Charles Vaske, PhD is Founder and Principal of Vaske Genomics, a computational biology consultancy.
I love to study biology through the lens of computation, mostly in the field of genomics. I’m passionate about translating discovery all the way to practice, such as developing and getting regulatory approval for comprehensive genomic/transcriptomic profiling of tumors.
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For consulting or collaboration, contact Vaske Genomics at info@vaskegenomics.com.
Genomics provides multi-modal views of biological samples, and cancer has some of the most extreme changes compared to normal body tissues. Paradigm is a method for integrating gene expression levels, DNA methylation, protein abundance measurements, and gene copy numbers all on top of known interactions between proteins and the genome. It’s an attempt to combine all the available data with all the available knowledge of regulation in a cell.
By modeling individual genes, complexes of molecules, and gene families, we construct a factor graph that models a whole cell:

These models make predictions about activity profiles in individual tumors, which can be more informative than the source data types. For example in a Norwegian cohort of breast cancer micro-metastases, the subtyping was more informative for progression than the other data types:

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