Author

Douglas C. Millar

Amgen (United States)

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

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Bioinformatics· 1

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Assay:metagenomics· 1 Research Focus:protein structure prediction· 1 Approach:statistical model· 1

Frequent Co-Authors

CHRISTOPHER JAMES LANGMEADiD· 1 shared David Heurtel-Depeiges· 1 shared Lara E. ZetzscheiD· 1 shared Lola Le BretoniD· 1 shared Quentin FournieriD· 1 shared Robert McCoy VernoniD· 1 shared Sarath ChandariD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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7 top collaborators · 21 mutual co-author links

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1 shared paperBioinformatics

CHRISTOPHER JAMES LANGMEADORCID

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1 paper

Recent·Most cited

pLM representations unlock metagenomic space beyond homology

Lola Le Breton, David Heurtel-Depeiges, Douglas C. Millar, Lara E. Zetzsche, Robert McCoy Vernon, CHRISTOPHER JAMES LANGMEAD, Sarath Chandar, Quentin Fournier

This paper shows that protein language models can better annotate metagenomic proteins when trained on curated data, enabling retrieval of diverse enzyme candidates from billions of sequences.

bioRxiv · Jul 30, 2026 · PreprintBioinformatics