Introducing π-HelixNovo for practical large-scale de novo peptide sequencing
Tingpeng YangiD, Tianze LingiD, Boyan SuniD, Zhendong LiangiD, Fan XuiD, Xiansong Huang, Linhai XieiD, Yonghong HeiD, Leyuan LiiD, Fuchu HeiD, Yu WangiD, Cheng ChangiD
Abstract
De 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 model{pi} -HelixNovo based on Transformer architecture.{pi} -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.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 3
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- π-MNovo improves de novo peptide sequencing through microbial-domain adaptation and evidence-guided candidate selection
Jingwen Ye, Xing Zhang, … Cheng Chang·bioRxiv·Sep 24, 2026
- De novo peptide sequencing with InstaNovo: Accurate, database-free peptide identification for large scale proteomics experiments
Kevin Eloff, Konstantinos Kalogeropoulos, … Timothy P. Jenkins·Nature Machine IntelligencePeer-reviewed·Mar 31, 2025
- π-PrimeNovo: An Accurate and Efficient Non-Autoregressive Deep Learning Model for De Novo Peptide Sequencing
Xiang Zhang, Tianze Ling, … Siqi Sun·bioRxiv·May 17, 2024
- DiNovo: high-coverage, high-confidence de novo peptide sequencing using mirror proteases and deep learning
Zixuan Cao, Xueli Peng, … Yan Fu·bioRxiv·Mar 20, 2025
- PepGo: a deep learning and tree search-based model for de novo peptide sequencing
Yuqi Chang, Siqi Liu, Karsten Kristiansen·bioRxiv·Feb 24, 2025
- Deep learning-driven fragment ion series classification enables highly precise and sensitive de novo peptide sequencing
Daniela Klaproth-Andrade, Johannes Hingerl, … Julien Gagneur·bioRxiv·Jan 5, 2023