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).

• GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.

  PMID 33758032 · PMC8547006 · mSystems · 2021 · 7 claims · 6 setups

  Has reproduction · 70

  GAUGE automatically annotates GEO microbial microarray and RNA-seq data sets, increasing the percentage amenable to analysis from 4% to 33%.

  aeruginosa cerevisiae gauge-annotated microarray rna-seq anova

• Systematic Assessment of Small RNA Profiling in Human Extracellular Vesicles.

  PMID 37444556 · PMC10340377 · Cancers · 2023 · 7 claims · 4 setups

  Has reproduction · 90

  Different EV isolation methods vary in reproducibility for isolating small RNAs and have characteristic effects on small RNA composition, with differential ultracentrifugation showing the highest variability/lowest replicability.

  evs plasma small isolation validation

• MetaMap: an atlas of metatranscriptomic reads in human disease-related RNA-seq data.

  PMID 29901703 · PMC6025204 · GigaScience · 2018 · 6 claims · 7 setups

  Has reproduction · 95

  A two-step 'omni' RNA-seq pipeline (MetaMap) combining STAR human alignment with CLARK-S metagenomic classification can quantify archaeal, bacterial, and viral reads from the non-human read fraction of human RNA-seq data

  clinical hela tumor rutkowski bulk dual negative

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 5 setups

  Has reproduction

  D2H2 is a web portal hosting hundreds of curated, uniformly reprocessed diabetes-relevant transcriptomics datasets from GEO with per-study visualization, differential expression, and single-gene queries.

  obese type pubmed bulk single-cell single-gene

• De Novo Transcriptome Meta-Assembly of the Mixotrophic Freshwater Microalga Euglena gracilis.

  PMID 34072576 · PMC8227486 · Genes · 2021 · 6 claims · 8 setups

  Has reproduction · 87

  A consensus transcriptome assembled by combining reads from five independent studies is the most complete E. gracilis transcriptome released to date, outperforming the two previously available transcriptomes (GEFR01 and GDJR01).

  euglena gracilis five transcriptomes bulk novo transcriptome

• Inflammatory Bone Marrow Mesenchymal Stem Cells in Multiple Myeloma: Transcriptional Signature and In Vitro Modeling.

  PMID 37958322 · PMC10650304 · Cancers · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  Reanalysis of scRNA-Seq identified 279 iMSC signature genes upregulated in BM MSCs of MM patients vs healthy donors, covering 82% of the top 50 previously defined iMSC genes

  facs-isolated mscs expanded single-cell bulk meta-analysis

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 7 setups

  Has reproduction · 75

  CLAD harbors disease-specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 ffpe end-stage single-cell single-nucleus integrative

• Gene Dosage Analysis on the Single-Cell Transcriptomes Linking Cotranslational Protein Targeting to Metastatic Triple-Negative Breast Cancer.

  PMID 34577617 · PMC8472593 · Pharmaceuticals (Basel, Switzerland) · 2021 · 7 claims · 5 setups

  Has reproduction · 53

  A computational framework integrating independently measured CNV (DNA sequencing) and single-cell RNA-seq from the same patients identifies recurrent concordant copy number gain and gene upregulation (CNG-UP) events and functional modules at the single-cell level.

  metastatic top breast tnbc single-cell functional mutational

• Elucidation of the molecular responses to waterlogging in Jatropha roots by transcriptome profiling.

  PMID 25520726 · PMC4251292 · Frontiers in plant science · 2014 · 8 claims · 8 setups

  Has reproduction · 93

  24 h of waterlogging significantly alters mRNA abundance of 1968 genes in Jatropha roots (931 up, 1037 down).

  jatropha geo bulk semi-quantitative quantitative

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity.

  PMID 31980607 · PMC6981202 · Nature communications · 2020 · 6 claims · 4 setups

  Has reproduction · 52

  A meta-analysis (MetaMEx) of 66 published human skeletal muscle datasets reveals pathways selectively activated by inactivity, aerobic versus resistance, and acute versus chronic exercise training.

  skeletal healthy transcriptomic qpcr metabolic

• Decoding and reconstructing disease relations between dry eye and depression: a multimodal investigation comprising meta-analysis, genetic pathways and Mendelian randomization.

  PMID 38548265 · PMC11954816 · Journal of advanced research · 2025 · 7 claims · 8 setups

  Has reproduction · 79

  Meta-analysis confirms a positive bidirectional association between DED and DEP (DED patients have increased DEP prevalence and vice versa).

  studies taiwan twb ded meta-analysis genome-wide conditional

• Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.

  PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 78

  A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors

  hcc-associated hcc malignant cd8+ single-cell bulk metabolomics

• Gene Expression Atlas update--a value-added database of microarray and sequencing-based functional genomics experiments.

  PMID 22064864 · PMC3245177 · Nucleic acids research · 2012 · 8 claims · 5 setups

  Has reproduction · 83

  Gene Expression Atlas is an added-value database providing curated, re-annotated and statistically analysed gene expression data across cell types, organism parts, developmental stages, disease states and other biological/experimental conditions, derived from ArrayExpress Archive and the European Nucleotide Archive.

  species microrna atlas microarray rna-seq microrna

• pysradb: A Python package to query next-generation sequencing metadata and data from NCBI Sequence Read Archive.

  PMID 31114675 · PMC6505635 · F1000Research · 2019 · 6 claims · 7 setups

  Has reproduction · 90

  pysradb provides a simple, user-friendly command-line interface for querying metadata and downloading datasets from SRA without requiring knowledge of a programming language.

  sra geo metadata assay-type accession