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).

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.

  gbm glioma gbm-focused glioma-related transcriptomic differential gene-regulatory

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

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

  Has reproduction · 89

  A metabolic subpathway activity score matrix method combining the k-clique algorithm and GSVA can accurately identify disease-related metabolic abnormal subpathways in GBM

  gbm tcga u87-mg gene survival viability

• Mutation in mitochondrial complex I ND6 subunit is associated with defective response to hypoxia in human glioma cells.

  PMID 15248896 · PMC481082 · Molecular cancer · 2004 · 8 claims · 8 setups

  Full-text index only

  An unreported T14634C mutation in the mtDNA-encoded ND6 subunit of Complex I is present in the hypoxia-sensitive glioma cell line M010b but not in hypoxia-tolerant lines.

  gbm m010b m006x mtdna quantitative mitochondrial

• 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

• 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

• Evidence for L1-associated DNA rearrangements and negligible L1 retrotransposition in glioblastoma multiforme.

  PMID 27843499 · PMC5105311 · Mobile DNA · 2016 · 6 claims · 7 setups

  Has reproduction · 67

  Canonical (endonuclease-dependent, TPRT-driven) L1 retrotransposition is absent or negligible in GBM tumours and cultured GBM cell lines

  brain tumour gbm retrotransposon empty qrt-pcr

• Comprehensive genomic characterization defines human glioblastoma genes and core pathways.

  PMID 18772890 · PMC2671642 · Nature · 2008 · 8 claims · 5 setups

  Full-text index only

  NF1 is a genuine human glioblastoma suppressor gene, inactivated by mutation, deletion, or expression loss in at least 23% of GBM samples

  glioblastoma gbm matched sequenced copy gene methylation

• An integrated genomic analysis of human glioblastoma multiforme.

  PMID 18772396 · PMC2820389 · Science (New York, N.Y.) · 2008 · 8 claims · 7 setups

  Full-text index only

  IDH1 is recurrently mutated at its active site (R132) in 12% of GBM patients, a previously unrecognized alteration in GBM.

  gbm additional missense exome targeted snp

• Comparison of multidimensional shotgun technologies targeting tissue proteomics.

  PMID 19960471 · PMC3465977 · Electrophoresis · 2009 · 6 claims · 4 setups

  Full-text index only

  CITP-based multidimensional separation achieves superior overall proteome performance (more total peptide, distinct peptide, and distinct protein identifications) than SCX/MuDPIT under matched conditions

  glioblastoma peptide shotgun spectral database

• 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

• Glioblastoma subclasses can be defined by activity among signal transduction pathways and associated genomic alterations.

  PMID 19915670 · PMC2771920 · PloS one · 2009 · 8 claims · 6 setups

  Full-text index only

  Proteomic analysis of glioma samples reveals three signaling subclasses of GBM associated with predominant EGFR activation, PDGFR activation, or loss of NF1

  surgical standardized glioma gbm western principal k-means

• iTRAQ-based proteomics profiling reveals increased metabolic activity and cellular cross-talk in angiogenic compared with invasive glioblastoma phenotype.

  PMID 19674965 · PMC2773724 · Molecular & cellular proteomics : MCP · 2009 · 6 claims · 5 setups

  Full-text index only

  Serial transplantation of human GBM xenografts in nude rats converts an initially highly infiltrative, non-angiogenic phenotype into a highly angiogenic phenotype over 4-6 generations.

  membrane-enriched xenograft homogenate quantified itraq western bradford

• Different molecular patterns in glioblastoma multiforme subtypes upon recurrence.

  PMID 19644652 · PMC2811648 · Journal of neuro-oncology · 2010 · 7 claims · 5 setups

  Full-text index only

  Type 1 GBM (p53 mutation, no EGFR amplification) and type 2 GBM (EGFR amplification, no p53 mutation) conserve their original molecular pattern at relapse.

  paired gbm sequencing semiquantitative microsatellite

• Immunoregulatory Roles of Tumor-Originated Pericytes Identified by Single-Cell Analysis in Glioblastoma.

  PMID 41001759 · PMC12713092 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025 · 6 claims · 8 setups

  Has reproduction

  Human primary GBMs contain both tumor-originated pericytes (T-PCs) and normal-originated pericytes (N-PCs) with distinctive cell-intrinsic features.

  cd45-cd146+ dissociated frozen cd146+ scrna-seq fluorescence-activated immunofluorescence

• 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 · 6 claims · 6 setups

  Has reproduction · 62

  RHEB promoter hypermethylation is a PCNSL-specific biomarker distinguishing PCNSL from other CNS diseases.

  datasets cns tcga gdc 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

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

  PMID 41174767 · PMC12577258 · Genome medicine · 2025 · 7 claims · 8 setups

  Has reproduction · 64

  A distinct subset of COL6A3+ tumor-associated fibroblasts (TAFs) with matrix-fibroblast characteristics exists in GBM and is significantly enriched in non-responders to neoadjuvant combination therapy.

  newly glioma ffpe tafs single-cell spatial bulk

• RNASEQR--a streamlined and accurate RNA-seq sequence analysis program.

  PMID 22199257 · PMC3315322 · Nucleic acids research · 2012 · 8 claims · 7 setups

  Has reproduction · 86

  RNASEQR is a new RNA-seq mapper/aligner that combines a BWT-based (Bowtie) transcriptomic/genomic alignment with hash-based BLAT local alignment in three sequential steps: transcriptome mapping, novel exon detection, and anchor-and-align novel splice junction identification.

  ccds glioblastoma experimental simulated simulated bulk quality

• 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

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label