← Proteomics & metabolomics

MassNet (XuanjiNovo)

AI-ready DDA mass-spectrometry corpus (1.54B MS/MS spectra, 548M PSMs, 35 species) in a Parquet tensor format (MSDT), plus XuanjiNovo, a non-autoregressive transformer for de novo peptide sequencing trained on 100M PSMs.

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CategoryProteomics & metabolomics
GitHubguomics-lab/MassNet-DDA
First public2025-06-04 (source)
Paperhttps://doi.org/10.1038/s41592-026-03247-y · Nature Methods (2026)
Code licenseApache-2.0
Weights licensecode and XuanjiNovo weights Apache-2.0 (per paper and repo LICENSE)
What this allowsPermissive (commercial OK)
Use, modify and ship it inside closed-source commercial products; keep the license text and copyright notices. What do these mean?
License sourcegithub.com/guomics-lab/MassNet-DDA/blob/main/LICENSE · checked 2026-10-19
PricingOpen source
Tags#mass-spec#de-novo#dataset#transformer
Last checked · links verified

Can I use MassNet (XuanjiNovo) commercially?

Yes. The recorded license is permissive, so closed-source commercial use is allowed if you keep the notices.

What the license types mean · not legal advice.

Specs

Acquisition (DDA / DIA)DDA LC-MS/MS from 10+ high-resolution platforms
TaskDe novo peptide sequencing (XuanjiNovo); also supports RT prediction and PSM rescoring
InputMS/MS spectra in MSDT (MSDT-Converter reads mzML, MGF, Bruker .d)
GitHub stars11
Interface—

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