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).

• Evaluation of classification and forecasting methods on time series gene expression data.

  PMID 33156855 · PMC7647064 · PloS one · 2020 · 8 claims · 4 setups

  Has reproduction · 74

  Deep learning based methods generally outperform traditional approaches for time series gene expression classification.

  gene gse6186 time short convolutional

• Comparative phosphoproteomics reveals evolutionary and functional conservation of phosphorylation across eukaryotes.

  PMID 18828897 · PMC2760871 · Genome biology · 2008 · 8 claims · 8 setups

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  The overlap between phosphoproteomes of six eukaryotes (human, mouse, fly, yeast, plant, zebrafish) is significantly greater than expected by chance.

  liver fruit yeast plant high-throughput comparative

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• 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

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  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

• The use of edge-betweenness clustering to investigate biological function in protein interaction networks.

  PMID 15740614 · PMC555937 · BMC bioinformatics · 2005 · 8 claims · 7 setups

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  Edge-Betweenness clustering separates protein interaction graphs into subgraphs whose GO term distributions show significant correlations, revealing biologically meaningful functional modules.

  interaction yeast edge-betweenness chi-squared robustness

• Information-theoretic identification of predictive SNPs and supervised visualization of genome-wide association studies.

  PMID 16899448 · PMC1557808 · Nucleic acids research · 2006 · 7 claims · 4 setups

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  3D VizStruct (DFT-based radial mapping + KLD as z-axis) can identify SNPs/polymorphic markers that are predictive of underlying biological class distinctions across diverse datasets

  lpl y-chromosome coral simulated snp aflp numerical

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

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  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• 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

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Estimating biodiversity across the tree of life on Mount Everest's southern flank with environmental DNA.

  PMID 36148432 · PMC9486557 · iScience · 2022 · 8 claims · 6 setups

  Has reproduction · 65

  eDNA from ten high-alpine ponds and streams (4,500-5,500 m) on Mt. Everest's southern flank revealed 187 potential orders from 36 phyla across the Tree of Life.

  edna khumbu genome metabarcoding satellite

• Inconsistencies in Neanderthal genomic DNA sequences.

  PMID 17937503 · PMC2014787 · PLoS genetics · 2007 · 8 claims · 6 setups

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  The Noonan et al. and Green et al. Neanderthal nuclear DNA datasets yield mutually inconsistent estimates of population split time and Neanderthal admixture proportion when analyzed with the same method

  neanderthal green neanderthal-specific population-genetic fragment-length-stratified hapmap

• Optimality driven nearest centroid classification from genomic data.

  PMID 17912341 · PMC1991588 · PloS one · 2007 · 7 claims · 5 setups

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  A theoretical result determines the subset of features of a given size that minimizes the misclassification rate for a nearest-centroid (LDA) classifier, based on equation (4).

  artificial simulated previously-published simulated simulation clinical

• The effect of 16S rRNA region choice on bacterial community metabarcoding results.

  PMID 30720800 · PMC6362892 · Scientific data · 2019 · 8 claims · 8 setups

  Has reproduction · 59

  The V2-V3 16S rRNA fragment has higher resolution for lower-rank taxa (genera and species) than V3-V4, enabling more precise distance-based OTU clustering.

  bacterial extracted filtered combined 16s pcr extraction

• Predicting the pathogenicity of missense variants using features derived from AlphaFold2.

  PMID 37084271 · PMC10203375 · Bioinformatics (Oxford, England) · 2023 · 6 claims · 8 setups

  Has reproduction · 85

  AlphaFold2-derived structural features (solvent accessibility, amino acid network features, physicochemical environment, pLDDT) can be used to train a random forest classifier (AlphScore) that distinguishes proxy-benign from proxy-pathogenic missense variants.

  gnomad alphafold2-predicted alphscore proteins machine secondary physicochemical

• A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.

  PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups

  Has reproduction · 90

  A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.

  kidney gene combined microarray machine sequential

• 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

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

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

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

  sequences chains template chain comparative pairwise ligand

• Phylogenetic analysis of mRNA polyadenylation sites reveals a role of transposable elements in evolution of the 3'-end of genes.

  PMID 18757892 · PMC2553571 · Nucleic acids research · 2008 · 8 claims · 6 setups

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  3'-most (L type) poly(A) sites are more conserved than upstream F/M type sites, while intronic (C/H type) sites are the least conserved

  consensus poly comparative transposable

• Variation resources at UC Santa Cruz.

  PMID 17151077 · PMC1781230 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  The UCSC Genome Browser variation resources integrate polymorphism data from public collections (dbSNP, HapMap, Affymetrix, Perlegen, SeattleSNPs) into a common format with additional annotations and genomic context.

  chimpanzee affymetrix hapmap perlegen snp fixed linkage

• 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