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To: ProtectOurFreedom
Physical chemistry and x-ray crystallography was the state of the art when I was in school at UCSD in the 1974 to 1976 timeframe. Purifying and crystallizing the protein often required the better part of a year. Getting the x-ray diffraction patterns and doing the detailed analysis was even more difficult. The ability to predict the physical structure using only computational methods is a huge win.
3 posted on 06/20/2026 9:51:28 AM PDT by Myrddin
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To: Myrddin

Wow, you lived it! So the AlphaFold breakthrough must be really meaningful to you with that lived experience.


4 posted on 06/20/2026 10:04:14 AM PDT by ProtectOurFreedom ( )
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To: Myrddin

But AI-based drug discovery is not quite there yet:

From AI:

Limitations and Challenges While the technology provides high-confidence maps, it is not a first-principles physics simulator. Current challenges include dealing with protein flexibility (proteins naturally shift between shapes), the massive expanse of chemical space to search through, and the need for subsequent wet-lab testing to validate the AI-designed compounds.


10 posted on 06/20/2026 10:33:01 AM PDT by Honorary Serb (Kosovo is Serbia! Free Srpska! Abolish ICTY!)
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