Data & ReproProtein Structure & DesignFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
CE

cell-free-expression

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).

OpenClawNanoClawAnalysisReproductioncell-free-expression🔬 omics & computational biologyprotein structure & designguidance

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/cell-free-expression

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Source Doc

Excerpt From SKILL.md

Codons to Avoid in E. coli CFPS

CodonAmino AcidIssuetRNA Abundance
AGGArgVery rare, stalling0.2%
AGAArgVery rare, stalling0.4%
CUALeuLow abundance0.4%
AUAIleRare0.5%
CGAArgInefficient decoding0.6%
CCCProCan cause pausing0.5%
GGAGlyModerate1.1%

Design Rules

  1. First 30 codons: Most critical - use only high-frequency codons
  2. Rare codon clusters: Avoid 2+ rare codons within 10 nt
  3. Rare codon content: Keep overall <5% of coding sequence
  4. GC content: Target 40-60% for balanced expression
  5. Avoid runs: No >6 consecutive G or C residues (secondary structure)
  6. Strategic slow codons: Place rare codons between domains (aids folding!)

When to Use Rare Codons

  • Domain boundaries (allow cotranslational folding)
  • Before complex structural elements
  • When protein is prone to misfolding

Use cases

  • 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).

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

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