Author

Benedict James Panizza

Princess Alexandra HospitalORCID 0000-0002-3724-3773Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Cancer Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:cancer & tumor microenvironment· 1 Approach:deep learning· 1 Organism:human· 1 Assay:proteomics· 1

Frequent Co-Authors

Adel T. ArefiD· 1 shared Adnan M. NagrialiD· 1 shared Adriana Aguilar‐MahechaiD· 1 shared Alexander SwarbrickiD· 1 shared Anna DeFazioiD· 1 shared Anthony James GilliD· 1 shared Bhavik DalaliD· 1 shared Carolina ArmengoliD· 1 shared

Activity by Year

2025-2025 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperCancer Biology

Adel T. ArefORCID

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1 paper

Recent·Most cited

Federated deep learning enables cancer subtyping by proteomics

Zhaoxiang Cai, Emma L. Boys, Zainab Noor, Adel T. Aref, Dylan Xavier, Natasha Lucas, Steven G. Williams, Jennifer M.S. Koh, Rebecca C. Poulos, Yangxiu Wu, Michael Dausmann, Karen L. MacKenzie, Adriana Aguilar‐Mahecha, Carolina Armengol, Maria Manuela Barranco, , Roger R. Reddel

ProCanFDL uses federated deep learning to subtype cancers using proteomic data while preserving privacy, achieving performance gains over local models.

Cancer Discovery · Jun 9, 2025Peer-reviewedCancer Biology