021

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Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes
Andrew R. DiNardo, Tanmay Gandhi, Jan Heyckendorf, Sandra L. Grimm, Kimal Rajapakshe, Tomoki Nishiguchi, Maja Reimann, H. Lester Kirchner, Jaqueline Kahari, Qiniso Dlamini, Christoph Lange, Torsten Goldmann, Sebastian Marwitz, DZIF-TB cohort study group, Abhimanyu, Jeffrey D. Cirillo, Stefan HE Kaufmann, Mihai G. Netea, Reinout van Crevel, Anna M. Mandalakas, Cristian Coarfa
European Respiratory Journal Jan 2022, 2102263; DOI: 10.1183/13993003.02263-2021
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