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).

• Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.

  PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups

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  ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.

  blood baseline-corrected 953-dimensional training seldi-tof wavelet ant

• Ovarian cancer has frequent loss of heterozygosity at chromosome 12p12.3-13.1 (region of TEL and Kip1 loci) and chromosome 12q23-ter: evidence for two new tumour-suppressor genes.

  PMID 9155043 · PMC2228239 · British journal of cancer · 1997 · 8 claims · 4 setups

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  Two commonly deleted regions on chromosome 12 were identified in ovarian cancer: 12p12.3-13.1 (6/23 samples) and 12q23-ter (7/23 samples)

  ovarian loh pcr-sscp multiplex

• Functional restoration of BRCA2 protein by secondary BRCA2 mutations in BRCA2-mutated ovarian carcinoma.

  PMID 19654294 · PMC2754824 · Cancer research · 2009 · 8 claims · 7 setups

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  Secondary BRCA2 mutations restore BRCA2 protein/reading frame and thereby cause acquired platinum and PARP inhibitor resistance in BRCA2-mutated ovarian carcinoma

  ovarian peo1 v-c8-dr-gfp western brca2 crystal

• Constructing support vector machine ensembles for cancer classification based on proteomic profiling.

  PMID 16689692 · PMC5173238 · Genomics, proteomics & bioinformatics · 2005 · 7 claims · 4 setups

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  CSVME, built by selecting a subset of base SVMs via SVM-RFE ranking and fusing them with a trained upper-layer SVM, achieves better classification performance than an ensemble of all base SVMs.

  serum computational seldi-tof svm-rfe-based 10-fold

• Mutation of ERBB2 provides a novel alternative mechanism for the ubiquitous activation of RAS-MAPK in ovarian serous low malignant potential tumors.

  PMID 19010816 · PMC6953412 · Molecular cancer research : MCR · 2008 · 8 claims · 8 setups

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  Activating RAS-MAPK pathway mutations are present in >70% of serous LMP tumors versus ~12.5% of serous ovarian carcinomas

  serous same lmp braf-mutant gene hotspot erbb2

• STAT1 and IL-7 as potential diagnostic biomarkers for distinguishing high-grade from low-grade serous ovarian cancer: a multi-cohort analysis.

  PMID 42058211 · PMC13120972 · Frontiers in immunology · 2026 · 7 claims · 6 setups

  Has reproduction · 50

  STAT1 and IL-7 are differentially expressed immune-related genes that can distinguish HGSOC from LGSOC and may serve as ancillary diagnostic biomarkers.

  hgsoc training independent paraffin-embedded transcriptome machine-learning diagnostic

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• 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

• A big circuit model.

  PMID 12940284 · PMC1316925 · Environmental health perspectives · 2003 · 8 claims · 8 setups

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  In early prostate carcinogenesis, apoptosis signals are primarily suppressed rather than growth rate being increased.

  prostate blood model genes microarray proteomic gene