Direct discovery · Biology · Computer science

Evo genomic model produces functional de novo genes

Experimentally active de novo anti-CRISPR proteins and toxin–antitoxin systems generated from genomic context, including sequences lacking significant similarity to known proteins.

Summary

Merchant and colleagues show that Evo can use prokaryotic genomic context to generate functional genes, including anti-CRISPR proteins and toxin–antitoxin systems with limited or no significant similarity to known proteins. The generated sequences were tested experimentally and the authors released a large synthetic-sequence resource.

AI role

The Evo genomic language model generated novel gene sequences conditioned on genomic-context prompts for desired biological functions.

Narrative role

This is a distinct direct-discovery follow-up to the existing Evo 2 model milestone because it demonstrates experimentally active, function-guided genomic designs rather than foundation-model scaling alone.

Caveat

The validation concerns prokaryotic functions and selected assays; many generated sequences can be non-functional, and genomic-context conditioning does not yet generalize to most eukaryotic design tasks.

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