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).
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Has reproduction · 63
Community assessment of methods to deconvolve cellular composition from bulk gene expression.
PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups
Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.
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Has reproduction · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles
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Has reproduction · 58
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
PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA
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Has reproduction · 84
DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.
PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups
DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data
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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.
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Has reproduction · 88
Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.
PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups
APOBEC family genes are differentially expressed across cancer types and tissues, with APOBEC3B being the most aberrantly upregulated gene in most cancers including LUAD
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Full-text index only
Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.
PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups
RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample
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Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity
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Has reproduction · 89
In vivo antiviral host transcriptional response to SARS-CoV-2 by viral load, sex, and age.
PMID 32898168 · PMC7478592 · PLoS biology · 2020 · 8 claims · 8 setups
SARS-CoV-2 infection induces a strong interferon-driven antiviral response in the nasopharynx, with up-regulation of viral sensors, T cell/NK chemokines, and antiviral effectors
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Has reproduction · 68
Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.
PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups
RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)
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Has reproduction · 78
T Cells With Activated STAT4 Drive the High-Risk Rejection State to Renal Allograft Failure After Kidney Transplantation.
PMID 35844542 · PMC9283858 · Frontiers in immunology · 2022 · 8 claims · 8 setups
Unsupervised UMAP/Leiden clustering of 2,611 microarray datasets reveals 6 rejection states that diverge from traditional Banff clinical classification
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Has reproduction · 75
Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.
PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups
CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages
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Has reproduction · 63
Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.
PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes
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Has reproduction · 83
Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.
PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups
188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways
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Has reproduction · 90
Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.
PMID 37948380 · PMC10637681 · PloS one · 2023 · 8 claims · 8 setups
Stemness-related genes ORC1L, KIF20A, and DLGAP5 are upregulated in LUAD and correlate with altered immune cell infiltration (Th2, MDSC, HSC) and reduced patient survival.
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Has reproduction · 48
Bioinformatics Analysis of the Characteristics and Correlation of m6A Methylation in Breast Cancer Progression.
PMID 35655723 · PMC9148239 · Contrast media & molecular imaging · 2022 · 8 claims · 8 setups
Breast cancer samples can be classified into 4 m6A subtypes (quiescent, m6A methylation, protein-binding, mixed) based on Z-score median of Set1 (writer+reader) and Set2 (eraser) gene expression
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Has reproduction · 66
Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.
PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups
At baseline, SAT and VAT transcriptomes are highly similar, with only ~1% of genes (30 genes, adjusted p<0.05) differentially expressed between depots in Controls
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Has reproduction · 85
Digital sorting of complex tissues for cell type-specific gene expression profiles.
PMID 23497278 · PMC3626856 · BMC bioinformatics · 2013 · 8 claims · 8 setups
The Digital Sorting Algorithm (DSA) deconvolves mixed tissue expression into cell type-specific profiles using only marker genes, without requiring prior knowledge of cell type frequencies or in vitro pure-cell profiles.
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Has reproduction · 85
Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.
PMID 38254989 · PMC10815467 · Genes · 2024 · 7 claims · 8 setups
High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression
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Has reproduction · 85
Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.
PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups
Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs