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).

• Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.

  PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 91

  CP and PDAC share a co-expression gene network identifiable via WGCNA on independent GEO datasets

  pancreatic pdac shared overlapping wgcna geo2r cluego

• M6A-mediated molecular patterns and tumor microenvironment infiltration characterization in nasopharyngeal carcinoma.

  PMID 38532632 · PMC10978033 · Cancer biology & therapy · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  NPC patients can be divided into two distinct m6A-related molecular subclasses based on prognostic m6A regulator expression

  npc gse102349 clinical expression ssgsea cibersort

• Systematic Assessment of Small RNA Profiling in Human Extracellular Vesicles.

  PMID 37444556 · PMC10340377 · Cancers · 2023 · 8 claims · 6 setups

  Has reproduction · 90

  EV extraction methods vary in reproducibility for isolating small RNAs, with effects on small RNA composition

  evs matched plasma cell-line small differential adapter

• Downregulation of Splicing Factor PTBP1 Curtails FBXO5 Expression to Promote Cellular Senescence in Lung Adenocarcinoma.

  PMID 39057099 · PMC11276454 · Current issues in molecular biology · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  PTBP1 is significantly upregulated across multiple cancer types including LUAD, and higher PTBP1 levels are associated with worse LUAD patient survival

  cancer luad fibroblast a549 pan-cancer differential replicative

• Identification of a novel lncRNA prognostic signature and analysis of functional lncRNA AC115619.1 in hepatocellular carcinoma.

  PMID 37614318 · PMC10442647 · Frontiers in pharmacology · 2023 · 8 claims · 8 setups

  Has reproduction · 87

  A six-lncRNA prognostic signature (LINC02428, LINC02163, AC008549.1, AC115619.1, CASC9, LINC02362) predicts overall survival in HCC patients

  hcc tcga paired snu-449 lncrna sequencing univariate

• 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

  Has reproduction · 44

  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

  nasopharyngeal same dygaf-ranked bulk differential random

• Exploring microproteins from various model organisms using the mip-mining database.

  PMID 37919660 · PMC10623795 · BMC genomics · 2023 · 5 claims · 4 setups

  Has reproduction · 85

  Mip-mining is a database of 336 curated RNA-seq datasets from 8626 samples across nine species, built specifically to explore microprotein functions under stress and disease conditions

  nine cerevisiae thaliana bulk transcriptome growth

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• DeepRNA-Reg: a deep-learning based approach for comparative analysis of CLIP experiments.

  PMID 41055236 · PMC12505516 · RNA biology · 2025 · 8 claims · 5 setups

  Has reproduction · 100

  DeepRNA-Reg, a recurrent neural network-based algorithm, provides a superior prediction set for differential HITS-CLIP analysis compared to dCLIP.

  dgcr8 mir-23 predicted ago2 gene flow

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups

  Has reproduction · 100

  A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001

  post-mortem combined sub-studies down-regulated microarray differential statistical

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Comprehensive analysis of metastatic gastric cancer tumour cells using single-cell RNA-seq.

  PMID 33441952 · PMC7806779 · Scientific reports · 2021 · 8 claims · 6 setups

  Has reproduction · 47

  Carcinoma cell profiles are distinct for each patient, while diverse microenvironmental (nonmalignant) subsets are shared across different patients.

  tumour single differentially seurat-identified single-cell differential gene

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• 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

• Assessing personalized molecular portraits underlying endothelial-to-mesenchymal transition within pulmonary arterial hypertension.

  PMID 39462326 · PMC11513636 · Molecular medicine (Cambridge, Mass.) · 2024 · 8 claims · 8 setups

  Has reproduction · 81

  scRNA-seq of PAH and control lung tissue identifies nine distinct cell populations with high heterogeneity in composition, function, distribution, and communication

  lung pah scrna-seq-derived endothelial scrna-seq bulk cell-cell

• A need for a 'whole-istic functional genomics' approach in complex human diseases: arthritis.

  PMID 12718747 · PMC165036 · Arthritis research & therapy · 2003 · 8 claims · 6 setups

  Full-text index only

  A systems ('whole-istic') functional genomics approach integrating multiple technologies and biological levels (cell, tissue, organ, organism) is necessary to understand complex diseases like arthritis.

  oa-affected cartilage type zebrafish gene differential genetic

• Combined subtractive cDNA cloning and array CGH: an efficient approach for identification of overexpressed genes in DNA amplicons.

  PMID 15018647 · PMC365025 · BMC genomics · 2004 · 8 claims · 8 setups

  Full-text index only

  Combined SSH subtractive cloning and array CGH is an efficient strategy to identify overexpressed genes located within DNA amplicons.

  imr-32 subtracted mycn-amplified suppression differential array

• In B-CLL, the codon 72 polymorphic variants of p53 are not related to drug resistance and disease prognosis.

  PMID 16109171 · PMC1208864 · BMC cancer · 2005 · 7 claims · 5 setups

  Full-text index only

  The p53 codon 72 polymorphism is not associated with drug resistance or overall survival in B-CLL

  peripheral fresh b-cll sscp-pcr disc kaplan-meier

• Gene expression profile of cervical tissue compared to exfoliated cells: impact on biomarker discovery.

  PMID 15876354 · PMC1164412 · BMC genomics · 2005 · 8 claims · 5 setups

  Full-text index only

  The gene expression profile of exfoliated cervical cells partially represents that of cervical tissue

  exfoliated normal gene cin3 genome microarray gene

• The scientific impact of the Structural Genomics Consortium: a protein family and ligand-centered approach to medically-relevant human proteins.

  PMID 17932789 · PMC2140095 · Journal of structural and functional genomics · 2007 · 8 claims · 6 setups

  Full-text index only

  A family-based target selection approach (rather than genome-wide or fold-novelty based selection) maximizes cross-member methodological transfer and biological insight

  recombinant target coli x-ray differential analytical