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 · 67
GEMmaker: process massive RNA-seq datasets on heterogeneous computational infrastructure.
PMID 35501696 · PMC9063052 · BMC bioinformatics · 2022 · 6 claims · 3 setups
GEMmaker, an nf-core compliant Nextflow workflow, can quantify gene expression from small to massive RNA-seq datasets while remaining reproducible via versioned containerized software.
-
Has reproduction · 59
Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.
PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups
Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort
-
Has reproduction · 96
Mammary cell gene expression atlas links epithelial cell remodeling events to breast carcinogenesis.
PMID 34079055 · PMC8172904 · Communications biology · 2021 · 8 claims · 8 setups
An integrated 50K mouse and 24K human mammary epithelial cell atlas (scRNA-seq) captures mammary epithelium reorganization across most lifetime stages.
-
Has reproduction · 90
Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits.
PMID 33461502 · PMC7812657 · Genetics, selection, evolution : GSE · 2021 · 7 claims · 6 setups
Many significant cis-eQTL (geQTL, eeQTL, sQTL) were detected in sheep liver and muscle at FDR < 0.01.
-
Has reproduction · 91
Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.
PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 6 claims · 7 setups
CEL (carboxyl ester lipase) is the real hub gene shared between CP and PDAC and is markedly downregulated in PDAC
-
Has reproduction · 92
Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.
PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 8 setups
MCF-7 cell lines and human breast cancer tissues share only minimal similarity in biological processes, though fundamental functions such as cell cycle are conserved
-
Has reproduction · 83
A temporal classifier predicts histopathology state and parses acute-chronic phasing in inflammatory bowel disease patients.
PMID 36694043 · PMC9873918 · Communications biology · 2023 · 8 claims · 7 setups
The DSS phenotype-by-time interaction defines parsimonious temporal (dynamic) expression and splicing signatures of acute and chronic colitis distinct from time-specific differential expression.
-
Has reproduction · 73
Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.
PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups
In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.
-
Has reproduction · 75
Integrative analysis reveals chemokines CCL2 and CXCL5 mediated shear stress-induced aortic dissection formation.
PMID 38163105 · PMC10757018 · Heliyon · 2024 · 7 claims · 8 setups
Chemokines CCL2 and CXCL5 mediate a shear stress-induced 'Endothelial-Monocyte-Neutrophil' axis that contributes to aortic dissection development.
-
Has reproduction · 44
Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.
PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups
DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection
-
Has reproduction
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 · 7 claims · 4 setups
Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).
-
Has reproduction · 84
Tbx5 drives Aldh1a2 expression to regulate a RA-Hedgehog-Wnt gene regulatory network coordinating cardiopulmonary development.
PMID 34643182 · PMC8555986 · eLife · 2021 · 8 claims · 8 setups
Tbx5 directly maintains Aldh1a2 expression in the foregut lateral plate mesoderm/pSHF via an evolutionarily conserved intronic enhancer.
-
Has reproduction · 51
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
A 15-gene immune infiltration-related signature (IRS) predicts overall survival in breast cancer, with higher IRS indicating worse prognosis
-
Has reproduction · 71
Qualitative Transcriptional Signature for the Pathological Diagnosis of Pancreatic Cancer.
PMID 33173782 · PMC7538791 · Frontiers in molecular biosciences · 2020 · 8 claims · 7 setups
A 12-gene-pair (17-gene) REO-based signature discriminates PC and cancer-adjacent normal tissue from non-tumor (healthy/pancreatitis) pancreatic tissue.
-
Has reproduction · 84
AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.
PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups
An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures
-
Has reproduction · 78
Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.
PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups
A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response
-
Has reproduction · 48
Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.
PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups
A hybrid signature combining the Nottingham Prognostic Index with SIS-selected gene expressions can be built in a data-driven fashion (NPI treated as a gene expression during feature selection).
-
Has reproduction · 59
The rates of adult neurogenesis and oligodendrogenesis are linked to cell cycle regulation through p27-dependent gene repression of SOX2.
PMID 36627412 · PMC9832098 · Cellular and molecular life sciences : CMLS · 2023 · 8 claims · 8 setups
p27 restricts residual CDK activity after mitogen withdrawal to antagonize cell cycling, but is not essential for cell cycle exit per se
-
Has reproduction · 91
Cell fixation and preservation for droplet-based single-cell transcriptomics.
PMID 28526029 · PMC5438562 · BMC biology · 2017 · 7 claims · 8 setups
Methanol fixation stabilizes and preserves dissociated cells for weeks without compromising single-cell RNA-seq data quality
-
Has reproduction · 84
Genome of the Asian longhorned beetle (Anoplophora glabripennis), a globally significant invasive species, reveals key functional and evolutionary innovations at the beetle-plant interface.
PMID 27832824 · PMC5105290 · Genome biology · 2016 · 7 claims · 7 setups
The A. glabripennis genome encodes a uniquely diverse arsenal of enzymes that degrade the main plant cell wall polysaccharide networks (cellulose, hemicellulose, pectin) and detoxify plant allelochemicals.