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).

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen.

  PMID 41505094 · PMC12781895 · Nucleic acids research · 2026 · 7 claims · 6 setups

  Has reproduction · 78

  MERLIN-P-TFA network inference on 18 curated public RNA-seq datasets produced a genome-wide GRN resource for A. fumigatus called GRAsp.

  aspergillus fumigatus bulk computational chip-seq-based

• Prediction of condition-specific regulatory genes using machine learning.

  PMID 32329779 · PMC7293043 · Nucleic acids research · 2020 · 8 claims · 6 setups

  Has reproduction · 85

  ConSReg integrates expression, DAP-seq TF-DNA binding, and ATAC-seq open chromatin data into machine learning models to predict condition-specific regulatory genes

  arabidopsis zea bulk dap-seq atac-seq

• Parameter-efficient fine-tuning enables scalable transfer of regulatory sequence models to novel contexts.

  PMID 41618434 · PMC12930932 · Genome biology · 2026 · 8 claims · 7 setups

  Full-text index only

  PEFT enables accurate transfer of Borzoi to new datasets while significantly reducing GPU memory and runtime compared to joint training or full fine-tuning

  gtex encode wi-38 thp-1 bulk eqtl variant-flowfish

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Full-text index only

  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• Core transcriptional signatures of phase change in the migratory locust.

  PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups

  Has reproduction · 60

  PhaseCore genes, identified via AC-PCA across developmental, tissue, and time-course datasets, predict locust phase status (gregarious vs. solitary) with over 87.5% accuracy

  locusta bulk interference transcriptional

• 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

• Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.

  PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 75

  Meta-analysis of 21 experiments covering 58 HL conditions yielded ~218,000 DEG instances corresponding to ~19,000 unique A. thaliana genes

  arabidopsis bulk hierarchical gene

• Data driven network inference and longitudinal transcriptomics unveil dynamic regulation in Chronic Lymphocytic Leukaemia models.

  PMID 41540084 · PMC12894745 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

  Full-text index only

  The presence of immune cells in the environment significantly alters CLL cell activation

  autologous monoculture non-adherent pbmc bulk flow deconvolution

• The evolution of gene regulation in mammalian cerebellum development.

  PMID 41610256 · PMC7618896 · Science (New York, N.Y.) · 2026 · 8 claims · 8 setups

  Full-text index only

  Combined single-nucleus RNA-seq and ATAC-seq atlases of cerebellum development were generated/integrated across six mammals (human, bonobo, macaque, marmoset, mouse, opossum)

  developing opossum marmoset cultures single-nucleus bulk gene

• E3RC: A step-by-step computational protocol for exploring enhancer RNA expression and regulation using conventional RNA-seq data.

  PMID 40716058 · PMC12318280 · STAR protocols · 2025 · 6 claims · 3 setups

  Has reproduction · 62

  E3RC is a computational framework for identifying and quantifying eRNAs and characterizing their expression and transcriptional regulation using conventional RNA-seq data.

  preimplantation genome erna bulk computational motif

• Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.

  PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups

  Has reproduction · 70

  Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.

  immune atherosclerotic cd4+ cd8+ scrna-seq gsea pseudotime

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.

  PMID 38254989 · PMC10815467 · Genes · 2024 · 7 claims · 8 setups

  Has reproduction · 85

  High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression

  breast er+ epithelial malignant scrna-seq spatial copy

• Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.

  PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups

  Has reproduction · 63

  >700 tissue-specific transcriptomes generated from w1118 and 141 DGRP Drosophila lines, forming a circadian gene expression atlas

  w1118 dgrp drosophila dgrp-796 bulk high uas-rnai

• Sox8 remodels the cranial ectoderm to generate the ear.

  PMID 35867760 · PMC9282420 · Proceedings of the National Academy of Sciences of the United States of America · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Sox8 sits at the top of a core transcriptional circuit (Sox8, Pax2, Lmx1a, Zbtb16) that determines otic identity

  chick bulk single-cell chipseq

• Therapeutic Stress-Induced Remodeling of Transposable Elements and TE-Gene Chimeras in KYSE150 Esophageal Squamous Cell Carcinoma Cells.

  PMID 42074115 · PMC13116134 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Has reproduction · 67

  Combined 125I radiation and carfilzomib treatment causes structured, non-random remodeling of the TE transcriptome in KYSE150 ESCC cells.

  kyse150 bulk rna-seq-based differential

• Atlas-guided discovery of transcription factors for T cell programming.

  PMID 41639465 · PMC13017511 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  A multi-omics atlas (Taiji pipeline) integrating RNA-seq and ATAC-seq across nine CD8+ T cell states can predict TF activity and identify state-selective versus multi-state TFs

  cd8+ lcmv p14 c57bl rna-seq pearson crispr

• Nuclear Myosin 1 links genomic architecture to adipose tissue remodeling, metabolic inflammation and obesity in mice.

  PMID 41748556 · PMC13004839 · Cell death & disease · 2026 · 8 claims · 8 setups

  Full-text index only

  NM1 is required for metabolic homeostasis during adipocyte differentiation

  nm1 epididymal mefs het atac-seq bulk rna-seq

• Cell type-specific epigenetic regulatory circuitry of coronary artery disease loci.

  PMID 41807385 · PMC12979833 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  Integration of CAD GWAS summary statistics with epigenetic data from 45 cell types identifies 1580 candidate CAD genes

  cad-associated disease-relevant types cad variant epigenetic tf-snv