๐Ÿ”ฌ Chai๋ž€?

Chai docking structure prediction ๋‹จ๋ฐฑ์งˆ ๊ตฌ์กฐ ์˜ˆ์ธก ๊ฒฐํ•ฉ ์˜ˆ์ธก ligand glycan

Chai๋Š” ๋‹จ๋ฐฑ์งˆ ๊ตฌ์กฐ ์˜ˆ์ธก๊ณผ ligand, glycan๊ณผ์˜ ๊ฒฐํ•ฉ ๊ตฌ์กฐ๋ฅผ ๋™์‹œ์— ์˜ˆ์ธกํ•˜๋Š” AI ๊ธฐ๋ฐ˜ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋„๊ตฌ์ž…๋‹ˆ๋‹ค. Diffusion ๊ธฐ๋ฐ˜์˜ Transformer ์•„ํ‚คํ…์ฒ˜๋ฅผ ์‚ฌ์šฉํ•˜๋ฉฐ, ์œ ์—ฐํ•œ ๋‹จ๋ฐฑ์งˆ ๊ตฌ์กฐ๊นŒ์ง€ ๋ฐ˜์˜ํ•˜์—ฌ ์ •ํ™•ํ•œ docking ์˜ˆ์ธก์ด ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.

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๋ชฉ์ฐจ

Chai ๋Š” ๋‹จ๋ฐฑ์งˆ๊ณผ ligand ๋˜๋Š” glycan ๊ฐ„์˜ ๊ฒฐํ•ฉ ๊ตฌ์กฐ(docking) ๋ฅผ ์˜ˆ์ธกํ•˜๋Š” AI ๊ธฐ๋ฐ˜ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๋„๊ตฌ ์ž…๋‹ˆ๋‹ค. Transformer ๋ฐ Diffusion ๋ชจ๋ธ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•˜๋ฉฐ, ๋‹จ๋ฐฑ์งˆ ๊ตฌ์กฐ ์˜ˆ์ธก๊ณผ docking์„ ๋™์‹œ์— ์ˆ˜ํ–‰ ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ์ด ํฐ ํŠน์ง•์ž…๋‹ˆ๋‹ค.

์ฐธ๊ณ : Chai๋Š” ๋‚ด๋ถ€์ ์œผ๋กœ Boltz ๊ณ„์—ด์˜ equivalent transformer ๊ตฌ์กฐ์™€ diffusion ๋ชจ๋ธ์„ ๊ฒฐํ•ฉํ•˜์—ฌ, ๋‹จ๋ฐฑ์งˆ์˜ ์œ ์—ฐ์„ฑ๊นŒ์ง€ ๊ณ ๋ คํ•œ ์ •๋ฐ€ํ•œ ์˜ˆ์ธก์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค.

๐Ÿงช ์šฐ๋ฆฌ ํ”Œ๋žซํผ์—์„œ ์–ด๋–ป๊ฒŒ ์ œ๊ณต๋˜๋‚˜์š”?

์šฐ๋ฆฌ ํ”Œ๋žซํผ์—์„œ๋Š” Chai๋ฅผ ์ง๊ด€์ ์ธ UI๋กœ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ณต์žกํ•œ ํŒŒ๋ผ๋ฏธํ„ฐ ์„ค์ • ์—†์ด, ๋‹จ๋ฐฑ์งˆ ์„œ์—ด๊ณผ ligand/glycan ์ •๋ณด๋ฅผ ์ž…๋ ฅํ•˜๋Š” ๊ฒƒ๋งŒ์œผ๋กœ ๋ณตํ•ฉ์ฒด ๊ตฌ์กฐ ์˜ˆ์ธก์„ ๊ฐ„ํŽธํ•˜๊ฒŒ ์ˆ˜ํ–‰ ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

์˜ˆ์ธก ๊ฒฐ๊ณผ๋Š” ๊ตฌ์กฐ๋ฟ ์•„๋‹ˆ๋ผ ๋‹ค์–‘ํ•œ ์ •๋Ÿ‰ ์ง€ํ‘œ ์™€ ์‹œ๊ฐํ™” ์ž๋ฃŒ๊นŒ์ง€ ํ•จ๊ป˜ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ“ ์‚ฌ์šฉ ๋ฐฉ๋ฒ• ์•ˆ๋‚ด

1. ์ž‘์—… ์ด๋ฆ„ ์ง€์ •

  • ์˜ˆ: Chai_docking_test1

2. ์ž…๋ ฅ ๋ฐฉ์‹ ์„ ํƒ

  • ๋‹จ๋ฐฑ์งˆ ์„œ์—ด (FASTA ํ˜•์‹)
  • Glycan ์„œ์—ด (CCD ํ˜•์‹) ๋˜๋Š” ์†Œ๋ถ„์ž ๊ตฌ์กฐ (SMILES ํ˜•์‹)

3. ํŒŒ๋ผ๋ฏธํ„ฐ ์„ค์ •

  • ๋ณ„๋„ ์„ค์ • ํ•„์š” ์—†์Œ (๊ธฐ๋ณธ๊ฐ’ ์ž๋™ ์ ์šฉ)

4. ๊ฒฐ๊ณผ ํ™•์ธ

  • ๋ณตํ•ฉ์ฒด ๊ตฌ์กฐ (PDB ํ˜•์‹)
  • ์ฃผ์š” ์˜ˆ์ธก ์ง€ํ‘œ ์ œ๊ณต
์ง€ํ‘œ์„ค๋ช…
aggregate_score์˜ˆ์ธก ํ’ˆ์งˆ์„ ์ข…ํ•ฉํ•œ ์ ์ˆ˜ (๋†’์„์ˆ˜๋ก ์ข‹์Œ)
chain_chain_clashes์ฒด์ธ ๊ฐ„ ์ถฉ๋Œ ์ˆ˜ (0์ผ์ˆ˜๋ก ์ข‹์Œ)
iptm๋‘ ์ฒด์ธ ๊ฐ„ ์ƒ๋Œ€ ์œ„์น˜ ์˜ˆ์ธก ์ •ํ™•๋„ (1์— ๊ฐ€๊นŒ์šธ์ˆ˜๋ก ์ข‹์Œ)
ptm๋‹จ๋ฐฑ์งˆ ์ž์ฒด ๊ตฌ์กฐ ์˜ˆ์ธก ์ •ํ™•๋„
  • MSA coverage plot๋„ ํ•จ๊ป˜ ์ œ๊ณต๋˜์–ด, ์˜ˆ์ธก ์‹ ๋ขฐ๋„๋ฅผ ์‹œ๊ฐ์ ์œผ๋กœ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
Job Name: Chai_docking_test1
์ž…๋ ฅ๊ฐ’ ์˜ˆ์‹œ:
Protein FASTA: >sp|P12345|...
Ligand SMILES: CCOC(=O)C1=CC=CC=C1

๐Ÿงฌ ๋ถ„์„ ๊ฒฐ๊ณผ ํ™œ์šฉ ์˜ˆ์‹œ

  • ์‹ ์•ฝ๊ฐœ๋ฐœ ์ดˆ๊ธฐ ๋‹จ๊ณ„ ์—์„œ ligand์™€ ๋‹จ๋ฐฑ์งˆ์˜ ๊ฒฐํ•ฉ ๊ตฌ์กฐ๋ฅผ ๋น ๋ฅด๊ฒŒ ์˜ˆ์ธก ๊ฐ€๋Šฅ
  • ํƒ€๊ฒŸ ๊ฒ€์ฆ ๊ณผ์ •์—์„œ glycan์ด๋‚˜ ์ €๋ถ„์ž ํ™”ํ•ฉ๋ฌผ๊ณผ์˜ ์ƒํ˜ธ์ž‘์šฉ ๊ตฌ์กฐ ๋ถ„์„
  • ๋Œ์—ฐ๋ณ€์ด ๋‹จ๋ฐฑ์งˆ์˜ ๊ฒฐํ•ฉ ๋ณ€ํ™” ์˜ˆ์ธก์„ ํ†ตํ•œ ๊ธฐ๋Šฅ ๋ถ„์„

โš ๏ธ ์ฃผ์˜์‚ฌํ•ญ

ํ•ญ๋ชฉ๋‚ด์šฉ
์ž…๋ ฅ ํ˜•์‹๋‹จ๋ฐฑ์งˆ์€ FASTA, glycan์€ CCD, ์†Œ๋ถ„์ž๋Š” SMILES ํ˜•์‹ ํ•„์š”
ํ•„์ˆ˜ ์ž…๋ ฅ๋‹จ๋ฐฑ์งˆ + ligand/glycan ์ •๋ณด ๋ชจ๋‘ ํ•„์š”
๋ถ„์„ ์‹œ๊ฐ„๋ณต์žก์„ฑ์— ๋”ฐ๋ผ ์ˆ˜ ๋ถ„~์ˆ˜์‹ญ ๋ถ„ ์†Œ์š”๋  ์ˆ˜ ์žˆ์Œ
ํ•ด์„ ์œ ์˜์ iptm, ptm ๋“ฑ ์ง€ํ‘œ๋ฅผ ์ข…ํ•ฉ์ ์œผ๋กœ ํŒ๋‹จํ•˜์—ฌ ์‹ ๋ขฐ๋„ ํ‰๊ฐ€ ํ•„์š”

โœ… ๋งˆ๋ฌด๋ฆฌ

Chai๋Š” ๋‹จ๋ฐฑ์งˆ ๊ตฌ์กฐ ์˜ˆ์ธก๊ณผ ๊ฒฐํ•ฉ ๊ตฌ์กฐ ์˜ˆ์ธก์„ ๋™์‹œ์— ์ˆ˜ํ–‰ํ•˜๋Š” ๊ฐ•๋ ฅํ•œ ๋„๊ตฌ ์ž…๋‹ˆ๋‹ค. Diffdock์ด๋‚˜ RFdiffusion๊ณผ์˜ ๋น„๊ต ๋ถ„์„์—๋„ ์œ ์šฉํ•˜๋ฉฐ, DLKcat์ด๋‚˜ Boltz-2 ๋“ฑ๊ณผ์˜ ์—ฐ๊ณ„ ๋ถ„์„๋„ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.

์ง€๊ธˆ ๋ฐ”๋กœ Chai ๋ถ„์„ ํŽ˜์ด์ง€์—์„œ ์ง์ ‘ ์‚ฌ์šฉํ•ด๋ณด์„ธ์š”!


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