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).

• Comparative metagenomics revealed commonly enriched gene sets in human gut microbiomes.

  PMID 17916580 · PMC2533590 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2007 · 7 claims · 7 setups

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  Adult and weaned-children gut microbiota show high functional (gene-content) uniformity despite taxonomic differences, while unweaned infant microbiota show high inter-individual variation in both taxonomic and gene composition.

  fecal assembled predicted gut whole-genome gene reciprocal

• In vivo phosphoproteome of human skeletal muscle revealed by phosphopeptide enrichment and HPLC-ESI-MS/MS.

  PMID 19764811 · PMC2783959 · Journal of proteome research · 2009 · 8 claims · 6 setups

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  This is the first large-scale in vivo phosphoproteomic study of human skeletal muscle

  vastus skeletal spectra identified phosphopeptide in-solution strong

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• 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

  Has reproduction · 59

  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).

  healthy postmortem ahba neocortex resting-state microarray weighted

• NUSAP1 Could be a Potential Target for Preventing NAFLD Progression to Liver Cancer.

  PMID 35431924 · PMC9010788 · Frontiers in pharmacology · 2022 · 7 claims · 8 setups

  Has reproduction · 45

  NUSAP1 is a hub gene linking NAFLD fibrosis progression and NAFLD-associated HCC

  liver common hl-7702 c57bl deg kegg rt-pcr

• Shotgun proteomics and biomarker discovery.

  PMID 12364816 · PMC3851423 · Disease markers · 2002 · 8 claims · 7 setups

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  Shotgun (LC/LC-MS/MS, e.g. MudPIT) proteomic approaches show advantages over gel-based techniques in speed, sensitivity, scope of analysis, and dynamic range.

  urine yeast cysteine-containing hemoglobin 2d-ge lc-ms imac

• Babelomics: advanced functional profiling of transcriptomics, proteomics and genomics experiments.

  PMID 18515841 · PMC2447758 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  Babelomics is a web suite offering both conventional functional enrichment methods and more advanced gene set analysis (GSA) methods, a combination offered by only one other tool (FuncAssociate) among competitors.

  user-supplied ranked gene fasta-formatted functional gene novo

• MAPU: Max-Planck Unified database of organellar, cellular, tissue and body fluid proteomes.

  PMID 17090601 · PMC1781136 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  MAPU is a unified, freely accessible database integrating organellar, cellular, tissue and body fluid proteomes generated by high-resolution mass spectrometry.

  urine tear seminal breast gel lc-ms3 in-depth

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 7 setups

  Has reproduction · 19

  Glioblastoma, ischemic stroke, and moyamoya disease share molecular biomarkers and pathways indicating a pathological interconnection

  extracellular cortical neural shared rna-seq microarray gene

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional

• KEGG spider: interpretation of genomics data in the context of the global gene metabolic network.

  PMID 19094223 · PMC2646283 · Genome biology · 2008 · 8 claims · 8 setups

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  KEGG spider, using a global 'pathway-free' metabolic network framework, provides deeper insight into metabolism variations than existing enrichment-based methods.

  diffuse-type liver renal anaplastic differential proteomic proteomics

• A dynamic range compression and three-dimensional peptide fractionation analysis platform expands proteome coverage and the diagnostic potential of whole saliva.

  PMID 19813771 · PMC2789208 · Journal of proteome research · 2009 · 7 claims · 7 setups

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  Coupling DRC (hexapeptide libraries) with 3D peptide fractionation (IEF + SCX + µLC-MS/MS) substantially increases the number of proteins identified in whole saliva

  saliva offgel-fractionated identified sds-page trypsin strong

• Identifying COVID-19-Specific Transcriptomic Biomarkers with Machine Learning Methods.

  PMID 34307679 · PMC8272456 · BioMed research international · 2021 · 7 claims · 2 setups

  Has reproduction · 32

  A pipeline combining Boruta and mRMR feature selection with incremental feature selection (IFS) was used to identify COVID-19-specific transcriptomic biomarkers from blood gene expression data.

  blood bulk 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

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 7 claims · 7 setups

  Has reproduction · 100

  A meta-analysis of eight microarray studies (10 sub-studies) produced a combined list of 4218 statistically significant DEGs between AD and healthy brain at an adjP cut-off of 0.001

  post-mortem combined sub-studies down-regulated microarray differential statistical

• The human urinary proteome contains more than 1500 proteins, including a large proportion of membrane proteins.

  PMID 16948836 · PMC1794545 · Genome biology · 2006 · 8 claims · 6 setups

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  Identified 1543 proteins in urine from ten healthy donors while essentially eliminating false-positive identifications

  urine pooled urinary identified sds-page albumin decoy

• Identifying alternative hyper-splicing signatures in MG-thymoma by exon arrays.

  PMID 18545673 · PMC2409220 · PloS one · 2008 · 8 claims · 6 setups

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  An integrative ad-hoc functional GO analysis combining threshold-based (Fisher exact/hypergeometric) and threshold-free (Kolmogorov-Smirnov) statistics, plus term-to-parent comparisons, detects disease-relevant splicing events from exon array data.

  mg-thymoma colon exon fluorescent reverse

• Fibroblasts from patients with Diamond-Blackfan anaemia show abnormal expression of genes involved in protein synthesis, amino acid metabolism and cancer.

  PMID 19765279 · PMC2760583 · BMC genomics · 2009 · 8 claims · 5 setups

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  Global microarray profiling reveals 421 genes differentially expressed in DBA patient fibroblasts compared to healthy controls

  dermal same fibroblasts analysis microarray quantitative rt-pcr