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).

• From genomes to systems.

  PMID 15535877 · PMC545775 · Genome biology · 2004 · 8 claims · 8 setups

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  Biological networks (protein-gene interactions in the genome, protein-protein interactions in the proteome, biochemical reactions in the metabolome) are scale-free rather than random

  serum trypanosoma alzheimer's complexes gel maldi-ms ft-icr

• Time course profiling of host cell response to herpesvirus infection using nanopore and synthetic long-read transcriptome sequencing.

  PMID 34244540 · PMC8270970 · Scientific reports · 2021 · 8 claims · 5 setups

  Has reproduction · 50

  BoHV-1 infection causes substantial up- and down-regulation of host gene networks, including antiviral response and viral transcription/translation-associated genes

  bovine direct amplified synthetic

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.

  integrated expression overlapped moderated autoencoder pathway

• The dystrobrevin-binding protein 1 gene: features and networks.

  PMID 18663367 · PMC2859304 · Molecular psychiatry · 2009 · 8 claims · 6 setups

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  DTNBP1 gene structure, protein-coding sequence, and dysbindin domain are conserved across 13 vertebrate species, while noncoding sequence is diverse.

  vertebrate dtnbp1 comparative cross-species molecular

• Report of the 9th HLPP Workshop October 2007, Seoul, Korea.

  PMID 18683817 · PMC4601560 · Proteomics · 2008 · 8 claims · 8 setups

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  An integrated separating-identifying platform identified 6788 proteins (≥2 peptides, 95% confidence) in Chinese human liver samples, including 3721 new to liver and 977 hypothetical proteins

  chinese liver hbv-related mammalian shotgun transcriptome yeast

• Predicting candidate genes for human deafness disorders: a bioinformatics approach.

  PMID 16854223 · PMC1564145 · BMC genomics · 2006 · 8 claims · 4 setups

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  A bioinformatic approach combining expression databases and protein interaction data narrows ~2400 candidate genes across deafness loci to a manageable set of candidates.

  genomic developing proteins positional expression protein-protein

• Systems integration of biodefense omics data for analysis of pathogen-host interactions and identification of potential targets.

  PMID 19779614 · PMC2745575 · PloS one · 2009 · 8 claims · 8 setups

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  A protein-centric data integration approach (Master Protein Directory) enables integration and mining of heterogeneous pathogen-host omics data across multiple research centers

  macrophage hela vaccinia bacillus gene protein-protein comparative

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

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

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  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

• 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

• Minimal metabolic pathway structure is consistent with associated biomolecular interactions.

  PMID 24987116 · PMC4299494 · Molecular systems biology · 2014 · 8 claims · 8 setups

  Has reproduction · 30

  MinSpan, a mixed-integer linear optimization algorithm, computes the shortest, linearly independent pathways (sparsest basis of the null space of the stoichiometric matrix S) for genome-scale metabolic networks, which convex approaches (extreme pathways, elementary flux modes) cannot do at genome scale.

  simplified genome-scale cerevisiae coli minspan spearman comparative

• Ontological visualization of protein-protein interactions.

  PMID 15707487 · PMC550656 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  Aggregating independently made GO 'protein binding' (IPI) annotations reveals larger, previously undescribed mouse protein-protein interaction networks

  gene interacting interaction annotation yeast co-immunoprecipitation

• Evolutionary origins of human apoptosis and genome-stability gene networks.

  PMID 18832373 · PMC2577361 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  The entanglement of DNA repair, chromosome stability and apoptosis gene networks appears with the caspase gene family and the antiapoptotic gene BCL2.

  apoptosis fully same orthologous protein-protein comparative orthology

• GeneTrail--advanced gene set enrichment analysis.

  PMID 17526521 · PMC1933132 · Nucleic acids research · 2007 · 8 claims · 2 setups

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  GeneTrail is a comprehensive, easy-to-use web-based tool for gene set enrichment analysis supporting both Over-Representation Analysis (ORA) and Gene Set Enrichment Analysis (GSEA)

  example sorted over-representation gene

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

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

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Proteomics in alcohol research.

  PMID 12875051 · PMC6683837 · Alcohol research & health : the journal of the National Institute on Alcohol Abuse and Alcoholism · 2002 · 7 claims · 8 setups

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  The proteome is larger and more complex than the genome due to differential splicing, post-translational modifications (PTMs), and protein-protein interactions.

  mixtures tryptic liver plasma two-dimensional liquid maldi-tof

• 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

• Predictive screening for regulators of conserved functional gene modules (gene batteries) in mammals.

  PMID 15882449 · PMC1134656 · BMC genomics · 2005 · 8 claims · 4 setups

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  A predictive computational screen covering ~40% of annotated protein-coding genes identified 21 co-expressed gene clusters with statistically supported sharing of cis-regulatory motifs.

  upstream co-expression pre-b microarray-based motif gene

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

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  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• WDR11, a WD protein that interacts with transcription factor EMX1, is mutated in idiopathic hypogonadotropic hypogonadism and Kallmann syndrome.

  PMID 20887964 · PMC2948809 · American journal of human genetics · 2010 · 5 claims · 3 setups

  Has reproduction

  WDR11 is a gene involved in human puberty, identified via the chromosomal breakpoint of a balanced t(10;12) translocation in a Kallmann syndrome subject.

  kallmann unrelated wdr11 translocation mutation protein-protein

• 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