snap-stanford / SATURN

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Within species integration #40

Closed cadyyuheng closed 8 months ago

cadyyuheng commented 8 months ago

I was trying to apply Saturn for mouse and human dataset integration. However, for either human or mouse individual species, our datasets are from multiple animals, experiments, and SC technologies (the same tissue). I wonder for this case, what would be the recommended practice for analysis. Do we need to conduct any pre-processing to remove batch effects within the same species? Or can we simply cluster each individual dataset, aggregate datasets into one species-specific one with dataset-specific cluster label, and then use Saturn to integrate across two species?

Thanks!

Yanay1 commented 8 months ago

I think this option:

Or can we simply cluster each individual dataset, aggregate datasets into one species-specific one with dataset-specific cluster label, and then use Saturn to integrate across two species?

Is probably the simplest solution.