Ontology-based integration and querying of heterogeneous rare disease data sources - POLVAS perspective.

The integration of rare disease medical databases belonging to different countries is an important problem, as a large number of observations are required for reliable statistical inference of patient data in order to facilitate clinical research. Such integration of national registry data, which requires harmonization of the heterogeneous data sets into a unified view, is facilitated in the European FAIRVASC project by developing a domain-specific ontology. The FAIRVASC project is dedicated to the rare disease of anti-neutrophil cytoplasmic antibody (ANCA) associated vasculitis (AAV).

Glucocorticoids versus glucocorticoids plus cyclophosphamide in eosinophilic granulomatosis with polyangiitis with poor-prognosis factors.

Objectives: Current guidelines suggest treating poor-prognosis eosinophilic granulomatosis with polyangiitis (EGPA) with a combination of glucocorticoids (GCs) plus cyclophosphamide (CYC). However, there is little data to support the need for the addition of CYC. The objective of this study was to compare GCs plus CYC to GCs alone as induction therapy in poor-prognosis EGPA.

Data-driven subclassification of ANCA-associated vasculitis: model-based clustering of a federated international cohort.

Background: Antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis is a heterogenous autoimmune disease. While traditionally stratified into two conditions, granulomatosis with polyangiitis (GPA) and microscopic polyangiitis (MPA), the subclassification of ANCA-associated vasculitis is subject to continued debate. Here we aim to identify phenotypically distinct subgroups and develop a data-driven subclassification of ANCA-associated vasculitis, using a large real-world dataset.

Early-onset lupus nephritis.

Early-onset systemic lupus erythematous (SLE) is a distinct clinical entity characterized by the onset of disease manifestations during childhood. Despite some similarities to patients who are diagnosed during adulthood, early-onset SLE typically displays a greater disease severity, with aggressive multiorgan involvement, lower responsiveness to classical therapies, and more frequent flares. Lupus nephritis is one of the most severe complications of SLE and represents a major risk factor for long-term morbidity and mortality, especially in children.