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).

• Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.

  PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 4 setups

  Has reproduction · 76

  DRW-GM integrates gene expression and metabolomic profiles via directed random walk on a global gene–metabolite pathway graph to weight genes by topological importance and infer reproducible pathway activities

  prostate global gene metabolomic computational

• Fingerprinting cancer development.

  PMID 14694892 · PMC1241638 · Environmental health perspectives · 2003 · 8 claims · 6 setups

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  Protein microarrays can detect phosphoprotein fingerprints that identify early-stage cancer or monitor drug toxicity.

  prostate blood model genes microarray proteomic gene

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

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 7 claims · 5 setups

  Has reproduction · 62

  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.

  breast degs geo tcga gene protein-protein machine

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

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 8 claims · 7 setups

  Has reproduction · 65

  scMKL combines multiple kernel learning with random Fourier features and group Lasso to jointly model transcriptomic and epigenomic single-cell data interpretably

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

• 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

• CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.

  PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 8 setups

  Has reproduction · 42

  CanCellCap, a multi-domain learning framework integrating domain adversarial learning and Mixture of Experts, identifies cancer cells across all tissues, cancers, and sequencing platforms by extracting tissue-common and tissue-specific gene expression patterns.

  testing datasets tisch2 prostate scrna-seq simulated spatial

• Extensive androgen receptor enhancer heterogeneity in primary prostate cancers underlies transcriptional diversity and metastatic potential.

  PMID 36450752 · PMC9712620 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 70

  AR enhancer/chromatin binding usage is highly heterogeneous between primary prostate tumors, with <5% of all AR binding sites shared by half of tumors analyzed.

  prostate normal ar+ pca chip-seq rna-seq massively

• 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

• Social and ethical implications of genomics, race, ethnicity, and health inequities.

  PMID 19000599 · PMC2892396 · Seminars in oncology nursing · 2008 · 8 claims · 5 setups

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  Race and ethnicity are increasingly viewed as genetic surrogates for predicting disease risk and treatment response, though directly assessing genomic and environmental factors is more accurate.

  population prostate non-small-cell breast genome-wide gene somatic

• On consensus biomarker selection.

  PMID 17570864 · PMC1892093 · BMC bioinformatics · 2007 · 7 claims · 2 setups

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  Four popular feature ranking criteria (t-statistic, mutual information, peak probability contrasts, random forest variable importance) produce different rankings of the same features on the same dataset.

  serum seldi-tof maldi-tof

• Mouse-Geneformer: A deep learning model for mouse single-cell transcriptome and its cross-species utility.

  PMID 40106407 · PMC11964219 · PLoS genetics · 2025 · 7 claims · 6 setups

  Has reproduction · 95

  Mouse-Geneformer, a Transformer Encoder model pre-trained via masked-token self-supervised learning on mouse-Genecorpus-20M, was successfully constructed following the original human Geneformer architecture.

  healthy scrna-seq disease scrna-seq type perturbation

• Genome mapping and expression analyses of human intronic noncoding RNAs reveal tissue-specific patterns and enrichment in genes related to regulation of transcription.

  PMID 17386095 · PMC1868932 · Genome biology · 2007 · 8 claims · 4 setups

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  More than 55,000 totally intronic noncoding (TIN) RNAs are transcribed from the introns of 74% of unique RefSeq genes.

  dbest liver cultures refseq est oligoarray polymerase

• Diagnostic proteomics: serum proteomic patterns for the detection of early stage cancers.

  PMID 15258335 · PMC3851082 · Disease markers · 2003 · 8 claims · 8 setups

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  Proteomic pattern analysis of serum mass spectra, without identifying the underlying proteins, can distinguish cancer patients from healthy controls with high sensitivity and specificity.

  serum frozen ig-depleted clinical seldi-tof maldi lc-ms

• 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 European focus on proteomics.

  PMID 15128441 · PMC416463 · Genome biology · 2004 · 8 claims · 8 setups

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  MALDI-MS and ESI-MS are complementary techniques that identify overlapping but distinct subsets of proteins

  ribosomal breast ovarian prostate maldi-ms laser-capture fticr-ms

• Positive selection for the male functionality of a co-retroposed gene in the hominoids.

  PMID 19832993 · PMC2773790 · BMC evolutionary biology · 2009 · 8 claims · 8 setups

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  PIPSL is an extraordinary co-retroposed protein-coding gene that may participate in male-specific functions of humans and close relatives

  african chimpanzee orangutan reconstructed population hka comparative