Gabriel Rocklin
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grocklin.bsky.social
Gabriel Rocklin
@grocklin.bsky.social
Digests proteins. High-throughput protein biophysics and design, Northwestern University. www.rocklinlab.org
Chicago!
July 3, 2025 at 3:54 AM
Even with this much data, we found it difficult to predict cooperativity in our domains. Maybe you can do better!! Still, we tried designing mutations that could increase the cooperativity of two of our low cooperativity domains. We found a few! (tho the effects were fairly small)
March 26, 2025 at 4:21 PM
But, the trend with stability was the opposite- the more compact domains actually had slightly lower global stability! We think this is because of a tradeoff: higher compactness promotes cooperativity, but forces greater alanine content and fewer large hydrophobics, decreasing stability.
March 26, 2025 at 4:21 PM
Different features of the domains influenced stability and cooperativity in different ways-and sometimes oppositely. For example, more compact helical bundles were more cooperative (more uniform stability across the full domain). Less compact domains had more fluctuations affecting some residues.
March 26, 2025 at 4:21 PM
We wanted to simplify these multidimensional measurements, so we defined a "cooperativity scale" quantifying the conformational fluctuations in each domain, compared to a "typical" domain with the same stability. Some domains have few fluctuations, some have many- we can see the whole landscape!
March 26, 2025 at 4:21 PM
These differences in dynamics occur in natural domains as well! In these LysM domains, the dark blue domain has low stability helix 2, compared to the green domain which has ~uniform stability across all secondary structures.
March 26, 2025 at 4:21 PM
By analyzing these proteins with HDX NMR, we found that the third helix in the blue domain is highly dynamic - it can "open up" (exchange H for D) even while the other two helices stay folded.
March 26, 2025 at 4:21 PM
For example, these designed helical bundle domains have almost identical (predicted) structures, but they have very different distributions of stability in our assay. The blue protein has the highest stability residues overall, but the orange protein has more residues with stabiliy > 4 kcal/mol.
March 26, 2025 at 4:21 PM
These experiments reveal the distribution of stability (or "opening energy") for all the different residues in each domain. Some domains have relatively uniform stability for all residues. But other domains look very different- they have a mix of high and low stability residues.
March 26, 2025 at 4:21 PM
It's never been possible to analyze conformational dynamics in high-throughput, so we developed a new approach. We create customized "synthetic proteomes" of domains, then use hydrogen-deuterium exchange mass spec to measure the energies of fluctuations in all the domains at the same time!
March 26, 2025 at 4:21 PM
Small proteins can be more complex than they look!

We know proteins fluctuate between different conformations- but by how much? How does it vary from protein to protein? Can highly stable domains have low stability segments? @ajrferrari.bsky.social experimentally tested >5,000 domains to find out!
March 26, 2025 at 4:21 PM
March 18, 2025 at 3:44 AM
March 18, 2025 at 3:44 AM
@standupforscience.bsky.social Science saves lives
March 7, 2025 at 7:47 PM
Chicago!!!
March 7, 2025 at 6:35 PM
Four planets over Lincoln Park 6pm
January 29, 2025 at 2:37 PM
January 28, 2025 at 3:20 AM
Then in comes Pauling…
December 31, 2024 at 3:54 AM
Of course it’s science!

I was interested to learn in “Cathedrals of Science” that initially quantum theory didn’t appeal to chemists because it was too mathematical and didn’t explain anything. Just equations!
December 31, 2024 at 3:53 AM
Never trust an experiment until it's been confirmed by theory ;)
December 30, 2024 at 10:10 PM
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