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).

• Discovering multiple transcripts of human hepatocytes using massively parallel signature sequencing (MPSS).

  PMID 17601345 · PMC1929076 · BMC genomics · 2007 · 8 claims · 8 setups

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  MPSS detected 10,279 UniGene clusters, representing 7,475 known genes, in human hepatocytes

  hepatocytes promoters genes hepatocyte mpss rt-pcr hierarchical

• The biological function of some human transcription factor binding motifs varies with position relative to the transcription start site.

  PMID 18367472 · PMC2377430 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  1226 eight-letter DNA words show statistically significant positional preferences relative to the TSS across 7914 human promoter regions

  putative nonredundant homo genes computational pssm semantic

• Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.

  PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 6 claims · 7 setups

  Has reproduction · 91

  CEL (carboxyl ester lipase) is the real hub gene shared between CP and PDAC and is markedly downregulated in PDAC

  pancreatic gse143754 pdac tcga microarray wgcna differential

• CLEAN: CLustering Enrichment ANalysis.

  PMID 19640299 · PMC2734555 · BMC bioinformatics · 2009 · 8 claims · 4 setups

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  The gene-specific CLEAN score improves reproducibility of cluster analysis conclusions across independent datasets compared to the traditional cluster-wide score (cwCLEAN).

  four breast combined hierarchical cluster csimm-based

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing

• 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 · 7 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more associated with immune-related gene expression than TAA/BAV, with two WGCNA gene modules (brown and blue) enriched for immune functions.

  aortic brown genes training wgcna biological gsva

• Predictive screening for regulators of conserved functional gene modules (gene batteries) in mammals.

  PMID 15882449 · PMC1134656 · BMC genomics · 2005 · 8 claims · 4 setups

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  A predictive computational screen covering ~40% of annotated protein-coding genes identified 21 co-expressed gene clusters with statistically supported sharing of cis-regulatory motifs.

  upstream co-expression pre-b microarray-based motif gene

• Deep learning based protocol to construct an immune-related gene network of host-pathogen interactions in plants.

  PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 6 claims · 6 setups

  Has reproduction · 96

  A deep-learning protocol (DLNet) ranks genes by their contribution to classifying treatment versus control expression data, identifying genes involved in host defense against pathogens.

  oryza rice merged top-ranked affymetrix microarray batch

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 5 claims · 8 setups

  Has reproduction · 55

  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.

  heart degs gene rna-seq bulk differential gene

• A map of human protein interactions derived from co-expression of human mRNAs and their orthologs.

  PMID 18414481 · PMC2387231 · Molecular systems biology · 2008 · 8 claims · 6 setups

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  Comparing human mRNA co-expression with co-expression of orthologous gene pairs in five other organisms identifies proteins that physically associate

  genes hela proteins worm co-expression quantitative functional

• Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.

  PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.

  liver simulated conserved nearly gene simulation kolmogorov-smirnov

• Multi-organ expression profiling uncovers a gene module in coronary artery disease involving transendothelial migration of leukocytes and LIM domain binding 2: the Stockholm Atherosclerosis Gene Expression (STAGE) study.

  PMID 19997623 · PMC2780352 · PLoS genetics · 2009 · 8 claims · 6 setups

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  Functionally associated gene modules, not individual genes, underlie CAD development and can be identified via multi-organ expression clustering

  liver atherosclerotic 128-gene independent two-way gene bioinformatic

• TSUNAMI: Translational Bioinformatics Tool Suite for Network Analysis and Mining.

  PMID 33705981 · PMC9403021 · Genomics, proteomics & bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction · 79

  TSUNAMI is a freely accessible web-based tool suite that mines gene co-expression network (GCN) modules from public (GEO, TCGA) or user-uploaded numerical omics data and performs downstream gene set enrichment analysis.

  gse17537 36th first gene circos survival

• A comparative gene co-expression analysis using self-organizing maps on two congener filmy ferns identifies specific desiccation tolerance mechanisms associated to their microhabitat preference.

  PMID 32019526 · PMC7001327 · BMC plant biology · 2020 · 8 claims · 6 setups

  Has reproduction · 62

  H. caudiculatum (lower canopy) exhibits about twice as many differentially expressed genes as H. dentatum (upper canopy), with a higher proportion of both increased and decreased gene abundance during dehydration.

  hymenophyllum dark-adapted annotated differentially bulk relative chlorophyll

• Weighted gene co-expression network analysis reveals that CXCL10, IRF7, MX1, RSAD2, and STAT1 are related to the chronic stage of spinal cord injury.

  PMID 34532385 · PMC8421925 · Annals of translational medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 44

  The brown co-expression module (775 genes) is the module most significantly associated with the chronic stage of SCI

  spinal brown sci microarray functional 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

• 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

• 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

• 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