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

• 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

• Decoding the tumor microenvironment and molecular mechanism: unraveling cervical cancer subpopulations and prognostic signatures through scRNA-Seq and bulk RNA-seq analyses.

  PMID 38482016 · PMC10933018 · Frontiers in immunology · 2024 · 7 claims · 8 setups

  Has reproduction · 80

  C3 PLP2+ Tumor Epithelial Progenitor Cells are a key subpopulation that drives differentiation and progression of cervical carcinoma

  tumor tcga siha single-cell bulk rt-qpcr

• Proneural-mesenchymal antagonism dominates the patterns of phenotypic heterogeneity in glioblastoma.

  PMID 38433919 · PMC10905000 · iScience · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  The four proposed GBM molecular subtypes (Proneural, Neural, Classical, Mesenchymal / NPC-like, OPC-like, AC-like, MES-like) are not mutually exclusive or independent of one another

  scrna-seq tcga-gbm gse131928 tumor gene pairwise principal

• TGF-β-mediated activation of fibroblasts in cervical cancer: implications for tumor microenvironment and prognosis.

  PMID 40124621 · PMC11929507 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  TGF-β signaling pathway activity is significantly increased in fibroblasts from cervical cancer samples compared to normal samples and correlates with tumor proliferation and differentiation.

  cervical tcga-cesc hela scrna-seq scrna-seq wgcna cox

• 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

• 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

• 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 pathways, with distinct prognoses (cluster 1 best, then 2, then 3).

  tnbc tcga-tnbc mda-mb-468 single-cell bulk copy

• Targeted and personalized immunotherapy in lung adenocarcinoma: single-cell RNA sequencing of MAFF+ tumor cells and the therapeutic potential of FOS.

  PMID 40936936 · PMC12420628 · Frontiers in immunology · 2025 · 7 claims · 8 setups

  Has reproduction · 71

  A highly stem-like C0 MAFF+ tumor cell subtype dominates invasive LUAD, producing chemokines and activating lipid metabolism

  luad tumor a549 single-cell infercnv pseudotime

• Complete human day 14 post-implantation embryo models from naive ES cells.

  PMID 37673118 · PMC10584686 · Nature · 2023 · 8 claims · 8 setups

  Has reproduction · 100

  Genetically unmodified human naive ES cells can self-assemble into complete SEMs recapitulating nearly all post-implantation human embryo lineages (epiblast, hypoblast, extra-embryonic mesoderm, trophoblast).

  naive hensm day facs immunofluorescence single-cell

• Co-regulation and function of FOXM1/RHNO1 bidirectional genes in cancer.

  PMID 33890574 · PMC8104967 · eLife · 2021 · 8 claims · 8 setups

  Has reproduction · 76

  FOXM1 and RHNO1 are head-to-head bidirectional genes co-amplified and co-expressed in HGSC, regulated by a shared bidirectional promoter (F/R-BDP).

  tcga ft282 fte hgsc copy expression rt-qpcr

• 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

• comBO: A combined human bone and lympho-myeloid bone marrow organoid for preclinical modeling of hematopoietic disorders.

  PMID 41734765 · PMC7618947 · Cell stem cell · 2026 · 8 claims · 8 setups

  Has reproduction · 65

  comBO is a single iPSC differentiation generating lymphoid, myeloid, vascular, mesenchymal stromal, and functional osteo/adipogenic lineages within one organoid

  ipsc-derived combo combo-derived mscarlet-tagged flow single-cell confocal

• Single-cell transcriptomics reveals maturation of transplanted stem cell-derived retinal pigment epithelial cells toward native state.

  PMID 37339216 · PMC10293804 · Proceedings of the National Academy of Sciences of the United States of America · 2023 · 8 claims · 8 setups

  Has reproduction · 59

  Subretinally transplanted stem cell-derived RPE (ESC- and iPSC-derived) retain RPE identity and survive in vivo for at least 30 days in immunocompetent rabbit eyes

  hpsc-derived day esc dutch qrt-pcr immunofluorescence transepithelial

• Enteroendocrine cell lineages that differentially control feeding and gut motility.

  PMID 36810133 · PMC10032656 · eLife · 2023 · 6 claims · 8 setups

  Has reproduction · 88

  Vil1-p2a-FlpO knock-in mice combined with lineage-specific Cre lines enable highly selective intersectional genetic access to major enteroendocrine cell lineages (serotonin/enterochromaffin, GLP1, CCK, somatostatin, GIP) in vivo

  neurod1-cre neurog3-cre intestinal vil1-p2a-flpo single-cell fluorescence-activated two-color

• Genetic demultiplexing of pooled single-cell RNA-sequencing samples in cancer facilitates effective experimental design.

  PMID 34553212 · PMC8458035 · GigaScience · 2021 · 8 claims · 7 setups

  Has reproduction · 87

  Genetic variation–based demultiplexing tools can be effectively deployed on cancer scRNA-seq tissue using a pooled experimental design, achieving high recall at acceptable precision-recall tradeoffs in both high-CNV (HGSOC) and high-SNV (lung adenocarcinoma) cancers, even with extremely high doublet proportions.

  high-grade lung hgsoc healthy single-cell matched doublet

• CHD7 regulates otic lineage specification and hair cell differentiation in human inner ear organoids.

  PMID 36396635 · PMC9672366 · Nature communications · 2022 · 8 claims · 7 setups

  Has reproduction · 50

  Loss of CHD7 or its chromatin remodeling (ATPase) activity causes complete absence of hair cells and supporting cells in inner ear organoids.

  pax2ng inner facs-isolated pax2ng+ western immunostaining scrna-seq

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.

  PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 41

  A CPAN-index prognostic model built from 11 PANoptosis-related differentially expressed genes (CPAN_DEGs) stratifies CRC patients into high-risk and low-risk groups with distinct survival and immunophenotypes.

  crc merged hct116 bulk single-cell immune