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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Has reproduction · 59
Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.
PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups
The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance
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Has reproduction · 87
CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.
PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 6 setups
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.
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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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More breast cancer genes?
PMID 11305950 · PMC138680 · Breast cancer research : BCR · 2001 · 8 claims · 7 setups
A new high-risk breast cancer gene termed BRCAX may exist on chromosome 13q, identified via CGH and linkage analysis in Nordic families
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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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High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.
PMID 17925008 · PMC2246289 · Genome biology · 2007 · 7 claims · 8 setups
A novel subtype of high-grade ER-negative breast cancer exists, characterized by a low genomic instability index (GII)
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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 · 7 claims · 6 setups
Breast tumors exhibit two discrete GFRN activity phenotypes: a 'survival phenotype' with concordant HER2/IGF1R/AKT activation and a 'growth phenotype' with concordant EGFR/KRAS(G12V)/RAF1/BAD activation, which are typically mutually exclusive.
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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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Haplotype analysis of common variants in the BRCA1 gene and risk of sporadic breast cancer.
PMID 15743496 · PMC1064127 · Breast cancer research : BCR · 2005 · 7 claims · 5 setups
A common BRCA1 haplotype (haplotype 2, C A G G) is associated with a modest increase in sporadic breast cancer risk
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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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BRCA1 and BRCA2 mutation carriers in the Breast Cancer Family Registry: an open resource for collaborative research.
PMID 18704680 · PMC2775077 · Breast cancer research and treatment · 2009 · 8 claims · 8 setups
The Breast Cancer Family Registry is an open resource for collaborative interdisciplinary and translational studies of the genetic epidemiology of breast cancer.
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Gata-3 and mammary cell fate.
PMID 17381824 · PMC1868924 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups
Gata-3 is required for formation of mammary placodes during embryonic development
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Has reproduction · 62
Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.
PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups
A DNN model using the top 34 betweenness-centrality-ranked hub genes predicts bone metastasis with AUC of 92.11% on the GEO validation data.
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Has reproduction · 74
Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.
PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 8 claims · 8 setups
540 DEGs overlap across breast, colorectal, and lung cancers out of 11,384 DEGs analyzed
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Has reproduction · 71
IRSN-23 gene diagnosis enhances breast cancer subtype classification and predicts response to neoadjuvant chemotherapy: new validation analyses.
PMID 40128415 · PMC11993443 · Breast cancer (Tokyo, Japan) · 2025 · 8 claims · 8 setups
IRSN-23 Gp-R patients have significantly higher pCR rates than Gp-NR patients without anti-HER2 therapy, across the OUH cohort and multiple independent public datasets
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Expanding the vision of environmental health at UNC-CH.
PMID 15248304 · PMC1247395 · Environmental health perspectives · 2004 · 8 claims · 8 setups
Human breast tumors arise from at least two distinct cell types, basal and luminal epithelial, with different clinical behavior
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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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Has reproduction · 83
Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.
PMID 35901020 · PMC9333302 · PloS one · 2022 · 7 claims · 3 setups
A Reproducibility Score, RS(D,BD), defined as the average Jaccard overlap between biomarker sets found by the same discovery process on comparable datasets from the same distribution, quantifies biomarker reproducibility on a 0-1 scale
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CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.
PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups
Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.
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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 15-gene immune infiltration-related signature (IRS) predicts overall survival in breast cancer, with higher IRS indicating worse prognosis