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).

• Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility.

  PMID 33707641 · PMC7970949 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  WGCNA on control human cervical spinal cord RNA-seq identifies 13 co-expression modules (SC.M1-M13), each representing distinct biological processes or cell types.

  cervical als top yeast bulk stratified protein-protein

• DLX2 marks an immunosuppressive dendritic-cell program that reshapes cytotoxic immunity and marks a tolerogenic microenvironment in lung adenocarcinoma.

  PMID 41761000 · PMC13043845 · Discover oncology · 2026 · 8 claims · 8 setups

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  Neuroactive ligand–receptor signaling is among the most significantly upregulated pathways in LUAD relative to normal lung tissue.

  tcga-luad tcga luad dendritic-cell bulk survival pan-cancer

• Single-cell spatial transcriptomic analysis of human skin anatomy.

  PMID 41872488 · PMC13083264 · Nature genetics · 2026 · 8 claims · 6 setups

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  MERFISH-based spatial atlas of ~1.2 million cells resolves 45 cell types across 114 samples and 15 anatomic sites in normal human skin

  normal skin gtex matched merfish scrna-seq bulk

• OptiSyn: an interpretable, multi-omics-driven graph convolutional network framework for synergy-oriented drug combination design in disease treatment.

  PMID 41877167 · PMC13011277 · Chinese medicine · 2026 · 8 claims · 8 setups

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  Eight AS-associated hub genes were identified through integration of multi-omics datasets (DEG analysis, WGCNA, scRNA-seq, Mendelian randomization, PPI module analysis)

  gtex as-associated tcm representative differential weighted single-cell

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue

  eoc analysis overlapping pubmed microarray kegg protein-protein

• Dysregulated expression of cell cycle regulators CDC20, PLK1, BUB1, CDC45, CDCA5 in pancreatic ductal adenocarcinoma.

  PMID 41699006 · PMC13002898 · Scientific reports · 2026 · 8 claims · 8 setups

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  CDC20, PLK1, BUB1, CDC45, and CDCA5 are concordantly identified as hub genes across seven NCBI-GEO datasets and the Pakistani RNA-seq dataset

  pakistani pdac overlapping tcga-paad bulk functional protein-protein

• Dissecting glioblastoma risk signatures in the tumor immune microenvironment based on multi-dimensional transcriptomics.

  PMID 41880523 · PMC13154832 · GigaScience · 2026 · 7 claims · 8 setups

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  Hallmarks of malignancy and cell cycle regulatory pathways are consistently enriched across single-cell, bulk, and spatial transcriptomic modalities, promoting tumor cell proliferation and progression.

  tumor gbm normal wild-type single-cell bulk microarray

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• Genetics of circulating inflammatory proteins identifies drivers of immune-mediated disease risk and therapeutic targets.

  PMID 37563310 · PMC10457199 · Nature immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 93

  Genome-wide pQTL mapping of 91 inflammation-related plasma proteins in 14,824 participants identified 180 significant pQTLs (59 cis, 121 trans) across 108 genomic regions and 70 proteins

  plasma blood tissues gut genome-wide pqtl cis-eqtl

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Integrating human plasma proteomes with genome-wide association data implicates novel proteins and drug targets for rheumatoid arthritis.

  PMID 41540382 · PMC12892679 · Clinical proteomics · 2026 · 8 claims · 8 setups

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  PWAS integrating RA GWAS with ARIC and INTERVAL plasma pQTL data identified 35 genetically regulated proteins (42 associations) significantly associated with RA risk.

  plasma shared gtex blood proteome-wide two-sample bayesian