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).

• Genome Alteration Print (GAP): a tool to visualize and mine complex cancer genomic profiles obtained by SNP arrays.

  PMID 19903341 · PMC2810663 · Genome biology · 2009 · 7 claims · 3 setups

  Full-text index only

  GAP is a method for automatic detection of absolute segmental copy number and genotype status from SNP-array cancer genome profiles

  breast snp flow karyotyping

• Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.

  PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 41

  PANoptosis-related genes show significant expression heterogeneity across CRC samples, with apoptosis-related genes comprising the largest proportion (87.4%)

  crc hct116 bulk bulk single-cell rt-qpcr

• Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.

  PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 45

  Eight distinct T cell populations can be identified from CRC tumor tissue by unsupervised clustering of scRNA-seq data

  tumor-infiltrating peripheral cd4+ tumor single-cell unsupervised pearson

• Recurring mutations found by sequencing an acute myeloid leukemia genome.

  PMID 19657110 · PMC3201812 · The New England journal of medicine · 2009 · 8 claims · 8 setups

  Full-text index only

  Deep paired tumor/normal whole-genome sequencing of a cytogenetically normal AML-M1 genome identified 12 somatic coding (tier 1) mutations and 52 somatic tier 2 (conserved/regulatory) mutations.

  aml-m1 tumor bone additional whole-genome snp gene-expression

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• LoRA-TV: read depth profile-based clustering of tumor cells in single-cell sequencing.

  PMID 38877886 · PMC11179121 · Briefings in bioinformatics · 2024 · 6 claims · 2 setups

  Has reproduction · 90

  LoRA-TV jointly processes read-depth profiles of all cells by stacking them into a matrix and applying low-rank approximation plus total-variation smoothing to capture shared genomic signatures for clustering.

  tumor simulated single-cell simulation

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.

  PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 63

  Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes

  hnscc combined gse164690 tcga-hnsc ssgsea unsupervised immune

• Intrinsic genetic characteristics determine tumor-modifying capacity of fibroblasts: matrix metalloproteinase-3 5A/5A genotype enhances breast cancer cell invasion.

  PMID 17922906 · PMC2242664 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

  Full-text index only

  Tumor-derived fibroblasts promote higher levels of breast cancer cell invasion than normal fibroblasts

  breast conditioned mda-mb-468 genomic invasion immunofluorescence pcr-rflp

• Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.

  PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups

  Has reproduction · 78

  CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue

  tcga degs cd4-gzma prognostic scrna-seq cibersortx differential

• Molecular genetic evidence for unifocal origin of advanced epithelial ovarian cancer and for minor clonal divergence.

  PMID 7577492 · PMC2033953 · British journal of cancer · 1995 · 7 claims · 4 setups

  Full-text index only

  LOH analysis has higher sensitivity than DNA flow cytometry for detecting unifocal origin of bilateral ovarian tumors

  bilateral paraffin-embedded ovarian peripheral loh flow isolation

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups

  Has reproduction · 32

  Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)

  tcga geo rna-seq methylation sequencing

• Analysis of cancer risk and BRCA1 and BRCA2 mutation prevalence in the kConFab familial breast cancer resource.

  PMID 16507150 · PMC1413975 · Breast cancer research : BCR · 2006 · 6 claims · 7 setups

  Full-text index only

  kConFab is a collaborative resource providing epidemiological, clinical, and biospecimen data from high-risk familial breast/ovarian cancer families, available to researchers worldwide for ethically approved, peer-reviewed projects.

  germline unaffected index randomly brca1 tyrer-cuzick strp

• Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.

  PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups

  Has reproduction · 48

  Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression

  breast tcga-brca gse25066 bioinformatics survival alternative

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Genomics Define Malignant Transformation in Myeloma Precursor Conditions.

  PMID 41061199 · PMC12614327 · Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2026 · 7 claims · 5 setups

  Has reproduction · 78

  Genomic profiling can identify malignant transformation in MGUS/SMM patients, distinguishing 'genomic MM' from 'genomic MGUS' despite identical clinical/morphologic presentation

  cd138+ mgus whole-exome whole-genome copy-number

• High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.

  PMID 17925008 · PMC2246289 · Genome biology · 2007 · 7 claims · 8 setups

  Full-text index only

  A novel subtype of high-grade ER-negative breast cancer exists, characterized by a low genomic instability index (GII)

  breast computational array-cgh gene bac

• The oncogene AAMDC links PI3K-AKT-mTOR signaling with metabolic reprograming in estrogen receptor-positive breast cancer.

  PMID 33772001 · PMC7998036 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  AAMDC is an amplified/overexpressed oncogene in a subgroup of ER-positive breast cancers (IntClust2) associated with poor prognosis

  breast luminal sum52pe t-47d immunohistochemistry fluorescence qrt-pcr

• cDNA sequencing improves the detection of P53 missense mutations in colorectal cancer.

  PMID 19671129 · PMC2731783 · BMC cancer · 2009 · 8 claims · 6 setups

  Full-text index only

  cDNA sequencing detects P53 missense mutations in colorectal cancer more frequently and reliably than DNA sequencing

  colorectal paired sequencing cdna real-time