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).

• Solute exchange through gap junctions lessens the adverse effects of inactivating mutations in metabolite-handling genes.

  PMID 36107487 · PMC9534548 · eLife · 2022 · 8 claims · 8 setups

  Full-text index only

  Colorectal cancer (CRC) cells are coupled by gap junctions assembled predominantly from Cx26 (GJB2)

  colorectal normal crc microarray tcga single-cell

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

  Full-text index only

  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx

• A pan-cancer single cell landscape reveals heterogeneity and functional diversity of double-negative T cells.

  PMID 41484771 · PMC12882460 · Molecular cancer · 2026 · 7 claims · 5 setups

  Full-text index only

  Integration of pan-cancer scRNA-seq data yields a comprehensive single-cell atlas of 157,025 high-quality DNT cells across 23 cancer types.

  tumor dnt ffpe mc38 scrna-seq tcr multiplex

• sCellST predicts single-cell gene expression from H& E images.

  PMID 41513659 · PMC12858858 · Nature communications · 2026 · 7 claims · 6 setups

  Full-text index only

  sCellST is a weakly supervised (Multiple Instance Learning) deep learning framework that predicts single-cell gene expression from H&E images alone, trained using paired spatial transcriptomics (Visium) and H&E slides

  ovarian kidney prostate breast simulation spot-level nucleus

• scSNViz: visualization and analysis of cell-specific expressed SNVs.

  PMID 41533688 · PMC12866635 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 7 setups

  Full-text index only

  scSNViz is an R package for exploration, quantification, and visualization of expressed SNVs from cell-barcoded scRNA-seq data, supporting VAF estimation, SNV clustering, and 2D/3D visualization.

  prostate non-small cholangiocarcinoma neuroblastoma scrna-seq cell-level single-cell

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

  Full-text index only

  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• Novel fatty acid metabolism-related molecular subtyping and prognostic signature for breast cancer.

  PMID 41674979 · PMC12885896 · Translational cancer research · 2026 · 8 claims · 8 setups

  Full-text index only

  A FAM-related gene prognostic model (FAMGM) built using CoxBoost and random survival forest was identified as the optimal model among 101 machine learning combinations, based on highest average C-index across TCGA-BRCA and GSE96058 cohorts

  tcga-brca gse96058 brca breast bulk single-cell spatial

• The GENEVA platform models tumor mosaicism to reveal variations of responses to KRAS inhibitors and identify improved drug combinations.

  PMID 41735640 · PMC13035475 · Nature cancer · 2026 · 8 claims · 8 setups

  Full-text index only

  GENEVA is a scalable single-cell-resolution platform for measuring drug responses across genetically diverse pooled 2D/3D cultures and xenograft models

  pooled pool nsg mosaic scrna-seq crispri mitotracker

• CCL3+ Neutrophil Signature Predicts Response to Neoadjuvant Toripalimab plus Chemotherapy in Patients with Hypopharyngeal Squamous Cell Carcinoma: A Phase II Trial.

  PMID 41817286 · PMC13223550 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2026 · 7 claims · 8 setups

  Full-text index only

  A proinflammatory, CCL3-high neutrophil subset (Neu_CCL3) is significantly enriched in the pretreatment tumor microenvironment of patients who respond to nCIT.

  pretreatment microarray cohorts moc1 single-cell bulk immunohistochemistry

• Ionizing Radiation Enhances Prognostically Significant Cellular Immunity Programs in the Brain Metastasis Microenvironment.

  PMID 41817317 · PMC13223553 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2026 · 8 claims · 7 setups

  Full-text index only

  High-grade histopathologic TIL infiltration is associated with significantly prolonged overall survival in breast and lung cancer BM.

  breast lung histopathologic sequencing tcr

• FineST: contrastive learning integrates histology and spatial transcriptomics for nuclei-resolved ligand-receptor analysis.

  PMID 41839892 · PMC13201544 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  FineST, a bimodal contrastive learning model integrating histology (Virchow2 ViT features) and spatial gene expression, enables nuclei-resolved high-resolution RNA imputation.

  colorectal crc breast he-stained spatial type ccc

• Machine learning-driven transcriptomic and single-cell profiling of programed cell death patterns in colon cancer.

  PMID 41854308 · PMC13009810 · Science progress · 2026 · 8 claims · 8 setups

  Full-text index only

  Disulfidptosis and anoikis are consistently identified as the most robust prognostic PCD patterns in colon cancer across six independent machine learning algorithms

  colon coad ssgsea-based machine differential

• Metabolic reprogramming of tumor-associated macrophage clusters in ovarian cancer: a single-cell transcriptomic analysis and prognostic model.

  PMID 41933362 · PMC13173987 · BioData mining · 2026 · 8 claims · 7 setups

  Full-text index only

  Single-cell analysis of integrated ovarian cancer datasets identifies 9 distinct mononuclear phagocyte clusters (MPC1-MPC9), of which MPC3, MPC5, and MPC7 are hypermetabolic

  ovarian mpc annotated tcga-oc single-cell gene pseudotime

• GRIP-Lung: Generative Model of Response to Drug-Induced Perturbation in Lung Cancer.

  PMID 41977443 · PMC13072768 · International journal of molecular sciences · 2026 · 8 claims · 7 setups

  Full-text index only

  GRIP-Lung, a GAN framework embedding cell-line identity and drug conditions, predicts drug-induced gene expression profiles in lung cancer cell lines

  lung nsclc a549 nci-60 bulk five-fold differential

• Sensitive detection of somatic mutations in GC-rich cancer gene promoters.

  PMID 42088607 · PMC13136893 · NAR cancer · 2026 · 8 claims · 8 setups

  Full-text index only

  Gene promoters, due to high GC content (CpG islands, ~70% of promoters), are systematically undersampled and have poor coverage in whole cancer genomes, causing missed somatic mutation calls

  gm12878 cancer ffpe lines hybrid whole-genome dnase-seq

• PRDM1 Is Associated with Chemoradiotherapy-Associated Enrichment of Adaptive NK Cells in Cervical Cancer.

  PMID 42110212 · PMC13150072 · Computational and structural biotechnology journal · 2026 · 8 claims · 8 setups

  Full-text index only

  CRT enriches adaptive NK (aNK) cells within the cervical cancer immune microenvironment, with enrichment apparent after the first fraction and persisting after the second

  cervical subclusters ank overlapping single-cell cluster differential

• 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

• Protocol for quantifying interaction patterns among genomic alterations in cancer.

  PMID 41686643 · PMC12915222 · STAR protocols · 2026 · 6 claims · 5 setups

  Full-text index only

  Background-aware permutation strategies that constrain permutation per gene and per sample enable robust, scalable inference of condition-specific (context-aware) genetic interactions across cancer cohorts

  msk-met somatic copy-number binary

• Polymorphic repeat in AIB1 does not alter breast cancer risk.

  PMID 11056690 · PMC13920 · Breast cancer research : BCR · 2000 · 7 claims · 3 setups

  Full-text index only

  AIB1 alleles with 26 or fewer glutamine repeats are not associated with increased breast cancer risk in the general population

  peripheral cohort plasma pcr nested plasma