Top 40
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Single-cell
Pathway and program representations are coupled to predictive gene-level inference
Recent preprints pair predictive accuracy with explicit pathway, graph, or gene-program structure for interpretable gene inference.
Tools & infrastructure
Reproducible tools for repeat genotyping, editing readouts, and federated variant sharing
Multi-platform long-read sequencing and federated rare-disease data sharing now demand reproducible, interoperable software beyond single analysis steps.
Single-cell
Spatial atlases and quantitative metrics resolve tissue architecture and rare cells
Spatial omics now pairs reference-scale atlases with metrics that correct size bias and score rare cells, extending tissue-level inference.
ML / AI methods
Clock-like readouts of brain, tissue, and aging state are being built for intervention…
Clock-style biomarkers from EEG, transcriptomes, and fMRI-based brain models now quantify biological state and predict neuromodulation response.
ML / AI methods
Smartphone video and images yield person-specific mechanical and physiological phenotypes
Low-cost smartphone capture is being paired with learned and physics-constrained models to produce individual-level biomechanical and health outputs.