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Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study
BACKGROUND: Various individual biomarkers of inflammation and micronutrient status, often correlated with each other, are associated with adverse treatment outcomes in human immunodeficiency virus (HIV)-infected adults. The objective of this study was to conduct exploratory factor analysis (EFA) on...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6151930/ https://www.ncbi.nlm.nih.gov/pubmed/30244671 http://dx.doi.org/10.1186/s12916-018-1150-3 |
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author | Shivakoti, Rupak Gupte, Nikhil Tripathy, Srikanth Poongulali, Selvamuthu Kanyama, Cecilia Berendes, Sima Cardoso, Sandra W. Santos, Breno R. La Rosa, Alberto Mwelase, Noluthando Pillay, Sandy Samaneka, Wadzanai Riviere, Cynthia Sugandhavesa, Patcharaphan Bollinger, Robert C. Balagopal, Ashwin Semba, Richard D. Christian, Parul Campbell, Thomas B. Gupta, Amita |
author_facet | Shivakoti, Rupak Gupte, Nikhil Tripathy, Srikanth Poongulali, Selvamuthu Kanyama, Cecilia Berendes, Sima Cardoso, Sandra W. Santos, Breno R. La Rosa, Alberto Mwelase, Noluthando Pillay, Sandy Samaneka, Wadzanai Riviere, Cynthia Sugandhavesa, Patcharaphan Bollinger, Robert C. Balagopal, Ashwin Semba, Richard D. Christian, Parul Campbell, Thomas B. Gupta, Amita |
author_sort | Shivakoti, Rupak |
collection | PubMed |
description | BACKGROUND: Various individual biomarkers of inflammation and micronutrient status, often correlated with each other, are associated with adverse treatment outcomes in human immunodeficiency virus (HIV)-infected adults. The objective of this study was to conduct exploratory factor analysis (EFA) on multiple inflammation and micronutrient biomarkers to identify biomarker groupings (factors) and determine their association with HIV clinical treatment failure (CTF) and incident active tuberculosis (TB). METHODS: Within a multicountry randomized trial of antiretroviral therapy (ART) efficacy (PEARLS) among HIV-infected adults, we nested a case-control study (n = 290; 124 cases, 166 controls) to identify underlying factors, based on EFA of 23 baseline (pre-ART) biomarkers of inflammation and micronutrient status. The EFA biomarker groupings results were used in Cox proportional hazards models to study the association with CTF (primary analysis where cases were incident World Health Organization stage 3, 4 or death by 96 weeks of ART) or incident active TB (secondary analysis). RESULTS: In the primary analysis, based on eigenvalues> 1 in the EFA, three factors were extracted: (1) carotenoids), (2) other nutrients, and (3) inflammation. In multivariable-adjusted models, there was an increased hazard of CTF (adjusted hazard ratio (aHR) 1.47, 95% confidence interval (CI)1.17–1.84) per unit increase of inflammation factor score. In the secondary incident active TB case-control analysis, higher scores of the high carotenoids and low interleukin-18 factor was protective against incident active TB (aHR 0.48, 95% CI 0.26–0.87). CONCLUSION: Factors identified through EFA were associated with adverse outcomes in HIV-infected individuals. Strategies focused on reducing adverse HIV outcomes through therapeutic interventions that target the underlying factor (e.g., inflammation) rather than focusing on an individual observed biomarker might be more effective and warrant further investigation. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12916-018-1150-3) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6151930 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-61519302018-09-26 Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study Shivakoti, Rupak Gupte, Nikhil Tripathy, Srikanth Poongulali, Selvamuthu Kanyama, Cecilia Berendes, Sima Cardoso, Sandra W. Santos, Breno R. La Rosa, Alberto Mwelase, Noluthando Pillay, Sandy Samaneka, Wadzanai Riviere, Cynthia Sugandhavesa, Patcharaphan Bollinger, Robert C. Balagopal, Ashwin Semba, Richard D. Christian, Parul Campbell, Thomas B. Gupta, Amita BMC Med Research Article BACKGROUND: Various individual biomarkers of inflammation and micronutrient status, often correlated with each other, are associated with adverse treatment outcomes in human immunodeficiency virus (HIV)-infected adults. The objective of this study was to conduct exploratory factor analysis (EFA) on multiple inflammation and micronutrient biomarkers to identify biomarker groupings (factors) and determine their association with HIV clinical treatment failure (CTF) and incident active tuberculosis (TB). METHODS: Within a multicountry randomized trial of antiretroviral therapy (ART) efficacy (PEARLS) among HIV-infected adults, we nested a case-control study (n = 290; 124 cases, 166 controls) to identify underlying factors, based on EFA of 23 baseline (pre-ART) biomarkers of inflammation and micronutrient status. The EFA biomarker groupings results were used in Cox proportional hazards models to study the association with CTF (primary analysis where cases were incident World Health Organization stage 3, 4 or death by 96 weeks of ART) or incident active TB (secondary analysis). RESULTS: In the primary analysis, based on eigenvalues> 1 in the EFA, three factors were extracted: (1) carotenoids), (2) other nutrients, and (3) inflammation. In multivariable-adjusted models, there was an increased hazard of CTF (adjusted hazard ratio (aHR) 1.47, 95% confidence interval (CI)1.17–1.84) per unit increase of inflammation factor score. In the secondary incident active TB case-control analysis, higher scores of the high carotenoids and low interleukin-18 factor was protective against incident active TB (aHR 0.48, 95% CI 0.26–0.87). CONCLUSION: Factors identified through EFA were associated with adverse outcomes in HIV-infected individuals. Strategies focused on reducing adverse HIV outcomes through therapeutic interventions that target the underlying factor (e.g., inflammation) rather than focusing on an individual observed biomarker might be more effective and warrant further investigation. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12916-018-1150-3) contains supplementary material, which is available to authorized users. BioMed Central 2018-09-24 /pmc/articles/PMC6151930/ /pubmed/30244671 http://dx.doi.org/10.1186/s12916-018-1150-3 Text en © The Author(s). 2018 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 Article Shivakoti, Rupak Gupte, Nikhil Tripathy, Srikanth Poongulali, Selvamuthu Kanyama, Cecilia Berendes, Sima Cardoso, Sandra W. Santos, Breno R. La Rosa, Alberto Mwelase, Noluthando Pillay, Sandy Samaneka, Wadzanai Riviere, Cynthia Sugandhavesa, Patcharaphan Bollinger, Robert C. Balagopal, Ashwin Semba, Richard D. Christian, Parul Campbell, Thomas B. Gupta, Amita Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study |
title | Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study |
title_full | Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study |
title_fullStr | Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study |
title_full_unstemmed | Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study |
title_short | Inflammation and micronutrient biomarkers predict clinical HIV treatment failure and incident active TB in HIV-infected adults: a case-control study |
title_sort | inflammation and micronutrient biomarkers predict clinical hiv treatment failure and incident active tb in hiv-infected adults: a case-control study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6151930/ https://www.ncbi.nlm.nih.gov/pubmed/30244671 http://dx.doi.org/10.1186/s12916-018-1150-3 |
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