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).

• Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.

  PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 63

  Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes

  hnscc combined gse164690 tcga-hnsc ssgsea unsupervised immune

• Clustering of phosphorylation site recognition motifs can be exploited to predict the targets of cyclin-dependent kinase.

  PMID 17316440 · PMC1852407 · Genome biology · 2007 · 8 claims · 6 setups

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  CDK consensus motifs are frequently clustered (closely spaced) in known CDK substrate proteins rather than uniformly distributed

  cerevisiae cycle reanalysis statistical optimal

• Clustering by neurocognition for fine mapping of the schizophrenia susceptibility loci on chromosome 6p.

  PMID 19694819 · PMC4286260 · Genes, brain, and behavior · 2009 · 6 claims · 6 setups

  Full-text index only

  A family-based clustering strategy using neurocognitive test scores (CPT, WCST) can identify more homogeneous subgroups of schizophrenia families for genetic association analysis

  multiplex affected subjects cluster-specific family-based continuous wisconsin

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.

  PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity

  coad consensus cibersort mcp-counter

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

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

  Full-text index only

  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

• Comparative proteomic analysis of cell lines and scrapings of the human intestinal epithelium.

  PMID 17407598 · PMC1852558 · BMC genomics · 2007 · 8 claims · 7 setups

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  Global protein expression profiles of cultured intestinal epithelial cell lines differ from those of intestinal epithelial scrapings in vivo

  caco-2 ht-29 hep muscle 2-d 2-de principal

• Transcription network construction for large-scale microarray datasets using a high-performance computing approach.

  PMID 18366618 · PMC2386070 · BMC genomics · 2008 · 8 claims · 7 setups

  Full-text index only

  RMT removes the random noise component of the gene expression correlation matrix by testing its eigenvalue statistics against a null hypothesis derived from a truly random correlation matrix

  yeast liver eight-node microarray k-means hybrid

• An integrative genomic and epigenomic approach for the study of transcriptional regulation.

  PMID 18365023 · PMC2266992 · PloS one · 2008 · 8 claims · 7 setups

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  Integrative analysis combining gene expression, DNA methylation, and H3K9 acetylation data reveals hundreds of additional differentially expressed genes missed by gene expression arrays alone

  aml computational help chip-chip gene

• Multi-organ expression profiling uncovers a gene module in coronary artery disease involving transendothelial migration of leukocytes and LIM domain binding 2: the Stockholm Atherosclerosis Gene Expression (STAGE) study.

  PMID 19997623 · PMC2780352 · PLoS genetics · 2009 · 8 claims · 6 setups

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  Functionally associated gene modules, not individual genes, underlie CAD development and can be identified via multi-organ expression clustering

  liver atherosclerotic 128-gene independent two-way gene bioinformatic

• MLST clustering of Campylobacter jejuni isolates from patients with gastroenteritis, reactive arthritis and Guillain-Barré syndrome.

  PMID 19702866 · PMC3985121 · Journal of applied microbiology · 2010 · 8 claims · 4 setups

  Full-text index only

  Danish C. jejuni isolates from gastroenteritis, RA and GBS patients are highly genetically diverse, comprising 51 STs within 18 clonal complexes among 122 isolates.

  campylobacter concatenated clonal multilocus upgma clonalframe

• The molecular characterization and clinical management of multiple myeloma in the post-genome era.

  PMID 19657360 · PMC3686133 · Leukemia · 2009 · 8 claims · 8 setups

  Full-text index only

  GEP identifies distinct molecular subgroups of MM associated with differing clinical features and survival outcomes

  myeloma cd138-immunomagnetically plasma bone-marrow filter-based gene-expression targeted

• CLEAN: CLustering Enrichment ANalysis.

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

  Full-text index only

  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

• Systematic clustering algorithm for chromatin accessibility data and its application to hematopoietic cells.

  PMID 33253153 · PMC7728210 · PLoS computational biology · 2020 · 6 claims · 3 setups

  Has reproduction · 90

  Representing the genome as a binary string (1/0) of peak presence and computing Hamming distances enables hierarchical clustering of ATAC-seq samples with reduced computational cost while preserving cell-type classification.

  leukemia hematopoietic atac-seq rna-seq

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 6 setups

  Has reproduction · 87

  CoINcIDE is a methodological framework that discovers replicable patient subtypes (meta-clusters) across multiple datasets by finding consensus across dataset-specific clusterings, requiring no between-dataset transformations.

  breast ovarian simulated gene semi-supervised novo

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  An AI-powered radiological clustering of CT images stratifies stage II CRC patients into adjuvant chemotherapy (AC)-preferable and observation-only (OO)-preferable clusters whose survival benefit from chemotherapy differs significantly (iHR=5.35).

  stage crc geo ct26 contrast-enhanced bulk transcriptomic

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 83

  Two lactylation cancer subtypes (CS1, CS2) can be identified in LUAD by multiomics ensemble clustering, with CS1 linked to better overall survival than CS2

  tcga gse31210 multiomics lncrna methylation

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 7 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.

  bca meta-geo tcga-blca tcga bulk rna-seq somatic

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

  Has reproduction · 75

  stDyer-image is an end-to-end deep learning framework that directly associates image features with predicted cluster labels to improve clustering of SRT and SRP data with images.

  non-small-cell breast brain intestine spatially image