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Peptide-based functional annotation of carbohydrate-active enzymes by conserved unique peptide patterns (CUPP).

Kristian BarrettLene Lange
Published in: Biotechnology for biofuels (2019)
It was possible to construct an automated system for clustering proteins within families and use the resulting CUPP groups to directly build peptide-based models for genome annotation. The CUPP runtime, F-score, sensitivity, and precisions of family and subfamily annotations match or represent an improvement compared to state-of-the-art tools. The speed of the CUPP annotation is similar to the rapid DIAMOND annotation tool. CUPP facilitates automated annotation of full genome assemblies to any CAZy family.
Keyphrases
  • rna seq
  • single cell
  • machine learning
  • genome wide
  • deep learning
  • high throughput
  • quantum dots