TrendBio

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BACKFILLED Code and industry signals are partial for backfilled days.

Rank 1

Single-cell

Computational inference bridges sparse spatial and single-cell measurements

Foundation-model priors and optimal transport are now paired with spatial and single-cell data to bridge sparse, unpaired, or weakly anchored measurements.

12 preprints · 9 published · ↑ 3.4× vs 4-wk avg
Rank 2

ML / AI methods

Learned models predict antibody-antigen binding from sequence and structure features

Protein language model embeddings and public repertoire data now enable sequence-only antibody affinity and specificity prediction.

4 preprints · 3 published · ↑ 3.3× vs 4-wk avg
Rank 3

Tools & infrastructure

Open tools automate quantitative measurement of cell and tissue images

Recent open-source releases automate quantification across scratch assays, 3D mitochondrial networks, vessels, and holographic images.

1 preprint · 3 published · ↑ 1.9× vs 4-wk avg
Rank 4

ML / AI methods

Benchmarks expose robustness and reproducibility gaps in biological machine learning…

Recent benchmarks and audits test whether foundation models and ML pipelines in omics hold up under distribution shift and reproducibility checks.

6 preprints · 2 published · ↑ 1.8× vs 4-wk avg
Rank 5

Tools & infrastructure

Open-source tools for reusing, subsampling and assembling sequencing reads

Recent preprints and publications release open-source tools for large sequencing datasets, from uniformly processed RNA-seq access to long-read assembly.

3 preprints · 3 published · ↑ 1.7× vs 4-wk avg