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).

• ScLRTC: imputation for single-cell RNA-seq data via low-rank tensor completion.

  PMID 34844559 · PMC8628418 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  scLRTC imputes dropout entries closest to the original expression values on simulated datasets, outperforming other state-of-the-art methods by SSE and PCC.

  usoskin pollen zeisel yan scrna-seq umap masking

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned

• Similarities and differences in genome-wide expression data of six organisms.

  PMID 14737187 · PMC300882 · PLoS biology · 2004 · 8 claims · 8 setups

  Full-text index only

  Coexpression of functionally related genes is frequently conserved across evolutionarily distant organisms

  saccharomyces caenorhabditis escherichia arabidopsis genome-wide large-scale developmental

• Combining evidence of preferential gene-tissue relationships from multiple sources.

  PMID 23950964 · PMC3741196 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 53

  A high-level integration approach combining three methods across four human microarray datasets, merged by consensus voting and a rule-based inner/total score, predicts preferentially expressed genes while reducing method- and study-specific bias.

  normal four microarray genes microarray computational bayes

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

  Full-text index only

  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

  Full-text index only

  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation

• In Silico screening for functional candidates amongst hypothetical proteins.

  PMID 19754976 · PMC2758874 · BMC bioinformatics · 2009 · 7 claims · 6 setups

  Full-text index only

  An in silico selection strategy combining subcellular targeting-signal prediction with protein domain identification can enrich for true functional proteins among hypothetical proteins

  hypothetical targetp-selected mitochondria-predicted subcellular domain database

• Proteomic analysis of integrin-associated complexes identifies RCC2 as a dual regulator of Rac1 and Arf6.

  PMID 19738201 · PMC2857963 · Science signaling · 2009 · 8 claims · 8 setups

  Full-text index only

  A novel ligand-affinity/cross-linking proteomic methodology enables isolation of labile integrin-associated signaling complexes

  α5+ computational k562 embryonic ligand tandem hierarchical

• PHA4GE quality control contextual data tags: standardized annotations for sharing public health sequence datasets with known quality issues to facilitate testing and training.

  PMID 38860884 · PMC11261899 · Microbial genomics · 2024 · 7 claims · 4 setups

  Has reproduction · 75

  No standardized attributes or mechanisms existed for tagging poor-quality or purpose-specific pathogen sequence datasets prior to this work

  pha4ge lower genepio sars-cov-2 community manual ontology

• Enhancing cell subpopulation discovery in cancer by integrating single-cell transcriptome and expressed variants.

  PMID 41647537 · PMC12869734 · Fundamental research · 2026 · 6 claims · 3 setups

  Has reproduction · 68

  scCluster, an end-to-end deep clustering model integrating gene expression and expressed variant (eSNP) features, stratifies cell subpopulations in cancer scRNA-seq data.

  raw real-world expressed gene deep

• The Multi-State Epigenetic Pacemaker enables the identification of combinations of factors that influence DNA methylation.

  PMID 39549198 · PMC11979089 · GeroScience · 2025 · 9 claims · 2 setups

  Has reproduction · 54

  The Multi-State Epigenetic Pacemaker (MSEPM) can accurately model multiple methylation-associated factors (e.g., age, sex, cell-type) simultaneously.

  blood simulated methylation simulation

• SOX10-regulated promoter use defines isoform-specific gene expression in Schwann cells.

  PMID 32770939 · PMC7430845 · BMC genomics · 2020 · 6 claims · 6 setups

  Has reproduction · 94

  SOX10 binds proximal promoters genome-wide in Schwann cells, with ChIP-seq signal concentrated directly over TSSs that are also marked by H3K4me3

  sciatic schwann gene tn5prime chip-seq tss

• Identification of TYR, TYRP1, DCT and LARP7 as related biomarkers and immune infiltration characteristics of vitiligo via comprehensive strategies.

  PMID 34107850 · PMC8806433 · Bioengineered · 2021 · 7 claims · 8 setups

  Has reproduction · 55

  131 robust DEGs (89 upregulated, 42 downregulated) were identified by RRA integration of three vitiligo datasets and are closely associated with melanogenesis and vitiligo development

  lesional merged robust verification gene robust weighted

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised

• Reusable building blocks in biological systems.

  PMID 30958230 · PMC6303794 · Journal of the Royal Society, Interface · 2018 · 8 claims · 5 setups

  Has reproduction · 82

  Biological systems can be decomposed into phenotypic building blocks (PBBs) whose reusability ranges from single-use (condition-specific) to constitutive

  tissues mirna randomized est-based quantitative computational

• 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

• Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.

  PMID 35901020 · PMC9333302 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 83

  Non-reproducibility is a common problem in biomarker discovery: independently derived biomarker sets for the same phenotype frequently share very few features across studies

  gse7390 geo ega tcga-brca t-test-based reproducibility genome-wide

• Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.

  PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 6 setups

  Has reproduction · 92

  MCF-7 cell lines and human breast cancer tissues show only minimal similarity in biological processes, though some fundamental functions like cell cycle are conserved.

  mcf-7 breast wgcna-derived top bulk microarray rsem-normalized

• Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.

  PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups

  Has reproduction · 87

  NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets

  lines bulk single-cell housekeeping bulk pca single-sample