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).

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential 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

• 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

• Predictive modeling of molecular activity underlying physical cell-cell interactions.

  PMID 41672069 · PMC12946745 · Cell reports methods · 2026 · 8 claims · 5 setups

  Full-text index only

  Gloss, an overlapping group lasso regression combining single-gene and curated pathway features, predicts LIPSTIC interaction intensity from scRNA-seq data

  tumor intestine mediastinal organs lipsticv1 ulipstic cite-seq

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients

  tcga candidate cancer univariate weighted lasso

• A curated collection of transcriptome datasets to investigate the molecular mechanisms of immunoglobulin E-mediated atopic diseases.

  PMID 31290545 · PMC6616200 · Database : the journal of biological databases and curation · 2019 · 7 claims · 8 setups

  Has reproduction · 62

  A curated collection of 33 GEO transcriptome datasets (1860 profiles) relevant to IgE-mediated atopic disease was assembled and made available on the Gene Expression Browser (GXB) platform

  pbmc bronchial nasal skin gene rna-seq

• Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.

  PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups

  Full-text index only

  HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts

  tcga-luad best brain advanced bulk kaplan-meier pearson

• 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

• 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

• Single-cell analysis highlights the significance of malignant cell IFN/MHC-II for immunotherapy response in head and neck squamous cell carcinoma.

  PMID 41923630 · PMC13130666 · Cell reports. Medicine · 2026 · 8 claims · 4 setups

  Full-text index only

  A malignant cell subset expressing IFN-response and MHC-II genes (IFN/MHC-II) increases in proportion after pembrolizumab treatment and is associated with response

  hnscc ffpe syngeneic independent single-cell multiplexed tumor

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 8 claims · 5 setups

  Has reproduction

  Estimated T-cell infiltration differs significantly across melanoma, bladder, ovarian, and pancreatic cancers, tracking known immunogenic potential.

  tumor melanoma orien bulk gene kaplan-meier

• 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

• Advancing Prognosis Prediction and Immunotherapy Efficacy in Lung Adenocarcinoma Through Machine Learning: Novel Insights From Anoikis Regulator Patterns in Single-Cell Multiomics.

  PMID 41488744 · PMC12764181 · International journal of genomics · 2026 · 8 claims · 8 setups

  Full-text index only

  Epithelial and endothelial cells show the highest anoikis-enriched scores among LUAD TME cell types, with AT2-like Epi being the most anoikis-related epithelial subpopulation.

  luad pan-cancer tumor scrna-seq spatial bulk

• Nested co-expression network analysis identifies compact gene clusters in a black box.

  PMID 41934621 · PMC13163169 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  Nested-WGCNA is a two-stage algorithm that identifies coarse-grained modules (CGMs) and then, via core decomposition and renormalization, derives fine-grained modules (FGMs) representing subprocesses within each CGM

  tcga-blca tcga-kirc tcga-luad imvigor210 bulk scrna-seq

• Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.

  PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration

  luad normal bulk wgcna tumor

• PRDM1+ Malignant Cells Mediate an Immunosuppressive Landscape and Resistance to Neoadjuvant Chemoradiotherapy and Immunotherapy in Esophageal Squamous Cell Carcinoma.

  PMID 41556358 · PMC13042517 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

  Full-text index only

  A PRDM1+ malignant epithelial cell subcluster (Epi_C4) is enriched in NMPR patients and is associated with nICRT treatment resistance

  locally escc pd-1 kyse-30 single-arm scrna-seq bulk

• Integrated spatial transcriptomics and pan-cancer XGBoost modeling uncover spatial drivers of immune exclusion and predict immunotherapy response.

  PMID 41925746 · PMC13046951 · Cancer immunology, immunotherapy : CII · 2026 · 8 claims · 8 setups

  Full-text index only

  A three-step computational framework (ImmCeRNA) identified 6,070 immune-related ceRNA interactions across 27 cancer types by integrating expression correlation and experimental validation data.

  cancer pan-cancer single lung bulk database single-cell

• Computational analysis of multi-omics data reveals CXCL10(+) DC-Treg interaction drives immunosuppressive microenvironment in AFP-positive hepatocellular carcinoma.

  PMID 41854876 · PMC13038760 · Cellular and molecular life sciences : CMLS · 2026 · 8 claims · 8 setups

  Full-text index only

  STMN1+ and AFP+ malignant cell subsets are enriched in AFP-positive HCC, while CYP3A4+ malignant cells are enriched in AFP-negative HCC

  hcc tcga-lihc scrna-seq immunotherapy single-cell bulk spatial

• 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 · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• Human endogenous retrovirus profiling reveals heterogenous expression in cutaneous melanoma.

  PMID 41971443 · PMC13061668 · Frontiers in oncology · 2026 · 7 claims · 8 setups

  Full-text index only

  HERV expression differs between primary and metastatic cutaneous melanoma

  tcga-skcm metastatic normal selected bulk consensus orf