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).

• Cross-species prediction reveals chromatin regions with increased accessibility in humans.

  PMID 41984952 · PMC13082337 · Science advances · 2026 · 8 claims · 8 setups

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  CNNs trained exclusively on human ATAC-seq data achieve cross-species prediction performance in chimpanzees and macaques comparable to species-specific models

  lymphoblastoid prefrontal six chimpanzee bulk single-cell cnn

• Early feature extraction drives model performance in high-resolution chromatin accessibility prediction.

  PMID 41526189 · PMC12951969 · Genome research · 2026 · 8 claims · 6 setups

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  Early feature extraction (via ConvNeXt V2 blocks), rather than downstream architecture type, is the primary determinant of prediction accuracy in high-resolution chromatin accessibility prediction.

  lines cancer sets gm12878 atac-seq peak input-shift

• CLAMP: predicting specific protein-mediated chromatin loops in diverse species with a chromatin accessibility language model.

  PMID 41555433 · PMC12903630 · Genome biology · 2026 · 8 claims · 8 setups

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  CLAMP, a chromatin-accessibility language model, predicts protein-mediated chromatin loops across 10 species, 18 proteins, and 24 cell types with superior performance versus existing methods.

  species gm12878 types chromatin cross-protein cross-cell-type

• High-throughput chromatin information enables accurate tissue-specific prediction of transcription factor binding sites.

  PMID 18988630 · PMC2662491 · Nucleic acids research · 2009 · 8 claims · 8 setups

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  Incorporating H3K4me3 chromatin modification estimates greatly improves the accuracy of in silico prediction of in vivo TF binding for a wide range of TFs in human and mouse

  embryonic neural t-cells mm8 chip-seq chip-chip pwm

• Hi-Compass: a depth-aware deep learning framework for predicting cell-type-specific 3D genome organization from single-cell to spatial resolution.

  PMID 41980945 · PMC13250166 · Nature communications · 2026 · 8 claims · 8 setups

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  Hi-Compass predicts cell-type-specific Hi-C contact maps using only ATAC-seq as cell-type-specific input, plus DNA sequence and a generalized CTCF binding profile

  gm12878 curated bulk training hi-c ctcf matched

• Machine learning-predicted chromatin organization landscape across pediatric tumors.

  PMID 41904260 · PMC13039956 · Scientific reports · 2026 · 8 claims · 5 setups

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  SuPreMo-Akita (built on the Akita CNN) enables systematic in silico prediction of somatic SV effects on 3D genome folding across large SV cohorts where experimental testing is infeasible

  somatic per-sample tumor paired mutagenesis dimensionality h3k27ac

• PReMod: a database of genome-wide mammalian cis-regulatory module predictions.

  PMID 17148480 · PMC1761432 · Nucleic acids research · 2007 · 8 claims · 3 setups

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  PReMod is a database of genome-wide predicted cis-regulatory modules (pCRMs) for the human and mouse genomes.

  genome chip-chip comparative

• Features affecting Cas9-induced editing efficiency and patterns in tomato: evidence from a large CRISPR dataset.

  PMID 41877594 · PMC13014117 · The Plant journal : for cell and molecular biology · 2026 · 8 claims · 5 setups

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  Chromatin accessibility significantly increases editing efficiency, with higher editing at targets in accessible versus inaccessible chromatin.

  tomato analysis using pcr mars-seq atac-seq

• Genome-wide prediction of DNase I hypersensitivity using gene expression.

  PMID 29051481 · PMC5715040 · Nature communications · 2017 · 8 claims · 5 setups

  Has reproduction · 79

  Gene expression can, to a large extent, predict genome-wide DNase I hypersensitivity (chromatin accessibility)

  distinct same training encode dnase-seq exon bird

• Alu-mediated RNA duplexes are associated with widespread exon skipping across primate transcriptomes.

  PMID 41882679 · PMC13019944 · Genome biology · 2026 · 8 claims · 7 setups

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  The majority of long-range intronic RNA duplexes detected genome-wide are mediated by inverted Alu-repeat elements.

  k562 hek293t chimpanzee computational splash eclip-seq

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

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  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• Variant-resolved prediction of context-specific isoform variation with a graph-based attention model.

  PMID 41547351 · PMC13069856 · Cell genomics · 2026 · 8 claims · 8 setups

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  Otari, an attention-based graph neural network trained on long-read transcriptomes across 30 tissues/brain regions, predicts tissue-specific differential isoform abundance

  tissues genomic gtex hgmd long-read variant splice

• EPInformer: scalable and integrative prediction of gene expression from promoter-enhancer sequences with multimodal epigenomic profiles.

  PMID 41832145 · PMC13133354 · Nature communications · 2026 · 8 claims · 7 setups

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  EPInformer outperforms existing gene expression prediction models (Xpresso, CREaTor, Seq-GraphReg, Enformer, Borzoi) in rigorous 12-fold cross-chromosome validation for both RNA-seq and CAGE expression prediction

  k562 lines likely cell-type-specific rna-seq cage abc

• Gene regulatory network determinants of rapid recall in human memory CD4(+) T cells.

  PMID 41865369 · PMC13207208 · Cell reports · 2026 · 8 claims · 6 setups

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  Memory CD4+ T cells show enhanced chromatin accessibility proximal to rapid-recall genes compared to naive cells

  blood-derived computational pseudobulk cd4+ single-nuclei maxatac grn

• The TRIP12's intrinsically disordered region induces chromatin condensates and interferes with nuclear processes.

  PMID 41660270 · PMC12876695 · iScience · 2026 · 8 claims · 8 setups

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  TRIP12 overexpression induces dose-dependent formation of chromatin condensates enriched in heterochromatin marks

  hela u2os trip12 immunofluorescence cellular isoelectric

• maxATAC: Genome-scale transcription-factor binding prediction from ATAC-seq with deep neural networks.

  PMID 36719906 · PMC9917285 · PLoS computational biology · 2023 · 8 claims · 6 setups

  Has reproduction · 98

  maxATAC is a suite of deep neural network models enabling state-of-the-art, genome-scale TFBS prediction from ATAC-seq, with models for 127 human transcription factors

  lines hepg2 types single chip-seq omni-atac-seq atac-seq

• Uncertainty-aware genomic deep learning with knowledge distillation.

  PMID 41523993 · PMC12779563 · NPJ artificial intelligence · 2026 · 7 claims · 6 setups

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  DEGU distills an ensemble of teacher DNNs into a single student model by jointly predicting the ensemble mean and the variability (epistemic uncertainty) across ensemble predictions.

  drosophila k562 deepstarr starr-seq starr-seq-derived lentimpra base-resolution

• How negative sampling shapes the performance of transcription factor binding site prediction models.

  PMID 41601205 · PMC12910371 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

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  Negative sampling technique significantly impacts TFBS prediction model performance and interpretation of results

  encode same genome chip-seq atac-seq deep

• Chromosome-scale genome assembly and characterization of Saccharomycopsis schoenii, a necrotrophic predatory yeast.

  PMID 41849659 · PMC13148404 · G3 (Bethesda, Md.) · 2026 · 8 claims · 8 setups

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  Constructed a chromosome-scale genome assembly of S. schoenii using hybrid PacBio HiFi long-read sequencing and Hi-C chromatin conformation capture

  schoenii predicted pacbio hi-c rna-seq

• Sequence and chemical specificity define the functional landscape of intrinsically disordered regions.

  PMID 41688823 · PMC12904797 · Nature cell biology · 2026 · 8 claims · 8 setups

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  IDR function depends on two distinct but related properties: sequence specificity (motifs) and chemical specificity (distributed multivalent chemistry)

  cerevisiae orthologous abf1 fus1-163 plasmid anti-flag proteome-wide