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).

• PredTAD: A machine learning framework that models 3D chromatin organization alterations leading to oncogene dysregulation in breast cancer cell lines.

  PMID 34093998 · PMC8142020 · Computational and structural biotechnology journal · 2021 · 6 claims · 8 setups

  Has reproduction · 77

  PredTAD, a Gradient Boosting Machine model using epigenomic and genomic ChIP-seq-derived features plus neighboring-bin information, classifies 10 kb genomic bins as TAD boundary or non-boundary

  mcf10a t47d mcf7 tcga hi-c chip-seq atac-seq

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• New perspectives on an old disease: proteomics in cancer research.

  PMID 17472735 · PMC1895992 · Genome biology · 2007 · 8 claims · 8 setups

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  The HUPO Plasma Proteome Project has catalogued over 3,020 non-redundant gene products (>7,000 proteins/isoforms) in human plasma, many originating from tissues/organs rather than being plasma-intrinsic.

  plasma breast tumor genetically shotgun proteomics glycopeptide

• Human disease classification in the postgenomic era: a complex systems approach to human pathobiology.

  PMID 17625512 · PMC1948102 · Molecular systems biology · 2007 · 8 claims · 5 setups

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  Current syndromic disease classification lacks specificity despite historically serving clinicians well

  prostate neurodegenerative experimental genetic reverse-engineered protein-protein gene

• PIK3CA-activating mutations and chemotherapy sensitivity in stage II-III breast cancer.

  PMID 18371219 · PMC2397526 · Breast cancer research : BCR · 2008 · 7 claims · 4 setups

  Full-text index only

  PIK3CA mutations are not associated with altered sensitivity to preoperative anthracycline-based or taxane-based chemotherapy in ER-positive and ER-negative breast tumors

  tumor breast stage direct immunohistochemistry fluorescence

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• Proteomic analysis of nipple aspirate fluid from women with early-stage breast cancer using isotope-coded affinity tags and tandem mass spectrometry reveals differential expression of vitamin D binding protein.

  PMID 16542425 · PMC1431555 · BMC cancer · 2006 · 8 claims · 5 setups

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  ICAT tandem MS can identify and quantify differences in specific protein expression between NAF from tumor-bearing and disease-free breasts

  paired icat-labeled spectra naf icat sds-page liquid

• Identification of BRCA1 missense substitutions that confer partial functional activity: potential moderate risk variants?

  PMID 18036263 · PMC2246181 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

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  Revised multifactorial likelihood analysis incorporating ER, CK5/6, and CK14 tumor immunohistochemistry improves classification of BRCA1 unclassified variants

  archival kconfab myriad lymphoblastoid immunohistochemistry multifactorial co-occurrence

• 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

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  Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity

  breast early-stage diffuse dlbcl gene

• Glycomics and disease markers.

  PMID 19775929 · PMC2788081 · Current opinion in chemical biology · 2009 · 8 claims · 7 setups

  Full-text index only

  Over 70% of all human proteins are glycosylated

  serum glycoprotein-derived sera maldi-fticr glycan nanoflow

• 25th Annual San Antonio Breast Cancer Symposium, San Antonio, Texas, USA, 10-14 December 2002 Update on preclinical and translational research.

  PMID 12631391 · PMC154153 · Breast cancer research : BCR · 2003 · 8 claims · 8 setups

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  Growth factor signalling (EGF/HER-2/MAPK, AKT) phosphorylates the oestrogen receptor and drives development of endocrine-resistant breast cancer

  xenograft serum frozen tumour xenograft mass cdna

• CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.

  PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups

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  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.

  breast commercial vertebrate genes cdna activity computational

• High-throughput genomic technology in research and clinical management of breast cancer. Evolving landscape of genetic epidemiological studies.

  PMID 16834767 · PMC1557740 · Breast cancer research : BCR · 2006 · 8 claims · 5 setups

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  Candidate polymorphism-based genetic epidemiological studies have yielded little success in identifying low-penetrance breast cancer susceptibility genes, largely due to poor genomic coverage and inadequate statistical power.

  breast large-scale candidate single candidate ultra medium-throughput

• Getting it right: being smarter about clinical trials.

  PMID 16608383 · PMC1435786 · PLoS medicine · 2006 · 9 claims · 8 setups

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  Bias and confounding in observational studies can produce misleading associations that are overturned by randomized trials (e.g., HRT).

  postmenopausal general patients men randomized population-based large

• Implication of BRCA2 -26G>A 5' untranslated region polymorphism in susceptibility to sporadic breast cancer and its modulation by p53 codon 72 Arg>Pro polymorphism.

  PMID 17945002 · PMC2242669 · Breast cancer research : BCR · 2007 · 8 claims · 7 setups

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  -26G>A polymorphism in the BRCA2 5' UTR is functional: the A allele drives roughly twice the reporter gene expression of the G allele in MCF-7 and HeLa cells

  mcf-7 hela brca2 peripheral luciferase transcription genotyping

• SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.

  PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups

  Has reproduction · 81

  SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation

  amyotrophic breast coronavirus st-elevation rna-seq comparative

• The development of an integrated platform to identify breast cancer glycoproteome changes in human serum.

  PMID 19782370 · PMC4142217 · Journal of chromatography. A · 2010 · 8 claims · 6 setups

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  M-LAC (multi-lectin affinity chromatography combining Con A, WGA and Jacalin) provides comprehensive capture of glycoproteins from biological fluids based on differing glycan specificities

  pooled m-lac excised individual high-performance sds-page lectin

• Interpretable and integrative analysis of single-cell multiomics with scMKL.

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 7 claims · 7 setups

  Has reproduction · 65

  scMKL outperforms SVM, EasyMKL, MLP, and XGBoost in classification accuracy (AUROC) across multiple single-cell cancer datasets

  mcf-7 t-47d small prostate 10x scrna-seq sciatac-seq

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• TP53 mutation analyses on breast carcinomas: a study of paraffin-embedded archival material.

  PMID 8761369 · PMC2074687 · British journal of cancer · 1996 · 8 claims · 8 setups

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  CDGE can be used to successfully detect TP53 mutations (exons 5-8) in DNA extracted from archival paraffin-embedded breast carcinoma tissue

  archival pcr breast tumour pcr-cdge direct restriction