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).

• Gene Expression Analysis Platform (GEAP): A highly customizable, fast, versatile and ready-to-use microarray analysis platform.

  PMID 34927664 · PMC8754388 · Genetics and molecular biology · 2021 · 8 claims · 2 setups

  Has reproduction · 83

  GEAP is a GUI-based microarray analysis platform combining a C# front-end with an R (RTerm) back-end via the rgeap package, enabling analysis independent of manufacturer/platform.

  sqlite microarray software microarray

• 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

• Epidemiology of doublet/multiplet mutations in lung cancers: evidence that a subset arises by chronocoordinate events.

  PMID 19005564 · PMC2579325 · PloS one · 2008 · 8 claims · 7 setups

  Full-text index only

  Doublet mutations are significantly more frequent in EGFR (6.0%) and TP53 (2.3%) in human lung cancer than spontaneous doublets in mouse lacI (0.7%), about 8-fold and 3-fold higher respectively.

  egfr tp53 laci lung literature comparative statistical

• Detecting tipping points of complex diseases by network information entropy.

  PMID 38960408 · PMC11221888 · Briefings in bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 78

  NIEE can detect critical states or tipping points in diverse data types, including bulk and single-sample expression data

  real stringdb individual genes network background sample-specific

• Macrophages on the run: Exercise balances macrophage polarization for improved health.

  PMID 39476967 · PMC11585839 · Molecular metabolism · 2024 · 8 claims · 7 setups

  Has reproduction · 81

  Immediate/acute exercise triggers an M1 (pro-inflammatory) macrophage polarization surge.

  gene affymetrix pooled muscle meta-analysis stepminer gene

• Sys-BodyFluid: a systematical database for human body fluid proteome research.

  PMID 18978022 · PMC2686600 · Nucleic acids research · 2009 · 6 claims · 4 setups

  Full-text index only

  Sys-BodyFluid is a web-based database integrating proteomic data from 11 human body fluids (plasma/serum, urine, cerebrospinal fluid, saliva, bronchoalveolar lavage fluid, synovial fluid, nipple aspirate fluid, tear fluid, seminal fluid, milk, amniotic fluid), containing over 10,000 proteins

  body curated proteins literature sequence cross-body-fluid

• Cataloging coding sequence variations in human genome databases.

  PMID 18974781 · PMC2570488 · PloS one · 2008 · 8 claims · 7 setups

  Full-text index only

  A significant proportion of CVs overlap between HGMD and dbSNP (4.36% of HGMD CVs registered in dbSNP; 8.11% of dbSNP CVs registered in HGMD), warranting caution when interpreting phenotypic relevance of concurrent CVs.

  coding hapmap concurrent nssnps database hapmap amino

• Grammar-based distance in progressive multiple sequence alignment.

  PMID 18616828 · PMC2478692 · BMC bioinformatics · 2008 · 7 claims · 3 setups

  Full-text index only

  A grammar-based (LZ complexity) distance metric can be used to determine the order in which sequences are progressively pairwise aligned

  balibase sequences amino sequence substitution

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• MiGPC: a comprehensive catalog of enzybiotics from environmental metagenomes.

  PMID 41888223 · PMC13172421 · Scientific reports · 2026 · 8 claims · 8 setups

  Has reproduction · 24

  MiGPC is the first genome-resolved metagenomic gene and protein catalog specifically targeted to enzybiotics

  environmental quality-filtered assembled predicted metagenomic metagenome gene

• Expression Atlas update--a database of gene and transcript expression from microarray- and sequencing-based functional genomics experiments.

  PMID 24304889 · PMC3964963 · Nucleic acids research · 2014 · 8 claims · 6 setups

  Has reproduction · 84

  Expression Atlas is a value-added database providing gene, protein and splice variant expression across cell types, organism parts, developmental stages, diseases and other biological/experimental conditions, built from manually curated high-quality microarray and RNA-sequencing experiments from ArrayExpress.

  organisms arrayexpress-derived pride rna-sequencing single-channel two-colour

• Adaptive discriminant function analysis and reranking of MS/MS database search results for improved peptide identification in shotgun proteomics.

  PMID 18788775 · PMC3744223 · Journal of proteome research · 2008 · 7 claims · 4 setups

  Full-text index only

  PeptideProphet's fixed LDA coefficients for combining search scores (Xcorr', ΔCn, SpRank) may not be optimal under all search/instrument conditions.

  trypsin-digested mix serum same shotgun sequest lc-ms

• A non-parametric meta-analysis approach for combining independent microarray datasets: application using two microarray datasets pertaining to chronic allograft nephropathy.

  PMID 18302764 · PMC2276496 · BMC genomics · 2008 · 8 claims · 6 setups

  Full-text index only

  A novel non-parametric meta-analysis approach for combining independent microarray datasets is presented, requiring no distributional assumptions and being logically intuitive.

  kidney same identified additional microarray significance fisher's

• In Silico screening for functional candidates amongst hypothetical proteins.

  PMID 19754976 · PMC2758874 · BMC bioinformatics · 2009 · 7 claims · 6 setups

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  An in silico selection strategy combining subcellular targeting-signal prediction with protein domain identification can enrich for true functional proteins among hypothetical proteins

  hypothetical targetp-selected mitochondria-predicted subcellular domain database

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned

• Web services and workflow management for biological resources.

  PMID 16351751 · PMC1866383 · BMC bioinformatics · 2005 · 8 claims · 4 setups

  Full-text index only

  Workflow management systems combined with Web Services are a promising ICT approach for automating access to and integration of biomedical data.

  cabri iarc taverna web workflow database

• Combining evidence of preferential gene-tissue relationships from multiple sources.

  PMID 23950964 · PMC3741196 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 53

  A high-level integration approach combining three methods across four human microarray datasets, merged by consensus voting and a rule-based inner/total score, predicts preferentially expressed genes while reducing method- and study-specific bias.

  normal four microarray genes microarray computational bayes

• SNP selection for genes of iron metabolism in a study of genetic modifiers of hemochromatosis.

  PMID 18366708 · PMC2289803 · BMC medical genetics · 2008 · 7 claims · 6 setups

  Full-text index only

  Illumina validation/design scores above 0.6 are not strongly correlated with actual SNP genotyping performance (Gentrain score)

  randomly heirs seattlesnps african resequencing genome-wide tag

• Indirect genomic effects on survival from gene expression data.

  PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups

  Full-text index only

  A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.

  dutch uppsala dlbcl gene gene literature permutation

• CONSULT: accurate contamination removal using locality-sensitive hashing.

  PMID 34377979 · PMC8340999 · NAR genomics and bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction · 90

  CONSULT uses locality-sensitive hashing to test whether query k-mers fall within a user-defined Hamming distance of a reference k-mer database, allowing inexact matching against tens of thousands of microbial species.

  tree gtdb kraken-ii genome k-mer genome-skim organelle