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Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection

BACKGROUND: While 16S ribosomal RNA (rRNA) sequencing has been used to characterize the lung’s bacterial microbiota in human immunodeficiency virus (HIV)-infected individuals, taxonomic studies provide limited information on bacterial function and impact on the host. Metabolic profiles can provide f...

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Autores principales: Cribbs, Sushma K., Uppal, Karan, Li, Shuzhao, Jones, Dean P., Huang, Laurence, Tipton, Laura, Fitch, Adam, Greenblatt, Ruth M., Kingsley, Lawrence, Guidot, David M., Ghedin, Elodie, Morris, Alison
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4721204/
https://www.ncbi.nlm.nih.gov/pubmed/26792212
http://dx.doi.org/10.1186/s40168-016-0147-4
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author Cribbs, Sushma K.
Uppal, Karan
Li, Shuzhao
Jones, Dean P.
Huang, Laurence
Tipton, Laura
Fitch, Adam
Greenblatt, Ruth M.
Kingsley, Lawrence
Guidot, David M.
Ghedin, Elodie
Morris, Alison
author_facet Cribbs, Sushma K.
Uppal, Karan
Li, Shuzhao
Jones, Dean P.
Huang, Laurence
Tipton, Laura
Fitch, Adam
Greenblatt, Ruth M.
Kingsley, Lawrence
Guidot, David M.
Ghedin, Elodie
Morris, Alison
author_sort Cribbs, Sushma K.
collection PubMed
description BACKGROUND: While 16S ribosomal RNA (rRNA) sequencing has been used to characterize the lung’s bacterial microbiota in human immunodeficiency virus (HIV)-infected individuals, taxonomic studies provide limited information on bacterial function and impact on the host. Metabolic profiles can provide functional information on host-microbe interactions in the lungs. We investigated the relationship between the respiratory microbiota and metabolic profiles in the bronchoalveolar lavage fluid of HIV-infected and HIV-uninfected outpatients. RESULTS: Targeted sequencing of the 16S rRNA gene was used to analyze the bacterial community structure and liquid chromatography-high-resolution mass spectrometry was used to detect features in bronchoalveolar lavage fluid. Global integration of all metabolic features with microbial species was done using sparse partial least squares regression. Thirty-nine HIV-infected subjects and 20 HIV-uninfected controls without acute respiratory symptoms were enrolled. Twelve mass-to-charge ratio (m/z) features from C18 analysis were significantly different between HIV-infected individuals and controls (false discovery rate (FDR) = 0.2); another 79 features were identified by network analysis. Further metabolite analysis demonstrated that four features were significantly overrepresented in the bronchoalveolar lavage (BAL) fluid of HIV-infected individuals compared to HIV-uninfected, including cystine, two complex carbohydrates, and 3,5-dibromo-l-tyrosine. There were 231 m/z features significantly associated with peripheral blood CD4 cell counts identified using sparse partial least squares regression (sPLS) at a variable importance on projection (VIP) threshold of 2. Twenty-five percent of these 91 m/z features were associated with various microbial species. Bacteria from families Caulobacteraceae, Staphylococcaceae, Nocardioidaceae, and genus Streptococcus were associated with the greatest number of features. Glycerophospholipid and lineolate pathways correlated with these bacteria. CONCLUSIONS: In bronchoalveolar lavage fluid, specific metabolic profiles correlated with bacterial organisms known to play a role in the pathogenesis of pneumonia in HIV-infected individuals. These findings suggest that microbial communities and their interactions with the host may have functional metabolic impact in the lung. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40168-016-0147-4) contains supplementary material, which is available to authorized users.
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spelling pubmed-47212042016-01-22 Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection Cribbs, Sushma K. Uppal, Karan Li, Shuzhao Jones, Dean P. Huang, Laurence Tipton, Laura Fitch, Adam Greenblatt, Ruth M. Kingsley, Lawrence Guidot, David M. Ghedin, Elodie Morris, Alison Microbiome Research BACKGROUND: While 16S ribosomal RNA (rRNA) sequencing has been used to characterize the lung’s bacterial microbiota in human immunodeficiency virus (HIV)-infected individuals, taxonomic studies provide limited information on bacterial function and impact on the host. Metabolic profiles can provide functional information on host-microbe interactions in the lungs. We investigated the relationship between the respiratory microbiota and metabolic profiles in the bronchoalveolar lavage fluid of HIV-infected and HIV-uninfected outpatients. RESULTS: Targeted sequencing of the 16S rRNA gene was used to analyze the bacterial community structure and liquid chromatography-high-resolution mass spectrometry was used to detect features in bronchoalveolar lavage fluid. Global integration of all metabolic features with microbial species was done using sparse partial least squares regression. Thirty-nine HIV-infected subjects and 20 HIV-uninfected controls without acute respiratory symptoms were enrolled. Twelve mass-to-charge ratio (m/z) features from C18 analysis were significantly different between HIV-infected individuals and controls (false discovery rate (FDR) = 0.2); another 79 features were identified by network analysis. Further metabolite analysis demonstrated that four features were significantly overrepresented in the bronchoalveolar lavage (BAL) fluid of HIV-infected individuals compared to HIV-uninfected, including cystine, two complex carbohydrates, and 3,5-dibromo-l-tyrosine. There were 231 m/z features significantly associated with peripheral blood CD4 cell counts identified using sparse partial least squares regression (sPLS) at a variable importance on projection (VIP) threshold of 2. Twenty-five percent of these 91 m/z features were associated with various microbial species. Bacteria from families Caulobacteraceae, Staphylococcaceae, Nocardioidaceae, and genus Streptococcus were associated with the greatest number of features. Glycerophospholipid and lineolate pathways correlated with these bacteria. CONCLUSIONS: In bronchoalveolar lavage fluid, specific metabolic profiles correlated with bacterial organisms known to play a role in the pathogenesis of pneumonia in HIV-infected individuals. These findings suggest that microbial communities and their interactions with the host may have functional metabolic impact in the lung. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40168-016-0147-4) contains supplementary material, which is available to authorized users. BioMed Central 2016-01-20 /pmc/articles/PMC4721204/ /pubmed/26792212 http://dx.doi.org/10.1186/s40168-016-0147-4 Text en © Cribbs et al. 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Cribbs, Sushma K.
Uppal, Karan
Li, Shuzhao
Jones, Dean P.
Huang, Laurence
Tipton, Laura
Fitch, Adam
Greenblatt, Ruth M.
Kingsley, Lawrence
Guidot, David M.
Ghedin, Elodie
Morris, Alison
Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection
title Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection
title_full Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection
title_fullStr Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection
title_full_unstemmed Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection
title_short Correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in HIV infection
title_sort correlation of the lung microbiota with metabolic profiles in bronchoalveolar lavage fluid in hiv infection
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4721204/
https://www.ncbi.nlm.nih.gov/pubmed/26792212
http://dx.doi.org/10.1186/s40168-016-0147-4
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