dms-vep / SARS-CoV-2_XBB.1.5_spike_DMS

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XBB.1.5 ACE2 binding correlation to BA.2 and yeast DMS #75

Closed Bernadetadad closed 6 months ago

Bernadetadad commented 6 months ago

@jbloom one reviewer is asking for explanation why correlation between yeast DMS and XBB.1.5 ACE2 binding is significantly worse than that between yeast DMS and BA.2 ACE2 binding.

I think it has something to do with XBB.1.5 RBD itself, specifically, I wonder if somehow XBB.1.5 RBD is more "sensitive" to the binding changes caused by RBD movement. The reason I wonder this is because XBB.1.5 and BA.2 library measurements don't have great correlation, but XBB.1.5 full spike and XBB.1.5 RBD only library binding correlated really well. I also think that a lot of sites that are off diagonal in these correlation plots are the ones that we would think are involved in modulating RBD movement - which would explain why correlation with yeast data is not great and if my hypothesis is correct would also explain why correlation with BA.2 library is not great.

To that end, I wonder if we could make a correlation plots between XBB.1.5 full spike library ACE2 binding and BA.2/yeast ACE2 binding and colour the point by R values for ACE2 binding vs serum escape? This might need to be filtered to show only sites that has some minimum number of mutations measured otherwise it may be quite noisy.

Bernadetadad commented 6 months ago

This would of course be much easier to confirm if I had good BA.2 serum mapping, sadly most of it due to spike in issues is not great. But for very potent sera where VSV-G neutralization was likely less of an issue like it really does seems that these sites that we would think important for RBD modulation have far less/no effects. E.g. https://dms-vep.org/SARS-CoV-2_Omicron_BA.2_spike_DMS_sera_and_mAbs/405C_escape_plot.html

jbloom commented 6 months ago

As we discussed, a better way to do this may be to separate RBD into ACE2 proximal versus distal sites. Are you able to make a stratification of sites along those lines?

Bernadetadad commented 6 months ago

yes, I think we have a notebook that does it already so I can figure it out from there.

Bernadetadad commented 6 months ago

Closing as it's solved with #81