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).

• Endothelial-derived PANoptosis factor IL33 is a potential immunotherapy in breast cancer.

  PMID 42095097 · PMC13141053 · iScience · 2026 · 8 claims · 8 setups

  Full-text index only

  NMF clustering of PANoptosis-related gene expression stratifies breast cancer patients into three distinct molecular clusters (C1, C2, C3)

  tcga-brca meta-cohort training breast nmf univariate gsva

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups

  Has reproduction · 77

  SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD

  luad lusc skcm trained deep benchmark model

• 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

• DLX2 marks an immunosuppressive dendritic-cell program that reshapes cytotoxic immunity and marks a tolerogenic microenvironment in lung adenocarcinoma.

  PMID 41761000 · PMC13043845 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  Neuroactive ligand–receptor signaling is among the most significantly upregulated pathways in LUAD relative to normal lung tissue.

  tcga-luad tcga luad dendritic-cell bulk survival pan-cancer

• Gut-derived Lactobacillus from exceptional responders mitigates chemoradiotherapy-induced intestinal injury through methionine-driven epigenetic modulation.

  PMID 40469520 · PMC12130557 · iMeta · 2025 · 8 claims · 8 setups

  Has reproduction · 89

  High pretreatment abundance of Lactobacillus (and Bifidobacterium) in gut microbiota correlates with absence of ACRIII in rectal cancer patients

  fecal bacterial whole-abdomen cecal metagenomic random fecal

• Helicobacter pylori-linked gene CFAP73 rewires epithelial programs and shapes the gastric cancer microenvironment.

  PMID 41934579 · PMC13199538 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  CFAP73 is progressively downregulated during HP infection and is the top-ranked predictor among nine HP-suppressed genes associated with favorable gastric cancer survival

  gastric tcga-stad tcga t-cell–tumor jonckheere-terpstra survival random

• Widespread dysregulation of MiRNAs by MYCN amplification and chromosomal imbalances in neuroblastoma: association of miRNA expression with survival.

  PMID 19924232 · PMC2773120 · PloS one · 2009 · 8 claims · 5 setups

  Full-text index only

  37 miRNAs are significantly differentially expressed between MYCN-amplified (MNA) and non-MNA neuroblastoma tumors, suggesting direct or indirect regulation by MYCN

  neuroblastoma shep-tet21 stem-loop array tlda

• 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

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Guérin therapy.

  PMID 41749284 · PMC13040970 · BMC medicine · 2026 · 8 claims · 7 setups

  Full-text index only

  A 75-gene HfRI signature predicts high-frequency recurrence (≥2 recurrences) in NMIBC patients

  nmibc uromol2021 bulk microarray rna-seq

• Annotation-free prediction of immunotherapy response in melanoma using single-cell transcriptomic data.

  PMID 41758825 · PMC12948085 · PloS one · 2026 · 8 claims · 6 setups

  Full-text index only

  AI-based predictive models built on unannotated scRNA-seq data (cell-by-gene expression matrices) can classify melanoma patients as ICI responders vs. non-responders

  cd45+ scrna-seq independent scrna-seq single-gene-level pathway-level

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Predicting preferential DNA vector insertion sites: implications for functional genomics and gene therapy.

  PMID 18047689 · PMC2106846 · Genome biology · 2007 · 8 claims · 6 setups

  Full-text index only

  Vector insertion site preferences differ substantially between viral vectors and transposons, affecting both oncogenic risk in gene therapy and utility for functional genomics

  hela liver gene peripheral retroviral transposon hydrodynamic

• Genomic variation in myeloma: design, content, and initial application of the Bank On A Cure SNP Panel to detect associations with progression-free survival.

  PMID 18778477 · PMC2553089 · BMC medicine · 2008 · 7 claims · 7 setups

  Full-text index only

  A custom BOAC SNP panel of 3404 SNPs in 983 genes was developed using the Affymetrix GeneChip Targeted Genotyping Platform, focused on non-synonymous coding SNPs and regulatory-region SNPs in candidate genes.

  coriell myeloma duplicate snp targeted genotyping machine

• Biocomputing enters its adolescence.

  PMID 15960815 · PMC1175967 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  A 'match augmentation' algorithm efficiently matches structural motifs by prioritizing functionally significant residues, enabling function prediction between evolutionarily unrelated proteins

  bank antibody-antigen yeast genome protein-protein empirical integrative

• CoINcIDE: A framework for discovery of patient subtypes across multiple datasets.

  PMID 26961683 · PMC4784276 · Genome medicine · 2016 · 8 claims · 4 setups

  Has reproduction · 87

  CoINcIDE is a novel framework for discovering patient subtypes across multiple datasets that requires no between-dataset transformations (e.g., batch correction)

  breast ovarian simulated gene consensus simulated

• 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

• Digital sorting of complex tissues for cell type-specific gene expression profiles.

  PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.

  liver im-9 immune deconvolved microarray simulation roc

• Improving melanoma classification by integrating genetic and morphologic features.

  PMID 18532874 · PMC2408611 · PLoS medicine · 2008 · 7 claims · 5 setups

  Full-text index only

  BRAF-mutant melanomas show distinct morphological features (upward migration and nesting of intraepidermal melanocytes, epidermal thickening, sharper lateral demarcation, larger/rounder/more pigmented tumor cells) compared to non-mutant melanomas

  archival same subset patients histopathological mutation quantitative

• Integrating single-cell and bulk transcriptomes identifies B cell features associated with neoadjuvant chemoradiotherapy sensitivity in rectal cancer.

  PMID 41484196 · PMC12800305 · Scientific reports · 2026 · 8 claims · 8 setups

  Full-text index only

  A B cell subpopulation co-expressing HLA-DRB5, HLA-DQA2, HLA-DQB1, CD74, and ACTG1 is significantly associated with favorable nCRT response in rectal cancer

  larc scrna-seq scissor+ single-cell bulk pseudotime