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Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood
Idiopathic pulmonary arterial hypertension (IPAH) is a rare but fatal disease diagnosed by right heart catheterisation and the exclusion of other forms of pulmonary arterial hypertension, producing a heterogeneous population with varied treatment response. Here we show unsupervised machine learning...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8651638/ https://www.ncbi.nlm.nih.gov/pubmed/34876579 http://dx.doi.org/10.1038/s41467-021-27326-0 |
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author | Kariotis, Sokratis Jammeh, Emmanuel Swietlik, Emilia M. Pickworth, Josephine A. Rhodes, Christopher J. Otero, Pablo Wharton, John Iremonger, James Dunning, Mark J. Pandya, Divya Mascarenhas, Thomas S. Errington, Niamh Thompson, A. A. Roger Romanoski, Casey E. Rischard, Franz Garcia, Joe G. N. Yuan, Jason X.-J. An, Tae-Hwi Schwantes Desai, Ankit A. Coghlan, Gerry Lordan, Jim Corris, Paul A. Howard, Luke S. Condliffe, Robin Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen Gräf, Stefan Morrell, Nicholas W. Wilkins, Martin R. Lawrie, Allan Wang, Dennis |
author_facet | Kariotis, Sokratis Jammeh, Emmanuel Swietlik, Emilia M. Pickworth, Josephine A. Rhodes, Christopher J. Otero, Pablo Wharton, John Iremonger, James Dunning, Mark J. Pandya, Divya Mascarenhas, Thomas S. Errington, Niamh Thompson, A. A. Roger Romanoski, Casey E. Rischard, Franz Garcia, Joe G. N. Yuan, Jason X.-J. An, Tae-Hwi Schwantes Desai, Ankit A. Coghlan, Gerry Lordan, Jim Corris, Paul A. Howard, Luke S. Condliffe, Robin Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen Gräf, Stefan Morrell, Nicholas W. Wilkins, Martin R. Lawrie, Allan Wang, Dennis |
author_sort | Kariotis, Sokratis |
collection | PubMed |
description | Idiopathic pulmonary arterial hypertension (IPAH) is a rare but fatal disease diagnosed by right heart catheterisation and the exclusion of other forms of pulmonary arterial hypertension, producing a heterogeneous population with varied treatment response. Here we show unsupervised machine learning identification of three major patient subgroups that account for 92% of the cohort, each with unique whole blood transcriptomic and clinical feature signatures. These subgroups are associated with poor, moderate, and good prognosis. The poor prognosis subgroup is associated with upregulation of the ALAS2 and downregulation of several immunoglobulin genes, while the good prognosis subgroup is defined by upregulation of the bone morphogenetic protein signalling regulator NOG, and the C/C variant of HLA-DPA1/DPB1 (independently associated with survival). These findings independently validated provide evidence for the existence of 3 major subgroups (endophenotypes) within the IPAH classification, could improve risk stratification and provide molecular insights into the pathogenesis of IPAH. |
format | Online Article Text |
id | pubmed-8651638 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86516382021-12-27 Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood Kariotis, Sokratis Jammeh, Emmanuel Swietlik, Emilia M. Pickworth, Josephine A. Rhodes, Christopher J. Otero, Pablo Wharton, John Iremonger, James Dunning, Mark J. Pandya, Divya Mascarenhas, Thomas S. Errington, Niamh Thompson, A. A. Roger Romanoski, Casey E. Rischard, Franz Garcia, Joe G. N. Yuan, Jason X.-J. An, Tae-Hwi Schwantes Desai, Ankit A. Coghlan, Gerry Lordan, Jim Corris, Paul A. Howard, Luke S. Condliffe, Robin Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen Gräf, Stefan Morrell, Nicholas W. Wilkins, Martin R. Lawrie, Allan Wang, Dennis Nat Commun Article Idiopathic pulmonary arterial hypertension (IPAH) is a rare but fatal disease diagnosed by right heart catheterisation and the exclusion of other forms of pulmonary arterial hypertension, producing a heterogeneous population with varied treatment response. Here we show unsupervised machine learning identification of three major patient subgroups that account for 92% of the cohort, each with unique whole blood transcriptomic and clinical feature signatures. These subgroups are associated with poor, moderate, and good prognosis. The poor prognosis subgroup is associated with upregulation of the ALAS2 and downregulation of several immunoglobulin genes, while the good prognosis subgroup is defined by upregulation of the bone morphogenetic protein signalling regulator NOG, and the C/C variant of HLA-DPA1/DPB1 (independently associated with survival). These findings independently validated provide evidence for the existence of 3 major subgroups (endophenotypes) within the IPAH classification, could improve risk stratification and provide molecular insights into the pathogenesis of IPAH. Nature Publishing Group UK 2021-12-07 /pmc/articles/PMC8651638/ /pubmed/34876579 http://dx.doi.org/10.1038/s41467-021-27326-0 Text en © The Author(s) 2021, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kariotis, Sokratis Jammeh, Emmanuel Swietlik, Emilia M. Pickworth, Josephine A. Rhodes, Christopher J. Otero, Pablo Wharton, John Iremonger, James Dunning, Mark J. Pandya, Divya Mascarenhas, Thomas S. Errington, Niamh Thompson, A. A. Roger Romanoski, Casey E. Rischard, Franz Garcia, Joe G. N. Yuan, Jason X.-J. An, Tae-Hwi Schwantes Desai, Ankit A. Coghlan, Gerry Lordan, Jim Corris, Paul A. Howard, Luke S. Condliffe, Robin Kiely, David G. Church, Colin Pepke-Zaba, Joanna Toshner, Mark Wort, Stephen Gräf, Stefan Morrell, Nicholas W. Wilkins, Martin R. Lawrie, Allan Wang, Dennis Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
title | Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
title_full | Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
title_fullStr | Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
title_full_unstemmed | Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
title_short | Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
title_sort | biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8651638/ https://www.ncbi.nlm.nih.gov/pubmed/34876579 http://dx.doi.org/10.1038/s41467-021-27326-0 |
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