Top 40
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Systems biology
Network and machine-learning models link omics profiles to cancer phenotypes
Graph, network, and sparse-learning models now map multi-omics and single-cell profiles onto survival, metabolic, and drug-response phenotypes in cancer.
Tools & infrastructure
Packaged software makes curated omics and neuroimaging data analysis-ready
Processed and curated datasets are now distributed as R, Python, and Shiny tools that pair standardized metadata with analysis layers.
Systems biology
Continuum and agent models link cell-scale traits to bacterial population outcomes
Recent preprints and a published study use multiscale models to connect bacterial competition, range expansion, and antibiotic or phage treatment to…
ML / AI methods
Biomedical image deep learning: reproducible evaluation and cross-cohort generalization
Recent preprints pair open AutoML tooling and new datasets with challenge results showing top methods degrade on unseen cohorts.
ML / AI methods
Machine learning models predict drug synergy, perturbation and cell-line responses
Recent preprints and publications benchmark encodings and uncertainty methods for predicting drug, cell, and gene perturbation responses.