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).

• Rapid preparation of nuclei-depleted detergent-resistant membrane fractions suitable for proteomics analysis.

  PMID 18534013 · PMC2440737 · BMC cell biology · 2008 · 6 claims · 4 setups

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  A modified differential detergent extraction method (pelleting nuclei/intact cells at low speed before detergent solubilization) yields DRM fractions with markedly reduced nuclear protein contamination compared to the conventional method.

  lncap fractions immunofluorescence differential concentration

• The rate of the 6174delT founder Jewish mutation in BRCA2 in patients with non-colonic gastrointestinal tract tumours in Israel.

  PMID 11207041 · PMC2363777 · British journal of cancer · 2001 · 8 claims · 2 setups

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  The 6174delT BRCA2 mutation carrier rate is significantly higher in Jewish Ashkenazi non-colonic GI cancer patients (8.6%) than in the general Ashkenazi population (1.16%)

  unselected peripheral extraction pcr

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• A scale space approach for unsupervised feature selection in mass spectra classification for ovarian cancer detection.

  PMID 19828085 · PMC2762074 · BMC bioinformatics · 2009 · 7 claims · 1 setups

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  A scale-space based unsupervised feature extraction method combined with SVM classification achieves high accuracy in ovarian cancer detection from serum mass spectra.

  serum high-resolution

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• TP53 mutations in ovarian carcinomas from sporadic cases and carriers of two distinct BRCA1 founder mutations; relation to age at diagnosis and survival.

  PMID 16229746 · PMC1276789 · BMC cancer · 2005 · 8 claims · 4 setups

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  Survival for BRCA1-familial ovarian cancer cases with TP53 mutations was not significantly different from familial cases without TP53 mutations (p=0.25, RR=1.64)

  ovarian sporadic paraffin-embedded mutation survival extraction

• Correlations of EGFR mutations and increases in EGFR and HER2 copy number to gefitinib response in a retrospective analysis of lung cancer patients.

  PMID 17626639 · PMC1952070 · BMC cancer · 2007 · 7 claims · 4 setups

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  EGFR mutations (exon 19 deletions, exon 21 L858R) did not correlate with gefitinib response in this cohort

  microdissected formalin-fixed archival clinical pcr fluorescence laser

• Discovery and identification of potential biomarkers of papillary thyroid carcinoma.

  PMID 19785722 · PMC2761863 · Molecular cancer · 2009 · 8 claims · 7 setups

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  A 3-peak (m/z 9190, 6631, 8697 Da) SVM classification model discriminates PTC from non-cancer controls with high sensitivity and specificity

  serum hplc-purified trypsin-digested crude seldi-tof-ms solid-phase maldi-tof-ms

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• 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

• Prevalence of BRCA1 in a hospital-based population of Dutch breast cancer patients.

  PMID 10952774 · PMC2363536 · British journal of cancer · 2000 · 8 claims · 5 setups

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  The estimated prevalence of BRCA1 mutations in the general Dutch breast cancer population is 2.1%

  peripheral reamplified patients dsdi founder-deletion-specific direct

• Proteomics as a tool for biomarker discovery.

  PMID 18057524 · PMC3851415 · Disease markers · 2007 · 8 claims · 7 setups

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  A useful clinical biomarker must be easily attainable, have adequate sensitivity, have adequate specificity, and lead to patient benefit through intervention

  serum laser ovarian seldi-tof two-dimensional gene

• Fucosylated glycoproteins as markers of liver disease.

  PMID 19126969 · PMC3827789 · Disease markers · 2008 · 8 claims · 6 setups

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  Core alpha 1,6-linked fucosylation of AFP (AFP-L3) is increased in HCC and is a more specific marker of HCC than total AFP

  afp pooled larger igg lectin fucose-specific immunoblot

• Glycomic approach for potential biomarkers on prostate cancer: profiling of N-linked glycans in human sera and pRNS cell lines.

  PMID 19126968 · PMC3827814 · Disease markers · 2008 · 8 claims · 5 setups

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  Glycomic profiling of N-linked glycans in serum can reveal potential biomarkers distinguishing prostate cancer patients from controls

  serum prns-1-1 n-linked maldi solid tandem

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

  Has reproduction · 75

  stDyer-image is an end-to-end deep learning framework that directly associates image features with predicted cluster labels to improve clustering of SRT and SRP data with images.

  non-small-cell breast brain intestine spatially image

• Implementing the reuse of public DIA proteomics datasets: from the PRIDE database to Expression Atlas.

  PMID 35701420 · PMC9197839 · Scientific data · 2022 · 8 claims · 5 setups

  Has reproduction · 50

  An open, containerised, Nextflow-orchestrated reanalysis pipeline combining metadata annotation, SWATH-MS analysis, statistical analysis, and Expression Atlas integration was developed for public DIA data.

  pooled datasets pxd014194 technical swath-ms dda-based differential

• Sample preparation for serum/plasma profiling and biomarker identification by mass spectrometry.

  PMID 17166507 · PMC7094463 · Journal of chromatography. A · 2007 · 8 claims · 8 setups

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  Standardizing sample preparation procedures for serum/plasma profiling is critical for obtaining reliable biomarkers, since slight procedural changes can produce very different protein profiles.

  serum aqueous maldi-tof seldi-tof peak

• 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