Adaptyv
Adaptyv is a cloud laboratory platform that provides automated protein testing and validation services. Submit protein sequences via API or…
Maintainer FreedomIntelligence · Last updated April 1, 2026
Guidance for cell-free protein synthesis (CFPS) optimization. Use when: (1) Planning CFPS experiments, (2) Troubleshooting low yield or aggregation, (3) Optimizing DNA template design for CFPS, (4) Expressing difficult proteins (disulfide-rich, toxic, membrane).
Original source
https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/cell-free-expression
Skill Snapshot
Source Doc
| Codon | Amino Acid | Issue | tRNA Abundance |
|---|---|---|---|
| AGG | Arg | Very rare, stalling | 0.2% |
| AGA | Arg | Very rare, stalling | 0.4% |
| CUA | Leu | Low abundance | 0.4% |
| AUA | Ile | Rare | 0.5% |
| CGA | Arg | Inefficient decoding | 0.6% |
| CCC | Pro | Can cause pausing | 0.5% |
| GGA | Gly | Moderate | 1.1% |
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