Top 40
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Genomics
Truth-set benchmarks and T2T references refine variant calling accuracy
Recent work pairs curated truth sets and complete reference genomes with new callers, enabling more rigorous evaluation of variant detection.
ML / AI methods
Deep learning tools for segmenting and classifying biomedical images across modalities
Generalization across cohorts is a central concern, as MICCAI 2024 results show top perivascular segmentation methods degrade on an unseen cohort.
Single-cell
Histology as an anchor for integrating spatial omics and molecular modalities
Pretrained H&E foundation models are now used as anchors for aligning spatial omics, extending integration beyond purely molecular frameworks.
Systems biology
Optimal control and combination therapy models target bacterial and epidemic persistence
Coupling within-host dynamics, treatment schedules and transmission to population outcomes is a current modeling priority in infection biology.
Structural bio & protein design
Simulations attribute nucleic acid and nucleosome binding to defined molecular features
Simulations now link binding and partitioning outcomes to specific residues and surface charge across nucleic acid and chromatin systems.