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).

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

• Specific Marker Gene Analysis for Primary Central Nervous System Lymphoma Based on Methylation Difference and Development of Detection Primers.

  PMID 41097902 · PMC12528802 · Brain and behavior · 2025 · 7 claims · 5 setups

  Has reproduction · 62

  450K microarray analysis identified 26 overlapping differential methylation sites distinguishing PCNSL from CNS and non-CNS groups

  tcga ccle clinical pcnsl 450k rrbs roc

• 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

• Proneural-mesenchymal antagonism dominates the patterns of phenotypic heterogeneity in glioblastoma.

  PMID 38433919 · PMC10905000 · iScience · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  The four proposed GBM molecular subtypes (Proneural, Neural, Classical, Mesenchymal / NPC-like, OPC-like, AC-like, MES-like) are not mutually exclusive or independent of one another

  scrna-seq tcga-gbm gse131928 tumor gene pairwise principal

• Somatic mutations of the Parkinson's disease-associated gene PARK2 in glioblastoma and other human malignancies.

  PMID 19946270 · PMC4002225 · Nature genetics · 2010 · 8 claims · 8 setups

  Full-text index only

  PARK2 is a frequently and specifically targeted gene within recurrent 6q25.2-q27 copy number losses in glioblastoma and colon cancer

  colon gbm cancer dbtrg array pcr colony

• Spatial-reprogramming derived GPNMB(+) macrophages interact with COL6A3(+) fibroblasts to enhance vascular fibrosis in glioblastoma.

  PMID 41174767 · PMC12577258 · Genome medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  COL6A3+ TAFs are a distinct matrix-fibroblast subset significantly enriched in non-responders to neoadjuvant antiangiogenic+ICB combination therapy

  gbm ffpe col6a3+ thp-1 scrna-seq spatial multiplex

• Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.

  PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 8 claims · 7 setups

  Has reproduction · 89

  A GSVA-based method for constructing a metabolic subpathway activity score matrix accurately identifies abnormal GBM metabolic targets

  metabolic gbm tcga u87-mg k-clique gsva-based survival

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

  Full-text index only

  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.

  PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups

  Has reproduction · 79

  PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue

  glioma gbm cancer gene online genomic