Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes. Issue 3 (15th September 2022)
- Record Type:
- Journal Article
- Title:
- Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes. Issue 3 (15th September 2022)
- Main Title:
- Gene expression signatures identify biologically and clinically distinct tuberculosis endotypes
- Authors:
- 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 - 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 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 slowerBackground: 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. The host immune response to tuberculosis (TB) is not uniform. Unbiased bioinformatics identify distinct host immune responses (endotypes) associated with different clinical outcomes and different predicted beneficial host-directed therapy. https://bit.ly/3JbMhQL … (more)
- Is Part Of:
- European respiratory journal. Volume 60:Issue 3(2022)
- Journal:
- European respiratory journal
- Issue:
- Volume 60:Issue 3(2022)
- Issue Display:
- Volume 60, Issue 3 (2022)
- Year:
- 2022
- Volume:
- 60
- Issue:
- 3
- Issue Sort Value:
- 2022-0060-0003-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-09-15
- Subjects:
- Respiratory organs -- Diseases -- Periodicals
Respiration -- Periodicals
616.2 - Journal URLs:
- http://erj.ersjournals.com ↗
http://www.ersnet.org ↗
http://www.blackwell-synergy.com/member/institutions/issuelist.asp?journal=mrj ↗
http://www.ingenta.com/journals/browse/ers/erj?mode=direct ↗ - DOI:
- 10.1183/13993003.02263-2021 ↗
- Languages:
- English
- ISSNs:
- 0903-1936
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
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- 24752.xml