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).

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups

  Has reproduction · 62

  A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.

  breast degs geo tcga gene protein-protein machine

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 8 setups

  Has reproduction · 100

  A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity

  n×m common independent viral blood gene random

• Proteomic solutions for analytical challenges associated with alcohol research.

  PMID 23584870 · PMC3860482 · Alcohol research & health : the journal of the National Institute on Alcohol Abuse and Alcoholism · 2008 · 7 claims · 4 setups

  Full-text index only

  Protein-level meta-analyses analogous to the transcriptome meta-analysis by Mulligan et al. (2006) are not yet possible because proteins lack a uniform sample preparation/analysis method and span up to 8 orders of magnitude in abundance.

  general complex plasma selected shotgun label-free targeted

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 6 claims · 7 setups

  Has reproduction · 100

  AD brains show a distinct transcriptomic profile with up-regulation of immune/inflammation genes and down-regulation of synapse/neuronal-signaling genes

  brain sub-studies down-regulated affymetrix quality normalization

• SMAGEXP: a galaxy tool suite for transcriptomics data meta-analysis.

  PMID 30698691 · PMC6354025 · GigaScience · 2019 · 8 claims · 5 setups

  Has reproduction · 82

  SMAGEXP integrates the metaMA and metaRNASeq R packages into Galaxy to provide a unified tool suite for transcriptomics meta-analysis.

  oral geo lung gene affymetrix limma

• Creation of a Single Cell RNASeq Meta-Atlas to Define Human Liver Immune Homeostasis.

  PMID 34335581 · PMC8322955 · Frontiers in immunology · 2021 · 7 claims · 7 setups

  Has reproduction · 63

  Independent human liver immune scRNA-seq datasets can be combined into an integrated meta-atlas in which all datasets co-cluster, despite differing cell-type proportions between studies.

  liver combined normal differential scrna-seq integrated reference

• A Meta-Analysis of the Effects of Acute Sleep Deprivation on the Cortical Transcriptome in Rodent Models.

  PMID 41031900 · PMC13131251 · Journal of sleep research · 2026 · 7 claims · 6 setups

  Has reproduction · 96

  Meta-analysis of 18 SD-vs-control contrasts identified 182 genes differentially expressed in the murine cortex in response to sleep deprivation (FDR < 0.05).

  c57bl full genes meta-analysis affymetrix rna-seq random-effects

• Functional genomics of the pregnant uterus: from expectations to reality, a compilation of studies in the myometrium.

  PMID 17570164 · PMC1892061 · BMC pregnancy and childbirth · 2007 · 8 claims · 6 setups

  Full-text index only

  Differential expression of 118 genes across compiled myometrium studies could be distributed into 14 main KEGG pathways most representative of changes between NP, PTNIL, TNIL and TIL states

  myometrium compiled cdna oligonucleotide kegg

• Synthesis of transcriptomic studies reveals a core response to heat stress in abalone (genus Haliotis).

  PMID 40361012 · PMC12070547 · BMC genomics · 2025 · 6 claims · 8 setups

  Has reproduction · 80

  A core set of 74 differentially expressed genes responds to heat stress in at least seven of nine abalone transcriptomic studies, constituting a conserved core heat-stress response across the genus Haliotis.

  discus diversicolor fulgens laevigata bulk

• Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.

  PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups

  Full-text index only

  A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.

  liver simulated conserved nearly gene simulation kolmogorov-smirnov

• 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

• Transcriptome analysis reveals differential splicing events in IPF lung tissue.

  PMID 24647608 · PMC3960165 · PloS one · 2014 · 8 claims · 6 setups

  Has reproduction · 81

  873 genes are differentially expressed in IPF lung tissue versus healthy controls at FDR<5%, with more up-regulated than down-regulated genes.

  lung discovery gene gse24206 sequencing rna-seq real-time

• A blood-based DNA damage signature in patients with Parkinson's disease is associated with disease progression.

  PMID 40913219 · PMC12443628 · Nature aging · 2025 · 8 claims · 2 setups

  Has reproduction · 69

  A blood-based DNA damage signature is present in PD patients and is associated with disease progression.

  blood gwas bulk genetic

• Screening of core genes prognostic for sepsis and construction of a ceRNA regulatory network.

  PMID 36855106 · PMC9976425 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 86

  RNA-seq of peripheral blood from 23 sepsis patients and 10 healthy controls identifies 1,044 DEmRNAs, 66 DEmiRNAs and 155 DElncRNAs.

  peripheral demrnas blood thp-1 rna-seq annotation wgcna

• A HML6 endogenous retrovirus on chromosome 3 is upregulated in amyotrophic lateral sclerosis motor cortex.

  PMID 34253796 · PMC8275748 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 84

  The ERV locus HML6_3p21.31c is significantly upregulated in ALS post-mortem motor cortex after multiple-testing correction

  post-mortem als bulk cell-type weighted

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• Integrated Analysis of Multiple Microarrays Based on Raw Data Identified Novel Gene Signatures in Recurrent Implantation Failure.

  PMID 35197930 · PMC8859149 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups

  Has reproduction · 85

  Robust Rank Aggregation (RRA) can integrate DEG lists from multiple independent RIF microarray datasets to identify robust DEGs.

  endometrium integrated robust ppi microarray robust gene

• 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

• 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

• 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