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).

• Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.

  PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups

  Full-text index only

  90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes

  abdominal gingival overlapping interacting microarray weighted kegg

• Genomic studies of mood disorders -- the brain as a muscle?

  PMID 15833130 · PMC1088952 · Genome biology · 2005 · 7 claims · 5 setups

  Full-text index only

  FGF family members and receptors (notably FGF1, FGF2, FGFR2, FGFR3) are down-regulated in postmortem prefrontal cortex of subjects with major depressive disorder but not in bipolar or control subjects.

  postmortem brain rodent hippocampus affymetrix quantification gene

• Reducing language barriers, promoting information absorption, and communication using fanyi.

  PMID 39039634 · PMC11332769 · Chinese medical journal · 2024 · 7 claims · 3 setups

  Has reproduction · 67

  The fanyi R package retrieves gene information from NCBI and translates it into multiple languages using AI-driven online translation services

  pbmcs airway gene single-cell bulk functional

• Three-dimensional neuroblastoma cell culture: proteomic analysis between monolayer and multicellular tumor spheroids.

  PMID 18797883 · PMC2804865 · Pediatric surgery international · 2008 · 7 claims · 3 setups

  Full-text index only

  18 protein spots were differentially over-expressed in neuroblastoma spheroids compared to monolayers

  neuroblastoma excised monolayer 2-d lc-ms fractionation

• Correlations between gut microbiota and serum metabolomics in patients with neurogenic rosacea.

  PMID 40676500 · PMC12272963 · BMC microbiology · 2025 · 6 claims · 3 setups

  Full-text index only

  Patients with neurogenic rosacea exhibit significant gut microbiota dysbiosis compared to healthy controls

  serum fecal paired lc-ms 16s spearman

• Easy and efficient ensemble gene set testing with EGSEA.

  PMID 29333246 · PMC5747338 · F1000Research · 2017 · 8 claims · 2 setups

  Has reproduction · 97

  EGSEA combines results from up to 12 prominent gene set testing algorithms to obtain a consensus ranking of biologically relevant gene sets

  mammary bulk microarray

• 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

• An NMF-Based Methodology for Selecting Biomarkers in the Landscape of Genes of Heterogeneous Cancer-Associated Fibroblast Populations.

  PMID 32425511 · PMC7218276 · Bioinformatics and biology insights · 2020 · 8 claims · 6 setups

  Has reproduction · 84

  An integrated methodology combining nonnegative matrix factorization (NMF), the WebGestalt functional enrichment tool, and an ad hoc gene extraction procedure automatically identifies informative gene subsets from microarray data matrices that differ in number of genes (rows) and patients (columns)

  caf bone extracted microarray functional

• RAGER: A user-friendly computational platform for integrated analysis of RNA-Seq and ATAC-seq data.

  PMID 42172220 · PMC13196991 · PloS one · 2026 · 8 claims · 8 setups

  Has reproduction · 63

  RAGER integrates widely-used bioinformatics tools into an automated Snakemake-based pipeline for joint analysis of RNA-seq and ATAC-seq data

  embryonic cd34+ shared promoter rna-seq atac-seq gsea

• Microbial metagenomics.

  PMID 16207365 · PMC1257460 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  Metagenomic sequencing of the human GI tract reveals microbial community composition (e.g., Actinobacteria and Archaea prominence) differing from prior culture-based estimates dominated by Firmicutes and Bacteroides

  gastrointestinal acid ocean group metagenomic shotgun comparative

• Purinergic adipocyte-macrophage crosstalk promotes degeneration of thermogenic brown adipose tissue.

  PMID 41261284 · PMC12715258 · EMBO reports · 2025 · 8 claims · 8 setups

  Has reproduction · 78

  Imbalanced sympathetic/thermogenic activation (via UCP1 deficiency or pharmacological futile thermogenesis) causes BAT inflammation, fibrosis and degeneration

  bat wild-type brown histology qrt-pcr norepinephrine

• Trans-ethnic association study of blood pressure determinants in over 750,000 individuals.

  PMID 30578418 · PMC6365102 · Nature genetics · 2019 · 7 claims · 8 setups

  Has reproduction

  208 novel common blood pressure SNPs and 53 rare variants were discovered in GWASs of SBP, DBP and pulse pressure in up to 776,078 participants from MVP and collaborating studies.

  multi-ethnic mvp tissues kidney genome-wide exome transcriptome-wide

• Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.

  PMID 32542016 · PMC7295234 · PloS one · 2020 · 7 claims · 8 setups

  Has reproduction · 51

  Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC compared to normal liver at mRNA and/or protein level

  oncomine tcga-lihc gse89377 hcc pan-cancer bulk microarray

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• Metabolite-Centric Reporter Pathway and Tripartite Network Analysis of Arabidopsis Under Cold Stress.

  PMID 30258841 · PMC6143811 · Frontiers in bioengineering and biotechnology · 2018 · 8 claims · 8 setups

  Has reproduction · 83

  Metabolite-centric reporter pathway analysis (RPAm) computes reporter metabolites and reporter pathways from transcriptome P-values by aggregating Z-scores of neighboring genes in a genome-scale metabolic network

  arabidopsis gene-metabolite-pathway tripartite microarray metabolite-centric reporter

• 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

• De novo transcriptomic analysis of leaf and fruit tissue of Cornus officinalis using Illumina platform.

  PMID 29451882 · PMC5815590 · PloS one · 2018 · 8 claims · 7 setups

  Has reproduction · 45

  This is the first de novo transcriptomic analysis of C. officinalis leaf and fruit tissue, performed using the Illumina HiSeq 4000 platform.

  cornus pooled assembled leaf rna-seq novo functional

• Transcriptomic and physiological analysis of atractylodes chinensis in response to drought stress reveals the putative genes related to sesquiterpenoid biosynthesis.

  PMID 38317086 · PMC10845750 · BMC plant biology · 2024 · 8 claims · 6 setups

  Has reproduction · 78

  Drought stress significantly increases MDA, proline, soluble sugar, and crude protein content and antioxidative enzyme (SOD, POD, CAT) activity in A. chinensis seedlings

  chinensis physiological relative bulk

• Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing.

  PMID 36401180 · PMC9673297 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  BaseVar + STITCH at 1.0X sequencing depth with a sample size >300 achieves the highest genotyping accuracy among tested imputation strategies (genotype concordance >98.8%, genotype accuracy >0.97).

  angora domesticated candidate low-coverage multivariate principal

• Decoding and reconstructing disease relations between dry eye and depression: a multimodal investigation comprising meta-analysis, genetic pathways and Mendelian randomization.

  PMID 38548265 · PMC11954816 · Journal of advanced research · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  Meta-analysis confirmed a positive association between DED and DEP occurrence

  patients taiwan biobank twb meta-analysis genome-wide score