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Variant effect prediction tools assessed using independent, functional assay-based datasets: implications for discovery and diagnostics.

Khalid MahmoodChol-Hee JungGayle PhilipPeter GeorgesonJessica ChungBernard J PopeDaniel J Park
Published in: Human genomics (2017)
These results raise concerns about how such algorithms should be employed, particularly in a clinical setting. Contemporary variant effect prediction tools are unlikely to be as accurate at the general prediction of functional impacts on proteins as reported prior. Use of functional assay-based datasets that avoid prior dependencies promises to be valuable for the ongoing development and accurate benchmarking of such tools.
Keyphrases
  • high throughput
  • machine learning
  • high resolution
  • rna seq
  • small molecule
  • deep learning
  • mass spectrometry
  • single cell