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Browsing by Author "Gräf, Stefan"
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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 Defining the clinical validity of genes reported to cause pulmonary arterial hypertension(Elsevier, 2023) Welch, Carrie L.; Aldred, Micheala A.; Balachandar, Srimmitha; Dooijes, Dennis; Eichstaedt, Christina A.; Gräf, Stefan; Houweling, Arjan C.; Machado, Rajiv D.; Pandya, Divya; Prapa, Matina; Shaukat, Memoona; Southgate, Laura; Tenorio-Castano, Jair; ClinGen PH VCEP; Chung, Wendy K.; International Consortium for Genetic Studies in Pulmonary Arterial Hypertension (PAH-ICON) at the Pulmonary Vascular Research Institute (PVRI); Medicine, School of MedicinePurpose: Pulmonary arterial hypertension (PAH) is a rare, progressive vasculopathy with significant cardiopulmonary morbidity and mortality. Genetic testing is currently recommended for adults diagnosed with heritable, idiopathic, anorexigen-, hereditary hemorrhagic telangiectasia-, and congenital heart disease-associated PAH, PAH with overt features of venous/capillary involvement, and all children diagnosed with PAH. Variants in at least 27 genes have putative evidence for PAH causality. Rigorous assessment of the evidence is needed to inform genetic testing. Methods: An international panel of experts in PAH applied a semi-quantitative scoring system developed by the NIH Clinical Genome Resource to classify the relative strength of evidence supporting PAH gene-disease relationships based on genetic and experimental evidence. Results: Twelve genes (BMPR2, ACVRL1, ATP13A3, CAV1, EIF2AK4, ENG, GDF2, KCNK3, KDR, SMAD9, SOX17, and TBX4) were classified as having definitive evidence and 3 genes (ABCC8, GGCX, and TET2) with moderate evidence. Six genes (AQP1, BMP10, FBLN2, KLF2, KLK1, and PDGFD) were classified as having limited evidence for causal effects of variants. TOPBP1 was classified as having no known PAH relationship. Five genes (BMPR1A, BMPR1B, NOTCH3, SMAD1, and SMAD4) were disputed because of a paucity of genetic evidence over time. Conclusion: We recommend that genetic testing includes all genes with definitive evidence and that caution be taken in the interpretation of variants identified in genes with moderate or limited evidence. Genes with no known evidence for PAH or disputed genes should not be included in genetic testing.Item Genetics and precision genomics approaches to pulmonary hypertension(European Respiratory Society, 2024-10-31) Austin, Eric D.; Aldred, Micheala A.; Alotaibi, Mona; Gräf, Stefan; Nichols, William C.; Trembath, Richard C.; Chung, Wendy K.; Medicine, School of MedicineConsiderable progress has been made in the genomics of pulmonary arterial hypertension (PAH) since the 6th World Symposium on Pulmonary Hypertension, with the identification of rare variants in several novel genes, as well as common variants that confer a modest increase in PAH risk. Gene and variant curation by an expert panel now provides a robust framework for knowing which genes to test and how to interpret variants in clinical practice. We recommend that genetic testing be offered to specific subgroups of symptomatic patients with PAH, and to children with certain types of group 3 pulmonary hypertension (PH). Testing of asymptomatic family members and the use of genetics in reproductive decision-making require the involvement of genetics experts. Large cohorts of PAH patients with biospecimens now exist and extension to non-group 1 PH has begun. However, these cohorts are largely of European origin; greater diversity will be essential to characterise the full extent of genomic variation contributing to PH risk and treatment responses. Other types of omics data are also being incorporated. Furthermore, to advance gene- and pathway-specific care and targeted therapies, gene-specific registries will be essential to support patients and their families and to lay the foundation for genetically informed clinical trials. This will require international outreach and collaboration between patients/families, clinicians and researchers. Ultimately, harmonisation of patient-derived biospecimens, clinical and omic information, and analytic approaches will advance the field.Item Mendelian randomisation and experimental medicine approaches to interleukin-6 as a drug target in pulmonary arterial hypertension(European Respiratory Society, 2022-03-10) Toshner, Mark; Church, Colin; Harbaum, Lars; Rhodes, Christopher; Villar Moreschi, Sofia S.; Liley, James; Jones, Rowena; Arora, Amit; Batai, Ken; Desai, Ankit A.; Coghlan, John G.; Gibbs, J. Simon R.; Gor, Dee; Gräf, Stefan; Harlow, Louise; Hernandez-Sanchez, Jules; Howard, Luke S.; Humbert, Marc; Karnes, Jason; Kiely, David G.; Kittles, Rick; Knightbridge, Emily; Lam, Brian; Lutz, Katie A.; Nichols, William C.; Pauciulo, Michael W.; Pepke-Zaba, Joanna; Suntharalingam, Jay; Soubrier, Florent; Trembath, Richard C.; Schwantes-An, Tae-Hwi L.; Wort, S. John; Wilkins, Martin R.; Gaine, Sean; Morrell, Nicholas W.; Corris, Paul A.; Uniphy Clinical Trials Network; Medicine, School of MedicineBackground: Inflammation and dysregulated immunity are important in the development of pulmonary arterial hypertension (PAH). Compelling preclinical data supports the therapeutic blockade of interleukin-6 (IL-6) signalling. Methods: We conducted a phase 2 open-label study of intravenous tocilizumab (8 mg·kg-1) over 6 months in patients with group 1 PAH. Co-primary end-points were safety, defined by incidence and severity of adverse events, and change in pulmonary vascular resistance. Separately, a mendelian randomisation study was undertaken on 11 744 individuals with European ancestry including 2085 patients with idiopathic/heritable disease for the IL-6 receptor (IL6R) variant (rs7529229), known to associate with circulating IL-6R levels. Results: We recruited 29 patients (male/female 10/19; mean±sd age 54.9±11.4 years). Of these, 19 had heritable/idiopathic PAH and 10 had connective tissue disease-associated PAH. Six were withdrawn prior to drug administration; 23 patients received at least one dose of tocilizumab. Tocilizumab was discontinued in four patients owing to serious adverse events. There were no deaths. Despite evidence of target engagement in plasma IL-6 and C-reactive protein levels, both intention-to-treat and modified intention-to-treat analyses demonstrated no change in pulmonary vascular resistance. Inflammatory markers did not predict treatment response. Mendelian randomisation did not support an effect of the lead IL6R variant on risk of PAH (OR 0.99, p=0.88). Conclusion: Adverse events were consistent with the known safety profile of tocilizumab. Tocilizumab did not show any consistent treatment effect.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.