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).

• Evolutionary trace annotation of protein function in the structural proteome.

  PMID 20036248 · PMC2831211 · Journal of molecular biology · 2010 · 8 claims · 7 setups

  Full-text index only

  ET-ranked residue clusters can be used to build 3D templates that predict GO function in enzymes and non-enzymes alike, without prior knowledge of functional mechanism.

  structural pdb pairs annotated evolutionary template support

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• A modified T-test feature selection method and its application on the HapMap genotype data.

  PMID 18267305 · PMC5054219 · Genomics, proteomics & bioinformatics · 2007 · 7 claims · 4 setups

  Full-text index only

  A modified t-test ranking measure, extended to handle nominal SNP genotype data via vector transformation, can effectively rank SNPs by their discriminative capability for population classification.

  hapmap modified f-statistics informativeness

• Prioritization of candidate cancer genes--an aid to oncogenomic studies.

  PMID 18710882 · PMC2566894 · Nucleic acids research · 2008 · 8 claims · 8 setups

  Full-text index only

  Computational classifiers using combinations of protein conservation, gene structure, protein domains, protein interactions, and regulatory data can distinguish known cancer genes (CD/CR) from unlabelled human genes

  genes cancer interpro interactome averaged cross-validation domain

• BLASTO: a tool for searching orthologous groups.

  PMID 17483516 · PMC1933156 · Nucleic acids research · 2007 · 7 claims · 2 setups

  Full-text index only

  BLASTO treats each orthologous group as a unit and outputs a ranked list of orthologous groups instead of single sequences

  randomly sequences blast blasto

• eVITTA: a web-based visualization and inference toolbox for transcriptome analysis.

  PMID 34019643 · PMC8218201 · Nucleic acids research · 2021 · 8 claims · 7 setups

  Has reproduction · 82

  eVITTA is a web-based toolbox with three integrated modules (easyGEO, easyGSEA, easyVizR) for GEO data access, functional profiling, and multi-dataset comparison

  nasopharyngeal elegans bulk pre-ranked microarray

• Function2Gene: a gene selection tool to increase the power of genetic association studies by utilizing public databases and expert knowledge.

  PMID 18631403 · PMC2500032 · BMC bioinformatics · 2008 · 6 claims · 5 setups

  Full-text index only

  Function2Gene is a set of Perl programs that queries public databases (NCBI, GeneCards, Harvester, with Uniprot/Ensembl also supported) using expert-selected keywords to rank genes by prior probability of disease association.

  gene nuclear sle tdt keyword-based snp transmission

• Chemical genomics informs antibiotic and essential gene function in Acinetobacter baumannii.

  PMID 40153700 · PMC11975115 · PLoS genetics · 2025 · 8 claims · 6 setups

  Has reproduction · 71

  The vast majority of A. baumannii essential genes show significant chemical-gene interactions upon knockdown

  baumannii ranked lpta representative pooled string mic

• PI3K inhibitors protect against glucocorticoid-induced skin atrophy.

  PMID 30737086 · PMC6441871 · EBioMedicine · 2019 · 8 claims · 8 setups

  Has reproduction · 76

  Drug repurposing screen of the LINCS transcriptional signature database identified PI3K/mTOR/Akt inhibitors as the most prominent pharmacological class capable of repressing REDD1/FKBP51 expression.

  keratinocytes hacat skin ear computational rt-pcr western

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• Newborn sex-specific transcriptome signatures and gestational exposure to fine particles: findings from the ENVIRONAGE birth cohort.

  PMID 28583124 · PMC5458481 · Environmental health : a global access science source · 2017 · 8 claims · 6 setups

  Has reproduction · 71

  Gestational PM2.5 exposure is associated with sex-specific transcriptome signatures in cord blood, with a significant sex-by-exposure interaction for many genes.

  cord maternal pm2.5-associated blood whole-genome spatial-temporal overrepresentation

• 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

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

  PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 7 claims · 6 setups

  Has reproduction · 96

  DLNet algorithm ranks genes based on their contribution to classifying treatment vs. control expression data

  oryza processed rice constructed affymetrix protein-protein gene

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• Integrated analysis of post-transcriptional regulations reveals insights into acute myeloid leukemia.

  PMID 41407883 · PMC12712020 · Communications biology · 2025 · 8 claims · 6 setups

  Has reproduction · 32

  PTRs computed from integrated transcriptomic/proteomic data of 44 AML samples are highly conserved across AML subtypes and with 29 other human tissues, indicating broadly conserved post-transcriptional mechanisms.

  aml tissues eif4a1 rna-seq cross-tissue fast

• Boosting accuracy of automated classification of fluorescence microscope images for location proteomics.

  PMID 15207009 · PMC449699 · BMC bioinformatics · 2004 · 8 claims · 8 setups

  Full-text index only

  New classifiers (SVMs, ensembles) and new wavelet-derived (Gabor, Daubechies) features improve recognition of protein subcellular location patterns over the previous neural network approach

  hela automated stepwise training-set-size

• InSite: a computational method for identifying protein-protein interaction binding sites on a proteome-wide scale.

  PMID 17868464 · PMC2375030 · Genome biology · 2007 · 8 claims · 8 setups

  Full-text index only

  InSite predicts protein-pair-specific binding motifs ('Motif M on protein A binds to protein B') by integrating heterogeneous PPI and motif-motif interaction evidence within a Bayesian network trained by EM

  saccharomyces homo bank computational yeast tandem

• Gene-disease relationship discovery based on model-driven data integration and database view definition.

  PMID 19042916 · PMC2639000 · Bioinformatics (Oxford, England) · 2009 · 8 claims · 4 setups

  Full-text index only

  Explicit gene–disease relationships can be formulated as candidate gene definitions (e.g., co-localization, dysregulation, functional similarity) that may include intermediary orthologous or interacting genes

  acgr disease term-based database case

• MODBASE, a database of annotated comparative protein structure models and associated resources.

  PMID 18948282 · PMC2686492 · Nucleic acids research · 2009 · 8 claims · 8 setups

  Full-text index only

  MODBASE contains 5,152,695 reliable comparative protein structure models for 1,593,209 unique protein sequences.

  sequences chains template chain comparative pairwise ligand

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

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

  Full-text index only

  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