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).
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A taxonomy of epithelial human cancer and their metastases.
PMID 20017941 · PMC2806369 · BMC medical genomics · 2009 · 8 claims · 6 setups
Unsupervised hierarchical clustering of 1566 primary epithelial tumors yields large tissue-enriched clusters (breast, colon/GI, lung, ovary, kidney) plus smaller prostate, thyroid-kidney, and mixed clusters
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Has reproduction · 95
Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.
PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups
Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature
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Utilization of genomic signatures to identify phenotype-specific drugs.
PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups
A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin
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Has reproduction · 92
Activity of distinct growth factor receptor network components in breast tumors uncovers two biologically relevant subtypes.
PMID 28446242 · PMC5406893 · Genome medicine · 2017 · 8 claims · 7 setups
Application of GFRN pathway signatures to breast tumor gene expression data identifies two discrete phenotypes: a 'survival phenotype' (concordant activation of HER2, IGF1R, AKT) and a 'growth phenotype' (concordant activation of EGFR, KRAS(G12V), RAF1, BAD)
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Has reproduction · 51
Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.
PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups
A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients
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Has reproduction · 48
Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.
PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups
A Hybrid signature combining the NPI with 14 SIS-selected genes was constructed from METABRIC training data
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Has reproduction · 84
Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.
PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups
A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts
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Comparison of prognostic gene expression signatures for breast cancer.
PMID 18717985 · PMC2533026 · BMC genomics · 2008 · 8 claims · 5 setups
The three prognostic signatures (70-gene, 76-gene, GGI) show similar prognostic performance for predicting DMFS despite differing gene identity and development approach
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Has reproduction · 71
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
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.
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Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.
PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups
Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity
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Genomic and proteomic approaches for studying human cancer: prospects for true patient-tailored therapy.
PMID 15601541 · PMC3525069 · Human genomics · 2004 · 8 claims · 6 setups
DNA microarray gene expression profiling generates robust molecular classifications for many tumour types (brain, breast, colon, gastric, kidney, leukaemia, lymphoma, lung, melanoma, ovary, prostate, etc.)
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Divide and conquer: progress in the molecular stratification of cancer.
PMID 19718393 · PMC2730607 · Yonsei medical journal · 2009 · 8 claims · 8 setups
Cancers exhibit significant clinical, histopathologic, and molecular heterogeneity between individual patients
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93rd Annual Meeting of the American Association for Cancer Research, San Francisco, CA, USA, 6-10 April 2002.
PMID 12100742 · PMC138737 · Breast cancer research : BCR · 2002 · 8 claims · 8 setups
Serial analysis of gene expression identifies genes preferentially expressed in ductal carcinoma in situ
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Molecular tumor profiling: translating genomic insights into clinical advances.
PMID 15287965 · PMC507868 · Genome biology · 2004 · 8 claims · 8 setups
Gene-expression profiling can distinguish BRCA1- and BRCA2-linked breast tumors from sporadic breast tumors with similar hormone-receptor status
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Has reproduction · 73
GREIN: An Interactive Web Platform for Re-analyzing GEO RNA-seq Data.
PMID 31110304 · PMC6527554 · Scientific reports · 2019 · 8 claims · 7 setups
GREIN is a web application providing user-friendly interfaces to manipulate, visualize, and analyze GEO RNA-seq data.
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Has reproduction · 69
Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.
PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups
An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset
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Advances in breast cancer: pathways to personalized medicine.
PMID 19088015 · PMC4535810 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2008 · 8 claims · 8 setups
Germline BRCA1/BRCA2 mutations are strong predictors of breast and ovarian cancer, conferring a 40-80% lifetime risk of breast cancer
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Identification of novel gene amplifications in breast cancer and coexistence of gene amplification with an activating mutation of PIK3CA.
PMID 19706770 · PMC2745517 · Cancer research · 2009 · 8 claims · 8 setups
Genome-wide DNA copy number analysis of 161 primary breast tumors identified six novel focally amplified genes: POLD3, IRAK4, IRX2, TBL1XR1, ASPH, and BRD4
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Has reproduction · 72
Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.
PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups
edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.
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Migratory Tumor Cells Cooperate with Cancer Associated Fibroblasts in Hormone Receptor-Positive and HER2-Negative Breast Cancer.
PMID 38892065 · PMC11172245 · International journal of molecular sciences · 2024 · 8 claims · 8 setups
HR+/HER2-BC tumor epithelial cells comprise four single-cell-defined functional (SC-f) subtypes: migratory, secretory, proliferating, and dysfunctional.