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).

• A case study for large-scale human microbiome analysis using JCVI's metagenomics reports (METAREP).

  PMID 22719821 · PMC3374610 · PloS one · 2012 · 8 claims · 7 setups

  Has reproduction · 78

  METAREP version 1.3.1 is an open-source, scalable tool for querying, browsing and comparing extremely large volumes of metagenomic annotations, with an extended data model, dynamic weighting, distributed searches and advanced clustering.

  microbiome pooled hmp metarep genome assembly-based enzymatic

• 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

  Full-text index only

  Integrated WGCNA (IWGCNA), which adds genetic marker-based causality testing to standard WGCNA, can identify a disease-related module and its causal drivers

  cfs most candidate second microarray snp weighted

• Error-pooling-based statistical methods for identifying novel temporal replication profiles of human chromosomes observed by DNA tiling arrays.

  PMID 17430969 · PMC1888820 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  Developed an LPE-based error-pooling and weighted ANOVA modeling approach for statistical analysis of high-density tiling array data

  cell-cycle-synchronized hela computational differentially tiling cdna statistical

• A note on generalized Genome Scan Meta-Analysis statistics.

  PMID 15717930 · PMC551600 · BMC bioinformatics · 2005 · 7 claims · 3 setups

  Full-text index only

  An Edgeworth series approximation to the null distribution of the weighted GSMA statistic provides a more accurate representation than the normal approximation, especially in the tails

  simulated schizophrenia monte genome numerical

• 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-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.

  colorectal combined differentially crc microarray differential weighted

• 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

• 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

  Has reproduction · 69

  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

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 7 claims · 6 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical literature and molecular data according to user-defined terms, linking PubMed and GEO.

  pubmed invasive geo cancer semantic computational gene

• Analysis of genetic variability and whole genome linkage of whole-brain, subcortical, and ependymal hyperintense white matter volume.

  PMID 19834011 · PMC2787844 · Stroke · 2009 · 8 claims · 5 setups

  Full-text index only

  Whole-brain, subcortical, and ependymal HWM volumes are all highly heritable

  mexican extracted same structural genotyping heritability

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label

• Screening of core genes prognostic for sepsis and construction of a ceRNA regulatory network.

  PMID 36855106 · PMC9976425 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 86

  RNA-seq of peripheral blood from 23 sepsis patients and 10 healthy controls identifies 1,044 DEmRNAs, 66 DEmiRNAs and 155 DElncRNAs.

  peripheral demrnas blood thp-1 rna-seq annotation wgcna

• Magnetization transfer imaging in 'premanifest' Huntington's disease.

  PMID 19823894 · PMC2837878 · Journal of neurology · 2010 · 8 claims · 4 setups

  Full-text index only

  MTI parameters (mean MTR and normalized peak height) of whole brain, grey matter and white matter did not differ significantly between premanifest HD carriers and non-carriers

  premanifest magnetization 3d-t1-weighted clinical

• 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

  Has reproduction · 100

  A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity

  n×m common independent viral blood gene random

• An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.

  PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups

  Has reproduction · 75

  GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO

  geo time-course researcher filtered regular metamap ode-based

• Similarities and Differences in Gene Expression Networks Between the Breast Cancer Cell Line Michigan Cancer Foundation-7 and Invasive Human Breast Cancer Tissues.

  PMID 34056582 · PMC8155268 · Frontiers in artificial intelligence · 2021 · 8 claims · 8 setups

  Has reproduction · 92

  MCF-7 cell lines and human breast cancer tissues share only minimal similarity in biological processes, though fundamental functions such as cell cycle are conserved

  mcf-7 breast wgcna top bulk microarray weighted

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 7 claims · 8 setups

  Has reproduction · 78

  An integrated framework of bioinformatics, machine learning, and ΔG clustering can prioritize PAHs for AD-associated neurotoxicity.

  proteins microarray ad-associated pahs target differential wgcna

• The androgen receptor CAG repeat polymorphism and modification of breast cancer risk in BRCA1 and BRCA2 mutation carriers.

  PMID 15743497 · PMC1064126 · Breast cancer research : BCR · 2005 · 7 claims · 5 setups

  Full-text index only

  The AR CAG repeat polymorphism does not modify breast cancer risk in BRCA1 mutation carriers

  peripheral brca1 same simulated fluorescent cox weighted

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  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.

  hepatocellular breast sporadic geo gene differential interaction

• Ordered subsets linkage analysis of antisocial behavior in substance use disorder among participants in the Collaborative Study on the Genetics of Alcoholism.

  PMID 18496835 · PMC4248599 · American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics · 2008 · 8 claims · 5 setups

  Full-text index only

  Prior to OSA, modest evidence for linkage to SUD was found on chromosomes 8 and 17.

  extended coga genome-wide ordered genotyping

• Differentially expressed genes reflect disease-induced rather than disease-causing changes in the transcriptome.

  PMID 34561431 · PMC8463674 · Nature communications · 2021 · 8 claims · 7 setups

  Has reproduction · 100

  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.

  blood ra-associated genome-wide revtwmr transcriptome-wide reverse functional