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Towards a standard benchmark for variant and gene prioritisation algorithms: PhEval - Phenotypic inference Evaluation framework.

Yasemin BridgesVinícius De SouzaKatherina G CortesMelissa A HaendelNomi L HarrisDaniel R KornNikolaos M MarinakisNicolas A MatentzogluJames Alastair McLaughlinChristopher John MungallDavid Osumi-SutherlandPeter Nick RobinsonDamian SmedleyJulius O B Jacobsen
Published in: bioRxiv : the preprint server for biology (2024)
PhEval and the standardised test corpora solve the issues of patient data availability and experimental tooling configuration when benchmarking and comparing rare disease VGPAs. By providing standardised data on patient cohorts from real-world case-reports and controlling the configuration of evaluated VGPAs, PhEval enables transparent, portable, comparable and reproducible benchmarking of VGPAs. As these tools are often a key component of many rare disease diagnostic pipelines, a thorough and standardised method of assessment is essential for improving patient diagnosis and care.
Keyphrases
  • case report
  • healthcare
  • electronic health record
  • machine learning
  • palliative care
  • big data
  • deep learning
  • copy number
  • dna methylation
  • pain management