# Machine learning-guided evolution of pyrrolysyl-tRNA synthetase for improved incorporation efficiency of diverse noncanonical amino acids

> Research article (Nature Communications, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4412521318](https://www.wikidata.org/wiki/openalex:W4412521318)  
**Source**: https://4ort.xyz/entity/machine-learning-guided-evolution-of-pyrrolysyl-trna-synthetase-for-improved-incorporation-efficiency-of-diverse-noncano