Author

Daniel Byrne

University of ManchesterORCID 0000-0002-5935-3519Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Research Focus:differential expression· 1 Research Focus:gene regulatory network inference· 1 Organism:human· 1 Approach:machine learning (classical)· 1 Assay:proteomics· 1 Approach:simulation· 1 Research Focus:software / tool· 1

Frequent Co-Authors

Mairead Geraldine McNamaraiD· 1 shared Richard D. UnwiniD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

2 top collaborators · 1 mutual co-author link

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Mairead Geraldine McNamaraORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

stably: error-controlled stability selection for biomarker panel discovery

Daniel Byrne, Mairead Geraldine McNamara, Richard D. Unwin

stably (Python) applies error-controlled stability selection to DIA-NN output; its 17-protein pancreatic cancer panel reached held-out AUC 0.93 versus 0.82 for a published two-protein panel rescored on the same data.

bioRxiv · Sep 16, 2026 · PreprintBioinformatics✦ In-depth digest