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).

• Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning.

  PMID 37415981 · PMC10320004 · Frontiers in immunology · 2023 · 7 claims · 8 setups

  Has reproduction · 58

  EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD

  pbmc intersected candidate wgcna differential kegg

• Screening of Diagnostic Biomarkers and Immune Infiltration Characteristics Linking Rheumatoid Arthritis and Rosacea Based on Bioinformatics Analysis.

  PMID 39104909 · PMC11299729 · Journal of inflammation research · 2024 · 8 claims · 8 setups

  Has reproduction · 48

  277 co-expressed DEGs shared between RA and rosacea are enriched in immune processes and chemokine-mediated signaling pathways

  synovial rosacea co-expressed serum microarray weighted protein-protein

• 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

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 8 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more strongly associated with immune-related gene expression than TAA/BAV.

  aortic genes wgcna gene cibersort

• Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.

  PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 93

  5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)

  ipf degs differentially bleomycin-induced bulk methylation kegg

• Partial correlation network analysis identifies coordinated gene expression within a regional cluster of COPD genome-wide association signals.

  PMID 39418301 · PMC11521246 · PLoS computational biology · 2024 · 7 claims · 4 setups

  Has reproduction · 23

  COPD GWAS risk loci are statistically more clustered across the genome than expected by chance, with chromosome 4q containing a notably dense cluster of five loci within 70Mb.

  lung genes independent genome-wide rna-seq partial gene

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• Integrated multi-omics analysis combined with clinical validation reveals that HLA-DRB5 and ODAPH are causal risk genes for keratoconus.

  PMID 41803193 · PMC13179358 · Scientific reports · 2026 · 8 claims · 8 setups

  Has reproduction · 64

  2,884 differentially expressed genes (DEGs) were identified as the union of upregulated genes from two independent KC transcriptome datasets (GSE151631, GSE77938), enriched in cell adhesion, immune response, and TNF/IL-17 signaling pathways.

  corneal deg gwas eqtl bulk kegg summary-data

• Single-Cell Transcriptomic Landscape of Right-Sided Colon Cancer Reveals Cellular and Molecular Features of Metastatic Potential.

  PMID 41898210 · PMC13024220 · Biomedicines · 2026 · 8 claims · 6 setups

  Has reproduction · 71

  RCC_LM tumors exhibit higher genomic instability (CNV score) than RCC_noM tumors

  right-sided malignant epithelial types scrna-seq copy trajectory

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 49

  LRP1 is a hub gene with the highest diagnostic performance among 30 candidate hub genes identified by machine learning

  ectopic geo gse5108 training microarray wgcna machine

• A HML6 endogenous retrovirus on chromosome 3 is upregulated in amyotrophic lateral sclerosis motor cortex.

  PMID 34253796 · PMC8275748 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 84

  The ERV locus HML6_3p21.31c is significantly upregulated in ALS post-mortem motor cortex after multiple-testing correction

  post-mortem als bulk cell-type weighted

• Reverse Engineering of the Pediatric Sepsis Regulatory Network and Identification of Master Regulators.

  PMID 34680414 · PMC8533457 · Biomedicines · 2021 · 7 claims · 8 setups

  Has reproduction · 67

  A set of 15 TFs was identified as sepsis-specific master regulators of pediatric sepsis, dividing into two non-overlapping clusters.

  blood cd4+ pbmc regulons microarray differential master

• Transcriptional firing represses bactericidal activity in cystic fibrosis airway neutrophils.

  PMID 33948572 · PMC8080108 · Cell reports. Medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 35

  Neutrophils recruited to CF airways undergo rapid, broad transcriptional firing that upregulates anabolic genes and downregulates antimicrobial genes

  blood healthy transmigrated cfasn-transmigrated flow transmigration content

• Blood RNA signature RISK4LEP predicts leprosy years before clinical onset.

  PMID 34090257 · PMC8182229 · EBioMedicine · 2021 · 8 claims · 6 setups

  Has reproduction · 53

  1,613 genes were differentially expressed in leprosy progressors before diagnosis (t=1) compared to household contacts.

  blood rna-seq rt-qpcr differentially rna-seq rt-qpcr random

• Blood Transcriptome Analysis of Septic Patients Reveals a Long Non-Coding Alu-RNA in the Complement C5a Receptor 1 Gene.

  PMID 35447887 · PMC9027897 · Non-coding RNA · 2022 · 6 claims · 7 setups

  Has reproduction · 64

  A computational pipeline intersecting immune gene coordinates with Alu element coordinates can identify candidate Alu-lncRNAs

  peripheral genome blood bulk illumina ion

• nf-rnaSeqCount: A Nextflow pipeline for obtaining raw read counts from RNA-seq data.

  PMID 35574063 · PMC9097006 · South African computer journal = Suid-Afrikaanse rekenaartydskrif · 2021 · 7 claims · 5 setups

  Has reproduction · 95

  nf-rnaSeqCount is a portable, reproducible Nextflow pipeline that maps RNA-seq reads to a reference genome and quantifies gene abundance for differential expression analysis

  black geo rna-seq rna-seq benchmarking quality

• Utility of Triti-Map for bulk-segregated mapping of causal genes and regulatory elements in Triticeae.

  PMID 35605195 · PMC9284283 · Plant communications · 2022 · 8 claims · 4 setups

  Has reproduction · 95

  Triti-Map is a computational package suite plus web interface specifically optimized for bulk-segregated gene mapping in Triticeae, accepting DNA-seq, RNA-seq/ChIP-seq, and traditional QTL data as input

  wheat hordeum bulk-segregated interval novo

• Implementing the reuse of public DIA proteomics datasets: from the PRIDE database to Expression Atlas.

  PMID 35701420 · PMC9197839 · Scientific data · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  Introduced an open, containerised, Nextflow-orchestrated reanalysis pipeline for public SWATH-MS/DIA datasets covering metadata curation, data analysis, statistics, and Expression Atlas integration.

  hepatocellular kidney prostate lymphoma swath-ms

• Genome-wide associations of aortic distensibility suggest causality for aortic aneurysms and brain white matter hyperintensities.

  PMID 35922433 · PMC9349177 · Nature communications · 2022 · 8 claims · 7 setups

  Has reproduction

  GWAS identified 102 genome-wide significant loci (including 27 novel) associated with aortic distensibility and area traits

  same biobank arterial cardiac genome-wide multi-trait snp-based

• 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