Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation

• Evolutionary innovation within conserved gene regulatory networks underlying biomineralized skeletons in Bilateria.

  PMID 41556888 · PMC12862220 · Molecular biology and evolution · 2026 · 8 claims · 6 setups

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  A biphasic regulatory program orchestrates larval and adult shell formation in Crassostrea nippona, involving coordinated activity of ancient transcription factors and dynamic chromatin remodeling

  crassostrea iso-seq rna-seq atac-seq

• Transcriptomic and chromatin accessibility profiling unveils new regulators of heat hormesis in Caenorhabditis elegans.

  PMID 41719228 · PMC12923026 · PLoS biology · 2026 · 7 claims · 6 setups

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  A 30°C 6-hour priming regimen significantly enhances thermotolerance and survival after subsequent heat shock in both WT and glp-1(ts) C. elegans

  elegans thermotolerance survival rna-seq

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

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  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

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  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• pSTIING: a 'systems' approach towards integrating signalling pathways, interaction and transcriptional regulatory networks in inflammation and cancer.

  PMID 16381926 · PMC1347407 · Nucleic acids research · 2006 · 8 claims · 3 setups

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  pSTIING is a publicly accessible web-based knowledgebase integrating protein-protein, protein-lipid, protein-small molecule interactions, transcriptional regulatory associations, ligand-receptor-cell type information, and signal transduction modules, with a focus on inflammation, cell migration and cancer.

  model gene molecular sequence clustering literature

• Sequencing mRNA from cryo-sliced Drosophila embryos to determine genome-wide spatial patterns of gene expression.

  PMID 23951250 · PMC3741199 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 67

  Cryosectioning single blastoderm-stage D. melanogaster embryos along the A–P axis and sequencing mRNA from each slice yields reliable genome-wide spatial expression patterns.

  single methanol-fixed reads slice mrna-seq light-microscopy read

• Nucleosome regulatory dynamics in response to TGFβ.

  PMID 24771338 · PMC4066760 · Nucleic acids research · 2014 · 8 claims · 7 setups

  Has reproduction · 59

  SuMMIt, a Bayesian strand-based mixture model requiring support from both ends of sequenced fragments, enables precise nucleosome mid-position calling, fuzziness scoring and between-condition change detection.

  hepatocellular hepg2 130-bp mnase strand-specific taqman

• FastMDAnalysis: Software for Automated Analysis of Molecular Dynamics Trajectories.

  PMID 41904781 · PMC13033318 · Journal of computational chemistry · 2026 · 8 claims · 8 setups

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  FastMDAnalysis reduces code volume by >90% for standard MD analysis workflows compared to bespoke scripting

  bundled rmsd rmsf radius

• A longitudinal, multi-omic atlas reveals the emergence of a spatially organized immunosuppressive ecosystem in resistant melanoma.

  PMID 41916292 · PMC13130630 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Resistant tumors undergo convergent evolution toward a shared, spatially organized immunosuppressive ecosystem despite genetic heterogeneity.

  longitudinal rois tumor exome rna-seq nanostring

• Pseudotimecascade Visualizes Gene Expression Cascade in Pseudotime Analysis.

  PMID 41939293 · PMC13047748 · Computational and structural biotechnology journal · 2026 · 8 claims · 6 setups

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  Pseudotimecascade jointly analyzes multiple genes to uncover their relative temporal ordering and stage-specific activation patterns along pseudotime.

  bone genes same scrna-seq single-sample gene

• Advancing codon language modeling with synonymous codon constrained masking.

  PMID 41736545 · PMC12956333 · Nucleic acids research · 2026 · 8 claims · 7 setups

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  SynCodonLM introduces synonymous codon-constrained masking, restricting masked-codon prediction to only synonymous codon options via logit masking before softmax

  cds syncodonlm escherichia rscu masked t-sne pca