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).
-
Full-text index only
Filling gaps in PPAR-alpha signaling through comparative nutrigenomics analysis.
PMID 20003344 · PMC2801700 · BMC genomics · 2009 · 7 claims · 8 setups
Meta-analysis of 16 microarray datasets across human, mouse, rat and yeast identifies 164 genes (MDEGs) consistently differentially expressed in response to high fat diet or PPAR signaling perturbation.
-
Full-text index only
Multi-organ expression profiling uncovers a gene module in coronary artery disease involving transendothelial migration of leukocytes and LIM domain binding 2: the Stockholm Atherosclerosis Gene Expression (STAGE) study.
PMID 19997623 · PMC2780352 · PLoS genetics · 2009 · 8 claims · 6 setups
Functionally associated gene modules, not individual genes, underlie CAD development and can be identified via multi-organ expression clustering
-
Has reproduction · 71
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
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
-
Full-text index only
CLEAN: CLustering Enrichment ANalysis.
PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups
The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).
-
Has reproduction · 83
Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.
PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups
Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD
-
Has reproduction · 73
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
Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.
-
Full-text index only
MBGD update 2010: toward a comprehensive resource for exploring microbial genome diversity.
PMID 19906735 · PMC2808943 · Nucleic acids research · 2010 · 8 claims · 6 setups
MBGD allows users to create ortholog groups using a specified subgroup of organisms, distinguishing it from other comparative genomics resources
-
Has reproduction · 83
Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.
PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups
AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy
-
Has reproduction
Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.
PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups
A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.
-
Has reproduction · 76
M6A-mediated molecular patterns and tumor microenvironment infiltration characterization in nasopharyngeal carcinoma.
PMID 38532632 · PMC10978033 · Cancer biology & therapy · 2024 · 8 claims · 8 setups
NPC patients can be divided into two distinct m6A-related molecular subclasses based on prognostic m6A regulator expression
-
Full-text index only
The TIGR Gene Indices: clustering and assembling EST and known genes and integration with eukaryotic genomes.
PMID 15608288 · PMC540018 · Nucleic acids research · 2005 · 8 claims · 8 setups
The TIGR Gene Indices (TGI) are a collection of 77 species-specific databases that cluster and assemble EST and known gene sequences into tentative consensus (TC) sequences to identify and characterize expressed transcripts.
-
Has reproduction · 81
CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.
PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups
Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL
-
Has reproduction · 60
Deconvolution of the hematopoietic stem cell microenvironment reveals a high degree of specialization and conservation.
PMID 35494238 · PMC9046238 · iScience · 2022 · 7 claims · 7 setups
Integration of three scRNA-seq datasets using a custom bootstrapping-based clustering pipeline robustly identifies 14 endothelial subclusters and 11 mesenchymal (stage-specific) subclusters in mouse bone marrow.
-
Has reproduction · 46
De novo transcriptome assembly and comprehensive assessment provide insight into fruiting body formation of Sparassis latifolia.
PMID 35773379 · PMC9247108 · Scientific reports · 2022 · 6 claims · 7 setups
De novo transcriptome assembly of S. latifolia produced 48,549 unigenes, 71.53% (34,728) of which were annotated against KEGG, GO, and/or KOG databases
-
Has reproduction · 42
Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.
PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups
PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.
-
Full-text index only
Investigating hookworm genomes by comparative analysis of two Ancylostoma species.
PMID 15854223 · PMC1112591 · BMC genomics · 2005 · 8 claims · 8 setups
Nearly 20,000 ESTs from 7 cDNA libraries define nearly 7,000 hookworm genes across A. caninum and A. ceylanicum
-
Has reproduction · 75
Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.
PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups
306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue
-
Has reproduction · 71
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
AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)
-
Has reproduction · 59
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
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
-
Has reproduction · 84
Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.
PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups
TEPs from NSCLC patients show 111 upregulated and 108 downregulated genes compared to platelets from non-cancer donors