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).

• Including microbiome information in a multi-trait genomic evaluation: a case study on longitudinal growth performance in beef cattle.

  PMID 38491422 · PMC10943865 · Genetics, selection, evolution : GSE · 2024 · 8 claims · 5 setups

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  The host genome's influence on the functional rumen microbiome contributes to temporal variation in average daily gain (ADG1-ADG4) across finishing months in beef cattle.

  rumen blood beef metagenome snp longitudinal

• Bayesian prediction of microbial oxygen requirement.

  PMID 26913185 · PMC4743139 · F1000Research · 2013 · 7 claims · 8 setups

  Has reproduction · 76

  A naive Bayesian classifier based on presence/absence of class-associated Pfam-A domains can distinguish three oxygen requirement classes (aerobe, anaerobe, facultative anaerobe) from genome sequence, unlike prior studies that only made pairwise distinctions.

  bacterial selected predicted pfam-a genome gene domain

• Patrocles: a database of polymorphic miRNA-mediated gene regulation in vertebrates.

  PMID 19906729 · PMC2808989 · Nucleic acids research · 2010 · 8 claims · 6 setups

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  Patrocles is a database compiling DSPs predicted to perturb miRNA-mediated gene regulation across seven vertebrate species, covering targets, miRNA precursors and silencing machinery.

  3'-utr mirbase hapmap comparative snp mirna

• Genomic prediction based on selective linkage disequilibrium pruning of low-coverage whole-genome sequence variants in a pure Duroc population.

  PMID 37853325 · PMC10583454 · Genetics, selection, evolution : GSE · 2023 · 8 claims · 6 setups

  Has reproduction

  Selective linkage disequilibrium pruning (SLDP) refines whole-genome SNP sets using GWAS prior information to improve genomic prediction accuracy.

  duroc 1000-individual real low-coverage genome-wide genomic

• Optimisation of the core subset for the APY approximation of genomic relationships.

  PMID 36418945 · PMC9682752 · Genetics, selection, evolution : GSE · 2022 · 7 claims · 3 setups

  Has reproduction · 85

  APY approximates the full genomic relationship matrix by splitting genotyped animals into a core subset (fully dependent, direct inverse) and a non-core subset (conditionally independent given core), reducing inversion cost.

  simulated real genotyped gblup population

• 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

• Evidence for positive selection in putative virulence factors within the Paracoccidioides brasiliensis species complex.

  PMID 18820744 · PMC2553485 · PLoS neglected tropical diseases · 2008 · 8 claims · 8 setups

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  Positive selection has played an important role in the molecular evolution of putative virulence factors of P. brasiliensis

  brasiliensis gp43 ratio codon-based mutational

• A model-based approach to selection of tag SNPs.

  PMID 16776821 · PMC1525207 · BMC bioinformatics · 2006 · 7 claims · 5 setups

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  The Li and Stephens hidden Markov model outperforms other tested models (simple Markov, two-state HMM, HMM-4D, greedy GR-1/GR-2) in description code-length, tag set information content, and prediction of tagged SNPs.

  hapmap encode enr112 tag cross-validated entropy tagged

• Optimality driven nearest centroid classification from genomic data.

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

  Full-text index only

  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

• 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

• 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

• CONTRAST: a discriminative, phylogeny-free approach to multiple informant de novo gene prediction.

  PMID 18096039 · PMC2246271 · Genome biology · 2007 · 8 claims · 5 setups

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  CONTRAST predicts exact coding region structures for 65% more human genes than the previous state-of-the-art de novo predictor (N-SCAN)

  genome sequence drosophila novo gene coding

• Molecular Classification Models for Triple Negative Breast Cancer Subtype Using Machine Learning.

  PMID 34575658 · PMC8472680 · Journal of personalized medicine · 2021 · 6 claims · 4 setups

  Has reproduction · 86

  A training gene set of 719 unique upregulated DEGs (subtype-specific) can be used to build ML models that classify TNBC into BLIA, BLIS, MES, and LAR subtypes.

  known tnbc unique unknown gene machine term

• Towards the identification of essential genes using targeted genome sequencing and comparative analysis.

  PMID 17052348 · PMC1624830 · BMC genomics · 2006 · 8 claims · 8 setups

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  Phyletic retention (ortholog presence across organisms) is the single most predictive feature of gene essentiality in both E. coli and S. cerevisiae.

  coli cerevisiae comparative machine single-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

• MBGD update 2010: toward a comprehensive resource for exploring microbial genome diversity.

  PMID 19906735 · PMC2808943 · Nucleic acids research · 2010 · 8 claims · 6 setups

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  MBGD allows users to create ortholog groups using a specified subgroup of organisms, distinguishing it from other comparative genomics resources

  complete user-submitted ortholog mbgd hierarchical automated phylogenetic

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• Expansion of the Bactericidal/Permeability Increasing-like (BPI-like) protein locus in cattle.

  PMID 17362520 · PMC1839098 · BMC genomics · 2007 · 8 claims · 8 setups

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  The bovine BPI-like locus spans 470 kbp and contains 14 contiguous genes (13 intact + 1 pseudogene); 9 are orthologous to human/mouse BPI-like genes and 4 (named BSP30A, BSP30B, BSP30C, BSP30D) arose through cattle-specific duplication of the PSP gene

  bovine panel agresearch intact random gene northern

• Comparative genomics.

  PMID 14624258 · PMC261895 · PLoS biology · 2003 · 8 claims · 7 setups

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  Conserved DNA between species tends to encode shared functional features, while divergent DNA underlies species differences

  caenorhabditis yeast mammalian vertebrate whole-genome comparative interspecies-similarity-informed

• Genome-wide signatures of convergent evolution in echolocating mammals.

  PMID 24005325 · PMC3836225 · Nature · 2013 · 8 claims · 8 setups

  Has reproduction

  Genome-wide convergent sequence evolution between echolocating lineages is not rare but widespread and continuously distributed, with signatures consistent with convergence in nearly 200 loci out of 2,326 examined.

  four raw orthologous mammalian whole-genome novo homology-based