HI all,
Thank you Lisa for offering those topics. Remind me after December, 2nd, and we'll make sure to assign some time to discuss and learn about whole genome assembly. It seems to me E. coli is a nice example to demonstrate the technique. Simpler than human I am sure!
I don't have any slide ready, but tomorrow I would be glad to do a live demonstration of the bioconductor CellMix package. This package takes genome-wide expression dataset, and uses cell-type-specific marker genes signature to deconvolute mixed cell-types samples and predict the proportions of each cell-types in each sample.
I will show you how the basic use of the package, and how I adapted it to deconvolute bovine samples (not supported by the package, details below.but spoiler alert for the meeting!).
See you tomorrow 25th November, 2pm, Conway Interactive Hub.
Cheers
Kevin
--------
A few more details about CellMix:
The package was developed by Renaud Gaujoux and supervised by Cathal Seoighe from NUI Galway. So far, the package contains only cell type signatures based on human and rat platforms, and largely focuses on whole blood and PBMC deconvolution. However, the package contains a converter enabling the application of this package to samples from mouse, drosophila, C. elegans, arabidopsis (thaliana), zerafish (Danio rerio), S. cerevisiae.
In addition, Renaud is open to including more deconvolution and pure cell-type expression signatures, if they prove good deconvolution accuracy.
Those of you not working with cattle may not have noticed, but cow is not listed in the comprehensive list above. Over the last few days, I mapped the human probesets used in one of their signature to bovine probesets (harder than it sounds). Now I have a fast procedure to deconvolute even species not supported by their package. Bovine deconvolution shows reasonable estimates of cell type proportions.