Genomics and proteomics have been central to identify tumor cell populations, but more
accurate approaches to classify cell subtypes are still lacking. We propose a new …

High-resolution and multiplexed imaging techniques are giving us an increasingly detailed
observation of a biological system. However, sharing, exploring, and customizing the …

Image-based profiling has been used to analyze cell health, drug mechanism of action,
CRISPR-edited cells, and overall cytotoxicity. Cell Painting is a broadly used image-based …

In this thesis we investigate the use of deep learning for cross-modality and multi-modal
image-based profiling applications. In particular, we explore the utility of the brightfield …