Cargando…

The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment

Pulmonary tuberculosis (PTB) is characterized by lung granulomas, inflammation and tissue destruction. Here we used within-subject peripheral blood gene expression over time to correlate with the within-subject lung metabolic activity, as measured by positron emission tomography (PET) to identify bi...

Descripción completa

Detalles Bibliográficos
Autores principales: Odia, Trust, Malherbe, Stephanus T., Meier, Stuart, Maasdorp, Elizna, Kleynhans, Léanie, du Plessis, Nelita, Loxton, Andre G., Zak, Daniel E., Thompson, Ethan, Duffy, Fergal J., Kuivaniemi, Helena, Ronacher, Katharina, Winter, Jill, Walzl, Gerhard, Tromp, Gerard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7902901/
https://www.ncbi.nlm.nih.gov/pubmed/33643286
http://dx.doi.org/10.3389/fimmu.2020.596173
_version_ 1783654626769240064
author Odia, Trust
Malherbe, Stephanus T.
Meier, Stuart
Maasdorp, Elizna
Kleynhans, Léanie
du Plessis, Nelita
Loxton, Andre G.
Zak, Daniel E.
Thompson, Ethan
Duffy, Fergal J.
Kuivaniemi, Helena
Ronacher, Katharina
Winter, Jill
Walzl, Gerhard
Tromp, Gerard
author_facet Odia, Trust
Malherbe, Stephanus T.
Meier, Stuart
Maasdorp, Elizna
Kleynhans, Léanie
du Plessis, Nelita
Loxton, Andre G.
Zak, Daniel E.
Thompson, Ethan
Duffy, Fergal J.
Kuivaniemi, Helena
Ronacher, Katharina
Winter, Jill
Walzl, Gerhard
Tromp, Gerard
author_sort Odia, Trust
collection PubMed
description Pulmonary tuberculosis (PTB) is characterized by lung granulomas, inflammation and tissue destruction. Here we used within-subject peripheral blood gene expression over time to correlate with the within-subject lung metabolic activity, as measured by positron emission tomography (PET) to identify biological processes and pathways underlying overall resolution of lung inflammation. We used next-generation RNA sequencing and [(18)F]FDG PET-CT data, collected at diagnosis, week 4, and week 24, from 75 successfully cured PTB patients, with the [(18)F]FDG activity as a surrogate for lung inflammation. Our linear mixed-effects models required that for each individual the slope of the line of [(18)F]FDG data in the outcome and the slope of the peripheral blood transcript expression data correlate, i.e., the slopes of the outcome and explanatory variables had to be similar. Of 10,295 genes that changed as a function of time, we identified 639 genes whose expression profiles correlated with decreasing [(18)F]FDG uptake levels in the lungs. Gene enrichment over-representation analysis revealed that numerous biological processes were significantly enriched in the 639 genes, including several well known in TB transcriptomics such as platelet degranulation and response to interferon gamma, thus validating our novel approach. Others not previously associated with TB pathobiology included smooth muscle contraction, a set of pathways related to mitochondrial function and cell death, as well as a set of pathways connecting transcription, translation and vesicle formation. We observed up-regulation in genes associated with B cells, and down-regulation in genes associated with platelet activation. We found 254 transcription factor binding sites to be enriched among the 639 gene promoters. In conclusion, we demonstrated that of the 10,295 gene expression changes in peripheral blood, only a subset of 639 genes correlated with inflammation in the lungs, and the enriched pathways provide a description of the biology of resolution of lung inflammation as detectable in peripheral blood. Surprisingly, resolution of PTB inflammation is positively correlated with smooth muscle contraction and, extending our previous observation on mitochondrial genes, shows the presence of mitochondrial stress. We focused on pathway analysis which can enable therapeutic target discovery and potential modulation of the host response to TB.
format Online
Article
Text
id pubmed-7902901
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-79029012021-02-25 The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment Odia, Trust Malherbe, Stephanus T. Meier, Stuart Maasdorp, Elizna Kleynhans, Léanie du Plessis, Nelita Loxton, Andre G. Zak, Daniel E. Thompson, Ethan Duffy, Fergal J. Kuivaniemi, Helena Ronacher, Katharina Winter, Jill Walzl, Gerhard Tromp, Gerard Front Immunol Immunology Pulmonary tuberculosis (PTB) is characterized by lung granulomas, inflammation and tissue destruction. Here we used within-subject peripheral blood gene expression over time to correlate with the within-subject lung metabolic activity, as measured by positron emission tomography (PET) to identify biological processes and pathways underlying overall resolution of lung inflammation. We used next-generation RNA sequencing and [(18)F]FDG PET-CT data, collected at diagnosis, week 4, and week 24, from 75 successfully cured PTB patients, with the [(18)F]FDG activity as a surrogate for lung inflammation. Our linear mixed-effects models required that for each individual the slope of the line of [(18)F]FDG data in the outcome and the slope of the peripheral blood transcript expression data correlate, i.e., the slopes of the outcome and explanatory variables had to be similar. Of 10,295 genes that changed as a function of time, we identified 639 genes whose expression profiles correlated with decreasing [(18)F]FDG uptake levels in the lungs. Gene enrichment over-representation analysis revealed that numerous biological processes were significantly enriched in the 639 genes, including several well known in TB transcriptomics such as platelet degranulation and response to interferon gamma, thus validating our novel approach. Others not previously associated with TB pathobiology included smooth muscle contraction, a set of pathways related to mitochondrial function and cell death, as well as a set of pathways connecting transcription, translation and vesicle formation. We observed up-regulation in genes associated with B cells, and down-regulation in genes associated with platelet activation. We found 254 transcription factor binding sites to be enriched among the 639 gene promoters. In conclusion, we demonstrated that of the 10,295 gene expression changes in peripheral blood, only a subset of 639 genes correlated with inflammation in the lungs, and the enriched pathways provide a description of the biology of resolution of lung inflammation as detectable in peripheral blood. Surprisingly, resolution of PTB inflammation is positively correlated with smooth muscle contraction and, extending our previous observation on mitochondrial genes, shows the presence of mitochondrial stress. We focused on pathway analysis which can enable therapeutic target discovery and potential modulation of the host response to TB. Frontiers Media S.A. 2021-02-10 /pmc/articles/PMC7902901/ /pubmed/33643286 http://dx.doi.org/10.3389/fimmu.2020.596173 Text en Copyright © 2021 Odia, Malherbe, Meier, Maasdorp, Kleynhans, du Plessis, Loxton, Zak, Thompson, Duffy, Kuivaniemi, Ronacher, Winter, Walzl, Tromp and the Catalysis TB-Biomarker Consortium http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
Odia, Trust
Malherbe, Stephanus T.
Meier, Stuart
Maasdorp, Elizna
Kleynhans, Léanie
du Plessis, Nelita
Loxton, Andre G.
Zak, Daniel E.
Thompson, Ethan
Duffy, Fergal J.
Kuivaniemi, Helena
Ronacher, Katharina
Winter, Jill
Walzl, Gerhard
Tromp, Gerard
The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment
title The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment
title_full The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment
title_fullStr The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment
title_full_unstemmed The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment
title_short The Peripheral Blood Transcriptome Is Correlated With PET Measures of Lung Inflammation During Successful Tuberculosis Treatment
title_sort peripheral blood transcriptome is correlated with pet measures of lung inflammation during successful tuberculosis treatment
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7902901/
https://www.ncbi.nlm.nih.gov/pubmed/33643286
http://dx.doi.org/10.3389/fimmu.2020.596173
work_keys_str_mv AT odiatrust theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT malherbestephanust theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT meierstuart theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT maasdorpelizna theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT kleynhansleanie theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT duplessisnelita theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT loxtonandreg theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT zakdaniele theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT thompsonethan theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT duffyfergalj theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT kuivaniemihelena theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT ronacherkatharina theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT winterjill theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT walzlgerhard theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT trompgerard theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT theperipheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT odiatrust peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT malherbestephanust peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT meierstuart peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT maasdorpelizna peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT kleynhansleanie peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT duplessisnelita peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT loxtonandreg peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT zakdaniele peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT thompsonethan peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT duffyfergalj peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT kuivaniemihelena peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT ronacherkatharina peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT winterjill peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT walzlgerhard peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT trompgerard peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment
AT peripheralbloodtranscriptomeiscorrelatedwithpetmeasuresoflunginflammationduringsuccessfultuberculosistreatment