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).

• Discovering cancer genes by integrating network and functional properties.

  PMID 19765316 · PMC2758898 · BMC medical genomics · 2009 · 8 claims · 6 setups

  Full-text index only

  Cancer genes have distinct PPI network topology (higher connectivity, higher clustering coefficient, shorter path length to known cancer genes) compared to non-cancer genes

  genes gene colon ppi pfam term

• Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.

  PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 5 setups

  Has reproduction · 83

  CHCT, a hierarchical classification tool, splits classification of 30 cancer types into ten smaller subproblems using a two-tier architecture to classify primary cancer by methylation profile

  cancer clinical training independent methylation upgma random

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

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  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• Sequence and structure signatures of cancer mutation hotspots in protein kinases.

  PMID 19834613 · PMC2759519 · PloS one · 2009 · 8 claims · 6 setups

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  Developed CKMD (Composite Kinase Mutation Database), an integrated bioinformatics resource mapping genetic variation in protein kinase genes to sequence, structural, and functional data

  kinase common egfr autoinhibited database-driven structure-informed evolutionary

• BRCA1 and BRCA2 mutation predictions using the BOADICEA and BRCAPRO models and penetrance estimation in high-risk French-Canadian families.

  PMID 16417652 · PMC1413985 · Breast cancer research : BCR · 2006 · 8 claims · 7 setups

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  BOADICEA predicts accurately the number of BRCA1 and BRCA2 mutations across family groups and discriminates well between carriers and noncarriers

  french-canadian families brca1-positive same targeted full-length multiplex

• Hierarchical modeling of activation mechanisms in the ABL and EGFR kinase domains: thermodynamic and mechanistic catalysts of kinase activation by cancer mutations.

  PMID 19714203 · PMC2722018 · PLoS computational biology · 2009 · 8 claims · 8 setups

  Full-text index only

  Cancer mutations in ABL and EGFR activate kinases via a common multi-stage mechanism involving hydrophobic spine assembly, formation of a Src-like intermediate structure, and cooperative breakage/formation of characteristic salt bridges

  abl egfr abl-sh2-sh3 homology molecular stability

• Phosphorylation states of cell cycle and DNA repair proteins can be altered by the nsSNPs.

  PMID 16111488 · PMC1208866 · BMC cancer · 2005 · 8 claims · 4 setups

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  15 of 89 nsSNPs (16.9%) studied were predicted to abolish or create phosphorylation sites in 14 of 32 proteins (44.0%)

  orthologues repair case-control phosphorylation cross-species database

• Mutation analysis of the AATF gene in breast cancer families.

  PMID 20025740 · PMC2806411 · BMC cancer · 2009 · 6 claims · 6 setups

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  No AATF sequence alteration identified was predicted to be pathogenic or showed significant association with breast cancer risk

  genomic showing aatf case conformation direct pathogenicity

• Utilization of genomic signatures to identify phenotype-specific drugs.

  PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups

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  A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin

  nci-60 breast mda-mb-231 signature-drug gene signature

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  Autoencoder networks based on 266 shared DEGs reveal a comorbidity (positive) relationship between Alzheimer's disease and lung cancer.

  brain lung integrated shared microarray differential autoencoder

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• Evaluation of NTHL1, NEIL1, NEIL2, MPG, TDG, UNG and SMUG1 genes in familial colorectal cancer predisposition.

  PMID 17029639 · PMC1624846 · BMC cancer · 2006 · 6 claims · 4 setups

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  Coding sequences and intron-exon boundaries of NTHL1, NEIL1, NEIL2, MPG, TDG, UNG and SMUG1 were screened in 94 familial CRC cases with known genes excluded

  genomic predicted archival mutation targeted functional

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• Interactome-transcriptome analysis reveals the high centrality of genes differentially expressed in lung cancer tissues.

  PMID 16188928 · PMC4631381 · Bioinformatics (Oxford, England) · 2005 · 7 claims · 4 setups

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  Genes upregulated in squamous cell lung cancer are highly connected (well-connected) nodes in the protein interactome

  squamous ophid degs oligonucleotide interaction connectivity

• Mutation analysis of the ATR gene in breast and ovarian cancer families.

  PMID 15987455 · PMC1175065 · Breast cancer research : BCR · 2005 · 8 claims · 5 setups

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  ATR mediates the DNA damage response by phosphorylating tumor suppressors such as p53, BRCA1 and CHK1, making it a plausible candidate breast/ovarian cancer susceptibility gene

  index atr variant mutation direct variant

• Expression of full-length p53 and its isoform Deltap53 in breast carcinomas in relation to mutation status and clinical parameters.

  PMID 17054774 · PMC1636663 · Molecular cancer · 2006 · 7 claims · 7 setups

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  The alternative splice isoform Δp53 mRNA is co-expressed with full-length p53 mRNA in breast tumors and cell lines

  breast universal p53 subset qrt-pcr bioinformatic structure

• Analysis of the prostate cancer cell line LNCaP transcriptome using a sequencing-by-synthesis approach.

  PMID 17010196 · PMC1592491 · BMC genomics · 2006 · 8 claims · 7 setups

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  High-throughput 454 sequencing-by-synthesis of LNCaP cDNA can profile transcript abundance across the transcriptome

  lncap lncap-derived r1881-treated massively blast blat

• ATM variants and cancer risk in breast cancer patients from Southern Finland.

  PMID 16914028 · PMC1592307 · BMC cancer · 2006 · 8 claims · 6 setups

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  Neither 5557G>A nor ivs38-8T>C, nor any haplotype containing them, was significantly associated with breast cancer risk in any patient group

  familial brca1 same genotype genotyping denaturing direct

• Prospective health care: the second transformation of medicine.

  PMID 16522218 · PMC1431721 · Genome biology · 2006 · 8 claims · 7 setups

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  Predictive biomarkers (genomic, proteomic, metabolomic) will enable quantification of disease risk and anticipation of onset before pathological damage occurs.

  cancer circulating breast population gene-expression proteomic 21-gene