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).

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 7 claims · 8 setups

  Has reproduction

  Tabular ML classifiers (TabNet, XGBoost, LightGBM) trained on tumor-only-derived features achieve state-of-the-art somatic vs germline classification, with AUC>94% on TCGA holdout and AUC>85% on metastatic melanoma.

  tcga metastatic tumor-only whole-exome wes copy-number

• Bacillus Calmette-Guérin Treatment Changes the Tumor Microenvironment of Non-Muscle-Invasive Bladder Cancer.

  PMID 35311085 · PMC8930202 · Frontiers in oncology · 2022 · 8 claims · 8 setups

  Has reproduction · 30

  BCG therapy has bidirectional effects on tumor evolution and immune checkpoint landscape, with a significant reduction in neoantigen burden percentage in relapsed tumors

  tur matched nmibc relapsed whole-exome sequencing immune

• 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 · 8 claims · 6 setups

  Has reproduction · 78

  Genomics can identify malignant transformation in MGUS and SMM, defining biologically distinct subsets termed genomic MM and genomic MGUS that are indistinguishable from or distinct from MM at the genomic level.

  cd138+ mgus bone whole-exome whole-genome cnv

• TOSCA: an automated Tumor Only Somatic CAlling workflow for somatic mutation detection without matched normal samples.

  PMID 36699358 · PMC9710689 · Bioinformatics advances · 2022 · 6 claims · 2 setups

  Has reproduction · 50

  TOSCA is the first automated, open-source, end-to-end tumor-only somatic calling workflow for WES and targeted panel sequencing data.

  t-cell hcc1395 targeted whole-exome

• 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 · 7 setups

  Has reproduction

  A ResNet classifier built on a 10-gene metabolic signature distinguishes all thyroid cancer differentiation states with ~92.7% average accuracy.

  fuscc epithelial aggregated untargeted whole-exome bulk

• Tumor-specific but immunosuppressive CD39(+)CD8(+) T cells exhibit double-faceted roles in clear cell renal cell carcinoma.

  PMID 40961944 · PMC12629791 · Cell reports. Medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  CD39+CD8+ TILs are a terminally exhausted, tumor-antigen-specific subset of CD8+ T cells within ccRCC tumors

  ccrcc tumor-reactive cd39 caix-specific single-cell bulk co-culture