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).

• Comparison of multidimensional shotgun technologies targeting tissue proteomics.

  PMID 19960471 · PMC3465977 · Electrophoresis · 2009 · 6 claims · 4 setups

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  CITP-based multidimensional separation achieves superior overall proteome performance (more total peptide, distinct peptide, and distinct protein identifications) than SCX/MuDPIT under matched conditions

  glioblastoma peptide shotgun spectral database

• Quantitative epigenetic co-variation in CpG islands and co-regulation of developmental genes.

  PMID 23999385 · PMC6505400 · Scientific reports · 2013 · 8 claims · 8 setups

  Has reproduction · 95

  Four epigenetic modifications (DNA methylation, H3K4me2, H3K4me3, H3K27me3) in mouse CGIs undergo combinatorial variation (co-variation) across ESCs, NPCs and adult brain during neuron differentiation.

  embryonic escs dem-cgis demg methylation chip-seq gene

• Dissecting the contribution of transposable elements to interphase chromosome structure.

  PMID 41559820 · PMC12903442 · Genome biology · 2026 · 8 claims · 5 setups

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  TE sequences are responsible for 3D genome structure in interphase nuclei

  pluripotent mesoderm hpsc hi-c chip-seq te-subset

• 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

• Machine and Deep Learning Reveal Sequence Determinants Encoding Bivalent Histone Modifications.

  PMID 41946881 · PMC13057473 · Communications biology · 2026 · 8 claims · 7 setups

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  Bivalent domains have higher GC content and stronger evolutionary conservation than monovalent regions

  embryonic mesc random bivalent chip-seq rna-seq k-mer-based

• Acetylation of H3K115 is associated with fragile nucleosomes at CpG island promoters and active regulatory sites.

  PMID 41778583 · PMC12959880 · eLife · 2026 · 8 claims · 8 setups

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  H3K115ac is enriched at the TSS of active CpG island (CGI) promoters, far more than non-CGI promoters

  embryonic mescs synthetic mesc chip-seq atac-seq dot

• Transcription elongation can be sufficient, but is not necessary, to advance replication timing.

  PMID 41876817 · PMC13121604 · EMBO reports · 2026 · 8 claims · 5 setups

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  Transcriptional elongation can causally advance RT in a rate-dependent and context-specific manner

  musculus same tre-ptn mesc repli-seq bru-seq genome-wide

• iceDP: identifying inter-chromatin engagement via density peaks clustering algorithm.

  PMID 41499218 · PMC12777978 · Briefings in bioinformatics · 2026 · 7 claims · 8 setups

  Has reproduction · 53

  iceDP uses the Density Peak clustering algorithm plus a distribution test and fold change filter to identify NHCCs from Hi-C interaction matrices while removing false positives

  olfactory embryonic tc-797 islet hi-c h3k27ac micro-c

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

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  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Single-cell ATAC-seq analysis of human embryoid bodies reveals crucial transcription factor networks involved in early germ layer specification.

  PMID 41906160 · PMC13154528 · Cell & bioscience · 2026 · 7 claims · 7 setups

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  scATAC-seq of human EBs can classify cells into the three germ layers and, via pseudotime analysis, identify 'early committed cells' at the onset of each germ layer.

  embryoid embryonic hescs single-cell mesendoderm neural

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 7 setups

  Has reproduction · 19

  Glioblastoma, ischemic stroke, and moyamoya disease share molecular biomarkers and pathways indicating a pathological interconnection

  extracellular cortical neural shared rna-seq microarray gene

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• FLYNC: a machine-learning-driven framework for discovering long noncoding RNAs in Drosophila melanogaster.

  PMID 41551930 · PMC12805895 · NAR genomics and bioinformatics · 2026 · 7 claims · 8 setups

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  FLYNC, an explainable boosting machine (EBM) model, accurately predicts the probability that a newly identified RNA transcript in D. melanogaster is a lncRNA

  melanogaster drosophila automated ebm hyperparameter

• Evaluation of classification and forecasting methods on time series gene expression data.

  PMID 33156855 · PMC7647064 · PloS one · 2020 · 8 claims · 4 setups

  Has reproduction · 74

  Deep learning based methods generally outperform traditional approaches for time series gene expression classification.

  gene gse6186 time short convolutional

• Functional genomics analysis of developing zebrafish and human endoderm reveals highly conserved cis-regulatory modules acting during vertebrate organogenesis.

  PMID 41781333 · PMC7619044 · Genome research · 2026 · 8 claims · 8 setups

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  There are few endoderm-specific CRMs; many CRMs governing pancreas development also likely act within the nervous system

  zebrafish embryonic atac-seq bulk facs

• Targeting Wnt/β-catenin and circadian regulator restores PRC2/EZH2-controlled chromatin bivalency and suppresses cell state diversity.

  PMID 41842971 · PMC13132380 · The Journal of clinical investigation · 2026 · 8 claims · 8 setups

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  PRC2i/EZH2i alone or combined with AR inhibitors induce diverse cell state programs (CSPs) that increase tumor cell invasion, metastasis, and drug resistance despite only modest suppression of tumor growth.

  lncap pca pdx clinical viability tumor ic50