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).

• stDyer-image improves clustering analysis of spatially resolved transcriptomics and proteomics with morphological images.

  PMID 41692960 · PMC12960910 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

  Has reproduction · 75

  stDyer-image is an end-to-end deep learning framework that directly associates image features with predicted cluster labels to improve clustering of SRT and SRP data with images.

  non-small-cell breast brain intestine spatially image

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

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

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  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

• Smart spatial omics (S2-omics) optimizes region of interest selection to capture molecular heterogeneity in diverse tissues.

  PMID 41298871 · PMC12662399 · Nature cell biology · 2025 · 7 claims · 6 setups

  Has reproduction · 100

  S2-omics is an end-to-end workflow that automatically selects ROIs from H&E histology images to maximize molecular information content for spatial omics profiling.

  gastric colorectal additional breast xenium visium histology

• Antibiotic Drug screening and Image Characterization Toolbox (A.D.I.C.T.): a robust imaging workflow to monitor antibiotic stress response in bacterial cells in vivo.

  PMID 35707454 · PMC9178280 · F1000Research · 2021 · 8 claims · 6 setups

  Has reproduction · 88

  A.D.I.C.T. provides a robust, reproducible semi-automated imaging workflow for monitoring antibiotic stress response in bacteria in vivo

  shewanella area imagej2 brightfield live-cell shape

• Synaptic proteins linked to HIV-1 infection and immunoproteasome induction: proteomic analysis of human synaptosomes.

  PMID 19693676 · PMC2824116 · Journal of neuroimmune pharmacology : the official journal of the Society on NeuroImmune Pharmacology · 2010 · 8 claims · 7 setups

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  Proteomic screening of human synaptosomes identifies a set of proteins differentially expressed in HIV/AIDS brain

  frontal excised synaptosome paraffin-embedded 2d-page maldi-tof western

• Quantum pixel representations and compression for N-dimensional images.

  PMID 35546151 · PMC9095730 · Scientific reports · 2022 · 8 claims · 2 setups

  Has reproduction · 87

  QPIXL is a uniform framework that overarches (I)FRQI, (I)NEQR, MCRQI, and (I)NCQI representations

  simulated example quantum image

• A proteomic approach to differentiate histologically classified stable and unstable plaques from human carotid arteries.

  PMID 18715566 · PMC2659534 · Atherosclerosis · 2009 · 6 claims · 4 setups

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  Stable and unstable carotid plaque extracts show distinct 2D-PAGE protein expression profiles, with nine proteins significantly differing in abundance between the two groups

  carotid excised 2-dimensional maldi-tof western

• MatchMiner: a tool for batch navigation among gene and gene product identifiers.

  PMID 12702208 · PMC154578 · Genome biology · 2003 · 8 claims · 3 setups

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  MatchMiner's LookUp function automates batch translation of an input list of gene identifiers into a matching list of a different identifier type.

  nci-60 fish-mapped random batch fish-mapped cross-validation

• Tracing truth: dynamic temporal networks for multi-modal fake news detection.

  PMID 40989433 · PMC12453775 · PeerJ. Computer science · 2025 · 8 claims · 5 setups

  Has reproduction · 33

  The proposed dynamic temporal network (DTN) model improves multi-modal fake news detection accuracy by capturing temporal dynamics of propagation nodes and dynamically fusing multi-modal information.

  news news-related users social text image social

• Identification of phenotype-specific networks from paired gene expression-cell shape imaging data.

  PMID 35197309 · PMC8997347 · Genome research · 2022 · 8 claims · 5 setups

  Has reproduction · 100

  A network-based approach integrating RNA-seq and cell-shape imaging data identifies data-derived signaling networks specific to cell-shape regulation in breast cancer.

  breast representative kinases bulk high-throughput immunofluorescence

• QTLs for heat-induced stomatal anatomy underpin gas exchange variation in field-grown wheat.

  PMID 42231893 · PMC13223016 · Frontiers in plant science · 2026 · 8 claims · 5 setups

  Has reproduction · 100

  Heat stress (delayed sowing) uncouples stomatal anatomy from physiological performance: delayed sowing impaired stomatal function despite similar theoretical anatomical capacity (g_smax).

  field-grown wheat stomatal grain derived

• LOCATE: a mammalian protein subcellular localization database.

  PMID 17986452 · PMC2238969 · Nucleic acids research · 2008 · 8 claims · 6 setups

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  LOCATE is a curated, web-accessible database housing membrane organization and subcellular localization data for mouse and human proteins.

  hela proteome indirect automated computational

• A proteomic analysis of IVF follicular fluid in women

  PMID 18980758 · PMC3916005 · Fertility and sterility · 2009 · 8 claims · 4 setups

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  2D-PAGE proteomic evaluation of follicular fluid can identify potential biomarkers distinguishing good versus poor IVF responders in matched patient pairs

  follicular excised clinical polyacrylamide liquid direct

• Pathway projector: web-based zoomable pathway browser using KEGG atlas and Google Maps API.

  PMID 19907644 · PMC2770834 · PloS one · 2009 · 8 claims · 6 setups

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  Existing pathway databases and tools do not satisfy all requirements for a generic, comprehensive pathway browser (integrated maps, data access, mapping/editing, export, installation-free availability).

  kegg 8192x8192 user-submitted species pathway zoomable sequence

• Integromics: challenges in data integration.

  PMID 12186644 · PMC139396 · Genome biology · 2002 · 8 claims · 7 setups

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  There is no simple solution to database integration in genomics/bioinformatics

  lines molecular gene monsanto high-throughput cluster-correlation microarray

• GenomeRNAi: a database for cell-based RNAi phenotypes. 2009 update.

  PMID 19910367 · PMC2808900 · Nucleic acids research · 2010 · 7 claims · 7 setups

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  GenomeRNAi is a database integrating RNAi phenotypes, reagents, and gene annotations from cell-based screens in Drosophila and human cells

  drosophila hela genome-scale image-based rna-seq

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• Potential biomarkers of human salivary function: a modified proteomic approach.

  PMID 18804197 · PMC2633945 · Archives of oral biology · 2009 · 6 claims · 6 setups

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  Two SDS-PAGE bands, identified by MS-MS as statherin and a truncated (N-terminal 8-aa-missing) cystatin S, are the strongest and most consistent predictors of HAA/LAA group membership and clinical/microbiological outcomes

  resting pooled saliva quantified preparative sds-page western

• Serum proteomic analysis focused on fibrosis in patients with hepatitis C virus infection.

  PMID 17625010 · PMC1971245 · Journal of translational medicine · 2007 · 8 claims · 2 setups

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  Seven serum protein spots show significantly altered expression between mild (F0-F1) and advanced (F3-F4) fibrosis in chronic hepatitis C patients

  serum digitized polyacrylamide image

• Next-generation phenotyping integrated in a national framework for patients with ultrarare disorders improves genetic diagnostics and yields new molecular findings.

  PMID 39039281 · PMC11319204 · Nature genetics · 2024 · 6 claims · 5 setups

  Has reproduction · 87

  A structured multidisciplinary exome sequencing framework established molecular genetic diagnoses in 32% of patients with suspected ultrarare disorders, comprising 370 distinct molecular causes.

  patients exome deep computer-assisted