Linfeng Zhao

The paper introduces MGM2, a multimodal foundation model for microbial communities that predicts responses to interventions and interprets community changes using shared representations of molecular identity and context.

MetaClaw is an auditable AI agent that performs end-to-end metagenomic and multi-omics analysis, recovering key biological markers across multiple studies.

This study develops CIRCmap to profile cell-surface and intracellular RNAs, identifies cancer-associated csRNAs, and demonstrates oligonucleotide-drug conjugates targeting these RNAs show broad antitumor activity.