Top 40
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Single-cell
Methods infer regulatory activity and chromatin contacts from sequencing data
Regulatory inference tools are now coupled to expression, chromatin contact, and single-cell and spatial multi-omic data.
Single-cell
Built-in spatial and regulatory structure in single-cell and spatial omics models
Spatial and single-cell omics tools now encode niche, regulatory, and morphological structure within the model rather than as post hoc analysis.
ML / AI methods
Deep models segment and quality-control gigapixel tissue images
Recent preprints report faster whole-slide patch extraction and cellular-resolution tissue masks for gigapixel pathology images.
Transcriptomics
Technical fidelity of RNA quantification across small, circular and edited transcripts
Absolute sncRNA quantification, circRNA artifact analysis and repeat-aware editing pipelines expose how library chemistry shapes RNA measurements.
ML / AI methods
Graph and generative models predict drug, gene, and cell-level biological relationships
Graph learning now couples biomedical knowledge graphs with explainable paths and generative models for drug and gene prediction.