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).

• Uncovering the transcriptional landscape of estrogen-induced gonadal feminization in the Chinese giant salamander.

  PMID 41808025 · PMC13085422 · BMC genomics · 2026 · 8 claims · 7 setups

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  E2 exposure induces male-to-female gonadal sex reversal in CGS, confirmed by histological evidence across developmental stages.

  gonadal tail-tip deg candidate rna-seq histology rt-qpcr

• Unravelling Synaptic and Metabolic Mechanisms of Cognitive Resilience in Asymptomatic Alzheimer's Disease Across Two Alzheimer's Disease Cohorts.

  PMID 41723778 · PMC12996523 · Cellular and molecular neurobiology · 2026 · 6 claims · 6 setups

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  Integrating DEG, DET, and DUT analyses (rather than DEGs alone) provides a more comprehensive view of the molecular mechanisms of AsymAD, since some genes/transcripts are only detected by transcript-level methods.

  postmortem combined ppi hippocampus bulk functional protein-protein

• 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

• Integrated Analysis of Multiple Microarrays Based on Raw Data Identified Novel Gene Signatures in Recurrent Implantation Failure.

  PMID 35197930 · PMC8859149 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups

  Has reproduction · 85

  Robust Rank Aggregation (RRA) can integrate DEG lists from multiple independent RIF microarray datasets to identify robust DEGs.

  endometrium integrated robust ppi microarray robust gene

• Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.

  PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence

  peripheral genes overlapping neutrophil-related microarray weighted kegg

• Integrative analysis reveals chemokines CCL2 and CXCL5 mediated shear stress-induced aortic dissection formation.

  PMID 38163105 · PMC10757018 · Heliyon · 2024 · 8 claims · 8 setups

  Has reproduction · 75

  Integration of three AD RNA-seq datasets identifies 150 common DEGs (100 down-regulated, 50 up-regulated) enriched for blood vessel morphogenesis, muscle structure/tissue development, and chemotaxis.

  aortic gene computational normalized bulk ppi connectivity

• Discovery and validation of molecular patterns and immune characteristics in the peripheral blood of ischemic stroke patients.

  PMID 38650649 · PMC11034498 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 83

  188 differentially expressed genes (DEGs) between IS and control blood samples were identified and enriched in immune-related biological pathways

  blood degs peripheral hub microarray kegg cibersort

• 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

• Steps toward broad-spectrum therapeutics: discovering virulence-associated genes present in diverse human pathogens.

  PMID 19874620 · PMC2774872 · BMC genomics · 2009 · 8 claims · 8 setups

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  Phylogenetic profiling of protein clusters across pathogen and non-pathogen genomes can identify candidate generic virulence factors

  proteins cdc candidate yersinia all-against-all computational cross-species

• Integrative transcriptome-wide association analyses reveal PRKCG-linked GABAergic dysfunction in Fragile X-associated tremor/ataxia syndrome.

  PMID 41507195 · PMC12881518 · Nature communications · 2026 · 8 claims · 8 setups

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  A multi-omics strategy combined with TWAS reveals brain-region-specific molecular signatures and striking gene dysregulation concentrated in inhibitory neurons in an FXTAS mouse model.

  brain prefrontal pfc gabaergic bulk single-nuclei immunofluorescent

• HIF3A-mediated aberrant activation of TXNIP promotes Alzheimer's disease progression.

  PMID 41807716 · PMC13096512 · Scientific reports · 2026 · 8 claims · 8 setups

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  OS activity is significantly elevated in AD and shows pronounced heterogeneity across brain cell types

  entorhinal brain middle c57bl scrna-seq bulk animal

• 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

• Transcriptomics and functional genomics implicate WNT3 in hemispheric lateralization of speech production.

  PMID 41660247 · PMC12876320 · iScience · 2026 · 8 claims · 6 setups

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  A hemisphere-resolved transcriptomic atlas across 13 Brodmann areas reveals region-specific, hemisphere-dependent expression differences in human speech-related cortex

  postmortem cortex gtex unspecified bulk wgcna gwas

• Endothelial-derived PANoptosis factor IL33 is a potential immunotherapy in breast cancer.

  PMID 42095097 · PMC13141053 · iScience · 2026 · 8 claims · 8 setups

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  NMF clustering of PANoptosis-related gene expression stratifies breast cancer patients into three distinct molecular clusters (C1, C2, C3)

  tcga-brca meta-cohort training breast nmf univariate gsva

• ASTROREPOMICS: A curated transcriptomic database for reproductive biology in space.

  PMID 41940322 · PMC13049440 · iScience · 2026 · 8 claims · 6 setups

  Full-text index only

  ASTROREPOMICS integrates 17 rigorously normalized and batch-corrected transcriptomic datasets spanning multiple species and reproductive tissues

  pooled mus rattus pca-based combat differential

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival

• Identification and verification of diagnostic biomarkers in recurrent pregnancy loss via machine learning algorithm and WGCNA.

  PMID 37691920 · PMC10485775 · Frontiers in immunology · 2023 · 8 claims · 8 setups

  Has reproduction · 55

  352 DEGs (198 up-regulated, 154 down-regulated) were identified between RPL and control endometrial samples

  endometrial degs hub decidua microarray wgcna machine