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).

• 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

• Human-scATAC-Corpus: a comprehensive database of scATAC-seq data.

  PMID 41296545 · PMC12807747 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  Human-scATAC-Corpus is a comprehensive database of human scATAC-seq data comprising 5,407,621 cells from 35 datasets across 37 tissues or cell lines

  tissues scatac-seq five subset scatac-seq genome unified

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

  PMID 42111187 · PMC13157187 · iScience · 2026 · 8 claims · 8 setups

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  cfDNAanalyzer integrates feature extraction, feature processing/selection, and machine learning model building into a single one-command-line toolkit for cfDNA genomic sequencing data

  balanced breast healthy multi-cancer cfdna machine computational

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• 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

• Glioblastoma stem cells show transcriptionally correlated spatial organization.

  PMID 41577992 · PMC12894897 · Communications biology · 2026 · 8 claims · 5 setups

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  GSCs from different patient samples exhibit diverse, characteristic multicellular spatial patterns in culture (e.g., anisotropic vs isotropic packing, overlapping vs non-overlapping space utilization)

  patient-derived computational matched pooled phase-contrast bulk principal

• GDSim: accurate simulation for single-cell transcriptomes based on the guided diffusion model.

  PMID 41978379 · PMC13076945 · Briefings in bioinformatics · 2026 · 8 claims · 4 setups

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  GDSim, a label-guided diffusion-based deep generative network, can simulate scRNA-seq data that closely reflects the true distribution of original data

  real simulated annotated scrna-seq subtype differential

• Identification of phenotype-specific networks from paired gene expression-cell shape imaging data.

  PMID 35197309 · PMC8997347 · Genome research · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  WGCNA-derived gene coexpression modules from breast cancer cell line RNA-seq data correlate significantly with specific cell-shape features

  breast same gene identified bulk high-content regulon

• Leveraging the germ layer development patterns to predict prognosis and identify MEST as a novel therapeutic target in glioma.

  PMID 41501725 · PMC12870398 · Cancer cell international · 2026 · 7 claims · 8 setups

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  MEST is a key oncogenic GLD-related gene and a novel therapeutic target in glioma, identified via a machine learning feature selection framework

  bulk single-cell tcga glioma gsva aucell machine

• MECP2 mutations rewire human ESC fate and bias cortical lineage commitment.

  PMID 42030940 · PMC13163216 · Stem cell reports · 2026 · 8 claims · 8 setups

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  MECP2 mutations induce an early naïve-like transcriptional drift in human ESCs, marked by upregulation of ZFP42/REX1 and other naïve-enriched markers

  isogenic undifferentiated 3-month bulk bulk single-cell single-nucleus

• KRT15 identified by scRNA-Seq and machine learning as stemness regulator and prognostic biomarker in ESCC.

  PMID 41907411 · PMC13018899 · iScience · 2026 · 8 claims · 8 setups

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  A malignant epithelial subpopulation (Cluster 0) with the highest CytoTRACE stemness potential and highest EMT activity exists in ESCC scRNA-seq data

  escc degs eca109 kyse180 scrna-seq machine immunohistochemistry

• Connecting synthetic chemistry decisions to cell and genome biology using small-molecule phenotypic profiling.

  PMID 19825513 · PMC2787914 · Current opinion in chemical biology · 2009 · 8 claims · 8 setups

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  Multidimensional phenotypic profiling leverages information content from multiple parallel or multiplexed measurements of compound action on cells, unlike hierarchical screening which filters to few 'interesting' compounds.

  one nci60 cerevisiae cancer multidimensional cellular two-color

• SiCmiR Atlas: Single-Cell miRNA Landscape Reveals Hub-miRNA and Network Signatures in Human Cancers.

  PMID 41691474 · PMC13042402 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  SiCmiR, a two-layer neural network, predicts mature miRNA expression profiles from only 977 LINCS L1000 landmark genes

  tcga k562 pancreatic acth-secreting paired bulk scrna-seq-based

• CircleBase V2: an eccDNA annotation platform across cancers and species.

  PMID 41273082 · PMC12807720 · Nucleic acids research · 2026 · 8 claims · 7 setups

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  CircleBase V2 provides a 12-fold increase in human eccDNA data, comprising over 3.8 million entries from >300 cell types/tissues

  raw eccdna tissues cancer circle-seq motif gene

• Genome-wide kinetic properties of transcriptional bursting in mouse embryonic stem cells.

  PMID 32596448 · PMC7299619 · Science advances · 2020 · 8 claims · 8 setups

  Has reproduction · 57

  Transcriptional bursting kinetics is regulated by a combination of promoter- and gene body-binding proteins, including the polycomb repressive complex 2 (PRC2) and transcription elongation factors

  cast knock-in mesc mescs single-cell single-molecule flow

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.

  PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 67

  TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores

  tnbc tcga tcga-tnbc mda-mb-468 scrna-seq ssgsea unsupervised