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Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome
Rationale: Idiopathic and heritable pulmonary arterial hypertension (PAH) are rare but comprise a genetically heterogeneous patient group. RNA sequencing linked to the underlying genetic architecture can be used to better understand the underlying pathology by identifying key signaling pathways and...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Thoracic Society
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7427383/ https://www.ncbi.nlm.nih.gov/pubmed/32352834 http://dx.doi.org/10.1164/rccm.202003-0510OC |
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author | Rhodes, Christopher J. Otero-Núñez, Pablo Wharton, John Swietlik, Emilia M. Kariotis, Sokratis Harbaum, Lars Dunning, Mark J. Elinoff, Jason M. Errington, Niamh Thompson, A. A. Roger Iremonger, James Coghlan, J. Gerry Corris, Paul A. Howard, Luke S. Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen J. Desai, Ankit A. Humbert, Marc Nichols, William C. Southgate, Laura Trégouët, David-Alexandre Trembath, Richard C. Prokopenko, Inga Gräf, Stefan Morrell, Nicholas W. Wang, Dennis Lawrie, Allan |
author_facet | Rhodes, Christopher J. Otero-Núñez, Pablo Wharton, John Swietlik, Emilia M. Kariotis, Sokratis Harbaum, Lars Dunning, Mark J. Elinoff, Jason M. Errington, Niamh Thompson, A. A. Roger Iremonger, James Coghlan, J. Gerry Corris, Paul A. Howard, Luke S. Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen J. Desai, Ankit A. Humbert, Marc Nichols, William C. Southgate, Laura Trégouët, David-Alexandre Trembath, Richard C. Prokopenko, Inga Gräf, Stefan Morrell, Nicholas W. Wang, Dennis Lawrie, Allan |
author_sort | Rhodes, Christopher J. |
collection | PubMed |
description | Rationale: Idiopathic and heritable pulmonary arterial hypertension (PAH) are rare but comprise a genetically heterogeneous patient group. RNA sequencing linked to the underlying genetic architecture can be used to better understand the underlying pathology by identifying key signaling pathways and stratify patients more robustly according to clinical risk. Objectives: To use a three-stage design of RNA discovery, RNA validation and model construction, and model validation to define a set of PAH-associated RNAs and a single summarizing RNA model score. To define genes most likely to be involved in disease development, we performed Mendelian randomization (MR) analysis. Methods: RNA sequencing was performed on whole-blood samples from 359 patients with idiopathic, heritable, and drug-induced PAH and 72 age- and sex-matched healthy volunteers. The score was evaluated against disease severity markers including survival analysis using all-cause mortality from diagnosis. MR used known expression quantitative trait loci and summary statistics from a PAH genome-wide association study. Measurements and Main Results: We identified 507 genes with differential RNA expression in patients with PAH compared with control subjects. A model of 25 RNAs distinguished PAH with 87% accuracy (area under the curve 95% confidence interval: 0.791–0.945) in model validation. The RNA model score was associated with disease severity and long-term survival (P = 4.66 × 10(−6)) in PAH. MR detected an association between SMAD5 levels and PAH disease susceptibility (odds ratio, 0.317; 95% confidence interval, 0.129–0.776; P = 0.012). Conclusions: A whole-blood RNA signature of PAH, which includes RNAs relevant to disease pathogenesis, associates with disease severity and identifies patients with poor clinical outcomes. Genetic variants associated with lower SMAD5 expression may increase susceptibility to PAH. |
format | Online Article Text |
id | pubmed-7427383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Thoracic Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-74273832020-08-17 Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome Rhodes, Christopher J. Otero-Núñez, Pablo Wharton, John Swietlik, Emilia M. Kariotis, Sokratis Harbaum, Lars Dunning, Mark J. Elinoff, Jason M. Errington, Niamh Thompson, A. A. Roger Iremonger, James Coghlan, J. Gerry Corris, Paul A. Howard, Luke S. Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen J. Desai, Ankit A. Humbert, Marc Nichols, William C. Southgate, Laura Trégouët, David-Alexandre Trembath, Richard C. Prokopenko, Inga Gräf, Stefan Morrell, Nicholas W. Wang, Dennis Lawrie, Allan Am J Respir Crit Care Med Original Articles Rationale: Idiopathic and heritable pulmonary arterial hypertension (PAH) are rare but comprise a genetically heterogeneous patient group. RNA sequencing linked to the underlying genetic architecture can be used to better understand the underlying pathology by identifying key signaling pathways and stratify patients more robustly according to clinical risk. Objectives: To use a three-stage design of RNA discovery, RNA validation and model construction, and model validation to define a set of PAH-associated RNAs and a single summarizing RNA model score. To define genes most likely to be involved in disease development, we performed Mendelian randomization (MR) analysis. Methods: RNA sequencing was performed on whole-blood samples from 359 patients with idiopathic, heritable, and drug-induced PAH and 72 age- and sex-matched healthy volunteers. The score was evaluated against disease severity markers including survival analysis using all-cause mortality from diagnosis. MR used known expression quantitative trait loci and summary statistics from a PAH genome-wide association study. Measurements and Main Results: We identified 507 genes with differential RNA expression in patients with PAH compared with control subjects. A model of 25 RNAs distinguished PAH with 87% accuracy (area under the curve 95% confidence interval: 0.791–0.945) in model validation. The RNA model score was associated with disease severity and long-term survival (P = 4.66 × 10(−6)) in PAH. MR detected an association between SMAD5 levels and PAH disease susceptibility (odds ratio, 0.317; 95% confidence interval, 0.129–0.776; P = 0.012). Conclusions: A whole-blood RNA signature of PAH, which includes RNAs relevant to disease pathogenesis, associates with disease severity and identifies patients with poor clinical outcomes. Genetic variants associated with lower SMAD5 expression may increase susceptibility to PAH. American Thoracic Society 2020-08-15 2020-08-15 /pmc/articles/PMC7427383/ /pubmed/32352834 http://dx.doi.org/10.1164/rccm.202003-0510OC Text en Copyright © 2020 by the American Thoracic Society https://creativecommons.org/licenses/by/4.0/This article is open access and distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Original Articles Rhodes, Christopher J. Otero-Núñez, Pablo Wharton, John Swietlik, Emilia M. Kariotis, Sokratis Harbaum, Lars Dunning, Mark J. Elinoff, Jason M. Errington, Niamh Thompson, A. A. Roger Iremonger, James Coghlan, J. Gerry Corris, Paul A. Howard, Luke S. Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen J. Desai, Ankit A. Humbert, Marc Nichols, William C. Southgate, Laura Trégouët, David-Alexandre Trembath, Richard C. Prokopenko, Inga Gräf, Stefan Morrell, Nicholas W. Wang, Dennis Lawrie, Allan Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome |
title | Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome |
title_full | Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome |
title_fullStr | Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome |
title_full_unstemmed | Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome |
title_short | Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome |
title_sort | whole-blood rna profiles associated with pulmonary arterial hypertension and clinical outcome |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7427383/ https://www.ncbi.nlm.nih.gov/pubmed/32352834 http://dx.doi.org/10.1164/rccm.202003-0510OC |
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