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).

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk 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 scientific impact of the Structural Genomics Consortium: a protein family and ligand-centered approach to medically-relevant human proteins.

  PMID 17932789 · PMC2140095 · Journal of structural and functional genomics · 2007 · 8 claims · 6 setups

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  A family-based target selection approach (rather than genome-wide or fold-novelty based selection) maximizes cross-member methodological transfer and biological insight

  recombinant target coli x-ray differential analytical

• Structural genomics: a new era for pharmaceutical research.

  PMID 11864367 · PMC139010 · Genome biology · 2002 · 8 claims · 6 setups

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  Automation of crystal mounting, diffraction data collection, and structure determination/refinement is a critical factor enabling large-scale structural genomics projects.

  proteins target hiv x-ray thermal initio

• A comprehensive modular map of molecular interactions in RB/E2F pathway.

  PMID 18319725 · PMC2290939 · Molecular systems biology · 2008 · 8 claims · 4 setups

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  A comprehensive, curated map of RB/E2F pathway molecular interactions was built using SBGN notation in CellDesigner and converted to BioPAX 2.0 format

  bladder computational curated literature transcriptome gene network

• Target identification for repurposed drugs active against SARS-CoV-2 via high-throughput inverse docking.

  PMID 34825285 · PMC8616721 · Journal of computer-aided molecular design · 2022 · 8 claims · 6 setups

  Has reproduction · 63

  Combining Vinardo, Ledock, and Korp-PL scoring functions (via averaged Z-scores) improves correct target identification over any single scoring function.

  curated repurposed glycosylated interior inverse molecular exploratory

• miRGator: an integrated system for functional annotation of microRNAs.

  PMID 17942429 · PMC2238850 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  miRGator integrates target prediction, functional enrichment analysis (GO/pathway/disease), and expression data (miRNA/mRNA/protein) into one system for functional annotation of miRNAs

  genome predicted tissues organs computational functional mirna

• targetTB: a target identification pipeline for Mycobacterium tuberculosis through an interactome, reactome and genome-scale structural analysis.

  PMID 19099550 · PMC2651862 · BMC systems biology · 2008 · 8 claims · 8 setups

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  A comprehensive in silico target identification pipeline (targetTB) integrating interactome, reactome, essentiality, sequence and structural analyses can identify high-confidence drug targets for Mtb

  tuberculosis mtb protein-protein flux transposon

• Structural genomics of membrane proteins.

  PMID 15059248 · PMC395774 · Genome biology · 2004 · 9 claims · 8 setups

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  Membrane proteins comprise less than 1 in 100 of structures deposited in the Protein Data Bank despite being a large fraction of the proteome.

  membrane detergent-solubilized lysate-based x-ray solution solid-state

• Perspectives of targeted mass spectrometry for protein biomarker verification.

  PMID 19818677 · PMC2795387 · Current opinion in chemical biology · 2009 · 8 claims · 8 setups

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  SRM/MRM mass spectrometry can quantify targeted proteotypic peptides as surrogates for candidate biomarker proteins in complex plasma samples

  proteins standard plasma sera srm multiplexed immunoaffinity-srm

• 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

• A survey of integral alpha-helical membrane proteins.

  PMID 19760129 · PMC2780624 · Journal of structural and functional genomics · 2009 · 8 claims · 8 setups

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  An automated annotation pipeline defines the integral membrane genome and family associations for 21,379 proteins from 34 genomes, most belonging to 598 Pfam-derived membrane protein families.

  pfam-a organisms 34-genome integral transmembrane comparative sequence

• Novel insights into adipogenesis from omics data.

  PMID 19689276 · PMC2765082 · Current medicinal chemistry · 2009 · 8 claims · 8 setups

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  Pparg and Cebpa are the two master transcriptional regulators governing adipogenesis

  3t3-l1 embryonic multipotent nih-3t3 microarray gel non-gel-based

• Automatic discovery of cross-family sequence features associated with protein function.

  PMID 16409628 · PMC1395344 · BMC bioinformatics · 2006 · 8 claims · 6 setups

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  A self-supervised data mining approach can find relationships between sequence features and functional annotations without preconceived functional categories.

  non-redundant same evolved eukaryotic self-supervised experiment self-organizing

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein

• Identification of RNA-Binding Protein Targets with HyperTRIBE in Saccharomyces cerevisiae.

  PMID 37240377 · PMC10218906 · International journal of molecular sciences · 2023 · 7 claims · 8 setups

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  HyperTRIBE was successfully established in S. cerevisiae by fusing an RBP to the hyper-active catalytic domain of human ADAR2 (E488Q), marking target transcripts with A-to-G editing events detectable by high-throughput sequencing

  cerevisiae khd1 wild-type bfr1-heterozygous hypertribe western meme

• Proteomic screen defines the hepatocyte nuclear factor 1alpha-binding partners and identifies HMGB1 as a new cofactor of HNF1alpha.

  PMID 18160415 · PMC2275099 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  HMGB1 is a novel HNF1α-interacting protein identified via a co-IP-MS screening strategy

  hepg2 recombinant co-immunoprecipitation immunofluorescence gst

• Versatile online-offline engine for automated acquisition of high-resolution tandem mass spectra.

  PMID 18841935 · PMC2716176 · Analytical chemistry · 2008 · 7 claims · 6 setups

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  An integrated hardware/software online-offline platform (TriVersa NanoMate + 12T LTQ FT Ultra + AUTOMATION WAREHOUSE) automates collection of high-resolution MS/MS data for polypeptides >3 kDa that cannot be acquired online on a chromatographic timescale

  acid-extracted hela online offline

• A proteomic view of an important human pathogen--towards the quantification of the entire Staphylococcus aureus proteome.

  PMID 19997597 · PMC2781549 · PloS one · 2009 · 8 claims · 7 setups

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  The majority of proteins expressed in growing and non-growing S. aureus cells can be identified and quantified by a metabolic labeling proteomic approach

  aureus 2-d 1-d gelc-ms

• Empirical Bayes analysis of quantitative proteomics experiments.

  PMID 19829701 · PMC2759080 · PloS one · 2009 · 8 claims · 4 setups

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  Developed a new empirical Bayes framework that models log2 SILAC protein ratios and is robust to non-Gaussian tails and data sparsity, unlike Gaussian mixture models or Efron's original spline-based approach

  hela predicted computational silac utr gaussian