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).

• 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

• 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-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

• 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

• 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

• 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

• 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

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• Multi-omics profiling reveals microenvironmental remodeling as a key driver of house dust mite-induced lung cancer progression.

  PMID 41610471 · PMC12874334 · Neoplasia (New York, N.Y.) · 2026 · 8 claims · 7 setups

  Full-text index only

  Chronic HDM exposure accelerates lung tumor growth through non-mutagenic, immune-mediated mechanisms

  orthotopic lung beas-2b tumor bioluminescence h&e viability

• 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

• Synergistic targeting of eIF4A-mediated translation initiation and apoptosis in acute myeloid leukemia.

  PMID 41815287 · PMC12971725 · Blood neoplasia · 2026 · 8 claims · 8 setups

  Full-text index only

  EIF4A1 is highly expressed in AML stem- and progenitor-like cells relative to healthy hematopoietic stem/progenitor cells

  healthy aml molm-13 patient-derived single-cell bulk cell-titerglo

• 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

• 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

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA

  soochow-blca tcga-blca gse13507 gse135337 bulk scrna-seq somatic

• Identification and Validation of an Autophagy-Related Gene Signature for Prognostic Prediction and Immunotherapy Response in Esophageal Squamous Cell Carcinoma.

  PMID 41681864 · PMC12897147 · Cancers · 2026 · 8 claims · 8 setups

  Full-text index only

  A 4-ARG prognostic model (NBEA, CLOCK, NLRX1, MAGEA3) built via stepwise multivariate Cox regression stratifies ESCC patients into high- and low-risk groups with significantly different survival.

  escc gse53625 gse160269 imvigor210 microarray univariate single-cell

• Identification and validation of prognostic genes related to glycolysis and M2 macrophage in hepatocellular carcinoma: an integrated analysis of bulk RNA sequencing and single-cell RNA sequencing.

  PMID 41766871 · PMC12935947 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  52 candidate genes were identified at the intersection of glycolysis-related genes (GRGs), M2 macrophage-related genes (MRGs), and HCC-vs-control DEGs (DEGs2).

  tcga-lihc gse149614 key hcc bulk immune cox

• Identification of Poor Prognosis-Associated Fibroblast Subpopulation Signature Genes Utilizing the Scissor Algorithm to Classify Colorectal Cancer Subtypes and Evaluate the Immune Landscape.

  PMID 41787974 · PMC13180509 · Gut and liver · 2026 · 8 claims · 8 setups

  Full-text index only

  Scissor+ fibroblast subpopulations significantly correlated with prognosis were identified in CRC using the Scissor algorithm integrating scRNA-seq, bulk RNA-seq, and clinical data

  tcga gse39582 gse166555 scrna-seq bulk single-cell cell-cell

• Targeting Wnt/β-catenin and circadian regulator restores PRC2/EZH2-controlled chromatin bivalency and suppresses cell state diversity.

  PMID 41842971 · PMC13132380 · The Journal of clinical investigation · 2026 · 8 claims · 8 setups

  Full-text index only

  PRC2i/EZH2i alone or combined with AR inhibitors induce diverse cell state programs (CSPs) that increase tumor cell invasion, metastasis, and drug resistance despite only modest suppression of tumor growth.

  lncap pca pdx clinical viability tumor ic50

• Single-Cell Computational Frameworks for Quantifying BET Bromodomain Inhibitor Resistance and Screening Re-Sensitizer Drugs in Triple-Negative Breast Cancer.

  PMID 41933924 · PMC13205605 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

  Full-text index only

  Ferroptosis inhibition, marked by upregulation of suppressors (e.g., FTH1, GPX4) and downregulation of drivers, underlies the evolution of JQ1 resistance in TNBC cells

  sum159 sum149 six lincs scrna-seq bulk cck8

• Establishment of a canine urothelial carcinoma-derived organoid biobank: A platform for comparative and translational research.

  PMID 41889014 · PMC13140855 · Clinical and translational medicine · 2026 · 8 claims · 6 setups

  Full-text index only

  Canine urothelial carcinoma closely resembles human muscle-invasive bladder cancer in histopathology, molecular features, biological behavior, metastatic patterns, therapeutic response, and clinical outcome

  canine matched paired urine immunohistochemistry bulk single-nuclei