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).

• 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

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

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

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  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

• MicroRNA profiling of BRCA1/2 mutation-carrying and non-mutation-carrying high-grade serous carcinomas of ovary.

  PMID 19798417 · PMC2749450 · PloS one · 2009 · 7 claims · 7 setups

  Full-text index only

  High grade serous carcinomas with and without BRCA1/2 abnormalities show very similar miRNA expression profiles, with no clear clustering separation by BRCA1/2 status

  high ovarian mir-29a mirna unsupervised significance

• 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

• Genomic expression during human myelopoiesis.

  PMID 17683550 · PMC2045681 · BMC genomics · 2007 · 8 claims · 5 setups

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  An integrated myelopoiesis expression dataset of 9,425 genes, each mapped to a unique genomic position, was generated from 24 microarray experiments across 8 myeloid cell types.

  myeloid same cd34+ gene microarray unsupervised sam

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.

  PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 7 setups

  Has reproduction · 45

  Eight distinct T cell populations are identifiable in CRC tumor tissue and seven in peripheral blood by unsupervised clustering of scRNA-seq data.

  tumor peripheral cd4+ eight single-cell unsupervised ligand-receptor

• Sources of variability and effect of experimental approach on expression profiling data interpretation.

  PMID 11936955 · PMC65691 · BMC bioinformatics · 2002 · 8 claims · 7 setups

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  Intra-patient tissue heterogeneity (different regions of the same biopsy) is often the greatest source of variability in expression profiling

  skeletal muscle spleen myogenic affymetrix duplicate unsupervised

• Antibody protein array analysis of the tear film cytokines.

  PMID 18677223 · PMC3786218 · Optometry and vision science : official publication of the American Academy of Optometry · 2008 · 7 claims · 4 setups

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  Tear fluid contains factors with affinity for plastic, capture antibodies, and IgG that create matrix effects profoundly impacting dot ELISA/array reliability

  tear normalized antibody 12-plex two-step

• 2D-DIGE proteomic characterization of head and neck squamous cell carcinoma.

  PMID 19861202 · PMC2847880 · Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery · 2009 · 8 claims · 4 setups

  Full-text index only

  Cornulin is downregulated in HNSCC relative to normal adjacent tissue and represents a novel biomarker in HNSCC.

  hnscc excised independent identified 2d-dige lc-ms immunohistochemistry

• 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

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• Oncogenic mutations in GNAQ occur early in uveal melanoma.

  PMID 18719078 · PMC2634606 · Investigative ophthalmology & visual science · 2008 · 8 claims · 7 setups

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  Activating GNAQ mutations at codon 209 occur in 33/67 (49%) of primary uveal melanomas, making it the most common known oncogenic mutation in UM

  uveal peripheral normal well-characterized pcr sequencing array-based

• iTRAQ-based proteomics profiling reveals increased metabolic activity and cellular cross-talk in angiogenic compared with invasive glioblastoma phenotype.

  PMID 19674965 · PMC2773724 · Molecular & cellular proteomics : MCP · 2009 · 6 claims · 5 setups

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  Serial transplantation of human GBM xenografts in nude rats converts an initially highly infiltrative, non-angiogenic phenotype into a highly angiogenic phenotype over 4-6 generations.

  membrane-enriched xenograft homogenate quantified itraq western bradford