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Item Author Correction: Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood(Springer Nature, 2022-11-25) 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; Schwantes An, Tae-Hwi; 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; UK National PAH Cohort Study Consortium; Medicine, School of MedicineCorrection to: Nature Communications 10.1038/s41467-021-27326-0, published online 07 December 2021 The original version of this Article omitted Richard C Trembath from the UK National PAH Cohort Study consortium from Health and Life Sciences, King’s College London. This has been corrected in both the PDF and HTML versions of the Article.Item Biological heterogeneity in idiopathic pulmonary arterial hypertension identified through unsupervised transcriptomic profiling of whole blood(Springer Nature, 2021-12-07) 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.; Schwantes An, Tae-Hwi; 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; UK National PAH Cohort Study Consortium; Medicine, School of MedicineIdiopathic 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.Item Mining the Plasma Proteome for Insights into the Molecular Pathology of Pulmonary Arterial Hypertension(American Thoracic Society, 2022) Harbaum, Lars; Rhodes, Christopher J.; Wharton, John; Lawrie, Allan; Karnes, Jason H.; Desai, Ankit A.; Nichols, William C.; Humbert, Marc; Montani, David; Girerd, Barbara; Sitbon, Olivier; Boehm, Mario; Novoyatleva, Tatyana; Schermuly, Ralph T.; Ghofrani, H. Ardeschir; Toshner, Mark; Kiely, David G.; Howard, Luke S.; Swietlik, Emilia M.; Gräf, Stefan; Pietzner, Maik; Morrell, Nicholas W.; Wilkins, Martin R.; U.K. National Institute for Health Research BioResource Rare Diseases Consortium; U.K. Pulmonary Arterial Hypertension Cohort Study Consortium; U.S. Pulmonary Arterial Hypertension Biobank Consortium; Medical and Molecular Genetics, School of MedicineRationale: Pulmonary arterial hypertension (PAH) is characterized by structural remodeling of pulmonary arteries and arterioles. Underlying biological processes are likely reflected in a perturbation of circulating proteins. Objectives: To quantify and analyze the plasma proteome of patients with PAH using inherited genetic variation to inform on underlying molecular drivers. Methods: An aptamer-based assay was used to measure plasma proteins in 357 patients with idiopathic or heritable PAH, 103 healthy volunteers, and 23 relatives of patients with PAH. In discovery and replication subgroups, the plasma proteomes of PAH and healthy individuals were compared, and the relationship to transplantation-free survival in PAH was determined. To examine causal relationships to PAH, protein quantitative trait loci (pQTL) that influenced protein levels in the patient population were used as instruments for Mendelian randomization (MR) analysis. Measurements and Main Results: From 4,152 annotated plasma proteins, levels of 208 differed between patients with PAH and healthy subjects, and 49 predicted long-term survival. MR based on cis-pQTL located in proximity to the encoding gene for proteins that were prognostic and distinguished PAH from health estimated an adverse effect for higher levels of netrin-4 (odds ratio [OR], 1.55; 95% confidence interval [CI], 1.16–2.08) and a protective effect for higher levels of thrombospondin-2 (OR, 0.83; 95% CI, 0.74–0.94) on PAH. Both proteins tracked the development of PAH in previously healthy relatives and changes in thrombospondin-2 associated with pulmonary arterial pressure at disease onset. Conclusions: Integrated analysis of the plasma proteome and genome implicates two secreted matrix-binding proteins, netrin-4 and thrombospondin-2, in the pathobiology of PAH.Item Precision Medicine for Pulmonary Vascular Disease: The Future Is Now (2023 Grover Conference Series)(Wiley, 2025-01-02) Forbes, Lindsay M.; Bauer, Natalie; Bhadra, Aritra; Bogaard, Harm J.; Choudhary, Gaurav; Goss, Kara N.; Gräf, Stefan; Heresi, Gustavo A.; Hopper, Rachel K.; Jose, Arun; Kim, Yunhye; Klouda, Timothy; Lahm, Tim; Lawrie, Allan; Leary, Peter J.; Leopold, Jane A.; Oliveira, Suellen D.; Prisco, Sasha Z.; Rafikov, Ruslan; Rhodes, Christopher J.; Stewart, Duncan J.; Vanderpool, Rebecca R.; Yuan, Ke; Zimmer, Alexsandra; Hemnes, Anna R.; de Jesus Perez, Vinicio A.; Wilkins, Martin R.; Medicine, School of MedicinePulmonary vascular disease is not a single condition; rather it can accompany a variety of pathologies that impact the pulmonary vasculature. Applying precision medicine strategies to better phenotype, diagnose, monitor, and treat pulmonary vascular disease is increasingly possible with the growing accessibility of powerful clinical and research tools. Nevertheless, challenges exist in implementing these tools to optimal effect. The 2023 Grover Conference Series reviewed the research landscape to summarize the current state of the art and provide a better understanding of the application of precision medicine to managing pulmonary vascular disease. In particular, the following aspects were discussed: (1) Clinical phenotypes, (2) genetics, (3) epigenetics, (4) biomarker discovery, (5) application of precision biology to clinical trials, (6) the right ventricle (RV), and (7) integrating precision medicine to clinical care. The present review summarizes the content of these discussions and the prospects for the future.