Top 40
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Single-cell
Standardized computational tools integrate spatially resolved omics across modalities
Growing spatial and single-cell datasets demand reproducible QC, benchmarking, and alignment methods that preserve tissue context across platforms.
Single-cell
Learned models reconstruct cell dynamics and tissue perturbations from single-cell data
Spatially resolved and time-resolved single-cell data now support mechanistic and interpretable models of population dynamics and tissue organization.
Tools & infrastructure
Tools standardize, visualize, and analyze macromolecular structure and sequence data
Published and preprint tools now make EMDB/EMPIAR metadata, glycan nomenclature, and macromolecular interfaces directly computable.
ML / AI methods
Computational reduction of multi-omic data into prioritised, interpretable outputs
Tensor, feature-selection, and LLM-based tools now distil multi-omic and drug-response data into usable biomarker and target shortlists.
ML / AI methods
Structure-conditioned generative and predictive models for protein design and binding
Structure-aware generative and predictive models now target protein design, docking, affinity, and variant effects with leakage-free training.