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).

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.

  PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA

  cancer tcga-stad stomach ges1 rna-seq pearson gsva

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• 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

• Novel selection and genetic characterisation of an etoposide-resistant human leukaemic CCRF-CEM cell line.

  PMID 8382508 · PMC1968246 · British journal of cancer · 1993 · 8 claims · 5 setups

  Full-text index only

  CEM/VP-1 is 15-fold more resistant to etoposide than parental CCRF-CEM cells

  ccrf-cem cem nuclear cytogenetic pcr allele-specific

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• 5-HT reuptake blockade induces pyroptosis in BRAF(V600E)-mutated melanomas via remodeling histone serotonylation.

  PMID 41494533 · PMC12866116 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

  Has reproduction · 40

  High-throughput screening of 90 FDA-approved antidepressants identifies PH as an alternative therapeutic for BRAF V600E-mutated melanoma

  braf a375 gfp-tph1-overexpressing yumm1.7 high-throughput ic50 xenograft

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• Acquired resistance to KRAS G12C small-molecule inhibitors via genetic/nongenetic mechanisms in lung cancer.

  PMID 37831779 · PMC10575592 · Science advances · 2023 · 8 claims · 8 setups

  Full-text index only

  Acquired resistance to sotorasib in isogenic cells correlates with increased ITGB4 expression

  h358 h23 sw1573 proliferation spheroid immunoblot

• Cancer biomarker AKR1B10 and carbonyl metabolism.

  PMID 19028477 · PMC6193474 · Chemico-biological interactions · 2009 · 8 claims · 6 setups

  Full-text index only

  AKR1B10 reduces the anticancer drug daunorubicin to daunorubicinol, decreasing its chemotherapeutic effectiveness

  recombinant fenofibrate enzyme sds-page x-ray

• Identification of genomic regions contributing to etoposide-induced cytotoxicity.

  PMID 19089452 · PMC2714550 · Human genetics · 2009 · 7 claims · 6 setups

  Full-text index only

  Etoposide-induced cytotoxicity in CEPH lymphoblastoid cell lines is heritable, with genetics explaining 17-25% of variation

  ceph subset hapmap simulated growth heritability non-parametric

• Activating mutations in ALK provide a therapeutic target in neuroblastoma.

  PMID 18923525 · PMC2587486 · Nature · 2008 · 8 claims · 8 setups

  Full-text index only

  Non-synonymous ALK kinase domain mutations occur in 8% of primary neuroblastomas, with F1174L being the most frequent

  neuroblastoma kelly fish sequencing cytokine-independence

• The protein-phosphatome of the human malaria parasite Plasmodium falciparum.

  PMID 18793411 · PMC2559854 · BMC genomics · 2008 · 8 claims · 8 setups

  Full-text index only

  P. falciparum possesses 27 putative protein phosphatase sequences across the four major PP families (PPP, PPM, PTP, NIF), plus 7 additional sequences predicted to dephosphorylate non-protein substrates, totaling 34.

  sapiens ppp-domain metallophosphatase pf14_0142 hmm sequence neighbour-net

• A pharmacogene database enhanced by the 1000 Genomes Project.

  PMID 19745786 · PMC2935084 · Pharmacogenetics and genomics · 2009 · 7 claims · 4 setups

  Full-text index only

  The database provides a convenient portal for immediate utilization of newly released 1000 Genomes Project (KGP) data in pharmacogenetic studies

  ceu hapmap lymphoblastoid genotype-phenotype whole-genome low-coverage

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• 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

• RSK1 is an exploitable dependency in myeloproliferative neoplasms and secondary acute myeloid leukemia.

  PMID 39820365 · PMC11739599 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  RSK1 is a conserved, exploitable therapeutic dependency across MPN and secondary AML

  sorted mpn cd34+ aml bulk targeted mass

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised