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).

• CLEAN: CLustering Enrichment ANalysis.

  PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups

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  The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).

  four breast combined hierarchical cluster csimm-based

• Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.

  PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 8 claims · 6 setups

  Has reproduction · 75

  Meta-analysis of 21 experiments covering 58 HL conditions yielded ~218,000 DEG instances corresponding to ~19,000 unique A. thaliana genes

  arabidopsis bulk hierarchical gene

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 5 setups

  Has reproduction · 83

  CHCT, a hierarchical classification tool, splits classification of 30 cancer types into ten smaller subproblems using a two-tier architecture to classify primary cancer by methylation profile

  cancer clinical training independent methylation upgma random

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• Independent component analysis reveals new and biologically significant structures in micro array data.

  PMID 16762055 · PMC1557674 · BMC bioinformatics · 2006 · 7 claims · 8 setups

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  ICA applied to three microarray datasets reveals many biologically significant components, including low-ranking ones not obvious by rank alone

  acute serum-stimulated head aml microarray clust term

• Filling gaps in PPAR-alpha signaling through comparative nutrigenomics analysis.

  PMID 20003344 · PMC2801700 · BMC genomics · 2009 · 7 claims · 8 setups

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  Meta-analysis of 16 microarray datasets across human, mouse, rat and yeast identifies 164 genes (MDEGs) consistently differentially expressed in response to high fat diet or PPAR signaling perturbation.

  liver saccharomyces mdeg independent microarray transcription chromosomal

• Discovering multiple transcripts of human hepatocytes using massively parallel signature sequencing (MPSS).

  PMID 17601345 · PMC1929076 · BMC genomics · 2007 · 8 claims · 8 setups

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  MPSS detected 10,279 UniGene clusters, representing 7,475 known genes, in human hepatocytes

  hepatocytes promoters genes hepatocyte mpss rt-pcr hierarchical

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

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

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  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

• 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

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

  α5+ computational k562 embryonic ligand tandem hierarchical

• Genome scans of facial features in East Africans and cross-population comparisons reveal novel associations.

  PMID 34411106 · PMC8375984 · PLoS genetics · 2021 · 8 claims · 3 setups

  Has reproduction

  Genome scans of multivariate 3D facial shape phenotypes in Tanzanian children revealed significant associations at 20 loci (p < 2.5 × 10^-8).

  tanzanian european cranial gwas cross-population functional

• Systematic assessment of pathway databases, based on a diverse collection of user-submitted experiments.

  PMID 36088548 · PMC9487593 · Briefings in bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 94

  Well-established, hierarchically organized pathway annotation systems (e.g. GO, Reactome, KEGG) yield the best overall enrichment performance despite covering much of the human genome only in general terms.

  user-submitted string pubmed protein-coding gene hierarchical text-mining

• Iterative class discovery and feature selection using Minimal Spanning Trees.

  PMID 15355552 · PMC520744 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  Iterating between MST-based clustering and t-statistic feature selection removes noise genes step-wise while sharpening the sample clustering

  simulated breast acute diffuse synthetic cdna microarray

• A case study for large-scale human microbiome analysis using JCVI's metagenomics reports (METAREP).

  PMID 22719821 · PMC3374610 · PloS one · 2012 · 8 claims · 7 setups

  Has reproduction · 78

  METAREP version 1.3.1 is an open-source, scalable tool for querying, browsing and comparing extremely large volumes of metagenomic annotations, with an extended data model, dynamic weighting, distributed searches and advanced clustering.

  microbiome pooled hmp metarep genome assembly-based enzymatic

• pSTIING: a 'systems' approach towards integrating signalling pathways, interaction and transcriptional regulatory networks in inflammation and cancer.

  PMID 16381926 · PMC1347407 · Nucleic acids research · 2006 · 8 claims · 3 setups

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  pSTIING is a publicly accessible web-based knowledgebase integrating protein-protein, protein-lipid, protein-small molecule interactions, transcriptional regulatory associations, ligand-receptor-cell type information, and signal transduction modules, with a focus on inflammation, cell migration and cancer.

  model gene molecular sequence clustering literature

• A systems-level analysis of the mutually antagonistic roles of RKIP and BACH1 in dynamics of cancer cell plasticity.

  PMID 37963558 · PMC10645512 · Journal of the Royal Society, Interface · 2023 · 8 claims · 7 setups

  Has reproduction · 95

  RKIP and BACH1 are negatively correlated with each other across most cancer types in TCGA

  tcga er+ ccle computational spearman correlation gene

• Shared and unique phosphoproteomics responses in skeletal muscle from exercise models and in hyperammonemic myotubes.

  PMID 36345342 · PMC9636548 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  Comparative phosphoproteomics of hyperammonemic myotubes and exercise-model muscle identifies shared enriched pathways: PKA, calcium signaling, MAPK signaling, and protein homeostasis.

  c2c12 hyperammonemic phosphoproteomics immunoblot comparative

• Widespread ectopic expression of olfactory receptor genes.

  PMID 16716209 · PMC1508154 · BMC genomics · 2006 · 8 claims · 6 setups

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  OR genes show widespread, locus-dependent, heterogeneous ectopic expression across dozens of non-olfactory human and mouse tissues

  tissues olfactory intact probesets microarray est custom

• The DAVID Gene Functional Classification Tool: a novel biological module-centric algorithm to functionally analyze large gene lists.

  PMID 17784955 · PMC2375021 · Genome biology · 2007 · 8 claims · 6 setups

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  Gene-gene functional similarity can be measured using kappa statistics applied to a binary gene-annotation-term matrix built from 14 annotation categories.

  genome protein-protein genes artificial kappa clustering gene

• g:Profiler--a web-based toolset for functional profiling of gene lists from large-scale experiments.

  PMID 17478515 · PMC1933153 · Nucleic acids research · 2007 · 8 claims · 5 setups

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  g:Profiler integrates four modules (g:Profiler core, g:Convert, g:Orth, g:Sorter) into a single cross-linked web tool for gene list analysis

  input 1000-bp microarray organisms functional transcription gene

• MALDI profiling of human lung cancer subtypes.

  PMID 19890392 · PMC2767501 · PloS one · 2009 · 8 claims · 8 setups

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  PIMAC/MALDI-TOF peptide profiles combined with classification models can distinguish normal lung from tumor and differentiate NSCLC histological subtypes

  lung tryptic peak ffpe maldi-tof parallel stepwise