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).

• 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

• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• The field of tissue injury in the lung and airway.

  PMID 19138985 · PMC2705781 · Cancer prevention research (Philadelphia, Pa.) · 2008 · 8 claims · 8 setups

  Full-text index only

  Field cancerization and the field of injury reflect molecular changes (genomic, epigenomic, transcriptomic, proteomic) present in histologically normal-appearing tissue distant from and independent of a tumor, throughout the carcinogen-exposed respiratory epithelium

  bronchial saliva resected paraffin-embedded whole-genome mtdna methylation-specific

• Genomic and transcriptomic plasticity in treatment-naive ovarian cancer.

  PMID 24221193 · PMC3912411 · Genome research · 2014 · 8 claims · 8 setups

  Has reproduction · 30

  Treatment-naïve epithelial ovarian cancers show extensive intra-tumor heterogeneity of genomic rearrangements, with the most substantial differences occurring between omentum/peritoneum metastases and ovarian tumor sites.

  tumor each rna-seq whole-genome targeted pcr-based

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

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  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness

• Genomic and proteomic approaches for studying human cancer: prospects for true patient-tailored therapy.

  PMID 15601541 · PMC3525069 · Human genomics · 2004 · 8 claims · 6 setups

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  DNA microarray gene expression profiling generates robust molecular classifications for many tumour types (brain, breast, colon, gastric, kidney, leukaemia, lymphoma, lung, melanoma, ovary, prostate, etc.)

  breast sars serum tumour microarray custom mass

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• A genomic approach to improve prognosis and predict therapeutic response in chronic lymphocytic leukemia.

  PMID 19861443 · PMC2783430 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 8 setups

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  A genomic signature derived from CLL patient leukemic cells significantly differentiates stable from progressive disease

  duke nci-60 mayo spanish gene cdna igvh

• Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.

  PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups

  Has reproduction · 69

  An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset

  tcga geo mirnas mirna feature bibliographic

• Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.

  PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 88

  APOBEC family genes are differentially expressed across cancer types and tissues, with APOBEC3B being the most aberrantly upregulated gene in most cancers including LUAD

  tcga tcga-luad beas-2b rna-seq somatic gene

• 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

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A Hybrid signature combining the NPI with 14 SIS-selected genes was constructed from METABRIC training data

  metabric gse96058 test gene sure cox

• 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

• Activity of distinct growth factor receptor network components in breast tumors uncovers two biologically relevant subtypes.

  PMID 28446242 · PMC5406893 · Genome medicine · 2017 · 8 claims · 7 setups

  Has reproduction · 92

  Application of GFRN pathway signatures to breast tumor gene expression data identifies two discrete phenotypes: a 'survival phenotype' (concordant activation of HER2, IGF1R, AKT) and a 'growth phenotype' (concordant activation of EGFR, KRAS(G12V), RAF1, BAD)

  mammary tcga icbp43 hmecs rna-sequencing assign western

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients

  tcga candidate cancer univariate weighted lasso

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier

• Comparison of prognostic gene expression signatures for breast cancer.

  PMID 18717985 · PMC2533026 · BMC genomics · 2008 · 8 claims · 5 setups

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  The three prognostic signatures (70-gene, 76-gene, GGI) show similar prognostic performance for predicting DMFS despite differing gene identity and development approach

  tbagd tbvdx gene clinical survival

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics