Introducingπ-HelixNovo for practical large-scale de novo peptide sequencing

Author:

Yang TingpengORCID,Ling TianzeORCID,Sun BoyanORCID,Liang ZhendongORCID,Xu Fan,Huang Xiansong,Xie LinhaiORCID,He YonghongORCID,Li LeyuanORCID,He Fuchu,Wang YuORCID,Chang ChengORCID

Abstract

AbstractDe novo peptide sequencing is a promising approach for novel peptide discovery. We use a novel concept of complementary spectra to enhance ion information and propose a de novo sequencing modelπ-HelixNovo based on Transformer architecture.π-HelixNovo outperforms other state-of-the-art models and enhances the taxonomic resolution of gut metaproteome, taking a significant step forward in de novo sequencing.

Publisher

Cold Spring Harbor Laboratory

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