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).

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• Bulk RNA-seq datasets analysis integration identifies robust drought-responsive genes and functional networks in Eucalyptus grandis.

  PMID 42038403 · PMC13106539 · Frontiers in bioinformatics · 2026 · 7 claims · 7 setups

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  Meta-analysis integration of three independent RNA-seq drought studies identifies 472 robust differentially expressed genes (274 up, 198 down) that remain significant across the full meta-analysis and all leave-one-out Jackknife iterations

  grandis computational consistently bulk differential leave-one-out

• Expansion of the BioCyc collection of pathway/genome databases to 160 genomes.

  PMID 16246909 · PMC1266070 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  The BioCyc collection has been expanded to 160 pathway/genome databases (PGDBs) organized into three curation tiers.

  sequenced cmr-derived uniprot cogent computational genome sequence

• A comparison across non-model animals suggests an optimal sequencing depth for de novo transcriptome assembly.

  PMID 23496952 · PMC3655071 · BMC genomics · 2013 · 8 claims · 8 setups

  Has reproduction · 69

  Representative de novo transcriptome assemblies are generated with as few as ~20 million reads for single-tissue samples and ~30 million reads for whole animals at the mRNA-coverage level.

  mus chuniphyes hormiphora pleuromamma rna-seq homology

• Duplication count distributions in DNA sequences.

  PMID 19256873 · PMC3121164 · Physical review. E, Statistical, nonlinear, and soft matter physics · 2008 · 8 claims · 8 setups

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  Duplication count distributions N(c) for complex 40-mers show power-law-like decay for c roughly 3 to 50 (or higher) across human, C. elegans, A. thaliana, and D. melanogaster genomes.

  genome elegans thaliana melanogaster genome-wide transposable homogeneous

• Cell Specific eQTL Analysis without Sorting Cells.

  PMID 25955312 · PMC4425538 · PLoS genetics · 2015 · 7 claims · 4 setups

  Has reproduction · 90

  A genotype x predicted-cell-count interaction (GxE) meta-analysis across whole blood datasets can detect neutrophil-specific cis-eQTLs without cell sorting

  blood neutrophils cis-eqtl cell-count rna-seq

• Extending differential gene expression testing to handle genome aneuploidy in cancer.

  PMID 41894415 · PMC13061324 · PLoS computational biology · 2026 · 8 claims · 4 setups

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  DeConveil integrates CNV data into DGE analysis using a GLM with negative binomial distribution to correct for CN-driven gene dosage effects

  simulated lung tcga breast simulated bulk

• Benchmarking of methods to analyse data derived from GBS-MeDIP.

  PMID 41555215 · PMC12829230 · BMC bioinformatics · 2026 · 7 claims · 4 setups

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  featureCounts is the most reliable tool for count matrix generation from GBS-MeDIP data, outperforming MEDIPS

  gbs-medip randomized simulated count distribution null

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

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  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• Modeling ChIP sequencing in silico with applications.

  PMID 18725927 · PMC2507756 · PLoS computational biology · 2008 · 8 claims · 4 setups

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  Observed ChIP-seq tag counts follow an initial power-law distribution followed by a long right tail.

  stat1 ncbi chip-seq motif

• Analysis of chimpanzee history based on genome sequence alignments.

  PMID 18421364 · PMC2278377 · PLoS genetics · 2008 · 8 claims · 6 setups

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  Bonobos and common chimpanzees separated approximately 1.29 million years ago

  bonobo bonobos chimpanzee simulated shotgun sequenom principal

• Analysis of recent segmental duplications in the bovine genome.

  PMID 19951423 · PMC2796684 · BMC genomics · 2009 · 8 claims · 6 setups

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  Recently duplicated sequence (≥1 kb, ≥90% identity) comprises 3.11% (94.4 Mb) of the bovine genome assembly (Btau_4.0)

  bos bovine genes cattle genome fluorescent repeat

• Assessment of dispersion metrics for estimating single-cell transcriptional variability.

  PMID 41770747 · PMC12970974 · PLoS computational biology · 2026 · 7 claims · 4 setups

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  The variance-to-mean ratio (VMR/Fano factor) scales approximately linearly with increasing dispersion and is independent of dataset size.

  simulated manivannan lana-elola yuzwa computational scrna-seq

• Differential expression analysis in single-cell and spatial RNA-seq without model assumptions.

  PMID 41980775 · PMC13198004 · Cell reports methods · 2026 · 7 claims · 4 setups

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  Common DGE analysis methods (Wilcoxon test, unweighted t-test, pseudo-bulk aggregation, SCTransform-style parametrization) rely on unnecessary simplifications and assumptions that are inconsistent with experimental data and cause false findings

  e18 simulated scrna-seq sprna-seq scrna-seq simulation count

• treeclimbR pinpoints the data-dependent resolution of hierarchical hypotheses.

  PMID 34001188 · PMC8127214 · Genome biology · 2021 · 7 claims · 6 setups

  Has reproduction · 73

  treeclimbR proposes multiple candidate resolutions on a tree and selects the optimal one in a data-driven manner using three criteria (FDR-controlling range of t, number of rejected leaves, fewest internal nodes)

  synthetic semi-simulated microbiome mirna differential microbiome microrna

• Single-cell analysis of testicular bacterial microbiome changes during aging and effect on reproductive capacity in mice.

  PMID 41438041 · PMC12719757 · iScience · 2025 · 8 claims · 8 setups

  Has reproduction · 78

  INVADE-seq (single-cell RNA-seq combined with 16S rRNA targeting) detects a sparse but widespread bacterial presence across diverse testicular cell types

  testis young testicular invade-seq histology sperm

• Molecular evolution and multilocus sequence typing of 145 strains of SARS-CoV.

  PMID 16112670 · PMC7118731 · FEBS letters · 2005 · 8 claims · 7 setups

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  145 SARS-CoV genomes can be divided into three groups: animal-origin viruses, first-epidemic clinical viruses, and GD03T0013

  complete mutation sars-cov spike sequence phylogenetic selection

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

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  Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.

  ensembl training same hgmd comparative machine tenfold

• miRGen: a database for the study of animal microRNA genomic organization and function.

  PMID 17108354 · PMC1669779 · Nucleic acids research · 2007 · 8 claims · 6 setups

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  miRGen is an integrated database combining Genomics, Targets, and Clusters interfaces to study miRNA genomic organization and function across 11 animal genomes

  animal genome mouse-human mirna genomic mirna cross-species

• Mercury immune toxicity in harbour seals: links to in vitro toxicity.

  PMID 18959786 · PMC2600635 · Environmental health : a global access science source · 2008 · 8 claims · 6 setups

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  In vitro MeHg exposure reduces seal lymphocyte number, viability, metabolic activity, and DNA/RNA synthesis

  blood pha-stimulated cytoplasmic cold trypan mts