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).
-
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.
-
Has reproduction · 40
PD-1 blockade potentiates neoadjuvant chemotherapy in NSCLC via increasing CD127(+) and KLRG1(+) CD8 T cells.
PMID 37231145 · PMC10213055 · NPJ precision oncology · 2023 · 8 claims · 4 setups
Adding PD-1 blockade to neoadjuvant chemotherapy (NAPC) increases tumor infiltration of CD20+ B cells, CD4+ T cells, CD4+CD127+ T cells, CD8+ T cells, CD8+CD127+ and CD8+KLRG1+ T cells, whereas NAC alone increases only CD20+ B cells.
-
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 · 6 claims · 8 setups
A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.
-
Has reproduction · 70
Circulating mucosal-associated invariant T cells identify patients responding to anti-PD-1 therapy.
PMID 33723257 · PMC7961017 · Nature communications · 2021 · 7 claims · 7 setups
Mucosal-associated invariant T (MAIT) cells are more abundant in the circulation of metastatic melanoma patients who respond to anti-PD-1 therapy than in non-responders, before and during therapy.
-
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
-
Has reproduction · 69
COVID-19 vaccination atlas using an integrative systems vaccinology approach.
PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups
mRNA vaccines induce transient but strong immune responses after booster doses
-
Has reproduction · 94
A single-cell survey of Drosophila blood.
PMID 32396065 · PMC7237219 · eLife · 2020 · 8 claims · 6 setups
scRNA-seq of Drosophila larval hemocytes across unwounded, wounded, and wasp-infested conditions resolves 17 clusters spanning plasmatocytes, crystal cells, lamellocytes, and a non-hemocyte population.
-
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 · 7 claims · 7 setups
AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics
-
Has reproduction · 71
Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.
PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 7 claims · 8 setups
Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.
-
Has reproduction · 50
Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.
PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups
Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.
-
Has reproduction · 71
Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.
PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups
Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.
-
Has reproduction · 71
Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.
PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 7 claims · 7 setups
HIV-1 and PAH share 109 co-expressed genes primarily enriched in type I interferon (IFN) pathways.
-
Has reproduction · 73
Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.
PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 7 setups
Probe-specific upper and lower thresholds for flagging aberrant DNA methylation can be derived from a reference database of >2,000 normal and tumour-adjacent normal samples spanning 25 tissue types.