Standardised Human Phenotype Ontology Annotation Enables High Quality Phenotypic Data Capture in a Real-World Common Variable Immunodeficiency Cohort
Campos, L. C.; Favreau, E.; Greene, D.; Blach, J.; Thomas, M.; Alsehaim, K.; Mutlu, L.; Elhadari, S.; Herwadkar, A.; Payne, J.; Lever, C.; Mahmoud, D.; Moreira, F.; O'Sullivan, M.; Berry, M.; Twigg, G.; Hart, A. C. J.; Joshi, N.; Fuller, S.; INTREPID Consortium, ; Smith, K. G. C.; Turro, E.; Cook, M. C.; Wallace, C.; Burns, S. O.
Show abstract
BackgroundPatients with Common Variable Immunodeficiency (CVID) exhibit diverse clinical manifestations, indicating heterogeneity in pathogenic mechanisms. Systematic application of standardised phenotyping in large cohorts is essential to dissect this heterogeneity. The Human Phenotype Ontology (HPO) provides a structured framework for capturing and comparing disease phenotypes. ObjectiveTo evaluate the implementation and outcomes of HPO-based phenotyping in CVID patients enrolled for whole-genome sequencing in a large national adult primary immunodeficiency cohort. MethodsWe developed a web-based Phenotype Capture Tool and delivered structured clinician training to standardise HPO annotation. Numerical laboratory parameters were mapped to corresponding HPO terms to enrich patient records. ResultsWe coded the phenotypes of 526 CVID patients across 11 UK centres. Clinician training increased phenotype granularity and improved phenotyping consistency between clinicians. We assigned 883 unique HPO terms across the cohort and applied logical rules to the terms to classify patients into an infection-only group and a complex phenotype group (42% vs 58%, respectively). Patients in the complex phenotype group were significantly more likely to have reduced switched memory and expanded CD21low B cells, as well as pathogenic variants in IUIS-listed genes overall and pathogenic NFKB1 variants specifically. Having a pathogenic variant in an IUIS-listed gene was associated with Autoimmune hemolytic anemia and having a pathogenic NFKB1 variant specifically was associated with Autoimmune neutropenia. ConclusionThis is the first study to systematically collect granular HPO-coded phenotypes in a large real-world CVID cohort, refining the CVID landscape and providing a comprehensive CVID HPO term set relevant for international research. Clinical ImplicationHPO allows systematic capture of CVID phenotypes with low inter-clinician variability and improves comparison of cohorts, enhancing identification of disease heterogeneity essential to support genotype-phenotype studies and targeted therapeutic strategies. Capsule summaryHPO-based phenotyping of 526 CVID patients improved annotation quality, identifying immunological and genetic associations with clinical manifestations, distinguishing infection-only from complex disease and refining clinical characterisation to support international collaboration.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- A germline heterozygous dominant negative IKZF2 variant causing syndromic primary immune regulatory disorder and ICHAD 93%
- Early and rapid identification of COVID-19 patients with neutralizing type I-interferon auto-antibodies by an easily implementable algorithm 92%
- Molecular and clinical characterization of a founder mutation causing G6PC3 deficiency 91%
Similar papers in this journal
- Rewired type I IFN signaling is linked to age-dependent differences in COVID-19 93%
- Antibody therapy reverses biological signatures of COVID-19 progression 93%
- Non-severe SARS-CoV-2 infection is characterised by very early T cell proliferation independent of type 1 interferon responses and distinct from other acute respiratory viruses 92%
Similar papers in this journal
- Deep sequencing of B cell receptor repertoires from COVID-19 patients reveals strong convergent immune signatures 93%
- Pandemic, epidemic, endemic: B cell repertoire analysis reveals unique anti-viral responses to SARS-CoV-2, Ebola and Respiratory Syncytial Virus 93%
- High throughput profiling of the B cell repertoire identifies systematic changes in the repertoire of individuals with Crohn's disease 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.