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).

• Mining expressed sequence tags identifies cancer markers of clinical interest.

  PMID 17078886 · PMC1635568 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  An EST-mining approach (Fisher Exact Test on tumor vs. non-tumor library hit counts) identifies differentially expressed transcripts with an estimated false discovery rate below 22% when human and mouse screens are combined.

  dbest cancer gene est human-mouse leave-one-out

• Genome of the endangered Guatemalan Beaded Lizard, Heloderma charlesbogerti, reveals evolutionary relationships of squamates and declines in effective population sizes.

  PMID 36226801 · PMC9713440 · G3 (Bethesda, Md.) · 2022 · 8 claims · 7 setups

  Has reproduction · 84

  The assembled draft genome of H. charlesbogerti totals 2.31 Gb, similar in size to related species

  blood charlesbogerti reptile annotated whole-genome novo repeat

• Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.

  PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 73

  Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.

  pediatric target cohorts neuroblastoma bulk spectral kaplan-meier

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Specific Marker Gene Analysis for Primary Central Nervous System Lymphoma Based on Methylation Difference and Development of Detection Primers.

  PMID 41097902 · PMC12528802 · Brain and behavior · 2025 · 6 claims · 6 setups

  Has reproduction · 62

  RHEB promoter hypermethylation is a PCNSL-specific biomarker distinguishing PCNSL from other CNS diseases.

  datasets cns tcga gdc 450k rrbs roc

• SPEAQeasy: a scalable pipeline for expression analysis and quantification for R/bioconductor-powered RNA-seq analyses.

  PMID 33932985 · PMC8088074 · BMC bioinformatics · 2021 · 8 claims · 5 setups

  Has reproduction · 65

  SPEAQeasy is a portable, easy-to-install, Nextflow-powered RNA-seq processing pipeline that lowers the computational entry barrier for biologists/clinicians

  provided amygdala rna-seq differentially pipeline bulk rna-based

• Bayesian model accounting for within-class biological variability in Serial Analysis of Gene Expression (SAGE).

  PMID 15339345 · PMC517707 · BMC bioinformatics · 2004 · 7 claims · 5 setups

  Full-text index only

  A Bayesian mixture model is proposed to account for within-class biological variability in SAGE/Digital-Northern/MPSS tag counting data.

  astrocytoma same sage classical beta-binomial

• Insights into the physiology of childbirth using transcriptomics.

  PMID 16752954 · PMC1475648 · PLoS medicine · 2006 · 7 claims · 4 setups

  Full-text index only

  Labor results in a change in the transcriptome in each component of the uterus studied

  uterine lower microarray quantitative re-analysis

• 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

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.

  left european merged degs bulk two-sample machine

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier

• Differential Hsp90-dependent gene expression is strain-specific and common among yeast strains.

  PMID 37138775 · PMC10149407 · iScience · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  Hsp90-dependent gene expression varies among different yeast strains

  diverse same yeast genomes rna-seq v-src growth

• Genotype differences in cognitive functioning in Noonan syndrome.

  PMID 19077116 · PMC2760992 · Genes, brain, and behavior · 2009 · 8 claims · 6 setups

  Full-text index only

  Genotype differences account for some of the variation in cognitive ability in Noonan syndrome

  individuals participants parents standardized genetic pure-tone

• Onto-Tools: new additions and improvements in 2006.

  PMID 17584796 · PMC1933142 · Nucleic acids research · 2007 · 8 claims · 3 setups

  Full-text index only

  OE2GO enables functional profiling for organisms lacking public-domain annotations by allowing users to supply custom GO-format annotation files and OBO-format ontology files

  specified pathway functional example

• Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.

  PMID 32542016 · PMC7295234 · PloS one · 2020 · 6 claims · 8 setups

  Has reproduction · 51

  Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC versus normal liver at mRNA and protein levels

  cancer tcga-lihc gse89377 hcc pan-cancer rna-seq stage-wise

• 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

• 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

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• What's Genetic Variation Got to Do with It? Starvation-Induced Self-Fertilization Enhances Survival in Paramecium.

  PMID 32163147 · PMC7239694 · Genome biology and evolution · 2020 · 8 claims · 5 setups

  Has reproduction · 89

  Self-fertilization enhances heat shock resistance in P. tetraurelia in the absence of new genetic variation

  paramecium heat autogamy bulk