Special Topic: AI for Biology
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Keywords: biological sequence and multimodal data; large language model; genome; transcriptome; proteome
Cite as: Wang T, Luo Z Y. Large language models transform biological research: from architecture to utilization. Sci China Inf Sci, 2025, 68(7): 170101, doi: 10.1007/s11432-024-4466-3

Special Topic: AI for Biology
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AI in drug development: advances in response, combination therapy, repositioning, and molecular design
Qi R, Liu S J, Hui X Q, et al
Sci China Inf Sci, 2025, 68(7): 170102
Keywords: artificial intelligence; deep learning; drug research; drug repositioning; genomic data
Cite as: Qi R, Liu S J, Hui X Q, et al. AI in drug development: advances in response, combination therapy, repositioning, and molecular design. Sci China Inf Sci, 2025, 68(7): 170102, doi: 10.1007/s11432-024-4461-0

Special Topic: AI for Biology
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Self-supervised learning in drug discovery
Chen Y Y, Wang Z X, Wang J M, et al
Sci China Inf Sci, 2025, 68(7): 170103
Keywords: drug discovery; self-supervised learning; drug representation
Cite as: Chen Y Y, Wang Z X, Wang J M, et al. Self-supervised learning in drug discovery. Sci China Inf Sci, 2025, 68(7): 170103, doi: 10.1007/s11432-024-4453-4

Special Topic: AI for Biology
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Molecular pretraining models towards molecular property prediction
Qiao J B, Gao W J, Jin J R, et al
Sci China Inf Sci, 2025, 68(7): 170104
Keywords: molecular pretraining models; molecular property prediction; graph neural network; GNN; graph Transformer; PubChem; MoleculeNet
Cite as: Qiao J B, Gao W J, Jin J R, et al. Molecular pretraining models towards molecular property prediction. Sci China Inf Sci, 2025, 68(7): 170104, doi: 10.1007/s11432-024-4457-2

Special Topic: AI for Biology
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From intention to implementation: automating biomedical research via LLMs
Luo Y, Shi L H, Li Y H, et al
Sci China Inf Sci, 2025, 68(7): 170105
Keywords: biomedical research; AI for research; large language models; multi-agent systems; automation
Cite as: Luo Y, Shi L H, Li Y H, et al. From intention to implementation: automating biomedical research via LLMs. Sci China Inf Sci, 2025, 68(7): 170105, doi: 10.1007/s11432-024-4485-0

Special Topic: AI for Biology
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OntoGene: knowledge-enhanced BERT for promoter identification
Li Y, Gao M L, Bian J L, et al
Sci China Inf Sci, 2025, 68(7): 170106
Keywords: promoter identification; knowledge enhancement; knowledge graph; BERT
Cite as: Li Y, Gao M L, Bian J L, et al. OntoGene: knowledge-enhanced BERT for promoter identification. Sci China Inf Sci, 2025, 68(7): 170106, doi: 10.1007/s11432-024-4481-9