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).

• Transcriptomic analysis unravels the molecular response of Lonicera japonica leaves to chilling stress.

  PMID 36618608 · PMC9815118 · Frontiers in plant science · 2022 · 8 claims · 8 setups

  Has reproduction · 75

  Chilling stress significantly alters the ratio of anthocyanins, chlorophylls, and carotenoids, causing leaf color to change from green to purple

  japonica arabidopsis pigment bulk functional

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• 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

• Comprehensive bioinformatics analysis and experimental verification identify mitochondrial gene Dgat2 as a novel therapeutic biomarker for myocardial ischemia-reperfusion.

  PMID 40510478 · PMC12159077 · Frontiers in endocrinology · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  Dgat2 is a hub mitochondria-related differentially expressed gene (MitoDEG) that can serve as a novel biomarker and therapeutic target in MI/RI

  heart degs dgat2 mitodegs microarray kegg protein-protein

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

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

  PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 7 claims · 8 setups

  Has reproduction · 80

  Six genes (CST7, HSP90AB1, PADI4, PLBD1, RAB32, SLAMF6) are signature diagnostic biomarkers for aSAH identified by LASSO and SVM-RFE.

  peripheral overlapping asah drug-treatment microarray wgcna ppi

• 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

• Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.

  PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 74

  540 DEGs overlap across breast, colorectal, and lung cancers out of 11,384 DEGs analyzed

  breast colorectal lung common microarray kegg protein-protein

• 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

• 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

• Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.

  PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 7 claims · 7 setups

  Has reproduction · 71

  HIV-1 and PAH share 109 co-expressed genes primarily enriched in type I interferon (IFN) pathways.

  pbmc shared gene microarray kegg

• Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.

  PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups

  Has reproduction · 73

  Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.

  peripheral overlapping geo pbmcs bulk kegg protein-protein

• Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

  PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 4 setups

  Has reproduction · 56

  ChickpeaOmicsR is the first comprehensive/specialized R package integrating transcriptomic, genomic, and proteomic (RNA-seq, GWAS, PPI) data within a unified, reproducible framework and standardizing fragmented chickpea gene nomenclature.

  cicer chickpea icarda bulk gene protein-protein

• Network properties of complex human disease genes identified through genome-wide association studies.

  PMID 19956617 · PMC2779513 · PloS one · 2009 · 7 claims · 6 setups

  Full-text index only

  Complex disease genes are significantly less central (lower degree/closeness, higher eccentricity) in the human interactome than essential and monogenic disease genes, occupying an intermediate niche between monogenic disease genes and non-disease genes

  complex interactome gene disease-sharing gene protein-protein

• Proteomic and phospho-proteomic profile of human platelets in basal, resting state: insights into integrin signaling.

  PMID 19859549 · PMC2762604 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  A comprehensive platelet proteome of 1507 unique proteins was identified from ten independent human platelet samples, the most comprehensive platelet proteome assembled to date

  platelets platelet anti-coagulated lc-ms phospho-proteomic membrane

• Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.

  PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 73

  Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.

  pediatric target cohorts neuroblastoma bulk spectral kaplan-meier

• Discovering cancer genes by integrating network and functional properties.

  PMID 19765316 · PMC2758898 · BMC medical genomics · 2009 · 8 claims · 6 setups

  Full-text index only

  Cancer genes have distinct PPI network topology (higher connectivity, higher clustering coefficient, shorter path length to known cancer genes) compared to non-cancer genes

  genes gene colon ppi pfam term

• Association of the SerCys DISC1 polymorphism with human hippocampal formation gray matter and function during memory encoding.

  PMID 19046394 · PMC2865560 · The European journal of neuroscience · 2008 · 8 claims · 5 setups

  Full-text index only

  Individuals homozygous for the DISC1 Ser allele show greater HF (parahippocampal) gray matter volume than Cys allele carriers

  healthy extracted voxel-based task psychophysiological

• Seeded Bayesian Networks: constructing genetic networks from microarray data.

  PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed

  leukemia interactome pubmed-indexed computational microarray yeast literature

• Disease-aging network reveals significant roles of aging genes in connecting genetic diseases.

  PMID 19779549 · PMC2739292 · PLoS computational biology · 2009 · 8 claims · 8 setups

  Full-text index only

  Human disease genes are much closer to aging genes in the PPI network than expected by chance

  protein-protein randomized dan aging network degree-conserved closeness