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).

• 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

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes by a discriminative index (DI) score representing classification power for distinguishing given groups, enabling intuitive selection of optimal biomarker genes.

  tcga melanoma lung head bulk single-cell rna-seq

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.

  solid muscle-invasive ccrcc for bulk single-cell scrna-seq

• A single cell characterisation of human embryogenesis identifies pluripotency transitions and putative anterior hypoblast centre.

  PMID 34140473 · PMC8211662 · Nature communications · 2021 · 7 claims · 4 setups

  Has reproduction · 90

  The embryonic epiblast progressively transitions from a naïve to a primed pluripotent state as it develops from pre- to post-implantation.

  embryo single-cell logistic immunofluorescence

• Phased differentiation of γδ T and T CD8 tumor-infiltrating lymphocytes revealed by single-cell transcriptomics of human cancers.

  PMID 34721945 · PMC8555559 · Oncoimmunology · 2021 · 8 claims · 6 setups

  Has reproduction · 44

  In tumors, infiltrating γδ T cells (predominantly TCRVγnon9) are quantitatively correlated with and aligned to CD8 T cells for differentiation, exhaustion, gene expression, and response to immune checkpoint therapy.

  splenic healthy tumor syngeneic single-cell scrnaseq citeseq

• Eye in a Disk: eyeIntegration Human Pan-Eye and Body Transcriptome Database Version 1.0.

  PMID 31343654 · PMC6660187 · Investigative ophthalmology & visual science · 2019 · 8 claims · 6 setups

  Has reproduction · 94

  EiaD is a reproducible, versioned pan-eye and body RNA-seq transcriptome dataset built from 916 eye and 1375 GTEx samples via a Snakemake pipeline output as a single SQLite database.

  eye-related body eiad fetal bulk differential term

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• 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

• Charting and probing the activity of ADARs in human development and cell-fate specification.

  PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 7 setups

  Has reproduction · 100

  RNA editing (AEI) and ADAR enzyme expression follow tissue-specific temporal dynamics across human organs from fetal to adult stages, with ADARB1 dynamics tracking AEI increase in hindbrain development.

  organs bulk 8-week 8–10-week bulk site-specific single-cell