Author

Y. L. Chow

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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Pharmacology & Toxicology· 1

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Research Focus:cell type annotation· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Assay:imaging· 1 Research Focus:perturbation response prediction· 1 Approach:variational autoencoder· 1

Frequent Co-Authors

A. E. Carpenter· 1 shared G. P. Way· 1 shared S. Singh· 1 shared

Activity by Year

2021-2021 · peak 1/yr

Co-Author Collaboration Network

3 top collaborators · 3 mutual co-author links

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1 shared paperPharmacology & Toxicology

A. E. Carpenter

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1 paper

Recent·Most cited

Predicting drug polypharmacology from cell morphology readouts using variational autoencoder latent space arithmetic

Y. L. Chow, S. Singh, A. E. Carpenter, G. P. Way

This paper uses VAEs to predict drug polypharmacology from cell morphology data and gene expression, finding that beta-VAE and MMD-VAE better disentangle morphology signals.

bioRxiv · Sep 2, 2021Pharmacology & Toxicology