Author

Brooke Howitt

Stanford University

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

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Organism:human· 1 Assay:scRNA-seq· 1

Frequent Co-Authors

Andrew J. GentlesiD· 1 shared Brooks A. BenardiD· 1 shared Ilayda IlerteniD· 1 shared Reem Al-Humadi· 1 shared Ruohan WangiD· 1 shared Sabrina ZdravkoviciD· 1 shared Sahar NasriD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 21 mutual co-author links

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1 shared paperBioinformatics

Andrew J. GentlesORCID

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1 paper

Recent·Most cited

Deep-learning-driven tumor microenvironment profiling improves immunotherapy response prediction

Ruohan Wang, Brooks A. Benard, Ilayda Ilerten, Sabrina Zdravkovic, Reem Al-Humadi, Sahar Nasr, Brooke Howitt, Andrew J. Gentles

EcoNet improves immunotherapy response prediction by modeling tumor microenvironment signaling networks, outperforming existing methods in AUC and stratifying ccRCC patients by clinical outcome.

bioRxiv · Oct 13, 2026 · PreprintBioinformatics