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

• eVITTA: a web-based visualization and inference toolbox for transcriptome analysis.

  PMID 34019643 · PMC8218201 · Nucleic acids research · 2021 · 8 claims · 5 setups

  Has reproduction · 82

  eVITTA is a web-based toolbox with three modules (easyGEO, easyGSEA, easyVizR) that analyze, interpret, and compare transcriptome data from published NCBI GEO studies or new experiments

  nasopharyngeal elegans bulk microarray

• Integrating transcriptomic datasets across neurological disease identifies unique myeloid subpopulations driving disease-specific signatures.

  PMID 36527260 · PMC10952672 · Glia · 2023 · 6 claims · 3 setups

  Has reproduction · 26

  The bulk microglial and monocyte transcriptomic program is highly contingent on the disease environment, challenging the notion of a universal microglial disease signature

  acutely microglia c57bl meta-analysis integration spectral

• An open RNA-Seq data analysis pipeline tutorial with an example of reprocessing data from a recent Zika virus study.

  PMID 27583132 · PMC4972086 · F1000Research · 2016 · 6 claims · 6 setups

  Has reproduction · 74

  An open-source, reproducible RNA-seq pipeline delivered as an IPython notebook and Docker image can process raw RNA-seq data into interactive PCA/HC plots, enrichment results, and small-molecule predictions with minimal setup overhead

  ipsc-derived same top differentially bulk principal hierarchical

• Comparison between short-term stress and long-term adaptive responses reveal common paths to molecular adaptation.

  PMID 35243257 · PMC8873613 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 59

  Short-term stress and long-term adaptations share common metabolic pathways

  great embryonic gef mapk1 bulk gene transcription

• Optimal scaling of digital transcriptomes.

  PMID 24223126 · PMC3819321 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 67

  Fifteen existing and novel transcript-count normalization algorithms can be compared with two novel, mutually independent metrics: the number of "uniform" genes (sufficiently low coefficient of variation after normalization) and low average Spearman correlation between normalized expression profiles of gene pairs.

  tissues bodymap mapped 16-sample bulk read transcript

• 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

• One-pot shotgun quantitative mass spectrometry characterization of histones.

  PMID 19764812 · PMC2798817 · Journal of proteome research · 2009 · 8 claims · 8 setups

  Full-text index only

  One-pot propionylation and trypsin digestion of unfractionated bulk histones enables quantitative Bottom Up MS characterization of histone PTMs without prior off-line HPLC or SDS-PAGE purification

  hela wild-type set2δ yeast bottom rp-hplc one-pot

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

  PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 4 setups

  Has reproduction · 56

  ChickpeaOmicsR is the first comprehensive/specialized R package integrating transcriptomic, genomic, and proteomic (RNA-seq, GWAS, PPI) data within a unified, reproducible framework and standardizing fragmented chickpea gene nomenclature.

  cicer chickpea icarda bulk gene protein-protein

• 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

• Intergenic risk variant rs56258221 skews the fate of naive CD4(+) T cells via miR4464-BACH2 interplay in primary sclerosing cholangitis.

  PMID 38901430 · PMC11293351 · Cell reports. Medicine · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  rs56258221 (BACH2/MIR4464) associates with a distinct peripheral blood T cell immunophenotype in people with PSC

  peripheral liver facs-sorted cd4+ flow bulk cite-seq

• Why an integrated view of gene expression studies on hematopoiesis in mouse aging is better than the sum of their parts.

  PMID 38627103 · PMC11586588 · FEBS letters · 2024 · 7 claims · 4 setups

  Has reproduction · 75

  Combining differentially expressed (DE) gene lists from multiple publications into a unified 'aging list' (AL) with citation counts, and deriving a shorter high-confidence 'aging signature' (AS, genes cited in >3 publications, ~200 genes), produces a more reliable and consistent picture of hematopoietic aging than any single study.

  hematopoietic compiled gene bulk single-cell

• Single-cell transcriptome maps of myeloid blood cell lineages in Drosophila.

  PMID 32900993 · PMC7479620 · Nature communications · 2020 · 8 claims · 8 setups

  Has reproduction · 86

  Single-cell RNA-seq of developing Drosophila lymph glands resolves heterogeneity of hemocytes and identifies major and sub cell types.

  drosophila lymph single single-cell bulk gene

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• auts2 Features and Expression Are Highly Conserved during Evolution Despite Different Evolutionary Fates Following Whole Genome Duplication.

  PMID 36078102 · PMC9454499 · Cells · 2022 · 8 claims · 7 setups

  Has reproduction · 50

  auts2a and auts2b originate from the teleost-specific whole genome duplication (TGD)

  fish genomic auts2 tissues comparative tblastn phylogenetic

• Tumor-specific but immunosuppressive CD39(+)CD8(+) T cells exhibit double-faceted roles in clear cell renal cell carcinoma.

  PMID 40961944 · PMC12629791 · Cell reports. Medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  CD39+CD8+ TILs are a terminally exhausted, tumor-antigen-specific subset of CD8+ T cells within ccRCC tumors

  ccrcc tumor-reactive cd39 caix-specific single-cell bulk co-culture

• Immunoregulatory Roles of Tumor-Originated Pericytes Identified by Single-Cell Analysis in Glioblastoma.

  PMID 41001759 · PMC12713092 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025 · 6 claims · 8 setups

  Has reproduction

  Human primary GBMs contain both tumor-originated pericytes (T-PCs) and normal-originated pericytes (N-PCs) with distinctive cell-intrinsic features.

  cd45-cd146+ dissociated frozen cd146+ scrna-seq fluorescence-activated immunofluorescence

• RNASEQR--a streamlined and accurate RNA-seq sequence analysis program.

  PMID 22199257 · PMC3315322 · Nucleic acids research · 2012 · 8 claims · 7 setups

  Has reproduction · 86

  RNASEQR is a new RNA-seq mapper/aligner that combines a BWT-based (Bowtie) transcriptomic/genomic alignment with hash-based BLAT local alignment in three sequential steps: transcriptome mapping, novel exon detection, and anchor-and-align novel splice junction identification.

  ccds glioblastoma experimental simulated simulated bulk quality

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier