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).

• Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.

  PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types

  bulk py2t mcf10a airway transcriptomic rna-seq single-cell

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

  PMID 35197309 · PMC8997347 · Genome research · 2022 · 8 claims · 5 setups

  Has reproduction · 100

  A network-based approach integrating RNA-seq and cell-shape imaging data identifies data-derived signaling networks specific to cell-shape regulation in breast cancer.

  breast representative kinases bulk high-throughput immunofluorescence

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 4 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is trivially high regardless of condition and gives misleading estimates of the replicability of conditional (differential) variation in expression.

  encode liver bulk rna-seq meta-analysis

• Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.

  PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups

  Has reproduction · 87

  NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets

  lines bulk single-cell housekeeping bulk pca single-sample

• ASTRA: a comprehensive resource of stress-induced transcriptional activity in human cell lines.

  PMID 41263110 · PMC12807686 · Nucleic acids research · 2026 · 6 claims · 4 setups

  Has reproduction · 73

  ASTRA is a curated, open-access database cataloging standardized bulk RNA-seq transcriptomic responses to stress in human cell lines, organized into four stress categories (oxidative, hypoxia, heat shock, DNA damage).

  lines bulk

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 4 setups

  Has reproduction

  DAGFormer, a graph-based domain adaptation framework integrating bulk and scRNA-seq data, predicts single-cell drug responses more accurately than existing methods.

  pan-can jhu006 pc9 a375 bulk scrna-seq

• 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

• Synergism between IL7R and CXCR4 drives BCR-ABL induced transformation in Philadelphia chromosome-positive acute lymphoblastic leukemia.

  PMID 32581241 · PMC7314847 · Nature communications · 2020 · 8 claims · 8 setups

  Has reproduction · 92

  IL7R interacts/colocalizes with CXCR4 on the cell surface, recruiting BCR-ABL1 and JAK kinases into close proximity to form a platform for transformation

  bm-derived pediatric bcr-abl1-transformed nod-scid bulk gene flow

• mitoXplorer, a visual data mining platform to systematically analyze and visualize mitochondrial expression dynamics and mutations.

  PMID 31799603 · PMC6954439 · Nucleic acids research · 2020 · 6 claims · 4 setups

  Has reproduction · 89

  mitoXplorer is a web-based visual data mining platform that integrates expression and mutation data of mito-genes with a manually curated mitochondrial interactome of ~1200 genes grouped into 38 mitochondrial processes across four model species including human

  rpe-1 trisomic rpe bulk proteomics metabolic

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• Fluent genomics with  plyranges and  tximeta.

  PMID 32528659 · PMC7243206 · F1000Research · 2020 · 6 claims · 2 setups

  Has reproduction · 69

  A simple three-step workflow (import, model, integrate) using R/Bioconductor enables fluent, reproducible genomics data analysis integrating RNA-seq and ATAC-seq.

  ipsc-derived bulk atac-seq

• GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.

  PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups

  Has reproduction · 73

  GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.

  mcf10a nde&dt hypoxia bulk correlation pca

• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• Analysis of the Hypoxic Response in a Mouse Cortical Collecting Duct-Derived Cell Line Suggests That Esrra Is Partially Involved in Hif1α-Mediated Hypoxia-Inducible Gene Expression in mCCD(cl1) Cells.

  PMID 35806266 · PMC9267015 · International journal of molecular sciences · 2022 · 8 claims · 7 setups

  Has reproduction · 76

  mCCD cl1 cells mount a broad transcriptional response to 24 h hypoxia (0.2% O2), with 3086 genes differentially expressed

  mccd lines bulk rt-qpcr western

• The Li2 mutation results in reduced subgenome expression bias in elongating fibers of allotetraploid cotton (Gossypium hirsutum L.).

  PMID 24598808 · PMC3944810 · PloS one · 2014 · 8 claims · 7 setups

  Has reproduction · 58

  The Li2 mutation significantly reduces subgenome (homeolog) expression bias in the elongating fiber transcriptome.

  developing rna-seq expressed subgenome-biased paired-end rna-seq rt-qpcr

• Differentiation status determines the effects of IFNγ on the expression of PD-L1 and immunomodulatory genes in melanoma.

  PMID 39736644 · PMC11687009 · Cell communication and signaling : CCS · 2024 · 6 claims · 8 setups

  Has reproduction · 61

  Dedifferentiation via MITF knockdown renders 624Mel melanoma cells hypersensitive to IFNγ, causing non-additive (synergistic) upregulation of IFNγ-induced immunoregulatory genes.

  624mel yumm1.7 wild-type qpcr bulk luminex

• Utilizing the codon adaptation index to evaluate the susceptibility to HIV-1 and SARS-CoV-2 related coronaviruses in possible target cells in humans.

  PMID 36760235 · PMC9905242 · Frontiers in cellular and infection microbiology · 2022 · 7 claims · 8 setups

  Has reproduction · 71

  CAI is positively correlated with translational efficiency, supporting its use as a proxy for viral mRNA translation in cell types.

  monocyte-macrophage cd4+ kidney metabolic bulk single-cell codon

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 7 claims · 7 setups

  Has reproduction · 71

  AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics

  aml leukemia bulk consensus immune

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

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

  Has reproduction · 63

  More than 1700 mostly tissue-specific cycling genes are detected across four Drosophila tissues, substantially expanding the catalog of clock-controlled genes

  melanogaster dgrp drosophila genes bulk locomotor gene

• 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