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).
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Has reproduction
Using random walks to identify cancer-associated modules in expression data.
PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups
Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.
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Has reproduction · 87
High-resolution mapping of transcriptional dynamics across tissue development reveals a stable mRNA-tRNA interface.
PMID 25122613 · PMC4216921 · Genome research · 2014 · 8 claims · 7 setups
mRNA codon and amino acid pools are highly stable across mouse development and across tissues, simply reflecting the genomic background distribution of any possible transcriptome.
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Has reproduction · 23
Accelerated Evolution of Tissue-Specific Genes Mediates Divergence Amidst Gene Flow in European Green Lizards.
PMID 33988711 · PMC8382678 · Genome biology and evolution · 2021 · 8 claims · 8 setups
The Adriatic lineage is a sister taxon to L. bilineata based on mitogenome and autosomal phylogenies
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Full-text index only
Integrated weighted gene co-expression network analysis with an application to chronic fatigue syndrome.
PMID 18986552 · PMC2625353 · BMC systems biology · 2008 · 8 claims · 6 setups
Integrated WGCNA (IWGCNA), which adds genetic marker-based causality testing to standard WGCNA, can identify a disease-related module and its causal drivers
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Has reproduction · 58
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
EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD
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Has reproduction · 80
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
WGCNA identified 214 key genes in the blue module most correlated with LUAD
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Has reproduction · 69
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
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
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Has reproduction · 76
Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.
PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups
56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs
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Has reproduction
A newly identified glycosyltransferase AsRCOM provides resistance to purple curl leaf disease in agave.
PMID 37936069 · PMC10629022 · BMC genomics · 2023 · 6 claims · 5 setups
The glycosyltransferase gene AsRCOM is the most critical disease-resistance gene against agave purple curl leaf disease, and its overexpression significantly enhances resistance.
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Has reproduction · 48
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
277 co-expressed DEGs shared between RA and rosacea are enriched in immune processes and chemokine-mediated signaling pathways
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Has reproduction · 66
STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.
PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups
Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level
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Has reproduction · 55
Identification of TYR, TYRP1, DCT and LARP7 as related biomarkers and immune infiltration characteristics of vitiligo via comprehensive strategies.
PMID 34107850 · PMC8806433 · Bioengineered · 2021 · 7 claims · 8 setups
131 robust DEGs (89 upregulated, 42 downregulated) were identified by RRA integration of three vitiligo datasets and are closely associated with melanogenesis and vitiligo development
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Has reproduction · 55
Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.
PMID 35901050 · PMC9333241 · PloS one · 2022 · 5 claims · 8 setups
Several co-expressed gene modules are significantly associated with left ventricle ejection fraction (LVEF) and the DCM phenotype, enriched in fibrosis-related, small molecule transporting-related, and immune response-related pathways.
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Has reproduction · 59
Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.
PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 8 claims · 8 setups
Key genes AR, AKT1, UBC, CDH1, SMAD3, ROR1, and ROR2 are associated with chemotherapy resistance and poor prognosis in metastatic breast cancer
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Has reproduction · 100
Differentially expressed genes reflect disease-induced rather than disease-causing changes in the transcriptome.
PMID 34561431 · PMC8463674 · Nature communications · 2021 · 8 claims · 7 setups
revTWMR, a reverse transcriptome-wide Mendelian Randomization approach integrating GWAS and whole-blood trans-eQTL summary statistics, is proposed to estimate the causal effect of a phenotype on gene expression.
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Has reproduction · 53
PulmonDB: a curated lung disease gene expression database.
PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 7 claims · 6 setups
PulmonDB is a curated, web-based relational database (plus R package) integrating microarray and RNA-seq gene expression data with controlled-vocabulary annotation for COPD and IPF.
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Has reproduction · 100
Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.
PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 8 setups
A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity
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Has reproduction · 59
Cell-Type-Specific Gene Modules Related to the Regional Homogeneity of Spontaneous Brain Activity and Their Associations With Common Brain Disorders.
PMID 33958982 · PMC8093778 · Frontiers in neuroscience · 2021 · 8 claims · 6 setups
Fourteen gene modules were consistently (Bonferroni-corrected) associated with ReHo across a discovery sample and two independent replication samples (including one non-Chinese HCP cohort).
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Has reproduction
Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.
PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups
A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.
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Has reproduction · 71
Comprehensive comparison of gene expression diversity among a variety of human stem cells.
PMID 36458020 · PMC9706419 · NAR genomics and bioinformatics · 2022 · 6 claims · 7 setups
iPSC gene expression is more strongly influenced by tissue origin than other stem cell types, whereas ESCs and somatic stem cells (MSCs, HSCs) are more strongly impacted by culture condition.