Top 40
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Systems biology
Inferring signaling and interaction networks from phosphoproteomic and proteomic data
Recent benchmarking and time-resolved differential network models test whether inferred protein and kinase networks recover true structure.
Single-cell
Fusing histology and spatial transcriptomics to refine single-cell tissue measurements
Computational fusion of histology, spatial and single-cell data now corrects what each modality captures alone.
Tools & infrastructure
Reusable software for multi-omics, spatial, single-cell and regulatory data analysis
Recent tools package specialised omics analyses as interactive or scriptable software, lowering barriers to reuse across datasets.
ML / AI methods
Learned representations tested for cross-setting transfer in biological prediction
Cross-cohort and cross-modality generalization, rather than in-sample accuracy, is becoming the test for learned biological representations.
Tools & infrastructure
Tools map RNA-protein binding, transcript quantification, and translational control
Recent benchmarks and pipelines assess RNA-binding, transcript quantification, and translation methods on real and simulated data across species.