Review
Open access
Jul 2026
Foundation models in omics research: a comprehensive survey
This review systematically analyzes the emerging landscape of FMs in omics research, spanning sequence modeling, cell state characterization, and multimodal integration, and proposes a roadmap for the next generation of FMs, advocating for architectures that move beyond statistical correlation to incorporate causal reasoning, temporal dynamics, and autonomous experimental validation.
Haozhe Liu, Wenhao Cai, Yizheng Sun et al.
· Briefings in Bioinformatics · 0 citations