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Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension
BACKGROUND: Approximately 25% of patients with pulmonary arterial hypertension (PAH) have been found to harbor rare mutations in disease-causing genes. To identify missing heritability in PAH, we integrated deep phenotyping with whole-genome sequencing data using Bayesian statistics. METHODS: We ana...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892262/ https://www.ncbi.nlm.nih.gov/pubmed/33320693 http://dx.doi.org/10.1161/CIRCGEN.120.003155 |
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author | Swietlik, Emilia M. Greene, Daniel Zhu, Na Megy, Karyn Cogliano, Marcella Rajaram, Smitha Pandya, Divya Tilly, Tobias Lutz, Katie A. Welch, Carrie C.L. Pauciulo, Michael W. Southgate, Laura Martin, Jennifer M. Treacy, Carmen M. Penkett, Christopher J. Stephens, Jonathan C. Bogaard, Harm J. Church, Colin Coghlan, Gerry Coleman, Anna W. Condliffe, Robin Eichstaedt, Christina A. Eyries, Mélanie Gall, Henning Ghio, Stefano Girerd, Barbara Grünig, Ekkehard Holden, Simon Howard, Luke Humbert, Marc Kiely, David G. Kovacs, Gabor Lordan, Jim Machado, Rajiv D. MacKenzie Ross, Robert V. McCabe, Colm Moledina, Shahin Montani, David Olschewski, Horst Pepke-Zaba, Joanna Price, Laura Rhodes, Christopher J. Seeger, Werner Soubrier, Florent Suntharalingam, Jay Toshner, Mark R. Vonk Noordegraaf, Anton Wharton, John Wild, James M. Wort, Stephen John Lawrie, Allan Wilkins, Martin R. Trembath, Richard C. Shen, Yufeng Chung, Wendy K. Swift, Andrew J. Nichols, William C. Morrell, Nicholas W. Gräf, Stefan |
author_facet | Swietlik, Emilia M. Greene, Daniel Zhu, Na Megy, Karyn Cogliano, Marcella Rajaram, Smitha Pandya, Divya Tilly, Tobias Lutz, Katie A. Welch, Carrie C.L. Pauciulo, Michael W. Southgate, Laura Martin, Jennifer M. Treacy, Carmen M. Penkett, Christopher J. Stephens, Jonathan C. Bogaard, Harm J. Church, Colin Coghlan, Gerry Coleman, Anna W. Condliffe, Robin Eichstaedt, Christina A. Eyries, Mélanie Gall, Henning Ghio, Stefano Girerd, Barbara Grünig, Ekkehard Holden, Simon Howard, Luke Humbert, Marc Kiely, David G. Kovacs, Gabor Lordan, Jim Machado, Rajiv D. MacKenzie Ross, Robert V. McCabe, Colm Moledina, Shahin Montani, David Olschewski, Horst Pepke-Zaba, Joanna Price, Laura Rhodes, Christopher J. Seeger, Werner Soubrier, Florent Suntharalingam, Jay Toshner, Mark R. Vonk Noordegraaf, Anton Wharton, John Wild, James M. Wort, Stephen John Lawrie, Allan Wilkins, Martin R. Trembath, Richard C. Shen, Yufeng Chung, Wendy K. Swift, Andrew J. Nichols, William C. Morrell, Nicholas W. Gräf, Stefan |
author_sort | Swietlik, Emilia M. |
collection | PubMed |
description | BACKGROUND: Approximately 25% of patients with pulmonary arterial hypertension (PAH) have been found to harbor rare mutations in disease-causing genes. To identify missing heritability in PAH, we integrated deep phenotyping with whole-genome sequencing data using Bayesian statistics. METHODS: We analyzed 13 037 participants enrolled in the NBR study (NIHR BioResource—Rare Diseases), of which 1148 were recruited to the PAH domain. To test for genetic associations between genes and selected phenotypes of pulmonary hypertension, we used the Bayesian rare variant association method BeviMed. RESULTS: Heterozygous, high impact, likely loss-of-function variants in the kinase insert domain receptor (KDR) gene were strongly associated with significantly reduced transfer coefficient for carbon monoxide (posterior probability=0.989) and older age at diagnosis (posterior probability=0.912). We also provide evidence for familial segregation of a rare nonsense KDR variant with these phenotypes. On computed tomographic imaging of the lungs, a range of parenchymal abnormalities were observed in the 5 patients harboring these predicted deleterious variants in KDR. Four additional PAH cases with rare likely loss-of-function variants in KDR were independently identified in the US PAH Biobank cohort with similar phenotypic characteristics. CONCLUSIONS: The Bayesian inference approach allowed us to independently validate KDR, which encodes for the VEGFR2 (vascular endothelial growth factor receptor 2), as a novel PAH candidate gene. Furthermore, this approach specifically associated high impact likely loss-of-function variants in the genetically constrained gene with distinct phenotypes. These findings provide evidence for KDR being a clinically actionable PAH gene and further support the central role of the vascular endothelium in the pathobiology of PAH. |
format | Online Article Text |
id | pubmed-7892262 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-78922622021-02-22 Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension Swietlik, Emilia M. Greene, Daniel Zhu, Na Megy, Karyn Cogliano, Marcella Rajaram, Smitha Pandya, Divya Tilly, Tobias Lutz, Katie A. Welch, Carrie C.L. Pauciulo, Michael W. Southgate, Laura Martin, Jennifer M. Treacy, Carmen M. Penkett, Christopher J. Stephens, Jonathan C. Bogaard, Harm J. Church, Colin Coghlan, Gerry Coleman, Anna W. Condliffe, Robin Eichstaedt, Christina A. Eyries, Mélanie Gall, Henning Ghio, Stefano Girerd, Barbara Grünig, Ekkehard Holden, Simon Howard, Luke Humbert, Marc Kiely, David G. Kovacs, Gabor Lordan, Jim Machado, Rajiv D. MacKenzie Ross, Robert V. McCabe, Colm Moledina, Shahin Montani, David Olschewski, Horst Pepke-Zaba, Joanna Price, Laura Rhodes, Christopher J. Seeger, Werner Soubrier, Florent Suntharalingam, Jay Toshner, Mark R. Vonk Noordegraaf, Anton Wharton, John Wild, James M. Wort, Stephen John Lawrie, Allan Wilkins, Martin R. Trembath, Richard C. Shen, Yufeng Chung, Wendy K. Swift, Andrew J. Nichols, William C. Morrell, Nicholas W. Gräf, Stefan Circ Genom Precis Med Original Articles BACKGROUND: Approximately 25% of patients with pulmonary arterial hypertension (PAH) have been found to harbor rare mutations in disease-causing genes. To identify missing heritability in PAH, we integrated deep phenotyping with whole-genome sequencing data using Bayesian statistics. METHODS: We analyzed 13 037 participants enrolled in the NBR study (NIHR BioResource—Rare Diseases), of which 1148 were recruited to the PAH domain. To test for genetic associations between genes and selected phenotypes of pulmonary hypertension, we used the Bayesian rare variant association method BeviMed. RESULTS: Heterozygous, high impact, likely loss-of-function variants in the kinase insert domain receptor (KDR) gene were strongly associated with significantly reduced transfer coefficient for carbon monoxide (posterior probability=0.989) and older age at diagnosis (posterior probability=0.912). We also provide evidence for familial segregation of a rare nonsense KDR variant with these phenotypes. On computed tomographic imaging of the lungs, a range of parenchymal abnormalities were observed in the 5 patients harboring these predicted deleterious variants in KDR. Four additional PAH cases with rare likely loss-of-function variants in KDR were independently identified in the US PAH Biobank cohort with similar phenotypic characteristics. CONCLUSIONS: The Bayesian inference approach allowed us to independently validate KDR, which encodes for the VEGFR2 (vascular endothelial growth factor receptor 2), as a novel PAH candidate gene. Furthermore, this approach specifically associated high impact likely loss-of-function variants in the genetically constrained gene with distinct phenotypes. These findings provide evidence for KDR being a clinically actionable PAH gene and further support the central role of the vascular endothelium in the pathobiology of PAH. Lippincott Williams & Wilkins 2020-12-15 /pmc/articles/PMC7892262/ /pubmed/33320693 http://dx.doi.org/10.1161/CIRCGEN.120.003155 Text en © 2020 The Authors. Circulation: Genomic and Precision Medicine is published on behalf of the American Heart Association, Inc., by Wolters Kluwer Health, Inc. This is an open access article under the terms of the Creative Commons Attribution (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution, and reproduction in any medium, provided that the original work is properly cited. |
spellingShingle | Original Articles Swietlik, Emilia M. Greene, Daniel Zhu, Na Megy, Karyn Cogliano, Marcella Rajaram, Smitha Pandya, Divya Tilly, Tobias Lutz, Katie A. Welch, Carrie C.L. Pauciulo, Michael W. Southgate, Laura Martin, Jennifer M. Treacy, Carmen M. Penkett, Christopher J. Stephens, Jonathan C. Bogaard, Harm J. Church, Colin Coghlan, Gerry Coleman, Anna W. Condliffe, Robin Eichstaedt, Christina A. Eyries, Mélanie Gall, Henning Ghio, Stefano Girerd, Barbara Grünig, Ekkehard Holden, Simon Howard, Luke Humbert, Marc Kiely, David G. Kovacs, Gabor Lordan, Jim Machado, Rajiv D. MacKenzie Ross, Robert V. McCabe, Colm Moledina, Shahin Montani, David Olschewski, Horst Pepke-Zaba, Joanna Price, Laura Rhodes, Christopher J. Seeger, Werner Soubrier, Florent Suntharalingam, Jay Toshner, Mark R. Vonk Noordegraaf, Anton Wharton, John Wild, James M. Wort, Stephen John Lawrie, Allan Wilkins, Martin R. Trembath, Richard C. Shen, Yufeng Chung, Wendy K. Swift, Andrew J. Nichols, William C. Morrell, Nicholas W. Gräf, Stefan Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension |
title | Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension |
title_full | Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension |
title_fullStr | Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension |
title_full_unstemmed | Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension |
title_short | Bayesian Inference Associates Rare KDR Variants With Specific Phenotypes in Pulmonary Arterial Hypertension |
title_sort | bayesian inference associates rare kdr variants with specific phenotypes in pulmonary arterial hypertension |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7892262/ https://www.ncbi.nlm.nih.gov/pubmed/33320693 http://dx.doi.org/10.1161/CIRCGEN.120.003155 |
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